From 607ee1403f9f3cc4dba02f826da466e3c5a26635 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Wed, 29 Mar 2023 19:31:40 -0700 Subject: [PATCH 01/47] modified gitignore --- .gitignore | 9 ++++++++- 1 file changed, 8 insertions(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index 927fb084..8c64c315 100644 --- a/.gitignore +++ b/.gitignore @@ -2,4 +2,11 @@ run/datasets/data/ **/__pycache__/ **/.ipynb_checkpoints -.idea/ \ No newline at end of file +.idea/ + +results/ +datasets/ + +example_custom.yaml +run_custom.sh +Custom Loader.txt \ No newline at end of file From 65a4ecb91ee575ea856d8e39e77c0af007af9036 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Wed, 29 Mar 2023 20:00:46 -0700 Subject: [PATCH 02/47] added custom loader class --- graphgym/custom_loader.py | 55 +++++++++++++++++++++++++++++++++++++++ graphgym/loader.py | 5 ++++ 2 files changed, 60 insertions(+) create mode 100644 graphgym/custom_loader.py diff --git a/graphgym/custom_loader.py b/graphgym/custom_loader.py new file mode 100644 index 00000000..f7f29c20 --- /dev/null +++ b/graphgym/custom_loader.py @@ -0,0 +1,55 @@ +import os +from typing import Callable, List, Optional + +import torch + +from torch_geometric.data import ( + Data, + InMemoryDataset, + download_url, + extract_zip, +) + + +class custom_loader(InMemoryDataset): + def __init__( + self, + name, + url, + root: str, + train: bool = True, + transform: Optional[Callable] = None, + pre_transform: Optional[Callable] = None, + pre_filter: Optional[Callable] = None, + ): + super().__init__(root, transform, pre_transform, pre_filter) + path = self.processed_paths[0] if train else self.processed_paths[1] + self.data, self.slices = torch.load(path) + self.name = name + self.url = url + + @property + def raw_file_names(self) -> str: + return self.name + '.pt' + + @property + def processed_file_names(self) -> List[str]: + return ['train_data.pt', 'test_data.pt'] + + def download(self): + path = download_url(self.url, self.raw_dir) + extract_zip(path, self.raw_dir) + os.unlink(path) + + def process(self): + inputs = torch.load(self.raw_paths[0]) + for i in range(len(inputs)): + data_list = [Data(**data_dict) for data_dict in inputs[i]] + + if self.pre_filter is not None: + data_list = [d for d in data_list if self.pre_filter(d)] + + if self.pre_transform is not None: + data_list = [self.pre_transform(d) for d in data_list] + + torch.save(self.collate(data_list), self.processed_paths[i]) diff --git a/graphgym/loader.py b/graphgym/loader.py index 15275702..00185ae3 100644 --- a/graphgym/loader.py +++ b/graphgym/loader.py @@ -13,6 +13,8 @@ MNISTSuperpixels, Planetoid, QM7b, TUDataset) +from custom_loader import custom_loader + import graphgym.models.feature_augment as preprocess import graphgym.register as register from graphgym.config import cfg @@ -67,6 +69,9 @@ def load_pyg(name, dataset_dir): dataset_raw = PPI(dataset_dir) elif name == 'QM7b': dataset_raw = QM7b(dataset_dir) + elif name[0:6] == "Custom": + parts = name.split(",") # in custom sets, the names field must contain names and urls + custom_loader(name=parts[1], url=parts[2]) else: raise ValueError('{} not support'.format(name)) graphs = GraphDataset.pyg_to_graphs(dataset_raw) From 464022291d87aea2d56174c6c06ecfabb8da729c Mon Sep 17 00:00:00 2001 From: luciancahil Date: Wed, 29 Mar 2023 20:57:59 -0700 Subject: [PATCH 03/47] allowed custom_loader to read zip location --- graphgym/custom_loader.py | 5 +++-- graphgym/loader.py | 12 +++++++++--- 2 files changed, 12 insertions(+), 5 deletions(-) diff --git a/graphgym/custom_loader.py b/graphgym/custom_loader.py index f7f29c20..9bd41a57 100644 --- a/graphgym/custom_loader.py +++ b/graphgym/custom_loader.py @@ -12,6 +12,7 @@ class custom_loader(InMemoryDataset): + url = "temp" def __init__( self, name, @@ -22,11 +23,11 @@ def __init__( pre_transform: Optional[Callable] = None, pre_filter: Optional[Callable] = None, ): + self.name = name + self.url = url super().__init__(root, transform, pre_transform, pre_filter) path = self.processed_paths[0] if train else self.processed_paths[1] self.data, self.slices = torch.load(path) - self.name = name - self.url = url @property def raw_file_names(self) -> str: diff --git a/graphgym/loader.py b/graphgym/loader.py index 00185ae3..6980e891 100644 --- a/graphgym/loader.py +++ b/graphgym/loader.py @@ -13,7 +13,7 @@ MNISTSuperpixels, Planetoid, QM7b, TUDataset) -from custom_loader import custom_loader +from .custom_loader import custom_loader import graphgym.models.feature_augment as preprocess import graphgym.register as register @@ -29,7 +29,12 @@ def load_pyg(name, dataset_dir): :param dataset_dir: data directory :return: a list of networkx/deepsnap graphs ''' - dataset_dir = '{}/{}'.format(dataset_dir, name) + if not str(name[0:6] == "Custom"): + dataset_dir = '{}/{}'.format(dataset_dir, name) + else : + parts = name.split(",") # in custom sets, the names field must contain names and urls + dataset_dir = '{}/{}'.format(dataset_dir, parts[1]) + if name in ['Cora', 'CiteSeer', 'PubMed']: dataset_raw = Planetoid(dataset_dir, name) elif name[:3] == 'TU_': @@ -71,7 +76,8 @@ def load_pyg(name, dataset_dir): dataset_raw = QM7b(dataset_dir) elif name[0:6] == "Custom": parts = name.split(",") # in custom sets, the names field must contain names and urls - custom_loader(name=parts[1], url=parts[2]) + dataset_raw = custom_loader(root=dataset_dir, name=parts[1], url=parts[2]) + name = parts[1] # give it a new name else: raise ValueError('{} not support'.format(name)) graphs = GraphDataset.pyg_to_graphs(dataset_raw) From ae26d4471ca856a265f8e3990bc83f5f8982c8e0 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Wed, 29 Mar 2023 21:27:09 -0700 Subject: [PATCH 04/47] added instructions for custom dataset to readme --- README.md | 11 ++++++++++- 1 file changed, 10 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 97af7d6f..7915adfa 100644 --- a/README.md +++ b/README.md @@ -313,13 +313,22 @@ Within each directory, (at least) an example is provided, showing how to registe Note that new user customized modules may result in new configurations; in these cases, new configuration fields can be registered at [`graphgym/contrib/config/`](graphgym/contrib/config). -**Note: Applying to your own datasets.** +### Applying to your own datasets A common use case will be applying GraphGym to your favorite datasets. To do so, you may follow our example in [`graphgym/contrib/loader/example.py`](graphgym/contrib/loader/example.py). GraphGym currently accepts a list of [NetworkX](https://networkx.org/documentation/stable/index.html) graphs or [PyG](https://pytorch-geometric.readthedocs.io/en/latest/) datasets. +Alterernatively: +1. Save your pytorch geometric dataset as a .pt file. +1. Place that .pt file in an otherwise empty folder. +1. Send the folder into a .zip file +1. Upload that .zip file somewhere on the internet. +1. Alter the "name" section in the yaml file to the following structure: "Custom,[NAME_OF_FILE],[URL_TO_FOLDER]". For example, to run the MNISTSuperdigit dataset, set "name" to "Custom,MNISTSuperPixels,https://data.pyg.org/datasets/MNISTSuperpixels.zip" + + + ### Use case: Design Space for Graph Neural Networks (NeurIPS 2020 Spotlight) Reproducing experiments in *[Design Space for Graph Neural Networks](https://arxiv.org/abs/2011.08843)*, Jiaxuan You, Rex Ying, Jure Leskovec, **NeurIPS 2020 Spotlight**. From 4702f08fec2b3f752c83bf83597655bbc69bc18f Mon Sep 17 00:00:00 2001 From: luciancahil Date: Sat, 8 Apr 2023 10:28:18 -0700 Subject: [PATCH 05/47] added custom dataset class file --- README.md | 9 +-- run/CytokinesDataSet.py | 142 ++++++++++++++++++++++++++++++++++++++++ run/main.py | 1 + 3 files changed, 148 insertions(+), 4 deletions(-) create mode 100644 run/CytokinesDataSet.py diff --git a/README.md b/README.md index 7915adfa..eee49576 100644 --- a/README.md +++ b/README.md @@ -322,10 +322,11 @@ or [PyG](https://pytorch-geometric.readthedocs.io/en/latest/) datasets. Alterernatively: 1. Save your pytorch geometric dataset as a .pt file. -1. Place that .pt file in an otherwise empty folder. -1. Send the folder into a .zip file -1. Upload that .zip file somewhere on the internet. -1. Alter the "name" section in the yaml file to the following structure: "Custom,[NAME_OF_FILE],[URL_TO_FOLDER]". For example, to run the MNISTSuperdigit dataset, set "name" to "Custom,MNISTSuperPixels,https://data.pyg.org/datasets/MNISTSuperpixels.zip" +1. Compress the .pt file into a .zip file +1. Upload that .zip file somewhere on the internet, such as google drive. +1. Generate a download link for the zip file; that is, a link that begins a download of the zip file, rather than show a preview +1. Alter the "name" section in the yaml file to the following structure: "Custom,[NAME_OF_FILE],[DOWNLOAD_URL]". For example, to run the MNISTSuperdigit dataset, set "name" to "Custom,MNISTSuperPixels,https://data.pyg.org/datasets/MNISTSuperpixels.zip" +1. Add the dataset class file of your dataset to the run folder, and import it into main.py diff --git a/run/CytokinesDataSet.py b/run/CytokinesDataSet.py new file mode 100644 index 00000000..4b1b3947 --- /dev/null +++ b/run/CytokinesDataSet.py @@ -0,0 +1,142 @@ +import torch +from torch_geometric.data import Dataset, Data +import numpy as np +import os + +CLASS_NAME = "DISEASE" + +class CytokinesDataSet(Dataset): + def __init__(self, root, filename, graphName, test=False, transform=None, pre_transform=None, patients = None, adjacency = None): + """ + root = Where the dataset should be stored. This folder is split + into raw_dir (downloaded dataset) and processed_dir (processed data). + """ + self.test = test + self.filename = filename + self.patients = patients + self.adjacency = adjacency + self.graphName = graphName + self.process() + + super(CytokinesDataSet, self).__init__(root, transform, pre_transform) + + @property + def raw_file_names(self): + """ If this file exists in raw_dir, the download is not triggered. + (The download func. is not implemented here) + """ + return self.filename + + @property + def processed_file_names(self): + """ If these files are found in raw_dir, processing is skipped. Here, always process + + fileNameArray = [] + if self.test: + for i in range(len(self.patients)): + fileNameArray.append(graphName[:-9] + "_data_test_" + str(i) + ".pt") + else: + for i in range(len(self.patients)): + fileNameArray.append(graphName[:-9] + "_data_test_" + str(i) + ".pt")""" + + fileNameArray = ["dummy.csv"] + + return fileNameArray + + def download(self): + pass + + def process(self): + + # runs once for each patient + print("processing") + index = 0 + name = self.graphName[:-9] + for patient in self.patients: + # Get node features of a single patient + node_feats = self._get_node_features(patient) + # Get edge features of a single patient + edge_feats = self._get_edge_features() + # Get adjacency info of a single patient + edge_index = self._get_adjacency_info() + # Get labels info of a single patient + label = self._get_labels(patient[CLASS_NAME]) # todo: read label from patient data + + + # Create data object + data = Data(x=node_feats, + edge_index=edge_index, + edge_attr=edge_feats, + y=label, + ) + if self.test: + torch.save(data, + os.path.join(self.processed_dir, + f'{name}_data_test_{index}.pt')) + else: + torch.save(data, + os.path.join(self.processed_dir, + f'{name}_data_{index}.pt')) + + index += 1 + + def _get_node_features(self, patient): + """ + This will return a matrix / 2d array of the shape + [Number of Nodes, Node Feature size] + """ + all_node_feats = np.asarray(patient['data']) + + + return torch.tensor(all_node_feats, dtype=torch.float) + + # todo: REturn list of 1 each time + def _get_edge_features(self): + """ + This will return a matrix / 2d array of the shape + [Number of edges, Edge Feature size] + """ + all_edge_feats = [] + for edge in self.adjacency: + all_edge_feats.append(1) + + all_edge_feats = np.asarray(all_edge_feats) + return torch.tensor(all_edge_feats, dtype=torch.float) + + # todo, same adjacency + def _get_adjacency_info(self): + """ + We could also use rdmolops.GetAdjacencyMatrix(mol) + but we want to be sure that the order of the indices + matches the order of the edge features + """ + + + edge_indices = [] + for edge in self.adjacency: + edge_indices += edge + + edge_indices = torch.tensor(edge_indices) + edge_indices = edge_indices.t().to(torch.long).view(2, -1) + return edge_indices + + + def _get_labels(self, label): + return torch.tensor(float(label), dtype=torch.int64) + + def len(self): + return len(self.patients) + + def get(self, idx): + """ - Equivalent to __getitem__ in pytorch + - Is not needed for PyG's InMemoryDataset + """ + name = self.graphName[:-9] + + if self.test: + data = torch.load(os.path.join(self.processed_dir, + f'{name}_data_test_{idx}.pt')) + else: + data = torch.load(os.path.join(self.processed_dir, + f'{name}_data_{idx}.pt')) + return data \ No newline at end of file diff --git a/run/main.py b/run/main.py index 0afa1a52..9ed8205b 100644 --- a/run/main.py +++ b/run/main.py @@ -15,6 +15,7 @@ from graphgym.utils.agg_runs import agg_runs from graphgym.utils.comp_budget import params_count from graphgym.utils.device import auto_select_device +from CytokinesDataSet import CytokinesDataSet if __name__ == '__main__': # Load cmd line args From 393d81470270265913e64d54748183d59afc184b Mon Sep 17 00:00:00 2001 From: luciancahil Date: Sat, 8 Apr 2023 11:03:43 -0700 Subject: [PATCH 06/47] fixed file upload bug --- README.md | 2 +- graphgym/custom_loader.py | 1 + run/CytokinesDataSet.py | 14 +++++++------- 3 files changed, 9 insertions(+), 8 deletions(-) diff --git a/README.md b/README.md index eee49576..c40b176a 100644 --- a/README.md +++ b/README.md @@ -326,7 +326,7 @@ Alterernatively: 1. Upload that .zip file somewhere on the internet, such as google drive. 1. Generate a download link for the zip file; that is, a link that begins a download of the zip file, rather than show a preview 1. Alter the "name" section in the yaml file to the following structure: "Custom,[NAME_OF_FILE],[DOWNLOAD_URL]". For example, to run the MNISTSuperdigit dataset, set "name" to "Custom,MNISTSuperPixels,https://data.pyg.org/datasets/MNISTSuperpixels.zip" -1. Add the dataset class file of your dataset to the run folder, and import it into main.py +1. Add the dataset class file of your dataset to the run folder, and import it into main.py. Update the dataset's processed_dir attribute to "dataset/name/processed diff --git a/graphgym/custom_loader.py b/graphgym/custom_loader.py index 9bd41a57..691dbd5e 100644 --- a/graphgym/custom_loader.py +++ b/graphgym/custom_loader.py @@ -44,6 +44,7 @@ def download(self): def process(self): inputs = torch.load(self.raw_paths[0]) + inputs.process() for i in range(len(inputs)): data_list = [Data(**data_dict) for data_dict in inputs[i]] diff --git a/run/CytokinesDataSet.py b/run/CytokinesDataSet.py index 4b1b3947..bbe65fc1 100644 --- a/run/CytokinesDataSet.py +++ b/run/CytokinesDataSet.py @@ -47,11 +47,11 @@ def download(self): pass def process(self): + name = self.graphName[:-10] + self.new_dir = "datasets\\" + name + "\\processed\\"# "datasets\\" + name + "\\processed" # new processed dir # runs once for each patient - print("processing") index = 0 - name = self.graphName[:-9] for patient in self.patients: # Get node features of a single patient node_feats = self._get_node_features(patient) @@ -71,11 +71,11 @@ def process(self): ) if self.test: torch.save(data, - os.path.join(self.processed_dir, + os.path.join(self.new_dir, f'{name}_data_test_{index}.pt')) else: torch.save(data, - os.path.join(self.processed_dir, + os.path.join(self.new_dir, f'{name}_data_{index}.pt')) index += 1 @@ -131,12 +131,12 @@ def get(self, idx): """ - Equivalent to __getitem__ in pytorch - Is not needed for PyG's InMemoryDataset """ - name = self.graphName[:-9] + name = self.graphName[:-10] if self.test: - data = torch.load(os.path.join(self.processed_dir, + data = torch.load(os.path.join(self.new_dir, f'{name}_data_test_{idx}.pt')) else: - data = torch.load(os.path.join(self.processed_dir, + data = torch.load(os.path.join(self.new_dir, f'{name}_data_{idx}.pt')) return data \ No newline at end of file From 2e4400a29781a8dacb7f993dc1466e601f94376f Mon Sep 17 00:00:00 2001 From: luciancahil Date: Sat, 8 Apr 2023 13:28:52 -0700 Subject: [PATCH 07/47] renamed custom dataset, fixed error in if statement --- graphgym/{custom_loader.py => custom_dataset.py} | 15 ++++----------- graphgym/loader.py | 9 +++++---- 2 files changed, 9 insertions(+), 15 deletions(-) rename graphgym/{custom_loader.py => custom_dataset.py} (68%) diff --git a/graphgym/custom_loader.py b/graphgym/custom_dataset.py similarity index 68% rename from graphgym/custom_loader.py rename to graphgym/custom_dataset.py index 691dbd5e..5d27eb52 100644 --- a/graphgym/custom_loader.py +++ b/graphgym/custom_dataset.py @@ -11,7 +11,7 @@ ) -class custom_loader(InMemoryDataset): +class custom_dataset(InMemoryDataset): url = "temp" def __init__( self, @@ -25,9 +25,10 @@ def __init__( ): self.name = name self.url = url + self.train = train super().__init__(root, transform, pre_transform, pre_filter) path = self.processed_paths[0] if train else self.processed_paths[1] - self.data, self.slices = torch.load(path) + self.path = path @property def raw_file_names(self) -> str: @@ -45,13 +46,5 @@ def download(self): def process(self): inputs = torch.load(self.raw_paths[0]) inputs.process() - for i in range(len(inputs)): - data_list = [Data(**data_dict) for data_dict in inputs[i]] + self.data = inputs - if self.pre_filter is not None: - data_list = [d for d in data_list if self.pre_filter(d)] - - if self.pre_transform is not None: - data_list = [self.pre_transform(d) for d in data_list] - - torch.save(self.collate(data_list), self.processed_paths[i]) diff --git a/graphgym/loader.py b/graphgym/loader.py index 6980e891..5c9c6951 100644 --- a/graphgym/loader.py +++ b/graphgym/loader.py @@ -13,7 +13,7 @@ MNISTSuperpixels, Planetoid, QM7b, TUDataset) -from .custom_loader import custom_loader +from .custom_dataset import custom_dataset import graphgym.models.feature_augment as preprocess import graphgym.register as register @@ -29,9 +29,10 @@ def load_pyg(name, dataset_dir): :param dataset_dir: data directory :return: a list of networkx/deepsnap graphs ''' - if not str(name[0:6] == "Custom"): + print(not str(name[0:6]) == "Custom") + if not str(name[0:6]) == "Custom": dataset_dir = '{}/{}'.format(dataset_dir, name) - else : + else: parts = name.split(",") # in custom sets, the names field must contain names and urls dataset_dir = '{}/{}'.format(dataset_dir, parts[1]) @@ -76,7 +77,7 @@ def load_pyg(name, dataset_dir): dataset_raw = QM7b(dataset_dir) elif name[0:6] == "Custom": parts = name.split(",") # in custom sets, the names field must contain names and urls - dataset_raw = custom_loader(root=dataset_dir, name=parts[1], url=parts[2]) + dataset_raw = custom_dataset(root=dataset_dir, name=parts[1], url=parts[2]) name = parts[1] # give it a new name else: raise ValueError('{} not support'.format(name)) From fc7e3a3d93a51d1c387a6646cfc3539891696ae7 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Sat, 8 Apr 2023 19:19:28 -0700 Subject: [PATCH 08/47] removed print statement| --- graphgym/loader.py | 1 - 1 file changed, 1 deletion(-) diff --git a/graphgym/loader.py b/graphgym/loader.py index 5c9c6951..59348e00 100644 --- a/graphgym/loader.py +++ b/graphgym/loader.py @@ -29,7 +29,6 @@ def load_pyg(name, dataset_dir): :param dataset_dir: data directory :return: a list of networkx/deepsnap graphs ''' - print(not str(name[0:6]) == "Custom") if not str(name[0:6]) == "Custom": dataset_dir = '{}/{}'.format(dataset_dir, name) else: From a9594b0de09c672b31ee4ecb5c3f45b0810b08af Mon Sep 17 00:00:00 2001 From: luciancahil Date: Wed, 12 Apr 2023 21:38:48 -0700 Subject: [PATCH 09/47] fixed proces --- run/CytokinesDataSet.py | 107 +++++++++++++++++++++++++++++++++------- 1 file changed, 90 insertions(+), 17 deletions(-) diff --git a/run/CytokinesDataSet.py b/run/CytokinesDataSet.py index bbe65fc1..ee47d81b 100644 --- a/run/CytokinesDataSet.py +++ b/run/CytokinesDataSet.py @@ -49,6 +49,58 @@ def download(self): def process(self): name = self.graphName[:-10] self.new_dir = "datasets\\" + name + "\\processed\\"# "datasets\\" + name + "\\processed" # new processed dir + train_data = Data() + train_slices = dict() + test_data = Data() + test_slices = dict() + train_tuple = (train_data, train_slices) + test_tuple = (test_data, test_slices) + + num_patients = len(self.patients) + num_training = int(0.8*num_patients) # when index <= num_training, the patient goes into training data. Else, testing + num_testing = num_patients - num_training + num_nodes = len(self._get_node_features(self.patients[0])) + num_edges = len(self.adjacency) + + + # prepare the slices + train_y_slice = [] + train_x_slice = [] + train_edge_index_slice = [] + + test_y_slice = [] + test_x_slice = [] + test_edge_index_slice = [] + + for i in range(num_training + 1): + train_y_slice.append(i) + train_x_slice.append(num_nodes*i) + train_edge_index_slice.append(num_edges * i) + + for i in range(num_testing + 1): + test_y_slice.append(i) + test_x_slice.append(num_nodes*i) + test_edge_index_slice.append(num_edges * i) + + train_slices['y'] = torch.tensor(train_y_slice) + train_slices['x'] = torch.tensor(train_x_slice) + train_slices['edge_index'] = torch.tensor(train_edge_index_slice) + + test_slices['y'] = torch.tensor(test_y_slice) + test_slices['x'] = torch.tensor(test_x_slice) + test_slices['edge_index'] = torch.tensor(test_edge_index_slice) + + + node_vector_len = len(self._get_node_features(self.patients[0]).numpy()[0]) # the length of a node vector + # preparing data + train_x_tensor = torch.empty((0, node_vector_len), dtype=torch.float32) + train_edge_index_tensor = torch.empty((2, 0), dtype=torch.float32) + train_y_list = [] # It's just easier to make a list than figure out how to do 1d concats + + test_x_tensor = torch.empty((0, node_vector_len), dtype=torch.float32) + test_edge_index_tensor = torch.empty((2, 0), dtype=torch.float32) + test_y_list = [] # It's just easier to make a list than figure out how to do 1d concats + # runs once for each patient index = 0 @@ -60,26 +112,47 @@ def process(self): # Get adjacency info of a single patient edge_index = self._get_adjacency_info() # Get labels info of a single patient - label = self._get_labels(patient[CLASS_NAME]) # todo: read label from patient data - - - # Create data object - data = Data(x=node_feats, - edge_index=edge_index, - edge_attr=edge_feats, - y=label, - ) - if self.test: - torch.save(data, - os.path.join(self.new_dir, - f'{name}_data_test_{index}.pt')) + label = self._get_labels(patient[CLASS_NAME]) + + if index <= num_training: + train_x_tensor = torch.cat((train_x_tensor,node_feats), 0) + train_edge_index_tensor = torch.cat((train_edge_index_tensor,edge_index), 1) + train_y_list.append(int(patient[CLASS_NAME])) else: - torch.save(data, - os.path.join(self.new_dir, - f'{name}_data_{index}.pt')) - + test_x_tensor = torch.cat((test_x_tensor,node_feats), 0) + test_edge_index_tensor = torch.cat((test_edge_index_tensor,edge_index), 1) + test_y_list.append(int(patient[CLASS_NAME])) + index += 1 + # turn y_lists into tensors + train_y_tensor = torch.tensor(train_y_list) + test_y_tensor = torch.tensor(test_y_list) + + train_data.x = train_x_tensor + train_data.y = train_y_tensor + train_data.edge_index = train_edge_index_tensor + + + test_data.x = test_x_tensor + test_data.y = test_edge_index_tensor + test_data.edge_index = test_edge_index_tensor + + torch.save(train_tuple, os.path.join(self.new_dir, 'train_data.pt')) + torch.save(test_tuple, os.path.join(self.new_dir, 'test_data.pt')) + + + # last step, just save everything in the right .pt files + """ + return ['train_data.pt', 'test_data.pt'] + + torch.save(data, + os.path.join(self.processed_dir, + f'{name}_data_{index}.pt')) + """ + + + def _get_node_features(self, patient): """ This will return a matrix / 2d array of the shape From 7fc5c078728f0d75c539f4f17c9baaac0ee18a3d Mon Sep 17 00:00:00 2001 From: luciancahil Date: Wed, 12 Apr 2023 21:56:56 -0700 Subject: [PATCH 10/47] updated readme to explain processing requirements --- README.md | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/README.md b/README.md index c40b176a..3729bc5b 100644 --- a/README.md +++ b/README.md @@ -327,6 +327,16 @@ Alterernatively: 1. Generate a download link for the zip file; that is, a link that begins a download of the zip file, rather than show a preview 1. Alter the "name" section in the yaml file to the following structure: "Custom,[NAME_OF_FILE],[DOWNLOAD_URL]". For example, to run the MNISTSuperdigit dataset, set "name" to "Custom,MNISTSuperPixels,https://data.pyg.org/datasets/MNISTSuperpixels.zip" 1. Add the dataset class file of your dataset to the run folder, and import it into main.py. Update the dataset's processed_dir attribute to "dataset/name/processed +1. Alter the process() function to do follow the instructions below + +#### Process function requirements +1. Your dataset's process function must create 2 tuples, one for training data and one for testing. The tuples must have 2 objects in them. First, a Data() object containing an x tensor, a y tensor, and an edge_index tensor. Second, a dict that serves as the "slices" array for each of the x tensor, y tensor, and edge_index tensor. +1. If your dataset is a node classifaction task, then the 2nd object should just be None. +1. If your data.x must contain a 2D tensor. There must be as many rows as there are node inputs in your entire dataset, and as many collumns as there are values in each individual node. If each node only has 1 single value, then it should only have 1 collumn. +1. Your data.y field must be a 1D tensor. It represents the desired target. For graph classification, it must have as many elements as graphs you wish to classify. For node classification, it must have as many elements as nodes. +1. Your data.edge_index field must be a 2D tensor with 2 rows and as many collumns as their are connections in your entire dataset (not just one graph). The ith elment in the first row tells you where the ith connection originates, and the ith element in the 2nd row tells you where the ith connection terminates. +1. YOur slices dict must have 3 key-value pairs. The keys must be the following string literals: 'x', 'y', 'edge_index'. The values must be 1D tensors, with the first value for all 3 being 0. All 3 tensors one more element than the number of graphs you want to classify. The 2nd value should state the index of the first value that is not in the first graph, the 3rd value should be the first value that is not in the 2nd graph. For example, if slices['x'] = tensor([0, 100, 200]), that means there are 2 graphs to classify. The first graph should take values 0 to 99 inclusive from the data.x tensor, and the 2nd graph should take values 100 to 199. +1. Once all these tuples are made, save the training and testing tuples using torch.save() as 'train_data.pt' and 'test_dat.pt' respectively From 69b61efd72d66dfafb7359d9c77e824efdd0e1e8 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Wed, 12 Apr 2023 21:57:50 -0700 Subject: [PATCH 11/47] added one final clarrifiaction to readme --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 3729bc5b..310ba7b1 100644 --- a/README.md +++ b/README.md @@ -336,7 +336,7 @@ Alterernatively: 1. Your data.y field must be a 1D tensor. It represents the desired target. For graph classification, it must have as many elements as graphs you wish to classify. For node classification, it must have as many elements as nodes. 1. Your data.edge_index field must be a 2D tensor with 2 rows and as many collumns as their are connections in your entire dataset (not just one graph). The ith elment in the first row tells you where the ith connection originates, and the ith element in the 2nd row tells you where the ith connection terminates. 1. YOur slices dict must have 3 key-value pairs. The keys must be the following string literals: 'x', 'y', 'edge_index'. The values must be 1D tensors, with the first value for all 3 being 0. All 3 tensors one more element than the number of graphs you want to classify. The 2nd value should state the index of the first value that is not in the first graph, the 3rd value should be the first value that is not in the 2nd graph. For example, if slices['x'] = tensor([0, 100, 200]), that means there are 2 graphs to classify. The first graph should take values 0 to 99 inclusive from the data.x tensor, and the 2nd graph should take values 100 to 199. -1. Once all these tuples are made, save the training and testing tuples using torch.save() as 'train_data.pt' and 'test_dat.pt' respectively +1. Once all these tuples are made, save the training and testing tuples using torch.save() as 'train_data.pt' and 'test_dat.pt' respectively into the processed folder in the newly created subfolder for your dataset, which is located in run/datasets From 96c4274f7c3356954f1682324cbbf65ae46e88fe Mon Sep 17 00:00:00 2001 From: luciancahil Date: Wed, 12 Apr 2023 22:27:36 -0700 Subject: [PATCH 12/47] bug fixes. Graphgym now able to easily accept custom datasets --- graphgym/custom_dataset.py | 1 + run/CytokinesDataSet.py | 4 ++-- 2 files changed, 3 insertions(+), 2 deletions(-) diff --git a/graphgym/custom_dataset.py b/graphgym/custom_dataset.py index 5d27eb52..9d78662e 100644 --- a/graphgym/custom_dataset.py +++ b/graphgym/custom_dataset.py @@ -29,6 +29,7 @@ def __init__( super().__init__(root, transform, pre_transform, pre_filter) path = self.processed_paths[0] if train else self.processed_paths[1] self.path = path + self.data, self.slices = torch.load(path) @property def raw_file_names(self) -> str: diff --git a/run/CytokinesDataSet.py b/run/CytokinesDataSet.py index ee47d81b..eb2747bb 100644 --- a/run/CytokinesDataSet.py +++ b/run/CytokinesDataSet.py @@ -94,11 +94,11 @@ def process(self): node_vector_len = len(self._get_node_features(self.patients[0]).numpy()[0]) # the length of a node vector # preparing data train_x_tensor = torch.empty((0, node_vector_len), dtype=torch.float32) - train_edge_index_tensor = torch.empty((2, 0), dtype=torch.float32) + train_edge_index_tensor = torch.empty((2, 0), dtype=torch.int32) train_y_list = [] # It's just easier to make a list than figure out how to do 1d concats test_x_tensor = torch.empty((0, node_vector_len), dtype=torch.float32) - test_edge_index_tensor = torch.empty((2, 0), dtype=torch.float32) + test_edge_index_tensor = torch.empty((2, 0), dtype=torch.int32) test_y_list = [] # It's just easier to make a list than figure out how to do 1d concats From 02f6c931a1985472039d4bb71ed6a2f0445de811 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Wed, 12 Apr 2023 22:28:18 -0700 Subject: [PATCH 13/47] fixed readme --- README.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index 310ba7b1..6ae56953 100644 --- a/README.md +++ b/README.md @@ -332,10 +332,10 @@ Alterernatively: #### Process function requirements 1. Your dataset's process function must create 2 tuples, one for training data and one for testing. The tuples must have 2 objects in them. First, a Data() object containing an x tensor, a y tensor, and an edge_index tensor. Second, a dict that serves as the "slices" array for each of the x tensor, y tensor, and edge_index tensor. 1. If your dataset is a node classifaction task, then the 2nd object should just be None. -1. If your data.x must contain a 2D tensor. There must be as many rows as there are node inputs in your entire dataset, and as many collumns as there are values in each individual node. If each node only has 1 single value, then it should only have 1 collumn. -1. Your data.y field must be a 1D tensor. It represents the desired target. For graph classification, it must have as many elements as graphs you wish to classify. For node classification, it must have as many elements as nodes. -1. Your data.edge_index field must be a 2D tensor with 2 rows and as many collumns as their are connections in your entire dataset (not just one graph). The ith elment in the first row tells you where the ith connection originates, and the ith element in the 2nd row tells you where the ith connection terminates. -1. YOur slices dict must have 3 key-value pairs. The keys must be the following string literals: 'x', 'y', 'edge_index'. The values must be 1D tensors, with the first value for all 3 being 0. All 3 tensors one more element than the number of graphs you want to classify. The 2nd value should state the index of the first value that is not in the first graph, the 3rd value should be the first value that is not in the 2nd graph. For example, if slices['x'] = tensor([0, 100, 200]), that means there are 2 graphs to classify. The first graph should take values 0 to 99 inclusive from the data.x tensor, and the 2nd graph should take values 100 to 199. +1. If your data.x must contain a 2D tensor of type float. There must be as many rows as there are node inputs in your entire dataset, and as many collumns as there are values in each individual node. If each node only has 1 single value, then it should only have 1 collumn. +1. Your data.y field must be a 1D tensor of type int. It represents the desired target. For graph classification, it must have as many elements as graphs you wish to classify. For node classification, it must have as many elements as nodes. +1. Your data.edge_index field must be a 2D tensor of type int with 2 rows and as many collumns as their are connections in your entire dataset (not just one graph). The ith elment in the first row tells you where the ith connection originates, and the ith element in the 2nd row tells you where the ith connection terminates. +1. Your slices dict must have 3 key-value pairs. The keys must be the following string literals: 'x', 'y', 'edge_index'. The values must be 1D tensors, with the first value for all 3 being 0. All 3 tensors one more element than the number of graphs you want to classify. The 2nd value should state the index of the first value that is not in the first graph, the 3rd value should be the first value that is not in the 2nd graph. For example, if slices['x'] = tensor([0, 100, 200]), that means there are 2 graphs to classify. The first graph should take values 0 to 99 inclusive from the data.x tensor, and the 2nd graph should take values 100 to 199. 1. Once all these tuples are made, save the training and testing tuples using torch.save() as 'train_data.pt' and 'test_dat.pt' respectively into the processed folder in the newly created subfolder for your dataset, which is located in run/datasets From af436407dd08c2879ab79dbb9ca3e976f165fbe7 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Mon, 1 May 2023 09:40:37 -0700 Subject: [PATCH 14/47] added eggs --- graphgym.egg-info/PKG-INFO | 445 +++++++++++++++++++++++++ graphgym.egg-info/SOURCES.txt | 87 +++++ graphgym.egg-info/dependency_links.txt | 1 + graphgym.egg-info/requires.txt | 8 + graphgym.egg-info/top_level.txt | 2 + 5 files changed, 543 insertions(+) create mode 100644 graphgym.egg-info/PKG-INFO create mode 100644 graphgym.egg-info/SOURCES.txt create mode 100644 graphgym.egg-info/dependency_links.txt create mode 100644 graphgym.egg-info/requires.txt create mode 100644 graphgym.egg-info/top_level.txt diff --git a/graphgym.egg-info/PKG-INFO b/graphgym.egg-info/PKG-INFO new file mode 100644 index 00000000..49915d17 --- /dev/null +++ b/graphgym.egg-info/PKG-INFO @@ -0,0 +1,445 @@ +Metadata-Version: 2.1 +Name: graphgym +Version: 0.4.0 +Summary: GraphGym: platform for designing and evaluating Graph Neural Networks (GNN) +Home-page: https://github.com/snap-stanford/graphgym +Author: Jiaxuan You +Author-email: jiaxuan@cs.stanford.edu +License: UNKNOWN +Description: # GraphGym + GraphGym is a platform for designing and evaluating Graph Neural Networks (GNN). + GraphGym is proposed in *[Design Space for Graph Neural Networks](https://arxiv.org/abs/2011.08843)*, + Jiaxuan You, Rex Ying, Jure Leskovec, **NeurIPS 2020 Spotlight**. + + Please also refer to [PyG](https://www.pyg.org) for a tightly integrated version of GraphGym and PyG. + + ### Highlights + **1. Highly modularized pipeline for GNN** + - **Data:** Data loading, data splitting + - **Model:** Modularized GNN implementation + - **Tasks:** Node / edge / graph level GNN tasks + - **Evaluation:** Accuracy, ROC AUC, ... + + **2. Reproducible experiment configuration** + - Each experiment is *fully described by a configuration file* + + **3. Scalable experiment management** + - Easily launch *thousands of GNN experiments in parallel* + - *Auto-generate* experiment analyses and figures across random seeds and experiments. + + **4. Flexible user customization** + - Easily *register your own modules* + in [`graphgym/contrib/`](graphgym/contrib), + such as data loaders, GNN layers, loss functions, etc. + + ### News + - GraphGym 0.3.0 has been released. Now you may install stable version of GraphGym via `pip install graphgym`. + - GraphGym 0.2.0 has been released. Now GraphGym supports Pytorch Geometric backend, in addition to the default DeepSNAP backend. + You may try it out in [`run_single_pyg.sh`](run/run_single_pyg.sh). + ```bash + cd run + bash run_single_pyg.sh + ``` + + ### Example use cases + - *[Design Space for Graph Neural Networks](https://arxiv.org/abs/2011.08843)*, Jiaxuan You, Rex Ying, Jure Leskovec, **NeurIPS 2020 Spotlight**. + - *[Identity-aware Graph Neural Networks](https://arxiv.org/abs/2101.10320)*, Jiaxuan You, Jonathan Gomes-Selman, Rex Ying, Jure Leskovec, **AAAI 2021**. + - *[Relational Multi-Task Learning: Modeling Relations between Data and Tasks](https://openreview.net/pdf?id=8Py-W8lSUgy)*, Kaidi Cao*, Jiaxuan You*, Jure Leskovec, **ICLR 2022 Spotlight**. + - *[ROLAND: Graph Learning Framework for Dynamic Graphs](https://arxiv.org/abs/2208.07239)*, Jiaxuan You, Tianyu Du, Jure Leskovec, **KDD 2022**. + + + + ## Why GraphGym? + **TL;DR:** GraphGym is great for GNN beginners, domain experts and GNN researchers. + + **Scenario 1:** You are a beginner to GNN, who wants to understand how GNN works. + + You probably have read many exciting papers on GNN, and try to write your own GNN implementation. + Using existing packages for GNN, you still have to code up the essential pipeline on your own. + GraphGym is a perfect place for your to start learning *standardized GNN implementation and evaluation*. + +
+ +
Figure 1: Modularized GNN implementation.
+
+ +
+ + **Scenario 2:** You want to apply GNN to your exciting applications. + + You probably know that there are hundreds of possible GNN models, and selecting the best model is notoriously hard. + Even worse, we have shown in our [paper](https://arxiv.org/abs/2011.08843) that the best GNN designs for different tasks differ drastically. + GraphGym provides a *simple interface to try out thousands of GNNs in parallel* and understand the best designs for your specific task. + GraphGym also recommends a "go-to" GNN design space, after investigating 10 million GNN model-task combinations. + +
+ +
Figure 2: A guideline for desirable GNN design choices.

(Sampling from 10 million GNN model-task combinations.) +
+ + +
+ + + **Scenario 3:** You are a GNN researcher, who wants to innovate GNN models / propose new GNN tasks. + + Say you have proposed a new GNN layer `ExampleConv`. + GraphGym can help you convincingly argue that `ExampleConv` is better than say `GCNConv`: + when randomly sample from 10 million possible model-task combinations, how often `ExampleConv` will outperform `GCNConv`, + when everything else is fixed (including the computational cost). + Moreover, GraphGym can help you easily do hyper-parameter search, and *visualize* what design choices are better. + In sum, GraphGym can greatly facilitate your GNN research. + +
+ +
Figure 3: Evaluation of a given GNN design dimension
(BatchNorm here). +
+ + +
+ + ## Installation + + **Requirements** + + - CPU or NVIDIA GPU, Linux, Python3 + - PyTorch, various Python packages; Instructions for installing these dependencies are found below + + + **1. Python environment (Optional):** + We recommend using Conda package manager + + ```bash + conda create -n graphgym python=3.7 + source activate graphgym + ``` + + **2. Pytorch:** + Install [PyTorch](https://pytorch.org/). + We have verified GraphGym under PyTorch 1.8.0, and GraphGym should work with PyTorch 1.4.0+. For example: + ```bash + # CUDA versions: cpu, cu92, cu101, cu102, cu101, cu111 + pip install torch==1.8.0+cu101 -f https://download.pytorch.org/whl/torch_stable.html + ``` + + **3. Pytorch Geometric:** + Install [PyTorch Geometric](https://pytorch-geometric.readthedocs.io/en/latest/notes/installation.html), + follow their instructions. For example: + ```bash + # CUDA versions: cpu, cu92, cu101, cu102, cu101, cu111 + # TORCH versions: 1.4.0, 1.5.0, 1.6.0, 1.7.0, 1.8.0 + CUDA=cu101 + TORCH=1.8.0 + pip install torch-scatter -f https://pytorch-geometric.com/whl/torch-${TORCH}+${CUDA}.html + pip install torch-sparse -f https://pytorch-geometric.com/whl/torch-${TORCH}+${CUDA}.html + pip install torch-cluster -f https://pytorch-geometric.com/whl/torch-${TORCH}+${CUDA}.html + pip install torch-spline-conv -f https://pytorch-geometric.com/whl/torch-${TORCH}+${CUDA}.html + pip install torch-geometric + ``` + + **4. GraphGym and other dependencies:** + + + ```bash + git clone https://github.com/snap-stanford/GraphGym + cd GraphGym + pip install -r requirements.txt + pip install -e . # From latest verion + pip install graphgym # (Optional) From pypi stable version + ``` + + + **5. Test the installation** + + **Run a single experiment.** + Run a test GNN experiment using GraphGym [`run_single.sh`](run/run_single.sh). + Configurations are specified in [`example.yaml`](run/configs/example.yaml). + The experiment is about node classification on Cora dataset (random 80/20 train/val split). + ```bash + cd run + bash run_single.sh # run a single experiment + ``` + + **Run a batch of experiments.** + Run a batch of GNN experiments using GraphGym [`run_batch.sh`](run/run_batch.sh). + Configurations are specified specified in + [`example.yaml`](run/configs/example.yaml) (controls the basic architecture) + and [`example.txt`](run/grids/example.txt) (controls how to do grid search). + The experiment examines 96 models in the recommended GNN design space, on 2 graph classification datasets. + Each experiment is repeated 3 times, and we set that 8 jobs can be concurrently run. + Depending on your infrastructure, finishing all the experiments may take a long time; + you can quit the experiment by `Ctrl-C` (GraphGym will properly kill all the processes). + ```bash + cd run + bash run_batch.sh # run a batch of experiments + ``` + + **(Optional) Run GraphGym with CPU backend.** + GraphGym supports cpu backend as well -- you only need to add one line `device: cpu` to the `.yaml` file. Here we provide an example. + + ```bash + cd run + bash run_single_cpu.sh # run a single experiment using CPU backend + ``` + + **(Optional) Run GraphGym with PyG backend.** + Run GraphGym with Pytorch Geometric (PyG) backend + [`run_single_pyg.sh`](run/run_single_pyg.sh) and + [`run_batch_pyg.sh`](run/run_batch_pyg.sh), + instead of the default DeepSNAP backend. + The PyG backend follows the native PyG implementation, and is slightly more efficient than the DeepSNAP backend. + Currently the PyG backend only supports user-provided dataset splits, such as PyG native datasets or OGB datasets. + ```bash + cd run + bash run_single_pyg.sh # run a single experiment using PyG backend + bash run_batch_pyg.sh # run a batch of experiments using PyG backend + ``` + + + + + + + ## GraphGym In-depth Usage + + ### 1 Run a single GNN experiment + A full example is specified in [`run/run_single.sh`](run/run_single.sh). + + **1.1 Specify a configuration file.** + In GraphGym, an experiment is fully specified by a `.yaml` file. + Unspecified configurations in the `.yaml` file will be populated by the default values in + [`graphgym/config.py`](graphgym/config.py). + For example, in [`run/configs/example.yaml`](run/configs/example.yaml), + there are configurations on dataset, training, model, GNN, etc. + Concrete description for each configuration is described in + [`graphgym/config.py`](graphgym/config.py). + + **1.2 Launch an experiment.** + For example, in [`run/run_single.sh`](run/run_single.sh): + ```bash + python main.py --cfg configs/example.yaml --repeat 3 + ``` + You can specify the number of different random seeds to repeat via `--repeat`. + + **1.3 Understand the results.** + Experimental results will be automatically saved in directory `run/results/${CONFIG_NAME}/`; + in the example above, it is `run/results/example/`. + Results for different random seeds will be saved in different subdirectories, such as `run/results/example/2`. + The aggregated results over all the random seeds are *automatically* generated into `run/results/example/agg`, + including the mean and standard deviation `_std` for each metric. + Train/val/test results are further saved into subdirectories, such as `run/results/example/agg/val`; here, + `stats.json` stores the results after each epoch aggregated across random seeds, + `best.json` stores the results at *the epoch with the highest validation accuracy*. + + ### 2 Run a batch of GNN experiments + A full example is specified in [`run/run_batch.sh`](run/run_batch.sh). + + **2.1 Specify a base file.** + GraphGym supports running a batch of experiments. + To start, a user needs to select a base architecture `--config`. + The batch of experiments will be created by perturbing certain configurations of the base architecture. + + **2.2 (Optional) Specify a base file for computational budget.** + Additionally, GraphGym allows a user to select a base architecture to *control the computational budget* for the grid search, `--config_budget`. + The computational budget is currently measured by the number of trainable parameters; the control is achieved by auto-adjust + the hidden dimension size for GNN. + If no `--config_budget` is provided, GraphGym will not control the computational budget. + + **2.3 Specify a grid file.** + A grid file describes how to perturb the base file, in order to generate the batch of the experiments. + For example, the base file could specify an experiment of 3-layer GCN for Cora node classification. + Then, the grid file specifies how to perturb the experiment along different dimension, such as number of layers, + model architecture, dataset, level of task, etc. + + + **2.4 Generate config files for the batch of experiments,** based on the information specified above. + For example, in [`run/run_batch.sh`](run/run_batch.sh): + ```bash + python configs_gen.py --config configs/${DIR}/${CONFIG}.yaml \ + --config_budget configs/${DIR}/${CONFIG}.yaml \ + --grid grids/${DIR}/${GRID}.txt \ + --out_dir configs + ``` + + **2.5 Launch the batch of experiments.** + For example, in [`run/run_batch.sh`](run/run_batch.sh): + ```bash + bash parallel.sh configs/${CONFIG}_grid_${GRID} $REPEAT $MAX_JOBS + ``` + Each experiment will be repeated for `$REPEAT` times. + We implemented a queue system to sequentially launch all the jobs, with `$MAX_JOBS` concurrent jobs running at the same time. + In practice, our system works great when handling thousands of jobs. + + **2.6 Understand the results.** + Experimental results will be automatically saved in directory `run/results/${CONFIG_NAME}_grid_${GRID_NAME}/`; + in the example above, it is `run/results/example_grid_example/`. + After running each experiment, GraphGym additionally automatically averages across different models, saved in + `run/results/example_grid_example/agg`. + There, `val.csv` represents validation accuracy for each model configuration at the *final* epoch; + `val_best.csv` represents the results at the epoch with the highest average validation error; + `val_best_epoch.csv` represents the results at the epoch with the highest validation error, averaged over different random seeds. + When test set split is provided, `test.csv` represents test accuracy for each model configuration at the *final* epoch; + `test_best.csv` represents the test set results at the epoch with the highest average validation error; + `test_best_epoch.csv` represents the test set results at the epoch with the highest validation error, averaged over different random seeds. + + + + + + ### 3 Analyze the results + We provides a handy tool to automatically provide an overview of a batch of experiments in + [`analysis/example.ipynb`](analysis/example.ipynb). + ```bash + cd analysis + jupyter notebook + example.ipynb # automatically provide an overview of a batch of experiments + ``` + + + + ### 4 User customization + A highlight of GraphGym is that it allows users to easily register their customized modules. + The supported customized modules are provided in directory + [`graphgym/contrib/`](graphgym/contrib), including: + - Activation [`graphgym/contrib/act/`](graphgym/contrib/act), + - Customized configurations [`graphgym/contrib/config/`](graphgym/contrib/config), + - Feature augmentation [`graphgym/contrib/feature_augment/`](graphgym/contrib/feature_augment), + - Feature encoder [`graphgym/contrib/feature_encoder/`](graphgym/contrib/feature_encoder), + - GNN head [`graphgym/contrib/head/`](graphgym/contrib/head), + - GNN layer [`graphgym/contrib/layer/`](graphgym/contrib/layer), + - Data loader [`graphgym/contrib/loader/`](graphgym/contrib/loader), + - Loss function [`graphgym/contrib/loss/`](graphgym/contrib/loss), + - GNN network architecture [`graphgym/contrib/network/`](graphgym/contrib/network), + - Optimizer [`graphgym/contrib/optimizer/`](graphgym/contrib/optimizer), + - GNN global pooling (graph classification only) + [`graphgym/contrib/pooling/`](graphgym/contrib/pooling), + - GNN stage [`graphgym/contrib/stage/`](graphgym/contrib/stage), + - GNN training pipeline [`graphgym/contrib/train/`](graphgym/contrib/train), + - Data transformations [`graphgym/contrib/transform/`](graphgym/contrib/transform). + + Within each directory, (at least) an example is provided, showing how to register user customized modules. + Note that new user customized modules may result in new configurations; in these cases, new configuration fields + can be registered at [`graphgym/contrib/config/`](graphgym/contrib/config). + + ### Applying to your own datasets + A common use case will be applying GraphGym to your favorite datasets. + To do so, you may follow our example in + [`graphgym/contrib/loader/example.py`](graphgym/contrib/loader/example.py). + GraphGym currently accepts a list of [NetworkX](https://networkx.org/documentation/stable/index.html) graphs + or [PyG](https://pytorch-geometric.readthedocs.io/en/latest/) datasets. + + Alterernatively: + 1. Save your pytorch geometric dataset as a .pt file. + 1. Compress the .pt file into a .zip file + 1. Upload that .zip file somewhere on the internet, such as google drive. + 1. Generate a download link for the zip file; that is, a link that begins a download of the zip file, rather than show a preview + 1. Alter the "name" section in the yaml file to the following structure: "Custom,[NAME_OF_FILE],[DOWNLOAD_URL]". For example, to run the MNISTSuperdigit dataset, set "name" to "Custom,MNISTSuperPixels,https://data.pyg.org/datasets/MNISTSuperpixels.zip" + 1. Add the dataset class file of your dataset to the run folder, and import it into main.py. Update the dataset's processed_dir attribute to "dataset/name/processed + 1. Alter the process() function to do follow the instructions below + + #### Process function requirements + 1. Your dataset's process function must create 2 tuples, one for training data and one for testing. The tuples must have 2 objects in them. First, a Data() object containing an x tensor, a y tensor, and an edge_index tensor. Second, a dict that serves as the "slices" array for each of the x tensor, y tensor, and edge_index tensor. + 1. If your dataset is a node classifaction task, then the 2nd object should just be None. + 1. If your data.x must contain a 2D tensor of type float. There must be as many rows as there are node inputs in your entire dataset, and as many collumns as there are values in each individual node. If each node only has 1 single value, then it should only have 1 collumn. + 1. Your data.y field must be a 1D tensor of type int. It represents the desired target. For graph classification, it must have as many elements as graphs you wish to classify. For node classification, it must have as many elements as nodes. + 1. Your data.edge_index field must be a 2D tensor of type int with 2 rows and as many collumns as their are connections in your entire dataset (not just one graph). The ith elment in the first row tells you where the ith connection originates, and the ith element in the 2nd row tells you where the ith connection terminates. + 1. Your slices dict must have 3 key-value pairs. The keys must be the following string literals: 'x', 'y', 'edge_index'. The values must be 1D tensors, with the first value for all 3 being 0. All 3 tensors one more element than the number of graphs you want to classify. The 2nd value should state the index of the first value that is not in the first graph, the 3rd value should be the first value that is not in the 2nd graph. For example, if slices['x'] = tensor([0, 100, 200]), that means there are 2 graphs to classify. The first graph should take values 0 to 99 inclusive from the data.x tensor, and the 2nd graph should take values 100 to 199. + 1. Once all these tuples are made, save the training and testing tuples using torch.save() as 'train_data.pt' and 'test_dat.pt' respectively into the processed folder in the newly created subfolder for your dataset, which is located in run/datasets + + + + ### Use case: Design Space for Graph Neural Networks (NeurIPS 2020 Spotlight) + + Reproducing experiments in *[Design Space for Graph Neural Networks](https://arxiv.org/abs/2011.08843)*, Jiaxuan You, Rex Ying, Jure Leskovec, **NeurIPS 2020 Spotlight**. + You may refer to the [paper](https://arxiv.org/abs/2011.08843) or [project webpage](http://snap.stanford.edu/gnn-design/) for more details. + + ```bash + # NOTE: We include the raw results with GraphGym + # If you run the following code, the results will be overridden. + cd run/scripts/design/ + bash run_design_round1.sh # first round experiments, on a design space of 315K GNN designs + bash run_design_round2.sh # second round experiments, on a design space of 96 GNN designs + cd ../analysis + jupyter notebook + design_space.ipynb # reproducing all the analyses in the paper + ``` + +
+ +
Figure 4: Overview of the proposed GNN design space and task space.
+
+ + + + + ### Use case: Identity-aware Graph Neural Networks (AAAI 2021) + + Reproducing experiments in *[Identity-aware Graph Neural Networks](https://arxiv.org/abs/2101.10320)*, Jiaxuan You, Jonathan Gomes-Selman, Rex Ying, Jure Leskovec, **AAAI 2021**. + You may refer to the [paper](https://arxiv.org/abs/2101.10320) or [project webpage](http://snap.stanford.edu/idgnn/) for more details. + + ```bash + # NOTE: We include the raw results for ID-GNN in analysis/idgnn.csv + cd run/scripts/IDGNN/ + bash run_idgnn_node.sh # Reproduce ID-GNN node-level results + bash run_idgnn_edge.sh # Reproduce ID-GNN edge-level results + bash run_idgnn_graph.sh # Reproduce ID-GNN graph-level results + ``` + +
+ +
Figure 5: Overview of Identity-aware Graph Neural Networks (ID-GNN).
+
+ + + ### Use case: Relational Multi-Task Learning: Modeling Relations between Data and Tasks (ICLR 2022 Spotlight) + + Reproducing experiments in *[Relational Multi-Task Learning: Modeling Relations between Data and Tasks](https://openreview.net/pdf?id=8Py-W8lSUgy)*, Kaidi Cao*, Jiaxuan You*, Jure Leskovec, **ICLR 2022**. + + ```bash + # NOTE: We include the raw results for ID-GNN in analysis/idgnn.csv + git checkout meta_link + cd run/scripts/MetaLink/ + bash run_metalink.sh.sh # Reproduce MetaLink results for graph classification + ``` + +
+ +
Figure 5: Overview of Identity-aware Graph Neural Networks (ID-GNN).
+
+ + ### Use case: ROLAND: Graph Learning Framework for Dynamic Graphs (KDD 2022) + *[ROLAND: Graph Learning Framework for Dynamic Graphs](https://arxiv.org/abs/2208.07239)*, Jiaxuan You, Tianyu Du, Jure Leskovec, **KDD 2022**. + ROLAND forks GraphGym implementation. Please checkout the [corresponding repository for ROLAND](https://github.com/snap-stanford/roland). + + ## Contributors + [Jiaxuan You](https://cs.stanford.edu/~jiaxuan/) initiates the project and majorly contributes to the entire GraphGym platform. + [Rex Ying](https://cs.stanford.edu/people/rexy/) contributes to the feature augmentation modules. + Jonathan Gomes Selman enables GraphGym to have OGB support. + + GraphGym is inspired by the framework of [pycls](https://github.com/facebookresearch/pycls). + GraphGym adopts [DeepSNAP](https://github.com/snap-stanford/deepsnap) as the default data representation. + Part of GraphGym relies on [Pytorch Geometric](https://github.com/rusty1s/pytorch_geometric) functionalities. + + ## Contributing + + We warmly welcome the community to contribute to GraphGym. + GraphGym is particularly designed to enable contribution / customization in a simple way. + For example, you may contribute your modules to [`graphgym/contrib/`](graphgym/contrib) by creating pull requests. + + ## Citing GraphGym + If you find GraphGym or our paper useful, please cite our paper: + ``` + @InProceedings{you2020design, + title = {Design Space for Graph Neural Networks}, + author = {You, Jiaxuan and Ying, Rex and Leskovec, Jure}, + booktitle = {NeurIPS}, + year = {2020} + } + ``` + +Platform: UNKNOWN +Classifier: Programming Language :: Python :: 3 +Classifier: License :: OSI Approved :: MIT License +Classifier: Operating System :: OS Independent +Requires-Python: >=3.6 +Description-Content-Type: text/markdown diff --git a/graphgym.egg-info/SOURCES.txt b/graphgym.egg-info/SOURCES.txt new file mode 100644 index 00000000..33122b62 --- /dev/null +++ b/graphgym.egg-info/SOURCES.txt @@ -0,0 +1,87 @@ +README.md +setup.py +graphgym/__init__.py +graphgym/checkpoint.py +graphgym/cmd_args.py +graphgym/config.py +graphgym/custom_dataset.py +graphgym/init.py +graphgym/loader.py +graphgym/loader_pyg.py +graphgym/logger.py +graphgym/loss.py +graphgym/model_builder.py +graphgym/model_builder_pyg.py +graphgym/optimizer.py +graphgym/register.py +graphgym/train.py +graphgym/train_pyg.py +graphgym.egg-info/PKG-INFO +graphgym.egg-info/SOURCES.txt +graphgym.egg-info/dependency_links.txt +graphgym.egg-info/requires.txt +graphgym.egg-info/top_level.txt +graphgym/contrib/__init__.py +graphgym/contrib/act/__init__.py +graphgym/contrib/act/example.py +graphgym/contrib/config/__init__.py +graphgym/contrib/config/example.py +graphgym/contrib/feature_augment/__init__.py +graphgym/contrib/feature_augment/example.py +graphgym/contrib/feature_encoder/__init__.py +graphgym/contrib/feature_encoder/example.py +graphgym/contrib/head/__init__.py +graphgym/contrib/head/example.py +graphgym/contrib/layer/__init__.py +graphgym/contrib/layer/attconv.py +graphgym/contrib/layer/example.py +graphgym/contrib/layer/generalconv.py +graphgym/contrib/layer/generalconv_ogb.py +graphgym/contrib/layer/generalconv_v2.py +graphgym/contrib/layer/idconv.py +graphgym/contrib/layer/sageinitconv.py +graphgym/contrib/loader/__init__.py +graphgym/contrib/loader/example.py +graphgym/contrib/loss/__init__.py +graphgym/contrib/loss/example.py +graphgym/contrib/network/__init__.py +graphgym/contrib/network/example.py +graphgym/contrib/optimizer/__init__.py +graphgym/contrib/optimizer/example.py +graphgym/contrib/pooling/__init__.py +graphgym/contrib/pooling/example.py +graphgym/contrib/stage/__init__.py +graphgym/contrib/stage/example.py +graphgym/contrib/train/__init__.py +graphgym/contrib/train/example.py +graphgym/contrib/transform/__init__.py +graphgym/contrib/transform/identity.py +graphgym/models/__init__.py +graphgym/models/act.py +graphgym/models/feature_augment.py +graphgym/models/feature_encoder.py +graphgym/models/feature_encoder_pyg.py +graphgym/models/gnn.py +graphgym/models/gnn_pyg.py +graphgym/models/head.py +graphgym/models/head_pyg.py +graphgym/models/layer.py +graphgym/models/layer_pyg.py +graphgym/models/pooling.py +graphgym/models/transform.py +graphgym/utils/__init__.py +graphgym/utils/agg_runs.py +graphgym/utils/comp_budget.py +graphgym/utils/device.py +graphgym/utils/epoch.py +graphgym/utils/io.py +graphgym/utils/plot.py +graphgym/utils/tools.py +run/CytokinesDataSet.py +run/__init__.py +run/agg_batch.py +run/configs_gen.py +run/main.py +run/main_pyg.py +run/datasets/__init__.py +run/datasets/syn_graph.py \ No newline at end of file diff --git a/graphgym.egg-info/dependency_links.txt b/graphgym.egg-info/dependency_links.txt new file mode 100644 index 00000000..8b137891 --- /dev/null +++ b/graphgym.egg-info/dependency_links.txt @@ -0,0 +1 @@ + diff --git a/graphgym.egg-info/requires.txt b/graphgym.egg-info/requires.txt new file mode 100644 index 00000000..aa607e7e --- /dev/null +++ b/graphgym.egg-info/requires.txt @@ -0,0 +1,8 @@ +yacs +tensorboardx +torch +torch-geometric +networkx +numpy +deepsnap +ogb diff --git a/graphgym.egg-info/top_level.txt b/graphgym.egg-info/top_level.txt new file mode 100644 index 00000000..760a9085 --- /dev/null +++ b/graphgym.egg-info/top_level.txt @@ -0,0 +1,2 @@ +graphgym +run From d6f93546c6f9d3c3689f7f66ab406c21febfbb60 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Mon, 1 May 2023 15:55:22 -0700 Subject: [PATCH 15/47] added Visualization class --- run/Visualization.py | 30 ++++++++++++++++++++++++++++++ run/main.py | 4 ++++ 2 files changed, 34 insertions(+) create mode 100644 run/Visualization.py diff --git a/run/Visualization.py b/run/Visualization.py new file mode 100644 index 00000000..caa4d2bd --- /dev/null +++ b/run/Visualization.py @@ -0,0 +1,30 @@ +import torch +import matplotlib.pyplot as plt +import networkx as nx +from torch_geometric.utils import to_networkx + +class Visualize: + def visualize_graph(model): + # Convert the PyTorch Geometric model to a NetworkX graph + graph = to_networkx(model, to_undirected=True) + + # Extract the edge weights from the PyTorch Geometric model + edge_weights = model.edge_index[-1] + + # Normalize the edge weights to be between 0 and 1 + edge_weights = (edge_weights - edge_weights.min()) / (edge_weights.max() - edge_weights.min()) + + # Create a dictionary that maps edges to their corresponding weights + edge_weight_dict = dict(zip(list(zip(model.edge_index[0], model.edge_index[1])), edge_weights)) + + # Create a new NetworkX graph with edge weights as attributes + weighted_graph = nx.Graph() + weighted_graph.add_nodes_from(graph.nodes()) + weighted_graph.add_edges_from(graph.edges()) + for edge in weighted_graph.edges(): + weighted_graph.edges[edge]['weight'] = edge_weight_dict.get(edge, 0) + + # Draw the graph using matplotlib and networkx + pos = nx.spring_layout(weighted_graph) + nx.draw(weighted_graph, pos, with_labels=True, node_size=100, font_size=10, width=2, edge_color=[weighted_graph[u][v]['weight'] for u, v in weighted_graph.edges()]) + plt.show() \ No newline at end of file diff --git a/run/main.py b/run/main.py index 9ed8205b..604b4a71 100644 --- a/run/main.py +++ b/run/main.py @@ -16,6 +16,7 @@ from graphgym.utils.comp_budget import params_count from graphgym.utils.device import auto_select_device from CytokinesDataSet import CytokinesDataSet +from Visualization import Visualize if __name__ == '__main__': # Load cmd line args @@ -57,3 +58,6 @@ # When being launched in batch mode, mark a yaml as done if args.mark_done: os.rename(args.cfg_file, f'{args.cfg_file}_done') + + + Visualize.visualize_graph(model) From 1bb4bc790d6b879da9ae3763072e455bbd626770 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Thu, 4 May 2023 09:54:53 -0700 Subject: [PATCH 16/47] visualizing final graph --- run/Visualization.py | 26 +++++++++++++++++++++++++- run/main.py | 3 +-- 2 files changed, 26 insertions(+), 3 deletions(-) diff --git a/run/Visualization.py b/run/Visualization.py index caa4d2bd..4f2c509b 100644 --- a/run/Visualization.py +++ b/run/Visualization.py @@ -4,7 +4,31 @@ from torch_geometric.utils import to_networkx class Visualize: - def visualize_graph(model): + def visualize_graph(model, graph): + print(graph.edges) + print(graph.nodes) + + + red_edges = [(2, 4), (4, 2)] + edge_colours = ['black' if not edge in red_edges else 'red' + for edge in graph.edges()] + black_edges = [edge for edge in graph.edges() if edge not in red_edges] + + + val_map = {0: 1.0, + 1 : 0.5714285714285714, + 2 : 0.0} + + values = [val_map.get(node, 0.25) for node in graph.nodes()] + + pos = nx.spring_layout(graph) + nx.draw_networkx_nodes(graph, pos, cmap=plt.get_cmap('jet'), + node_color = values, node_size = 500) + nx.draw_networkx_labels(graph, pos) + nx.draw_networkx_edges(graph, pos, edgelist=red_edges, edge_color='r', arrows=True) + nx.draw_networkx_edges(graph, pos, edgelist=black_edges, arrows=False) + plt.show() + # Convert the PyTorch Geometric model to a NetworkX graph graph = to_networkx(model, to_undirected=True) diff --git a/run/main.py b/run/main.py index 604b4a71..3b3ff066 100644 --- a/run/main.py +++ b/run/main.py @@ -58,6 +58,5 @@ # When being launched in batch mode, mark a yaml as done if args.mark_done: os.rename(args.cfg_file, f'{args.cfg_file}_done') - - Visualize.visualize_graph(model) + Visualize.visualize_graph(model, datasets[0].graphs[0].G) From 65fe94f61de766d4ce17d6eb0151380f517d10ae Mon Sep 17 00:00:00 2001 From: luciancahil Date: Thu, 4 May 2023 14:52:22 -0700 Subject: [PATCH 17/47] reading nodeNames --- run/CytokinesDataSet.py | 10 +++++++--- run/Visualization.py | 30 ++++-------------------------- run/main.py | 3 ++- 3 files changed, 13 insertions(+), 30 deletions(-) diff --git a/run/CytokinesDataSet.py b/run/CytokinesDataSet.py index eb2747bb..55e69f04 100644 --- a/run/CytokinesDataSet.py +++ b/run/CytokinesDataSet.py @@ -6,18 +6,21 @@ CLASS_NAME = "DISEASE" class CytokinesDataSet(Dataset): - def __init__(self, root, filename, graphName, test=False, transform=None, pre_transform=None, patients = None, adjacency = None): + def __init__(self, root, filename, graphName, test=False, transform=None, pre_transform=None, patients = None, adjacency = None, nodeNames = None): """ root = Where the dataset should be stored. This folder is split into raw_dir (downloaded dataset) and processed_dir (processed data). """ + self.test = test self.filename = filename self.patients = patients self.adjacency = adjacency self.graphName = graphName + self.nodeNames = nodeNames self.process() + super(CytokinesDataSet, self).__init__(root, transform, pre_transform) @property @@ -135,9 +138,10 @@ def process(self): test_data.x = test_x_tensor - test_data.y = test_edge_index_tensor + test_data.y = test_y_tensor test_data.edge_index = test_edge_index_tensor - + print(os.path.join(self.new_dir, 'nodeNames.pt')) + torch.save(self.nodeNames, os.path.join(self.new_dir, 'nodeNames.pt')) torch.save(train_tuple, os.path.join(self.new_dir, 'train_data.pt')) torch.save(test_tuple, os.path.join(self.new_dir, 'test_data.pt')) diff --git a/run/Visualization.py b/run/Visualization.py index 4f2c509b..4a831d7d 100644 --- a/run/Visualization.py +++ b/run/Visualization.py @@ -4,10 +4,12 @@ from torch_geometric.utils import to_networkx class Visualize: - def visualize_graph(model, graph): + def visualize_graph(model, graph, name): print(graph.edges) print(graph.nodes) - + nodeNameLocation = "datasets\\" + name + "\\processed\\nodeNames.pt" + nodeNames = torch.load(nodeNameLocation) + print(nodeNames) red_edges = [(2, 4), (4, 2)] edge_colours = ['black' if not edge in red_edges else 'red' @@ -27,28 +29,4 @@ def visualize_graph(model, graph): nx.draw_networkx_labels(graph, pos) nx.draw_networkx_edges(graph, pos, edgelist=red_edges, edge_color='r', arrows=True) nx.draw_networkx_edges(graph, pos, edgelist=black_edges, arrows=False) - plt.show() - - # Convert the PyTorch Geometric model to a NetworkX graph - graph = to_networkx(model, to_undirected=True) - - # Extract the edge weights from the PyTorch Geometric model - edge_weights = model.edge_index[-1] - - # Normalize the edge weights to be between 0 and 1 - edge_weights = (edge_weights - edge_weights.min()) / (edge_weights.max() - edge_weights.min()) - - # Create a dictionary that maps edges to their corresponding weights - edge_weight_dict = dict(zip(list(zip(model.edge_index[0], model.edge_index[1])), edge_weights)) - - # Create a new NetworkX graph with edge weights as attributes - weighted_graph = nx.Graph() - weighted_graph.add_nodes_from(graph.nodes()) - weighted_graph.add_edges_from(graph.edges()) - for edge in weighted_graph.edges(): - weighted_graph.edges[edge]['weight'] = edge_weight_dict.get(edge, 0) - - # Draw the graph using matplotlib and networkx - pos = nx.spring_layout(weighted_graph) - nx.draw(weighted_graph, pos, with_labels=True, node_size=100, font_size=10, width=2, edge_color=[weighted_graph[u][v]['weight'] for u, v in weighted_graph.edges()]) plt.show() \ No newline at end of file diff --git a/run/main.py b/run/main.py index 3b3ff066..e3c43aae 100644 --- a/run/main.py +++ b/run/main.py @@ -59,4 +59,5 @@ if args.mark_done: os.rename(args.cfg_file, f'{args.cfg_file}_done') - Visualize.visualize_graph(model, datasets[0].graphs[0].G) + name = cfg.dataset.name.split(",")[1] + Visualize.visualize_graph(model, datasets[0].graphs[0].G, name) From bef56b64b5db34c4f4ca2aeba827af95ba8bc79c Mon Sep 17 00:00:00 2001 From: luciancahil Date: Thu, 4 May 2023 15:26:59 -0700 Subject: [PATCH 18/47] added string labels onto nodes --- run/Visualization.py | 23 +++++++++++++---------- 1 file changed, 13 insertions(+), 10 deletions(-) diff --git a/run/Visualization.py b/run/Visualization.py index 4a831d7d..137b078d 100644 --- a/run/Visualization.py +++ b/run/Visualization.py @@ -5,28 +5,31 @@ class Visualize: def visualize_graph(model, graph, name): - print(graph.edges) - print(graph.nodes) nodeNameLocation = "datasets\\" + name + "\\processed\\nodeNames.pt" nodeNames = torch.load(nodeNameLocation) - print(nodeNames) - red_edges = [(2, 4), (4, 2)] + inv_map = {v: k for k, v in nodeNames.items()} + + graph = nx.relabel_nodes(graph, inv_map) + + + red_edges = [] edge_colours = ['black' if not edge in red_edges else 'red' - for edge in graph.edges()] - black_edges = [edge for edge in graph.edges() if edge not in red_edges] + for edge in graph.edges] + black_edges = [edge for edge in graph.edges if edge not in red_edges] val_map = {0: 1.0, 1 : 0.5714285714285714, 2 : 0.0} - values = [val_map.get(node, 0.25) for node in graph.nodes()] + values = [val_map.get(node, 0.25) for node in graph.nodes] pos = nx.spring_layout(graph) nx.draw_networkx_nodes(graph, pos, cmap=plt.get_cmap('jet'), - node_color = values, node_size = 500) + node_color = 'r', node_size = 1000) nx.draw_networkx_labels(graph, pos) - nx.draw_networkx_edges(graph, pos, edgelist=red_edges, edge_color='r', arrows=True) + nx.draw_networkx_edges(graph, pos, edgelist=red_edges, edge_color='r', arrows=False) nx.draw_networkx_edges(graph, pos, edgelist=black_edges, arrows=False) - plt.show() \ No newline at end of file + plt.show() + From 89cdbcb0ba67434e1d2194cd055adc2187a1388f Mon Sep 17 00:00:00 2001 From: luciancahil Date: Thu, 4 May 2023 16:08:56 -0700 Subject: [PATCH 19/47] controlling color of nodes --- run/Visualization.py | 17 ++++++++++++----- 1 file changed, 12 insertions(+), 5 deletions(-) diff --git a/run/Visualization.py b/run/Visualization.py index 137b078d..ed5f2078 100644 --- a/run/Visualization.py +++ b/run/Visualization.py @@ -19,15 +19,22 @@ def visualize_graph(model, graph, name): black_edges = [edge for edge in graph.edges if edge not in red_edges] - val_map = {0: 1.0, - 1 : 0.5714285714285714, - 2 : 0.0} + sampleSource = [[0]*3, [0.1]*3, [0.2]*3, [0.3]*3, [0.4]*3, [0.5]*3, [0.6]*3, [0.7]*3] + + print(inv_map) + print(graph.nodes) + - values = [val_map.get(node, 0.25) for node in graph.nodes] + values = [] + + print(len(graph.nodes)) + + for i in range(len(graph.nodes)): + values.append(sampleSource[i]) pos = nx.spring_layout(graph) nx.draw_networkx_nodes(graph, pos, cmap=plt.get_cmap('jet'), - node_color = 'r', node_size = 1000) + node_color = values, node_size = 1000) nx.draw_networkx_labels(graph, pos) nx.draw_networkx_edges(graph, pos, edgelist=red_edges, edge_color='r', arrows=False) nx.draw_networkx_edges(graph, pos, edgelist=black_edges, arrows=False) From 28fb3c5562e572e4d41c4ff44bb1733cabe29982 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Mon, 8 May 2023 11:56:58 -0700 Subject: [PATCH 20/47] get the weights of the first GCN layer --- run/main.py | 12 +++++++++++- 1 file changed, 11 insertions(+), 1 deletion(-) diff --git a/run/main.py b/run/main.py index e3c43aae..84db1cb7 100644 --- a/run/main.py +++ b/run/main.py @@ -15,8 +15,10 @@ from graphgym.utils.agg_runs import agg_runs from graphgym.utils.comp_budget import params_count from graphgym.utils.device import auto_select_device +from graphgym.models.gnn import GNNStackStage from CytokinesDataSet import CytokinesDataSet from Visualization import Visualize +from graphgym.models.layer import GeneralConv if __name__ == '__main__': # Load cmd line args @@ -60,4 +62,12 @@ os.rename(args.cfg_file, f'{args.cfg_file}_done') name = cfg.dataset.name.split(",")[1] - Visualize.visualize_graph(model, datasets[0].graphs[0].G, name) + for child in model.children(): # get the GNNSTackStage + if(isinstance(child, GNNStackStage)): + for grandChild in child.children(): # get the first General Layer + for object in grandChild.children(): # get the generalconv object + if(isinstance(object, GeneralConv)): + for layer in object.children(): # get the generalconvLayer + print(size(layer.weight)) + break + #Visualize.visualize_graph(model, datasets[0].graphs[0].G, name) From df94900f54a2999d05ced17d0dab6cf29fe69110 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Mon, 8 May 2023 12:13:01 -0700 Subject: [PATCH 21/47] get the weights of the first linear layer --- run/main.py | 20 +++++++++++--------- 1 file changed, 11 insertions(+), 9 deletions(-) diff --git a/run/main.py b/run/main.py index 84db1cb7..5817c581 100644 --- a/run/main.py +++ b/run/main.py @@ -18,7 +18,7 @@ from graphgym.models.gnn import GNNStackStage from CytokinesDataSet import CytokinesDataSet from Visualization import Visualize -from graphgym.models.layer import GeneralConv +from graphgym.models.layer import GeneralMultiLayer, Linear if __name__ == '__main__': # Load cmd line args @@ -62,12 +62,14 @@ os.rename(args.cfg_file, f'{args.cfg_file}_done') name = cfg.dataset.name.split(",")[1] - for child in model.children(): # get the GNNSTackStage - if(isinstance(child, GNNStackStage)): - for grandChild in child.children(): # get the first General Layer - for object in grandChild.children(): # get the generalconv object - if(isinstance(object, GeneralConv)): - for layer in object.children(): # get the generalconvLayer - print(size(layer.weight)) - break + for child in model.children(): # We are at the network level. + if(isinstance(child, GeneralMultiLayer)): + for grandchild in child.children(): # we are at the MultiLayer object + for object in grandchild.children(): # we are at the GeneralLayer object + if(isinstance(object, Linear)): + for layer in object.children(): # we are at the Linear object + print(layer.weight) + print(layer.weight[0].size()) + print(layer.weight.size()) + #Visualize.visualize_graph(model, datasets[0].graphs[0].G, name) From 3f872d2eefbd9ddaa4261b202952f33677dbda66 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Mon, 29 May 2023 10:29:34 -0700 Subject: [PATCH 22/47] Created Node visualization capabilities --- .gitignore | 4 ++- run/CytokinesDataSet.py | 5 +-- run/Visualization.py | 70 ++++++++++++++++++++++++++++++++++++----- run/configs_gen.py | 3 ++ run/main.py | 15 ++++++--- run/run_batch_custom.sh | 24 ++++++++++++++ 6 files changed, 107 insertions(+), 14 deletions(-) create mode 100644 run/run_batch_custom.sh diff --git a/.gitignore b/.gitignore index 8c64c315..545c3ca2 100644 --- a/.gitignore +++ b/.gitignore @@ -6,7 +6,9 @@ run/datasets/data/ results/ datasets/ +configs/ example_custom.yaml run_custom.sh -Custom Loader.txt \ No newline at end of file +Custom Loader.txt +example_custom.txt \ No newline at end of file diff --git a/run/CytokinesDataSet.py b/run/CytokinesDataSet.py index 55e69f04..025f88ac 100644 --- a/run/CytokinesDataSet.py +++ b/run/CytokinesDataSet.py @@ -6,7 +6,7 @@ CLASS_NAME = "DISEASE" class CytokinesDataSet(Dataset): - def __init__(self, root, filename, graphName, test=False, transform=None, pre_transform=None, patients = None, adjacency = None, nodeNames = None): + def __init__(self, root, filename, graphName, test=False, transform=None, pre_transform=None, patients = None, adjacency = None, nodeNames = None, divisions = None): """ root = Where the dataset should be stored. This folder is split into raw_dir (downloaded dataset) and processed_dir (processed data). @@ -18,6 +18,7 @@ def __init__(self, root, filename, graphName, test=False, transform=None, pre_tr self.adjacency = adjacency self.graphName = graphName self.nodeNames = nodeNames + self.divisions = divisions # self.process() @@ -140,7 +141,7 @@ def process(self): test_data.x = test_x_tensor test_data.y = test_y_tensor test_data.edge_index = test_edge_index_tensor - print(os.path.join(self.new_dir, 'nodeNames.pt')) + torch.save(self.divisions, os.path.join(self.new_dir, 'divisions.pt')) torch.save(self.nodeNames, os.path.join(self.new_dir, 'nodeNames.pt')) torch.save(train_tuple, os.path.join(self.new_dir, 'train_data.pt')) torch.save(test_tuple, os.path.join(self.new_dir, 'test_data.pt')) diff --git a/run/Visualization.py b/run/Visualization.py index ed5f2078..c8418424 100644 --- a/run/Visualization.py +++ b/run/Visualization.py @@ -4,9 +4,11 @@ from torch_geometric.utils import to_networkx class Visualize: - def visualize_graph(model, graph, name): + def visualize_graph(colorWeights, graph, name): nodeNameLocation = "datasets\\" + name + "\\processed\\nodeNames.pt" + divisionsLocation = "datasets\\" + name + "\\processed\\divisions.pt" nodeNames = torch.load(nodeNameLocation) + divisions = torch.load(divisionsLocation) inv_map = {v: k for k, v in nodeNames.items()} @@ -19,16 +21,11 @@ def visualize_graph(model, graph, name): black_edges = [edge for edge in graph.edges if edge not in red_edges] - sampleSource = [[0]*3, [0.1]*3, [0.2]*3, [0.3]*3, [0.4]*3, [0.5]*3, [0.6]*3, [0.7]*3] - - print(inv_map) - print(graph.nodes) + sampleSource = Visualize.nodeColourings(colorWeights, divisions) values = [] - print(len(graph.nodes)) - for i in range(len(graph.nodes)): values.append(sampleSource[i]) @@ -39,4 +36,63 @@ def visualize_graph(model, graph, name): nx.draw_networkx_edges(graph, pos, edgelist=red_edges, edge_color='r', arrows=False) nx.draw_networkx_edges(graph, pos, edgelist=black_edges, arrows=False) plt.show() + + """ + A function that returns how each node is to be colored. + colorWeights is the weights of the layer we are looking at. + division is an array that tells us which weights belong to which node in the graph + """ + def nodeColourings(colorWeights, division): + # not sure if I like a simple average eqaution. + + num_rows = len(colorWeights) + num_cols = len(colorWeights[0]) + + + # stores the average value of the weight of a single gene + averages = [None] * num_cols + for col in range(num_cols): + total = 0 + for row in range(num_rows): + total += colorWeights[row][col].item() + + averages[col] = total / num_rows + + # we have an array that has the average of every gene. Now we need to average across nodes + node_avg = [] + start = 0 + for end in division: + total = 0 + for i in range(start, end): #average out, then print list, then return + total += averages[i] + average = total / (end - start) + node_avg.append(average) + start = end + + + largest_avg = 0 + + # find the largest average to use as scaling + for avg in node_avg: + largest_avg = max(largest_avg, abs(avg)) + + + sampleSource = [] + for i in range(len(node_avg)): + color = [0]*3 + + if(node_avg[i] > 0): + color[0] = node_avg[i] / largest_avg + else: + color[2] = -1 * node_avg[i] / largest_avg + + sampleSource.append(color) + + + + + + + + return sampleSource diff --git a/run/configs_gen.py b/run/configs_gen.py index 0a0254ce..c90dbc7d 100644 --- a/run/configs_gen.py +++ b/run/configs_gen.py @@ -205,6 +205,9 @@ def gen_grid(args, config, config_budget={}): ptr = ptr[item] ptr[var_label[-1]] = vars[j] var_repr = str(vars[j]).strip("[]").strip("''") + if ',' in var_repr: + parts = var_repr.split(",") + var_repr = parts[1] fname_out += f'-{vars_alias[j]}={var_repr}' if len(config_budget) > 0: config_out = match_baseline_cfg(config_out, config_budget) diff --git a/run/main.py b/run/main.py index 5817c581..4399337c 100644 --- a/run/main.py +++ b/run/main.py @@ -68,8 +68,15 @@ for object in grandchild.children(): # we are at the GeneralLayer object if(isinstance(object, Linear)): for layer in object.children(): # we are at the Linear object - print(layer.weight) - print(layer.weight[0].size()) - print(layer.weight.size()) + colorWeights = layer.weight - #Visualize.visualize_graph(model, datasets[0].graphs[0].G, name) + Visualize.visualize_graph(colorWeights, datasets[0].graphs[0].G, name) + + +""" +Okay, the layer.weight is a 256 * 732 matrix. +256 rows, 732 collumns. +Squish reach collumn together into one value with 732. Average it all out. +Then do the same for divisions. Then, find the min and the max, and color with respect to it. +Blue is negative, red is positive. +""" \ No newline at end of file diff --git a/run/run_batch_custom.sh b/run/run_batch_custom.sh new file mode 100644 index 00000000..e7fc19a6 --- /dev/null +++ b/run/run_batch_custom.sh @@ -0,0 +1,24 @@ +#!/usr/bin/env bash + +CONFIG=example_custom +GRID=example_custom +REPEAT=3 +MAX_JOBS=8 + +# generate configs (after controlling computational budget) +# please remove --config_budget, if don't control computational budget +python configs_gen.py --config configs/${CONFIG}.yaml \ + --config_budget configs/${CONFIG}.yaml \ + --grid grids/${GRID}.txt \ + --out_dir configs +#python configs_gen.py --config configs/ChemKG/${CONFIG}.yaml --config_budget configs/ChemKG/${CONFIG}.yaml --grid grids/ChemKG/${GRID}.txt --out_dir configs +# run batch of configs +# Args: config_dir, num of repeats, max jobs running +bash parallel.sh configs/${CONFIG}_grid_${GRID} $REPEAT $MAX_JOBS +# rerun missed / stopped experiments +bash parallel.sh configs/${CONFIG}_grid_${GRID} $REPEAT $MAX_JOBS +# rerun missed / stopped experiments +bash parallel.sh configs/${CONFIG}_grid_${GRID} $REPEAT $MAX_JOBS + +# aggregate results for the batch +python agg_batch.py --dir results/${CONFIG}_grid_${GRID} From 05eed8b0f4a9838bd16b07923bd56e65c289a0e9 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Wed, 31 May 2023 11:33:08 -0700 Subject: [PATCH 23/47] Added Learnable Edge Weights --- graphgym/models/layer.py | 2 +- run/main.py | 28 +++++++++++++++++++++++++--- 2 files changed, 26 insertions(+), 4 deletions(-) diff --git a/graphgym/models/layer.py b/graphgym/models/layer.py index a6ded579..5e0ccf65 100644 --- a/graphgym/models/layer.py +++ b/graphgym/models/layer.py @@ -214,7 +214,7 @@ def __init__(self, dim_in, dim_out, bias=False, **kwargs): self.model = GeneralConvLayer(dim_in, dim_out, bias=bias) def forward(self, batch): - batch.node_feature = self.model(batch.node_feature, batch.edge_index) + batch.node_feature = self.model(batch.node_feature, batch.edge_index, edge_weight = batch.edge_weights) return batch diff --git a/run/main.py b/run/main.py index 4399337c..96ce92bc 100644 --- a/run/main.py +++ b/run/main.py @@ -18,7 +18,8 @@ from graphgym.models.gnn import GNNStackStage from CytokinesDataSet import CytokinesDataSet from Visualization import Visualize -from graphgym.models.layer import GeneralMultiLayer, Linear +from graphgym.models.layer import GeneralMultiLayer, Linear, GeneralConv +from graphgym.models.gnn import GNNStackStage if __name__ == '__main__': # Load cmd line args @@ -42,7 +43,25 @@ loaders = create_loader(datasets) loggers = create_logger() model = create_model() - optimizer = create_optimizer(model.parameters()) + + # Add edge_weights attribute to the datasets so that they can be accessed in batches + num_edges = len(datasets[0][0].edge_index[0]) + edge_weights = torch.nn.Parameter(torch.ones(num_edges)) + loaders[0].dataset[0].edge_weights = edge_weights + loaders[1].dataset[0].edge_weights = edge_weights + for loader in loaders: + for dataset in loader.dataset: + dataset.edge_weights = edge_weights + + + #add edge weights to the set of parameters + newParam = list() + for param in model.parameters(): + newParam.append(param) + + newParam.append(edge_weights) + + optimizer = create_optimizer(newParam) scheduler = create_scheduler(optimizer) # Print model info logging.info(model) @@ -61,6 +80,8 @@ if args.mark_done: os.rename(args.cfg_file, f'{args.cfg_file}_done') + +""" name = cfg.dataset.name.split(",")[1] for child in model.children(): # We are at the network level. if(isinstance(child, GeneralMultiLayer)): @@ -70,7 +91,8 @@ for layer in object.children(): # we are at the Linear object colorWeights = layer.weight - Visualize.visualize_graph(colorWeights, datasets[0].graphs[0].G, name) + Visualize.visualize_graph(colorWeights, datasets[0].graphs[0].G, name)\ + """ """ From a6706e7d225f958793d682ce93a724a202b1236a Mon Sep 17 00:00:00 2001 From: luciancahil Date: Wed, 31 May 2023 19:08:57 -0700 Subject: [PATCH 24/47] Added Edge Visualization --- graphgym/models/layer.py | 1 + run/Visualization.py | 29 ++++++++++++++++++++++------- run/main.py | 7 ++++--- 3 files changed, 27 insertions(+), 10 deletions(-) diff --git a/graphgym/models/layer.py b/graphgym/models/layer.py index 5e0ccf65..431e3231 100644 --- a/graphgym/models/layer.py +++ b/graphgym/models/layer.py @@ -214,6 +214,7 @@ def __init__(self, dim_in, dim_out, bias=False, **kwargs): self.model = GeneralConvLayer(dim_in, dim_out, bias=bias) def forward(self, batch): + print("Edge Weights included") batch.node_feature = self.model(batch.node_feature, batch.edge_index, edge_weight = batch.edge_weights) return batch diff --git a/run/Visualization.py b/run/Visualization.py index c8418424..c5fd648d 100644 --- a/run/Visualization.py +++ b/run/Visualization.py @@ -4,21 +4,37 @@ from torch_geometric.utils import to_networkx class Visualize: - def visualize_graph(colorWeights, graph, name): + def visualize_graph(colorWeights, graph, name, edge_weights): nodeNameLocation = "datasets\\" + name + "\\processed\\nodeNames.pt" divisionsLocation = "datasets\\" + name + "\\processed\\divisions.pt" nodeNames = torch.load(nodeNameLocation) divisions = torch.load(divisionsLocation) + print(graph.edges) + print(edge_weights) + + largest_edge = max(edge_weights).item() + smallest_edge = min(edge_weights).item() + + diff_edge = largest_edge - smallest_edge + print(largest_edge) + + edge_colours = [] + + for edge in edge_weights: + color = [0]*3 + color[1] = (edge.item() - smallest_edge) / diff_edge + edge_colours.append(color) + + print(edge_colours) + + inv_map = {v: k for k, v in nodeNames.items()} graph = nx.relabel_nodes(graph, inv_map) - red_edges = [] - edge_colours = ['black' if not edge in red_edges else 'red' - for edge in graph.edges] - black_edges = [edge for edge in graph.edges if edge not in red_edges] + sampleSource = Visualize.nodeColourings(colorWeights, divisions) @@ -33,8 +49,7 @@ def visualize_graph(colorWeights, graph, name): nx.draw_networkx_nodes(graph, pos, cmap=plt.get_cmap('jet'), node_color = values, node_size = 1000) nx.draw_networkx_labels(graph, pos) - nx.draw_networkx_edges(graph, pos, edgelist=red_edges, edge_color='r', arrows=False) - nx.draw_networkx_edges(graph, pos, edgelist=black_edges, arrows=False) + nx.draw_networkx_edges(graph, pos, edgelist=graph.edges, edge_color=edge_colours, arrows=False) plt.show() """ diff --git a/run/main.py b/run/main.py index 96ce92bc..a7ea0368 100644 --- a/run/main.py +++ b/run/main.py @@ -81,7 +81,8 @@ os.rename(args.cfg_file, f'{args.cfg_file}_done') -""" + print(edge_weights) + name = cfg.dataset.name.split(",")[1] for child in model.children(): # We are at the network level. if(isinstance(child, GeneralMultiLayer)): @@ -91,8 +92,8 @@ for layer in object.children(): # we are at the Linear object colorWeights = layer.weight - Visualize.visualize_graph(colorWeights, datasets[0].graphs[0].G, name)\ - """ + Visualize.visualize_graph(colorWeights, datasets[0].graphs[0].G, name, edge_weights)\ + """ From 586f9243cb1b852dc161875b6cdaa5a506881cac Mon Sep 17 00:00:00 2001 From: luciancahil Date: Mon, 12 Jun 2023 14:12:22 -0700 Subject: [PATCH 25/47] Fixed Glitch in generating edges --- graphgym/models/layer.py | 1 - run/CytokinesDataSet.py | 6 +++++- run/Visualization.py | 2 ++ run/main.py | 17 ++++++----------- 4 files changed, 13 insertions(+), 13 deletions(-) diff --git a/graphgym/models/layer.py b/graphgym/models/layer.py index 431e3231..5e0ccf65 100644 --- a/graphgym/models/layer.py +++ b/graphgym/models/layer.py @@ -214,7 +214,6 @@ def __init__(self, dim_in, dim_out, bias=False, **kwargs): self.model = GeneralConvLayer(dim_in, dim_out, bias=bias) def forward(self, batch): - print("Edge Weights included") batch.node_feature = self.model(batch.node_feature, batch.edge_index, edge_weight = batch.edge_weights) return batch diff --git a/run/CytokinesDataSet.py b/run/CytokinesDataSet.py index 025f88ac..e95832e0 100644 --- a/run/CytokinesDataSet.py +++ b/run/CytokinesDataSet.py @@ -192,10 +192,14 @@ def _get_adjacency_info(self): edge_indices = [] for edge in self.adjacency: - edge_indices += edge + edge_indices.append(edge[0]) + + for edge in self.adjacency: + edge_indices.append(edge[1]) edge_indices = torch.tensor(edge_indices) edge_indices = edge_indices.t().to(torch.long).view(2, -1) + print(edge_indices) return edge_indices diff --git a/run/Visualization.py b/run/Visualization.py index c5fd648d..c9f742fa 100644 --- a/run/Visualization.py +++ b/run/Visualization.py @@ -10,6 +10,8 @@ def visualize_graph(colorWeights, graph, name, edge_weights): nodeNames = torch.load(nodeNameLocation) divisions = torch.load(divisionsLocation) + print(len(edge_weights)) + print(graph.edges) print(edge_weights) diff --git a/run/main.py b/run/main.py index a7ea0368..d3e9009a 100644 --- a/run/main.py +++ b/run/main.py @@ -47,8 +47,6 @@ # Add edge_weights attribute to the datasets so that they can be accessed in batches num_edges = len(datasets[0][0].edge_index[0]) edge_weights = torch.nn.Parameter(torch.ones(num_edges)) - loaders[0].dataset[0].edge_weights = edge_weights - loaders[1].dataset[0].edge_weights = edge_weights for loader in loaders: for dataset in loader.dataset: dataset.edge_weights = edge_weights @@ -80,9 +78,7 @@ if args.mark_done: os.rename(args.cfg_file, f'{args.cfg_file}_done') - - print(edge_weights) - +""" name = cfg.dataset.name.split(",")[1] for child in model.children(): # We are at the network level. if(isinstance(child, GeneralMultiLayer)): @@ -92,14 +88,13 @@ for layer in object.children(): # we are at the Linear object colorWeights = layer.weight - Visualize.visualize_graph(colorWeights, datasets[0].graphs[0].G, name, edge_weights)\ + Visualize.visualize_graph(colorWeights, datasets[0].graphs[0].G, name, edge_weights) + """ """ -Okay, the layer.weight is a 256 * 732 matrix. -256 rows, 732 collumns. -Squish reach collumn together into one value with 732. Average it all out. -Then do the same for divisions. Then, find the min and the max, and color with respect to it. -Blue is negative, red is positive. +This is obnoxious. Now, we get converted into a graph, where the lowest number edge always comes first. + +So, I'm gonna need to manually change the first half to the right order, then show the reverse. """ \ No newline at end of file From 03ab2c193b9395dcc243fe86aff818708b60e403 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Mon, 12 Jun 2023 21:11:00 -0700 Subject: [PATCH 26/47] Added digraph support for visualization. --- graphgym/utils/agg_runs.py | 3 + run/CytokinesDataSet.py | 3 +- run/Visualization.py | 30 +- run/main.py | 6 +- .../design_v1_grid_round1/agg/train.csv | 3324 ----------------- run/results/design_v1_grid_round1/agg/val.csv | 3324 ----------------- .../design_v1_grid_round1att/agg/train.csv | 287 -- .../agg/train_best.csv | 287 -- .../design_v1_grid_round1att/agg/val.csv | 287 -- .../design_v1_grid_round1att/agg/val_best.csv | 287 -- .../design_v2_grid_round2/agg/train.csv | 3073 --------------- run/results/design_v2_grid_round2/agg/val.csv | 3073 --------------- .../agg/train.csv | 1052 ------ .../agg/train_best.csv | 1052 ------ .../agg/train_bestepoch.csv | 1052 ------ .../design_v2link_grid_round2link/agg/val.csv | 1052 ------ .../agg/val_best.csv | 1052 ------ .../agg/val_bestepoch.csv | 1052 ------ .../design_v2ogb_grid_round2ogb/agg/test.csv | 97 - .../agg/test_best.csv | 97 - .../design_v2ogb_grid_round2ogb/agg/train.csv | 97 - .../agg/train_best.csv | 97 - .../design_v2ogb_grid_round2ogb/agg/val.csv | 97 - .../agg/val_best.csv | 97 - run/run_batch_custom.sh | 2 +- 25 files changed, 22 insertions(+), 20858 deletions(-) delete mode 100644 run/results/design_v1_grid_round1/agg/train.csv delete mode 100644 run/results/design_v1_grid_round1/agg/val.csv delete mode 100644 run/results/design_v1_grid_round1att/agg/train.csv delete mode 100644 run/results/design_v1_grid_round1att/agg/train_best.csv delete mode 100644 run/results/design_v1_grid_round1att/agg/val.csv delete mode 100644 run/results/design_v1_grid_round1att/agg/val_best.csv delete mode 100644 run/results/design_v2_grid_round2/agg/train.csv delete mode 100644 run/results/design_v2_grid_round2/agg/val.csv delete mode 100644 run/results/design_v2link_grid_round2link/agg/train.csv delete mode 100644 run/results/design_v2link_grid_round2link/agg/train_best.csv delete mode 100644 run/results/design_v2link_grid_round2link/agg/train_bestepoch.csv delete mode 100644 run/results/design_v2link_grid_round2link/agg/val.csv delete mode 100644 run/results/design_v2link_grid_round2link/agg/val_best.csv delete mode 100644 run/results/design_v2link_grid_round2link/agg/val_bestepoch.csv delete mode 100644 run/results/design_v2ogb_grid_round2ogb/agg/test.csv delete mode 100644 run/results/design_v2ogb_grid_round2ogb/agg/test_best.csv delete mode 100644 run/results/design_v2ogb_grid_round2ogb/agg/train.csv delete mode 100644 run/results/design_v2ogb_grid_round2ogb/agg/train_best.csv delete mode 100644 run/results/design_v2ogb_grid_round2ogb/agg/val.csv delete mode 100644 run/results/design_v2ogb_grid_round2ogb/agg/val_best.csv diff --git a/graphgym/utils/agg_runs.py b/graphgym/utils/agg_runs.py index e23f1de0..befba141 100644 --- a/graphgym/utils/agg_runs.py +++ b/graphgym/utils/agg_runs.py @@ -150,6 +150,9 @@ def agg_runs(dir, metric_best='auto'): dir_out = os.path.join(dir, 'agg', key) fname = os.path.join(dir_out, 'best.json') dict_to_json(value, fname) + + print("End") + print(os.path.join(dir, 'agg')) logging.info('Results aggregated across runs saved in {}'.format( os.path.join(dir, 'agg'))) diff --git a/run/CytokinesDataSet.py b/run/CytokinesDataSet.py index e95832e0..04aa3840 100644 --- a/run/CytokinesDataSet.py +++ b/run/CytokinesDataSet.py @@ -52,6 +52,7 @@ def download(self): def process(self): name = self.graphName[:-10] + print(self.graphName) self.new_dir = "datasets\\" + name + "\\processed\\"# "datasets\\" + name + "\\processed" # new processed dir train_data = Data() train_slices = dict() @@ -141,6 +142,7 @@ def process(self): test_data.x = test_x_tensor test_data.y = test_y_tensor test_data.edge_index = test_edge_index_tensor + print(self.new_dir) torch.save(self.divisions, os.path.join(self.new_dir, 'divisions.pt')) torch.save(self.nodeNames, os.path.join(self.new_dir, 'nodeNames.pt')) torch.save(train_tuple, os.path.join(self.new_dir, 'train_data.pt')) @@ -199,7 +201,6 @@ def _get_adjacency_info(self): edge_indices = torch.tensor(edge_indices) edge_indices = edge_indices.t().to(torch.long).view(2, -1) - print(edge_indices) return edge_indices diff --git a/run/Visualization.py b/run/Visualization.py index c9f742fa..d87bc2f6 100644 --- a/run/Visualization.py +++ b/run/Visualization.py @@ -10,16 +10,10 @@ def visualize_graph(colorWeights, graph, name, edge_weights): nodeNames = torch.load(nodeNameLocation) divisions = torch.load(divisionsLocation) - print(len(edge_weights)) - - print(graph.edges) - print(edge_weights) - largest_edge = max(edge_weights).item() smallest_edge = min(edge_weights).item() diff_edge = largest_edge - smallest_edge - print(largest_edge) edge_colours = [] @@ -28,30 +22,33 @@ def visualize_graph(colorWeights, graph, name, edge_weights): color[1] = (edge.item() - smallest_edge) / diff_edge edge_colours.append(color) - print(edge_colours) + inv_map = {v: k for k, v in nodeNames.items()} graph = nx.relabel_nodes(graph, inv_map) + graph = graph.to_directed() + + print(type(graph)) sampleSource = Visualize.nodeColourings(colorWeights, divisions) + num_edges = len(graph.edges) - + print(nx.is_directed(graph)) values = [] for i in range(len(graph.nodes)): values.append(sampleSource[i]) - pos = nx.spring_layout(graph) - nx.draw_networkx_nodes(graph, pos, cmap=plt.get_cmap('jet'), - node_color = values, node_size = 1000) - nx.draw_networkx_labels(graph, pos) - nx.draw_networkx_edges(graph, pos, edgelist=graph.edges, edge_color=edge_colours, arrows=False) + pos = nx.shell_layout(graph) + nx.draw_networkx_nodes(graph, pos, cmap=plt.get_cmap('jet'), node_color = values, node_size = 1000) + nx.draw_networkx_labels(graph, pos, font_color = "red") + nx.draw_networkx_edges(graph, pos, edgelist=graph.edges, edge_color=edge_colours[:num_edges], node_size = 1000, arrows=True, connectionstyle='arc3, rad = 0.1') plt.show() """ @@ -71,7 +68,7 @@ def nodeColourings(colorWeights, division): for col in range(num_cols): total = 0 for row in range(num_rows): - total += colorWeights[row][col].item() + total += abs(colorWeights[row][col].item()) averages[col] = total / num_rows @@ -98,10 +95,7 @@ def nodeColourings(colorWeights, division): for i in range(len(node_avg)): color = [0]*3 - if(node_avg[i] > 0): - color[0] = node_avg[i] / largest_avg - else: - color[2] = -1 * node_avg[i] / largest_avg + color[2] = node_avg[i] / largest_avg sampleSource.append(color) diff --git a/run/main.py b/run/main.py index d3e9009a..0bff07e7 100644 --- a/run/main.py +++ b/run/main.py @@ -78,8 +78,10 @@ if args.mark_done: os.rename(args.cfg_file, f'{args.cfg_file}_done') -""" + name = cfg.dataset.name.split(",")[1] + + for child in model.children(): # We are at the network level. if(isinstance(child, GeneralMultiLayer)): for grandchild in child.children(): # we are at the MultiLayer object @@ -89,7 +91,7 @@ colorWeights = layer.weight Visualize.visualize_graph(colorWeights, datasets[0].graphs[0].G, name, edge_weights) - """ + diff --git a/run/results/design_v1_grid_round1/agg/train.csv b/run/results/design_v1_grid_round1/agg/train.csv deleted file mode 100644 index 9feb2d42..00000000 --- a/run/results/design_v1_grid_round1/agg/train.csv +++ /dev/null @@ -1,3324 +0,0 @@ -sample,format,dataset,task,trans,feature,label,batch,l_pre,l_mp,l_post,stage,bn,act,drop,agg,optim,lr,epoch,loss,loss_std,params,time_iter,time_iter_std,accuracy,accuracy_std,precision,precision_std,recall,recall_std,f1,f1_std,auc,auc_std -act,PyG,AmazonComputers,node,True,,,32,2,2,1,skipconcat,False,prelu,0.6,max,sgd,0.1,99,1.8684,0.0014,278289.0,0.1413,0.0119,0.3766,0.0019,,,,,,,, -act,PyG,AmazonComputers,node,True,,,32,2,2,1,skipconcat,False,relu,0.6,max,sgd,0.1,99,1.8686,0.0012,278288.0,0.1297,0.0163,0.3766,0.0019,,,,,,,, -act,PyG,AmazonComputers,node,True,,,32,2,2,1,skipconcat,False,swish,0.6,max,sgd,0.1,99,1.8685,0.0011,278288.0,0.1197,0.0006,0.3766,0.0019,,,,,,,, -act,PyG,AmazonPhoto,node,True,,,16,1,6,2,skipconcat,True,prelu,0.0,max,adam,0.01,99,0.0069,0.0005,172005.0,0.0513,0.0013,0.9998,0.0001,,,,,,,, -act,PyG,AmazonPhoto,node,True,,,16,1,6,2,skipconcat,True,relu,0.0,max,adam,0.01,99,0.0052,0.0004,172004.0,0.0561,0.0074,1.0,0.0,,,,,,,, -act,PyG,AmazonPhoto,node,True,,,16,1,6,2,skipconcat,True,swish,0.0,max,adam,0.01,99,0.021,0.0032,172004.0,0.0514,0.0026,0.9961,0.0009,,,,,,,, -act,PyG,AmazonPhoto,node,True,,,16,1,8,1,skipconcat,True,prelu,0.3,mean,sgd,0.1,399,0.2623,0.0029,184900.0,0.0674,0.0012,0.9394,0.0013,,,,,,,, -act,PyG,AmazonPhoto,node,True,,,16,1,8,1,skipconcat,True,relu,0.3,mean,sgd,0.1,399,0.306,0.0021,184899.0,0.1198,0.0165,0.9351,0.0007,,,,,,,, -act,PyG,AmazonPhoto,node,True,,,16,1,8,1,skipconcat,True,swish,0.3,mean,sgd,0.1,399,0.2858,0.0014,184899.0,0.0647,0.0097,0.9359,0.0024,,,,,,,, -act,PyG,AmazonPhoto,node,True,,,32,2,2,1,skipsum,True,prelu,0.3,max,adam,0.1,399,0.0313,0.0008,290101.0,0.0623,0.0086,0.9982,0.0004,,,,,,,, -act,PyG,AmazonPhoto,node,True,,,32,2,2,1,skipsum,True,relu,0.3,max,adam,0.1,399,0.0452,0.003,290100.0,0.0705,0.0099,0.9948,0.0009,,,,,,,, -act,PyG,AmazonPhoto,node,True,,,32,2,2,1,skipsum,True,swish,0.3,max,adam,0.1,399,0.0298,0.0006,290100.0,0.0883,0.0095,0.999,0.0002,,,,,,,, -act,PyG,CiteSeer,node,True,,,16,1,2,1,skipconcat,True,prelu,0.6,mean,sgd,0.01,199,1.7101,0.0038,909993.0,0.0954,0.0077,0.3198,0.0092,,,,,,,, -act,PyG,CiteSeer,node,True,,,16,1,2,1,skipconcat,True,relu,0.6,mean,sgd,0.01,199,1.7239,0.0024,909992.0,0.13,0.0474,0.2839,0.0012,,,,,,,, -act,PyG,CiteSeer,node,True,,,16,1,2,1,skipconcat,True,swish,0.6,mean,sgd,0.01,199,1.7223,0.0029,909992.0,0.1035,0.0172,0.2901,0.0032,,,,,,,, -act,PyG,CiteSeer,node,True,,,16,2,2,2,stack,True,prelu,0.0,add,adam,0.001,199,0.0588,0.0038,804190.0,0.1096,0.0143,0.9702,0.0018,,,,,,,, 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-act,PyG,CoauthorPhysics,node,True,,,16,3,6,1,skipsum,True,prelu,0.0,mean,sgd,0.1,399,0.0696,0.001,1211142.0,1.943,0.2105,0.9853,0.0005,,,,,,,, -act,PyG,CoauthorPhysics,node,True,,,16,3,6,1,skipsum,True,relu,0.0,mean,sgd,0.1,399,0.0684,0.0023,1211141.0,2.05,0.1209,0.991,0.0005,,,,,,,, -act,PyG,CoauthorPhysics,node,True,,,16,3,6,1,skipsum,True,swish,0.0,mean,sgd,0.1,399,0.0524,0.0011,1211141.0,2.1236,0.1257,0.9945,0.0004,,,,,,,, -act,PyG,Cora,node,True,,,16,2,6,1,stack,True,prelu,0.3,add,sgd,0.001,99,1.8879,0.0129,330863.0,0.0369,0.0128,0.2568,0.0432,,,,,,,, -act,PyG,Cora,node,True,,,16,2,6,1,stack,True,relu,0.3,add,sgd,0.001,99,1.9152,0.0098,330862.0,0.0229,0.0016,0.2139,0.0264,,,,,,,, -act,PyG,Cora,node,True,,,16,2,6,1,stack,True,swish,0.3,add,sgd,0.001,99,1.9007,0.0186,330862.0,0.0259,0.0036,0.2271,0.0351,,,,,,,, -act,PyG,Cora,node,True,,,16,2,8,1,skipsum,True,prelu,0.3,mean,sgd,0.1,99,0.5578,0.0261,308437.0,0.0374,0.0009,0.8942,0.0083,,,,,,,, -act,PyG,Cora,node,True,,,16,2,8,1,skipsum,True,relu,0.3,mean,sgd,0.1,99,0.8542,0.0132,308436.0,0.0367,0.0059,0.8256,0.0057,,,,,,,, -act,PyG,Cora,node,True,,,16,2,8,1,skipsum,True,swish,0.3,mean,sgd,0.1,99,0.7917,0.0135,308436.0,0.049,0.0078,0.8459,0.0129,,,,,,,, -act,PyG,Cora,node,True,,,16,3,4,3,skipconcat,True,prelu,0.6,mean,adam,0.01,99,0.4776,0.0622,207560.0,0.0302,0.0014,0.854,0.0199,,,,,,,, -act,PyG,Cora,node,True,,,16,3,4,3,skipconcat,True,relu,0.6,mean,adam,0.01,99,0.9773,0.0949,207559.0,0.0535,0.0102,0.6293,0.0543,,,,,,,, -act,PyG,Cora,node,True,,,16,3,4,3,skipconcat,True,swish,0.6,mean,adam,0.01,99,0.8829,0.0566,207559.0,0.0505,0.0034,0.6808,0.0266,,,,,,,, -act,PyG,Cora,node,True,,,16,3,8,1,stack,True,prelu,0.3,mean,sgd,0.001,99,1.8915,0.0029,300388.0,0.0398,0.0034,0.246,0.0203,,,,,,,, -act,PyG,Cora,node,True,,,16,3,8,1,stack,True,relu,0.3,mean,sgd,0.001,99,1.9179,0.0032,300387.0,0.028,0.0015,0.2014,0.0069,,,,,,,, -act,PyG,Cora,node,True,,,16,3,8,1,stack,True,swish,0.3,mean,sgd,0.001,99,1.9082,0.0061,300387.0,0.0293,0.0038,0.2243,0.0099,,,,,,,, -act,PyG,Cora,node,True,,,32,1,8,1,skipsum,False,prelu,0.3,max,adam,0.001,199,0.638,0.0087,320057.0,0.0247,0.001,0.923,0.0017,,,,,,,, -act,PyG,Cora,node,True,,,32,1,8,1,skipsum,False,relu,0.3,max,adam,0.001,199,0.866,0.019,320056.0,0.0279,0.0039,0.9122,0.0045,,,,,,,, -act,PyG,Cora,node,True,,,32,1,8,1,skipsum,False,swish,0.3,max,adam,0.001,199,0.5846,0.0123,320056.0,0.0241,0.0015,0.9236,0.0031,,,,,,,, -act,PyG,Cora,node,True,,,32,3,8,1,skipsum,False,prelu,0.6,max,sgd,0.1,99,1.8356,0.0025,299123.0,0.0278,0.004,0.3043,0.0029,,,,,,,, -act,PyG,Cora,node,True,,,32,3,8,1,skipsum,False,relu,0.6,max,sgd,0.1,99,1.8353,0.0026,299122.0,0.0305,0.0068,0.3041,0.0029,,,,,,,, -act,PyG,Cora,node,True,,,32,3,8,1,skipsum,False,swish,0.6,max,sgd,0.1,99,1.8359,0.0024,299122.0,0.0251,0.0035,0.3041,0.0029,,,,,,,, -act,PyG,Cora,node,True,,,64,2,8,2,skipconcat,False,prelu,0.6,max,sgd,0.01,199,1.8409,0.001,187926.0,0.1039,0.016,0.3032,0.0031,,,,,,,, -act,PyG,Cora,node,True,,,64,2,8,2,skipconcat,False,relu,0.6,max,sgd,0.01,199,1.8407,0.0029,187925.0,0.0643,0.0127,0.303,0.003,,,,,,,, -act,PyG,Cora,node,True,,,64,2,8,2,skipconcat,False,swish,0.6,max,sgd,0.01,199,1.8332,0.0018,187925.0,0.0562,0.0016,0.3041,0.0029,,,,,,,, -act,PyG,TU_BZR,graph,False,,,16,2,6,1,skipconcat,False,prelu,0.3,max,sgd,0.1,399,0.5029,0.0163,139154.0,0.0666,0.0073,0.8045,0.0038,0.7141,0.0256,0.1656,0.0276,0.2677,0.0363,0.6313,0.0188 -act,PyG,TU_BZR,graph,False,,,16,2,6,1,skipconcat,False,relu,0.3,max,sgd,0.1,399,0.513,0.008,139153.0,0.0153,0.001,0.8128,0.0063,0.7161,0.0656,0.2326,0.0129,0.3502,0.0141,0.6236,0.0178 -act,PyG,TU_BZR,graph,False,,,16,2,6,1,skipconcat,False,swish,0.3,max,sgd,0.1,399,0.5107,0.0116,139153.0,0.0141,0.0016,0.8087,0.0067,0.7364,0.0987,0.1996,0.0266,0.3103,0.0248,0.6219,0.0133 -act,PyG,TU_BZR,graph,False,,,16,2,8,1,stack,True,prelu,0.0,add,sgd,0.01,399,0.0021,0.0005,140725.0,0.0211,0.0024,1.0,0.0,1.0,0.0,1.0,0.0,1.0,0.0,1.0,0.0 -act,PyG,TU_BZR,graph,False,,,16,2,8,1,stack,True,relu,0.0,add,sgd,0.01,399,0.0021,0.0002,140724.0,0.0187,0.0037,1.0,0.0,1.0,0.0,1.0,0.0,1.0,0.0,1.0,0.0 -act,PyG,TU_BZR,graph,False,,,16,2,8,1,stack,True,swish,0.0,add,sgd,0.01,399,0.0036,0.0015,140724.0,0.0184,0.003,1.0,0.0,1.0,0.0,1.0,0.0,1.0,0.0,1.0,0.0 -act,PyG,TU_BZR,graph,False,,,32,2,2,3,stack,True,prelu,0.0,add,sgd,0.001,99,0.154,0.0254,141914.0,0.0137,0.0015,0.9486,0.0139,0.9298,0.0344,0.8245,0.0376,0.8739,0.0354,0.9864,0.009 -act,PyG,TU_BZR,graph,False,,,32,2,2,3,stack,True,relu,0.0,add,sgd,0.001,99,0.1382,0.0065,141913.0,0.036,0.0092,0.9568,0.0051,0.9472,0.0068,0.8489,0.0195,0.8952,0.0103,0.9922,0.003 -act,PyG,TU_BZR,graph,False,,,32,2,2,3,stack,True,swish,0.0,add,sgd,0.001,99,0.2066,0.012,141913.0,0.0132,0.0006,0.9311,0.0077,0.9203,0.0363,0.7493,0.0167,0.8255,0.0151,0.9693,0.0059 -act,PyG,TU_DD,graph,False,,,16,1,6,3,skipconcat,True,relu,0.6,add,sgd,0.1,399,0.436,0.0086,142257.0,0.0233,0.0044,0.8114,0.0033,0.7656,0.0044,0.7769,0.0087,0.7712,0.0044,0.8761,0.0055 -act,PyG,TU_DD,graph,False,,,16,1,6,3,skipconcat,True,swish,0.6,add,sgd,0.1,399,0.4003,0.0057,142257.0,0.0227,0.0009,0.822,0.0044,0.7827,0.0039,0.782,0.015,0.7822,0.0079,0.8962,0.0042 -act,PyG,TU_DD,graph,False,,,16,2,6,2,stack,True,prelu,0.3,max,sgd,0.001,99,0.4898,0.0052,144898.0,0.0796,0.016,0.7728,0.0045,0.7282,0.0058,0.7094,0.0122,0.7186,0.0075,0.839,0.0039 -act,PyG,TU_DD,graph,False,,,16,2,6,2,stack,True,relu,0.3,max,sgd,0.001,99,0.5062,0.0101,144897.0,0.0303,0.0018,0.7689,0.0018,0.7331,0.0059,0.6842,0.001,0.7078,0.0032,0.8264,0.0079 -act,PyG,TU_DD,graph,False,,,16,2,6,2,stack,True,swish,0.3,max,sgd,0.001,99,0.4973,0.0095,144897.0,0.0643,0.0003,0.7707,0.0061,0.7264,0.0024,0.7051,0.0176,0.7155,0.0097,0.835,0.0056 -act,PyG,TU_DD,graph,False,,,64,1,4,1,skipsum,True,prelu,0.3,mean,sgd,0.1,199,1.9878,0.6731,149146.0,0.1294,0.0112,0.7742,0.0081,0.6869,0.0088,0.8235,0.0113,0.749,0.0096,0.8467,0.0058 -act,PyG,TU_DD,graph,False,,,64,1,4,1,skipsum,True,relu,0.3,mean,sgd,0.1,199,0.8475,0.3986,149145.0,0.0657,0.0054,0.7668,0.0082,0.6903,0.0062,0.7792,0.029,0.7319,0.015,0.8356,0.0125 -act,PyG,TU_DD,graph,False,,,64,1,4,1,skipsum,True,swish,0.3,mean,sgd,0.1,199,1.1355,0.109,149145.0,0.0558,0.0024,0.798,0.0056,0.7185,0.0059,0.8322,0.006,0.7711,0.0059,0.8701,0.0062 -act,PyG,TU_DD,graph,False,,,64,2,4,3,skipconcat,False,prelu,0.3,max,sgd,0.001,399,0.562,0.0067,139921.0,0.0714,0.0029,0.7587,0.011,0.7378,0.0203,0.6366,0.0115,0.6834,0.0138,0.7973,0.005 -act,PyG,TU_DD,graph,False,,,64,2,4,3,skipconcat,False,relu,0.3,max,sgd,0.001,399,0.546,0.0053,139920.0,0.0332,0.0048,0.742,0.0077,0.7091,0.0303,0.6316,0.0321,0.6668,0.01,0.7964,0.003 -act,PyG,TU_DD,graph,False,,,64,2,4,3,skipconcat,False,swish,0.3,max,sgd,0.001,399,0.5376,0.0061,139920.0,0.042,0.001,0.759,0.0083,0.7327,0.0104,0.6471,0.0074,0.6872,0.0087,0.7957,0.0052 -act,PyG,TU_DD,graph,False,,,64,3,2,2,skipconcat,False,relu,0.6,add,sgd,0.01,99,0.6765,0.001,144257.0,0.0312,0.0032,0.5909,0.0027,0.0,0.0,0.0,0.0,0.0,0.0,0.4481,0.0008 -act,PyG,TU_DD,graph,False,,,64,3,2,2,skipconcat,False,swish,0.6,add,sgd,0.01,99,0.6657,0.0019,144257.0,0.0301,0.0038,0.5909,0.0027,0.0,0.0,0.0,0.0,0.0,0.0,0.731,0.0196 -act,PyG,TU_ENZYMES,graph,False,,,16,1,8,3,skipsum,True,prelu,0.6,add,sgd,0.001,99,1.7953,0.0195,135822.0,0.0794,0.0028,0.2222,0.0112,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,16,1,8,3,skipsum,True,relu,0.6,add,sgd,0.001,99,1.7961,0.0126,135821.0,0.042,0.0045,0.2201,0.0045,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,16,1,8,3,skipsum,True,swish,0.6,add,sgd,0.001,99,1.7791,0.0155,135821.0,0.0155,0.0006,0.2285,0.0188,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,32,1,6,3,stack,True,prelu,0.3,add,adam,0.01,399,0.5724,0.0147,134535.0,0.0635,0.0007,0.7862,0.012,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,32,1,6,3,stack,True,relu,0.3,add,adam,0.01,399,0.5355,0.0332,134534.0,0.0193,0.002,0.8148,0.0197,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,32,1,6,3,stack,True,swish,0.3,add,adam,0.01,399,0.6532,0.0136,134534.0,0.0183,0.002,0.7561,0.0043,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,32,2,2,1,stack,False,prelu,0.0,mean,sgd,0.001,199,1.6575,0.011,135037.0,0.0135,0.004,0.3033,0.0094,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,32,2,2,1,stack,False,relu,0.0,mean,sgd,0.001,199,1.6627,0.0084,135036.0,0.0107,0.0024,0.3026,0.0103,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,32,2,2,1,stack,False,swish,0.0,mean,sgd,0.001,199,1.7316,0.002,135036.0,0.0103,0.0002,0.2572,0.0206,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,64,1,8,2,skipconcat,False,prelu,0.3,max,sgd,0.01,199,1.6728,0.0331,137809.0,0.0242,0.0017,0.2886,0.0316,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,64,1,8,2,skipconcat,False,relu,0.3,max,sgd,0.01,199,1.7355,0.0603,137808.0,0.0297,0.0075,0.2383,0.0596,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,64,1,8,2,skipconcat,False,swish,0.3,max,sgd,0.01,199,1.7446,0.0033,137808.0,0.0237,0.0012,0.2467,0.0114,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,64,1,8,3,skipsum,True,prelu,0.3,max,sgd,0.1,399,0.2412,0.021,135822.0,0.0363,0.0023,0.9217,0.0103,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,64,1,8,3,skipsum,True,relu,0.3,max,sgd,0.1,399,0.2486,0.0118,135821.0,0.0253,0.0015,0.9126,0.0081,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,64,1,8,3,skipsum,True,swish,0.3,max,sgd,0.1,399,0.1641,0.0126,135821.0,0.0241,0.0028,0.9462,0.0043,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,64,3,2,3,stack,False,prelu,0.3,max,sgd,0.01,199,1.7727,0.0023,135597.0,0.018,0.0023,0.1866,0.0247,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,64,3,2,3,stack,False,relu,0.3,max,sgd,0.01,199,1.7885,0.0011,135596.0,0.0165,0.0024,0.1775,0.001,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,64,3,2,3,stack,False,swish,0.3,max,sgd,0.01,199,1.7541,0.0045,135596.0,0.0367,0.002,0.225,0.0099,,,,,,,, -act,PyG,TU_IMDB,graph,False,,,16,2,8,3,skipsum,True,prelu,0.3,add,sgd,0.1,199,1.016,0.0053,133747.0,0.0188,0.0018,0.4731,0.0048,,,,,,,, -act,PyG,TU_IMDB,graph,False,,,16,2,8,3,skipsum,True,relu,0.3,add,sgd,0.1,199,1.0374,0.0045,133746.0,0.0181,0.0019,0.4578,0.0047,,,,,,,, -act,PyG,TU_IMDB,graph,False,,,16,2,8,3,skipsum,True,swish,0.3,add,sgd,0.1,199,1.0196,0.0049,133746.0,0.02,0.0012,0.4756,0.0103,,,,,,,, -act,PyG,TU_IMDB,graph,False,,,16,3,4,2,stack,True,prelu,0.6,add,adam,0.001,99,1.058,0.0023,134127.0,0.0141,0.0004,0.4367,0.0067,,,,,,,, -act,PyG,TU_IMDB,graph,False,,,16,3,4,2,stack,True,relu,0.6,add,adam,0.001,99,1.0579,0.0039,134126.0,0.0177,0.0012,0.4364,0.017,,,,,,,, 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-agg,PyG,CoauthorPhysics,node,True,,,64,2,2,2,stack,False,swish,0.0,max,sgd,0.01,199,0.4647,0.0127,1665851.0,1.9908,0.2041,0.9022,0.001,,,,,,,, -agg,PyG,CoauthorPhysics,node,True,,,64,2,2,2,stack,False,swish,0.0,mean,sgd,0.01,199,0.3426,0.0055,1665851.0,2.0306,0.0783,0.934,0.0012,,,,,,,, -agg,PyG,Cora,node,True,,,16,2,8,1,stack,False,relu,0.6,add,sgd,0.01,99,1.844,0.0054,307226.0,0.0244,0.0049,0.303,0.0017,,,,,,,, -agg,PyG,Cora,node,True,,,16,2,8,1,stack,False,relu,0.6,max,sgd,0.01,99,1.8508,0.0047,307226.0,0.0228,0.0014,0.3029,0.0025,,,,,,,, -agg,PyG,Cora,node,True,,,16,2,8,1,stack,False,relu,0.6,mean,sgd,0.01,99,1.8435,0.0048,307226.0,0.0245,0.003,0.301,0.0025,,,,,,,, -agg,PyG,Cora,node,True,,,16,3,8,2,skipsum,False,swish,0.3,add,sgd,0.01,99,1.8131,0.0164,292827.0,0.0257,0.0031,0.3041,0.0033,,,,,,,, -agg,PyG,Cora,node,True,,,16,3,8,2,skipsum,False,swish,0.3,max,sgd,0.01,99,1.8238,0.0043,292827.0,0.0285,0.0033,0.3041,0.0029,,,,,,,, -agg,PyG,Cora,node,True,,,16,3,8,2,skipsum,False,swish,0.3,mean,sgd,0.01,99,1.8336,0.0014,292827.0,0.0285,0.0019,0.3041,0.0029,,,,,,,, -agg,PyG,Cora,node,True,,,32,2,4,1,stack,False,swish,0.6,add,adam,0.01,199,0.4473,0.0354,368550.0,0.0373,0.0016,0.8939,0.0093,,,,,,,, -agg,PyG,Cora,node,True,,,32,2,4,1,stack,False,swish,0.6,max,adam,0.01,199,0.3696,0.0287,368550.0,0.0555,0.0168,0.9099,0.0049,,,,,,,, -agg,PyG,Cora,node,True,,,32,2,4,1,stack,False,swish,0.6,mean,adam,0.01,199,0.1993,0.0057,368550.0,0.02,0.0007,0.9503,0.0018,,,,,,,, -agg,PyG,TU_BZR,graph,False,,,64,3,8,1,skipconcat,True,swish,0.3,add,sgd,0.01,399,0.3635,0.0259,137235.0,0.0236,0.0015,0.8508,0.0089,0.8384,0.0267,0.3892,0.0244,0.5309,0.0219,0.857,0.0236 -agg,PyG,TU_BZR,graph,False,,,64,3,8,1,skipconcat,True,swish,0.3,max,sgd,0.01,399,0.416,0.0192,137235.0,0.0315,0.0009,0.823,0.0089,0.7979,0.0835,0.2511,0.0071,0.3814,0.0175,0.7956,0.0227 -agg,PyG,TU_BZR,graph,False,,,64,3,8,1,skipconcat,True,swish,0.3,mean,sgd,0.01,399,0.4029,0.0228,137235.0,0.0326,0.0057,0.8272,0.0153,0.7728,0.0579,0.2896,0.04,0.4204,0.0476,0.8118,0.0265 -agg,PyG,TU_COX2,graph,False,,,16,1,6,2,skipsum,False,prelu,0.0,add,adam,0.1,399,0.5221,0.0043,139382.0,0.0179,0.0013,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.5827,0.0176 -agg,PyG,TU_COX2,graph,False,,,16,1,6,2,skipsum,False,prelu,0.0,max,adam,0.1,399,0.5112,0.0112,139382.0,0.0167,0.0016,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.6135,0.0535 -agg,PyG,TU_COX2,graph,False,,,16,1,6,2,skipsum,False,prelu,0.0,mean,adam,0.1,399,0.5219,0.0042,139382.0,0.067,0.0213,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.5685,0.007 -agg,PyG,TU_COX2,graph,False,,,16,1,6,3,stack,False,relu,0.6,add,adam,0.001,99,0.5242,0.0042,138934.0,0.0359,0.0007,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.5057,0.0266 -agg,PyG,TU_COX2,graph,False,,,16,1,6,3,stack,False,relu,0.6,max,adam,0.001,99,0.5232,0.0042,138934.0,0.0304,0.0002,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.5134,0.0223 -agg,PyG,TU_COX2,graph,False,,,16,1,6,3,stack,False,relu,0.6,mean,adam,0.001,99,0.5235,0.005,138934.0,0.0146,0.0009,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.5104,0.0286 -agg,PyG,TU_COX2,graph,False,,,16,3,8,1,skipconcat,False,relu,0.0,add,adam,0.001,99,0.367,0.0429,135524.0,0.0177,0.0002,0.8508,0.0179,0.846,0.0423,0.3864,0.1313,0.5129,0.1295,0.8362,0.0511 -agg,PyG,TU_COX2,graph,False,,,16,3,8,1,skipconcat,False,relu,0.0,max,adam,0.001,99,0.3083,0.0307,135524.0,0.0173,0.0014,0.8731,0.0191,0.8065,0.0442,0.5417,0.0629,0.6474,0.0587,0.901,0.0206 -agg,PyG,TU_COX2,graph,False,,,16,3,8,1,skipconcat,False,relu,0.0,mean,adam,0.001,99,0.3789,0.0081,135524.0,0.0171,0.0006,0.8445,0.0079,0.8272,0.0194,0.3557,0.0261,0.497,0.0265,0.8287,0.0059 -agg,PyG,TU_COX2,graph,False,,,32,2,4,2,skipconcat,False,prelu,0.6,add,adam,0.001,99,0.523,0.0046,137069.0,0.0177,0.0024,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.5324,0.024 -agg,PyG,TU_COX2,graph,False,,,32,2,4,2,skipconcat,False,prelu,0.6,max,adam,0.001,99,0.5194,0.0055,137069.0,0.0198,0.0046,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.5592,0.0059 -agg,PyG,TU_COX2,graph,False,,,32,2,4,2,skipconcat,False,prelu,0.6,mean,adam,0.001,99,0.5203,0.0062,137069.0,0.0194,0.0014,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.5531,0.0197 -agg,PyG,TU_COX2,graph,False,,,64,3,6,3,stack,False,prelu,0.3,add,adam,0.1,199,0.5215,0.0032,137657.0,0.0871,0.0195,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.4936,0.0487 -agg,PyG,TU_COX2,graph,False,,,64,3,6,3,stack,False,prelu,0.3,max,adam,0.1,199,0.5217,0.0046,137657.0,0.0286,0.0021,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.5329,0.0268 -agg,PyG,TU_COX2,graph,False,,,64,3,6,3,stack,False,prelu,0.3,mean,adam,0.1,199,0.5222,0.0024,137657.0,0.0257,0.0032,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.5113,0.045 -agg,PyG,TU_DD,graph,False,,,16,3,4,1,skipconcat,False,prelu,0.6,add,adam,0.01,399,0.5283,0.0204,142907.0,0.0183,0.0023,0.7643,0.0148,0.7145,0.0201,0.7058,0.0173,0.7101,0.0186,0.8165,0.0149 -agg,PyG,TU_DD,graph,False,,,16,3,4,1,skipconcat,False,prelu,0.6,max,adam,0.01,399,0.5286,0.0083,142907.0,0.0171,0.0003,0.765,0.0071,0.7144,0.0124,0.7093,0.0036,0.7118,0.0076,0.8174,0.0063 -agg,PyG,TU_DD,graph,False,,,16,3,4,1,skipconcat,False,prelu,0.6,mean,adam,0.01,399,0.5457,0.0069,142907.0,0.0177,0.0002,0.7523,0.0044,0.698,0.008,0.6954,0.0105,0.6966,0.007,0.8059,0.0035 -agg,PyG,TU_DD,graph,False,,,64,2,6,1,skipsum,True,prelu,0.3,add,sgd,0.001,99,0.4998,0.001,145907.0,0.1842,0.0026,0.7537,0.0038,0.7464,0.0056,0.6029,0.0103,0.667,0.0058,0.8389,0.0025 -agg,PyG,TU_DD,graph,False,,,64,2,6,1,skipsum,True,prelu,0.3,max,sgd,0.001,99,0.5111,0.0074,145907.0,0.1822,0.0193,0.7473,0.0123,0.7399,0.0267,0.5916,0.0167,0.6571,0.0134,0.8275,0.0074 -agg,PyG,TU_DD,graph,False,,,64,2,6,1,skipsum,True,prelu,0.3,mean,sgd,0.001,99,0.5271,0.0029,145907.0,0.1446,0.0008,0.7435,0.0177,0.752,0.028,0.5571,0.0315,0.6396,0.0262,0.8151,0.0054 -agg,PyG,TU_ENZYMES,graph,False,,,16,3,4,2,skipconcat,False,relu,0.3,add,adam,0.001,199,1.1664,0.062,135906.0,0.0151,0.0014,0.5534,0.0224,,,,,,,, -agg,PyG,TU_ENZYMES,graph,False,,,16,3,4,2,skipconcat,False,relu,0.3,max,adam,0.001,199,1.5487,0.05,135906.0,0.0124,0.0009,0.3843,0.0206,,,,,,,, -agg,PyG,TU_ENZYMES,graph,False,,,16,3,4,2,skipconcat,False,relu,0.3,mean,adam,0.001,199,1.4077,0.0531,135906.0,0.0558,0.0132,0.4521,0.0392,,,,,,,, -agg,PyG,TU_ENZYMES,graph,False,,,32,2,4,3,skipconcat,True,relu,0.0,add,sgd,0.01,199,0.0436,0.0123,137810.0,0.0135,0.0013,0.9916,0.0045,,,,,,,, -agg,PyG,TU_ENZYMES,graph,False,,,32,2,4,3,skipconcat,True,relu,0.0,max,sgd,0.01,199,0.058,0.0097,137810.0,0.018,0.0024,0.9853,0.003,,,,,,,, -agg,PyG,TU_ENZYMES,graph,False,,,32,2,4,3,skipconcat,True,relu,0.0,mean,sgd,0.01,199,0.1211,0.02,137810.0,0.0166,0.0027,0.9742,0.0108,,,,,,,, -agg,PyG,TU_IMDB,graph,False,,,16,2,6,1,skipsum,False,prelu,0.0,add,sgd,0.01,199,1.0186,0.0026,134968.0,0.0483,0.0026,0.4797,0.0017,,,,,,,, -agg,PyG,TU_IMDB,graph,False,,,16,2,6,1,skipsum,False,prelu,0.0,max,sgd,0.01,199,1.0964,0.0002,134968.0,0.0132,0.0003,0.3561,0.0045,,,,,,,, -agg,PyG,TU_IMDB,graph,False,,,16,2,6,1,skipsum,False,prelu,0.0,mean,sgd,0.01,199,1.0964,0.0002,134968.0,0.0496,0.0046,0.3561,0.0045,,,,,,,, -agg,PyG,TU_IMDB,graph,False,,,16,2,8,3,stack,True,relu,0.6,add,adam,0.001,199,1.0591,0.0125,133746.0,0.0419,0.0029,0.4333,0.0117,,,,,,,, -agg,PyG,TU_IMDB,graph,False,,,16,2,8,3,stack,True,relu,0.6,max,adam,0.001,199,1.0811,0.0031,133746.0,0.021,0.0002,0.4011,0.0153,,,,,,,, -agg,PyG,TU_IMDB,graph,False,,,16,2,8,3,stack,True,relu,0.6,mean,adam,0.001,199,1.0724,0.0012,133746.0,0.021,0.0018,0.413,0.0065,,,,,,,, -agg,PyG,TU_IMDB,graph,False,,,16,3,2,1,skipsum,True,prelu,0.0,add,adam,0.01,99,1.0417,0.006,133582.0,0.0121,0.0006,0.4497,0.0084,,,,,,,, -agg,PyG,TU_IMDB,graph,False,,,16,3,2,1,skipsum,True,prelu,0.0,max,adam,0.01,99,1.0965,0.0003,133582.0,0.0124,0.0007,0.3542,0.0058,,,,,,,, -agg,PyG,TU_IMDB,graph,False,,,16,3,2,1,skipsum,True,prelu,0.0,mean,adam,0.01,99,1.0965,0.0003,133582.0,0.0136,0.0007,0.3542,0.0058,,,,,,,, -agg,PyG,TU_IMDB,graph,False,,,64,1,4,1,skipsum,False,prelu,0.0,add,sgd,0.001,99,1.0557,0.0118,134138.0,0.0175,0.0008,0.455,0.0085,,,,,,,, -agg,PyG,TU_IMDB,graph,False,,,64,1,4,1,skipsum,False,prelu,0.0,max,sgd,0.001,99,1.0965,0.0002,134138.0,0.0163,0.0006,0.3531,0.0133,,,,,,,, -agg,PyG,TU_IMDB,graph,False,,,64,1,4,1,skipsum,False,prelu,0.0,mean,sgd,0.001,99,1.0965,0.0002,134138.0,0.0411,0.001,0.3531,0.0133,,,,,,,, -agg,PyG,TU_PROTEINS,graph,False,,,16,1,4,1,skipconcat,True,prelu,0.0,add,adam,0.001,399,0.2256,0.0811,134322.0,0.0534,0.0027,0.9227,0.037,0.8953,0.0434,0.911,0.0507,0.903,0.0467,0.9698,0.0261 -agg,PyG,TU_PROTEINS,graph,False,,,16,1,4,1,skipconcat,True,prelu,0.0,max,adam,0.001,399,0.4009,0.0168,134322.0,0.0136,0.0015,0.8303,0.0075,0.778,0.0041,0.7989,0.0225,0.7881,0.0114,0.9,0.0078 -agg,PyG,TU_PROTEINS,graph,False,,,16,1,4,1,skipconcat,True,prelu,0.0,mean,adam,0.001,399,0.4759,0.0073,134322.0,0.0151,0.0009,0.7833,0.007,0.7244,0.0087,0.7298,0.018,0.727,0.0111,0.848,0.0055 -agg,PyG,TU_PROTEINS,graph,False,,,32,1,6,3,skipconcat,True,relu,0.3,add,sgd,0.001,99,0.542,0.0057,139333.0,0.0441,0.0015,0.7292,0.0051,0.6657,0.0049,0.6332,0.0093,0.649,0.0064,0.7933,0.0039 -agg,PyG,TU_PROTEINS,graph,False,,,32,1,6,3,skipconcat,True,relu,0.3,max,sgd,0.001,99,0.5484,0.0094,139333.0,0.0192,0.0007,0.7322,0.0075,0.6704,0.0093,0.6351,0.0133,0.6522,0.0101,0.7877,0.0096 -agg,PyG,TU_PROTEINS,graph,False,,,32,1,6,3,skipconcat,True,relu,0.3,mean,sgd,0.001,99,0.5516,0.0104,139333.0,0.0177,0.0005,0.7288,0.0123,0.6676,0.0147,0.6255,0.019,0.6459,0.0171,0.7842,0.0106 -agg,PyG,TU_PROTEINS,graph,False,,,32,3,8,3,stack,True,relu,0.6,add,adam,0.01,399,0.5339,0.0064,135451.0,0.0258,0.0011,0.7462,0.0014,0.706,0.0034,0.6139,0.0145,0.6567,0.0073,0.7918,0.0103 -agg,PyG,TU_PROTEINS,graph,False,,,32,3,8,3,stack,True,relu,0.6,max,adam,0.01,399,0.5466,0.0089,135451.0,0.0433,0.0025,0.7349,0.0132,0.705,0.0348,0.5718,0.0142,0.6306,0.0052,0.7808,0.0094 -agg,PyG,TU_PROTEINS,graph,False,,,32,3,8,3,stack,True,relu,0.6,mean,adam,0.01,399,0.5509,0.0094,135451.0,0.0275,0.0032,0.733,0.0119,0.7018,0.0278,0.568,0.0144,0.6273,0.0082,0.7788,0.0115 -agg,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,2,8,1,skipsum,True,prelu,0.6,add,sgd,0.01,199,0.5781,0.0811,133926.0,0.0228,0.0028,0.7729,0.0257,,,,,,,, -agg,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,2,8,1,skipsum,True,prelu,0.6,max,sgd,0.01,199,0.5089,0.0358,133926.0,0.0274,0.0033,0.7729,0.035,,,,,,,, -agg,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,2,8,1,skipsum,True,prelu,0.6,mean,sgd,0.01,199,0.6701,0.0737,133926.0,0.0206,0.001,0.7843,0.0212,,,,,,,, -agg,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,64,1,8,3,stack,True,prelu,0.0,add,sgd,0.01,99,0.3704,0.0337,134298.0,0.0663,0.0023,0.8709,0.0185,,,,,,,, -agg,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,64,1,8,3,stack,True,prelu,0.0,max,sgd,0.01,99,0.0382,0.024,134298.0,0.0304,0.0009,0.9935,0.0061,,,,,,,, -agg,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,64,1,8,3,stack,True,prelu,0.0,mean,sgd,0.01,99,0.3884,0.0159,134298.0,0.0279,0.0011,0.8578,0.0175,,,,,,,, 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-epoch,PyG,CoauthorPhysics,node,True,,,16,2,2,2,skipsum,True,prelu,0.6,max,sgd,0.1,99,0.1813,0.002,1656880.0,1.546,0.0261,0.9419,0.0009,,,,,,,, -epoch,PyG,CoauthorPhysics,node,True,,,16,2,2,2,skipsum,True,prelu,0.6,max,sgd,0.1,199,0.1388,0.003,1656880.0,1.8187,0.0797,0.9554,0.0007,,,,,,,, -epoch,PyG,CoauthorPhysics,node,True,,,16,2,2,2,skipsum,True,prelu,0.6,max,sgd,0.1,399,0.0984,0.0018,1656880.0,2.2366,0.196,0.9676,0.0006,,,,,,,, -epoch,PyG,CoauthorPhysics,node,True,,,16,3,6,2,skipsum,False,prelu,0.3,max,sgd,0.1,99,0.371,0.1804,1151805.0,1.8789,0.0186,0.871,0.0743,,,,,,,, -epoch,PyG,CoauthorPhysics,node,True,,,16,3,6,2,skipsum,False,prelu,0.3,max,sgd,0.1,199,0.1262,0.0233,1151805.0,2.2219,0.0576,0.96,0.0068,,,,,,,, -epoch,PyG,CoauthorPhysics,node,True,,,16,3,6,2,skipsum,False,prelu,0.3,max,sgd,0.1,399,0.0725,0.0089,1151805.0,1.7643,0.0825,0.9761,0.0028,,,,,,,, -epoch,PyG,CoauthorPhysics,node,True,,,32,1,6,2,skipsum,True,prelu,0.6,add,adam,0.1,99,0.0917,0.0027,1287121.0,1.9092,0.0729,0.9714,0.0006,,,,,,,, -epoch,PyG,CoauthorPhysics,node,True,,,32,1,6,2,skipsum,True,prelu,0.6,add,adam,0.1,199,0.0219,0.0084,1287121.0,2.1791,0.2744,0.9936,0.0025,,,,,,,, -epoch,PyG,CoauthorPhysics,node,True,,,32,1,6,2,skipsum,True,prelu,0.6,add,adam,0.1,399,0.0057,0.0008,1287121.0,2.1643,0.334,0.999,0.0002,,,,,,,, -epoch,PyG,CoauthorPhysics,node,True,,,32,2,8,2,stack,False,relu,0.0,max,sgd,0.01,99,1.2133,0.0933,1101820.0,1.7965,0.055,0.5549,0.0699,,,,,,,, -epoch,PyG,CoauthorPhysics,node,True,,,32,2,8,2,stack,False,relu,0.0,max,sgd,0.01,199,1.1242,0.3183,1101820.0,1.5764,0.0143,0.6067,0.1427,,,,,,,, -epoch,PyG,CoauthorPhysics,node,True,,,32,2,8,2,stack,False,relu,0.0,max,sgd,0.01,399,0.6365,0.507,1101820.0,2.0929,0.04,0.7964,0.2058,,,,,,,, -epoch,PyG,Cora,node,True,,,16,3,6,2,skipsum,False,relu,0.3,max,sgd,0.1,99,1.8269,0.0017,307226.0,0.0203,0.0007,0.3041,0.0029,,,,,,,, -epoch,PyG,Cora,node,True,,,16,3,6,2,skipsum,False,relu,0.3,max,sgd,0.1,199,1.7674,0.0385,307226.0,0.0402,0.0067,0.3058,0.0053,,,,,,,, -epoch,PyG,Cora,node,True,,,16,3,6,2,skipsum,False,relu,0.3,max,sgd,0.1,399,0.5458,0.0277,307226.0,0.0348,0.0042,0.8366,0.0041,,,,,,,, -epoch,PyG,Cora,node,True,,,64,2,6,1,stack,False,swish,0.6,mean,sgd,0.01,99,1.8392,0.0018,333139.0,0.0379,0.0067,0.3021,0.0038,,,,,,,, -epoch,PyG,Cora,node,True,,,64,2,6,1,stack,False,swish,0.6,mean,sgd,0.01,199,1.8379,0.0021,333139.0,0.0328,0.0025,0.3036,0.0029,,,,,,,, -epoch,PyG,Cora,node,True,,,64,2,6,1,stack,False,swish,0.6,mean,sgd,0.01,399,1.8382,0.0024,333139.0,0.0238,0.0024,0.3038,0.0027,,,,,,,, -epoch,PyG,TU_BZR,graph,False,,,64,3,6,2,stack,False,prelu,0.6,mean,adam,0.001,99,0.5306,0.0086,139515.0,0.0234,0.0024,0.7809,0.0067,0.0,0.0,0.0,0.0,0.0,0.0,0.5599,0.008 -epoch,PyG,TU_BZR,graph,False,,,64,3,6,2,stack,False,prelu,0.6,mean,adam,0.001,199,0.5088,0.005,139515.0,0.0232,0.0048,0.7829,0.0063,0.0,0.0,0.0,0.0,0.0,0.0,0.6135,0.0358 -epoch,PyG,TU_BZR,graph,False,,,64,3,6,2,stack,False,prelu,0.6,mean,adam,0.001,399,0.5147,0.0075,139515.0,0.0592,0.0009,0.7829,0.0063,0.0,0.0,0.0,0.0,0.0,0.0,0.5938,0.0225 -epoch,PyG,TU_COX2,graph,False,,,16,1,2,3,stack,False,relu,0.6,max,adam,0.01,99,0.5242,0.0054,139959.0,0.0098,0.0006,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.4706,0.0218 -epoch,PyG,TU_COX2,graph,False,,,16,1,2,3,stack,False,relu,0.6,max,adam,0.01,199,0.5223,0.0046,139959.0,0.0277,0.0012,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.5051,0.0471 -epoch,PyG,TU_COX2,graph,False,,,16,1,2,3,stack,False,relu,0.6,max,adam,0.01,399,0.522,0.0043,139959.0,0.0092,0.0009,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.5016,0.0139 -epoch,PyG,TU_COX2,graph,False,,,16,3,6,1,stack,False,prelu,0.0,add,sgd,0.001,99,0.517,0.0054,138935.0,0.0148,0.0005,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.5952,0.0198 -epoch,PyG,TU_COX2,graph,False,,,16,3,6,1,stack,False,prelu,0.0,add,sgd,0.001,199,0.5078,0.0111,138935.0,0.0501,0.0026,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.6292,0.0418 -epoch,PyG,TU_COX2,graph,False,,,16,3,6,1,stack,False,prelu,0.0,add,sgd,0.001,399,0.3715,0.1865,138935.0,0.0119,0.001,0.8481,0.0904,0.3288,0.465,0.3004,0.4248,0.314,0.444,0.7598,0.1749 -epoch,PyG,TU_COX2,graph,False,,,64,1,6,3,skipconcat,False,swish,0.6,add,adam,0.001,99,0.5214,0.0078,139707.0,0.0451,0.0008,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.5646,0.0327 -epoch,PyG,TU_COX2,graph,False,,,64,1,6,3,skipconcat,False,swish,0.6,add,adam,0.001,199,0.5272,0.0032,139707.0,0.0232,0.0034,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.498,0.0125 -epoch,PyG,TU_COX2,graph,False,,,64,1,6,3,skipconcat,False,swish,0.6,add,adam,0.001,399,0.5182,0.0058,139707.0,0.0309,0.0034,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.5718,0.0241 -epoch,PyG,TU_DD,graph,False,,,16,3,6,1,skipsum,True,prelu,0.6,add,adam,0.001,99,0.5253,0.0157,144898.0,0.0272,0.0008,0.7572,0.0178,0.7231,0.0298,0.6609,0.0072,0.6904,0.0173,0.8231,0.013 -epoch,PyG,TU_DD,graph,False,,,16,3,6,1,skipsum,True,prelu,0.6,add,adam,0.001,199,0.4455,0.0114,144898.0,0.0342,0.0008,0.8001,0.0044,0.7598,0.0133,0.7483,0.0119,0.7538,0.0029,0.8726,0.0055 -epoch,PyG,TU_DD,graph,False,,,16,3,6,1,skipsum,True,prelu,0.6,add,adam,0.001,399,0.3874,0.0026,144898.0,0.028,0.0042,0.8298,0.0056,0.7932,0.0068,0.7898,0.006,0.7915,0.0064,0.904,0.0013 -epoch,PyG,TU_ENZYMES,graph,False,,,16,2,8,3,skipconcat,False,relu,0.3,max,sgd,0.01,99,1.7879,0.0014,136740.0,0.0591,0.0017,0.174,0.0086,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,16,2,8,3,skipconcat,False,relu,0.3,max,sgd,0.01,199,1.7868,0.0025,136740.0,0.053,0.0022,0.1782,0.0045,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,16,2,8,3,skipconcat,False,relu,0.3,max,sgd,0.01,399,1.783,0.006,136740.0,0.0155,0.0008,0.1873,0.0122,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,32,1,2,1,stack,False,relu,0.6,max,sgd,0.001,99,1.7992,0.0108,135188.0,0.0313,0.0035,0.2166,0.024,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,32,1,2,1,stack,False,relu,0.6,max,sgd,0.001,199,1.7568,0.0145,135188.0,0.0195,0.0013,0.2383,0.0191,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,32,1,2,1,stack,False,relu,0.6,max,sgd,0.001,399,1.6964,0.0234,135188.0,0.0279,0.0012,0.2893,0.0079,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,32,2,6,2,skipconcat,False,swish,0.6,add,sgd,0.001,99,1.768,0.0127,140102.0,0.0476,0.0007,0.2271,0.0086,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,32,2,6,2,skipconcat,False,swish,0.6,add,sgd,0.001,199,1.7426,0.0063,140102.0,0.0469,0.0012,0.2306,0.0089,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,32,2,6,2,skipconcat,False,swish,0.6,add,sgd,0.001,399,1.7212,0.0053,140102.0,0.0165,0.0015,0.2495,0.0214,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,64,1,2,2,skipsum,False,swish,0.0,add,adam,0.01,99,1.1305,0.0761,135036.0,0.0131,0.0027,0.5814,0.0491,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,64,1,2,2,skipsum,False,swish,0.0,add,adam,0.01,199,0.5794,0.1629,135036.0,0.0144,0.0016,0.8211,0.0718,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,64,1,2,2,skipsum,False,swish,0.0,add,adam,0.01,399,0.0877,0.0308,135036.0,0.0336,0.0027,0.9923,0.0036,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,64,3,4,3,skipsum,True,prelu,0.3,add,adam,0.1,99,1.4882,0.0264,134535.0,0.0233,0.0021,0.4018,0.0103,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,64,3,4,3,skipsum,True,prelu,0.3,add,adam,0.1,199,1.6697,0.0222,134535.0,0.0283,0.0026,0.2781,0.0231,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,64,3,4,3,skipsum,True,prelu,0.3,add,adam,0.1,399,1.6699,0.0278,134535.0,0.0224,0.0013,0.2704,0.037,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,64,3,8,1,skipsum,False,prelu,0.6,mean,sgd,0.001,99,1.8582,0.012,134557.0,0.0366,0.0011,0.1866,0.003,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,64,3,8,1,skipsum,False,prelu,0.6,mean,sgd,0.001,199,1.8166,0.018,134557.0,0.0236,0.0027,0.181,0.0133,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,64,3,8,1,skipsum,False,prelu,0.6,mean,sgd,0.001,399,1.7863,0.0124,134557.0,0.0632,0.0021,0.2006,0.0026,,,,,,,, -epoch,PyG,TU_IMDB,graph,False,,,16,3,4,3,skipconcat,False,swish,0.3,max,adam,0.1,99,1.1028,0.0053,138512.0,0.0444,0.0009,0.3428,0.009,,,,,,,, -epoch,PyG,TU_IMDB,graph,False,,,16,3,4,3,skipconcat,False,swish,0.3,max,adam,0.1,199,1.0961,0.0024,138512.0,0.0136,0.0013,0.3697,0.009,,,,,,,, -epoch,PyG,TU_IMDB,graph,False,,,16,3,4,3,skipconcat,False,swish,0.3,max,adam,0.1,399,1.0929,0.0007,138512.0,0.046,0.0033,0.3733,0.0068,,,,,,,, -epoch,PyG,TU_IMDB,graph,False,,,64,2,8,3,skipsum,False,prelu,0.3,mean,sgd,0.001,99,1.098,0.0007,134864.0,0.0648,0.0015,0.3347,0.0066,,,,,,,, -epoch,PyG,TU_IMDB,graph,False,,,64,2,8,3,skipsum,False,prelu,0.3,mean,sgd,0.001,199,1.0979,0.0013,134864.0,0.022,0.0012,0.3456,0.0177,,,,,,,, -epoch,PyG,TU_IMDB,graph,False,,,64,2,8,3,skipsum,False,prelu,0.3,mean,sgd,0.001,399,1.0972,0.0002,134864.0,0.0233,0.0009,0.3417,0.0095,,,,,,,, -epoch,PyG,TU_IMDB,graph,False,,,64,3,6,2,skipsum,False,relu,0.3,max,sgd,0.1,99,1.0984,0.0001,133466.0,0.0239,0.0017,0.3397,0.0008,,,,,,,, -epoch,PyG,TU_IMDB,graph,False,,,64,3,6,2,skipsum,False,relu,0.3,max,sgd,0.1,199,1.0984,0.0001,133466.0,0.0181,0.0006,0.3397,0.0008,,,,,,,, -epoch,PyG,TU_IMDB,graph,False,,,64,3,6,2,skipsum,False,relu,0.3,max,sgd,0.1,399,1.0984,0.0001,133466.0,0.0189,0.001,0.3397,0.0008,,,,,,,, -epoch,PyG,TU_PROTEINS,graph,False,,,16,1,2,2,stack,False,relu,0.6,max,sgd,0.1,99,0.6711,0.0007,133981.0,0.0311,0.0012,0.6045,0.0016,0.0,0.0,0.0,0.0,0.0,0.0,0.4625,0.0097 -epoch,PyG,TU_PROTEINS,graph,False,,,16,1,2,2,stack,False,relu,0.6,max,sgd,0.1,199,0.6711,0.0007,133981.0,0.0078,0.0004,0.6045,0.0016,0.0,0.0,0.0,0.0,0.0,0.0,0.4679,0.0059 -epoch,PyG,TU_PROTEINS,graph,False,,,16,1,2,2,stack,False,relu,0.6,max,sgd,0.1,399,0.6711,0.0007,133981.0,0.0254,0.0007,0.6045,0.0016,0.0,0.0,0.0,0.0,0.0,0.0,0.468,0.0077 -epoch,PyG,TU_PROTEINS,graph,False,,,16,3,4,2,skipconcat,True,prelu,0.3,max,adam,0.01,99,0.5246,0.0093,135122.0,0.0175,0.0006,0.7394,0.0157,0.7002,0.0263,0.5967,0.0158,0.6443,0.0202,0.8047,0.0094 -epoch,PyG,TU_PROTEINS,graph,False,,,16,3,4,2,skipconcat,True,prelu,0.3,max,adam,0.01,199,0.5219,0.0088,135122.0,0.0756,0.0064,0.7367,0.0159,0.6931,0.0216,0.5996,0.024,0.6429,0.0229,0.8054,0.0094 -epoch,PyG,TU_PROTEINS,graph,False,,,16,3,4,2,skipconcat,True,prelu,0.3,max,adam,0.01,399,0.508,0.0111,135122.0,0.0683,0.0066,0.7599,0.0081,0.7222,0.0105,0.6378,0.0178,0.6774,0.0143,0.8199,0.0089 -epoch,PyG,TU_PROTEINS,graph,False,,,32,2,4,3,stack,True,swish,0.0,add,adam,0.1,99,0.4922,0.0066,134124.0,0.0178,0.0016,0.7689,0.0074,0.7551,0.0161,0.6159,0.0126,0.6782,0.0097,0.8282,0.0066 -epoch,PyG,TU_PROTEINS,graph,False,,,32,2,4,3,stack,True,swish,0.0,add,adam,0.1,199,0.5014,0.0031,134124.0,0.0186,0.0011,0.7587,0.0065,0.7295,0.0013,0.6196,0.0319,0.6696,0.0181,0.8189,0.0023 -epoch,PyG,TU_PROTEINS,graph,False,,,32,2,4,3,stack,True,swish,0.0,add,adam,0.1,399,0.5048,0.0079,134124.0,0.0161,0.0009,0.7648,0.0018,0.739,0.0045,0.6265,0.0035,0.6781,0.0025,0.8191,0.0048 -epoch,PyG,TU_PROTEINS,graph,False,,,32,3,8,1,skipsum,False,swish,0.0,mean,sgd,0.01,99,0.6115,0.0057,133976.0,0.0208,0.0016,0.6776,0.0048,0.5741,0.0076,0.7174,0.0073,0.6377,0.0018,0.7588,0.0026 -epoch,PyG,TU_PROTEINS,graph,False,,,32,3,8,1,skipsum,False,swish,0.0,mean,sgd,0.01,199,0.5995,0.0032,133976.0,0.02,0.0009,0.6822,0.0021,0.5822,0.0038,0.6954,0.0037,0.6338,0.0023,0.7592,0.0032 -epoch,PyG,TU_PROTEINS,graph,False,,,32,3,8,1,skipsum,False,swish,0.0,mean,sgd,0.01,399,0.5951,0.0029,133976.0,0.0181,0.0011,0.7061,0.0028,0.6229,0.0042,0.6504,0.0047,0.6363,0.0032,0.7597,0.0034 -epoch,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,1,2,1,skipconcat,True,relu,0.0,max,adam,0.001,99,0.071,0.0207,136453.0,0.0424,0.0015,0.9935,0.0046,,,,,,,, -epoch,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,1,2,1,skipconcat,True,relu,0.0,max,adam,0.001,199,0.0224,0.0012,136453.0,0.012,0.0011,1.0,0.0,,,,,,,, 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-lr,PyG,AmazonComputers,node,True,,,64,1,4,1,stack,False,prelu,0.0,mean,sgd,0.1,99,1.8674,0.0016,274831.0,0.1897,0.0105,0.3766,0.0019,,,,,,,, -lr,PyG,AmazonComputers,node,True,,,64,2,2,2,skipsum,False,swish,0.0,max,sgd,0.001,399,1.9197,0.0101,274830.0,0.1499,0.0302,0.3766,0.0019,,,,,,,, -lr,PyG,AmazonComputers,node,True,,,64,2,2,2,skipsum,False,swish,0.0,max,sgd,0.01,399,1.5186,0.1023,274830.0,0.1628,0.0376,0.4811,0.0724,,,,,,,, -lr,PyG,AmazonComputers,node,True,,,64,2,2,2,skipsum,False,swish,0.0,max,sgd,0.1,399,0.1922,0.0303,274830.0,0.1516,0.0364,0.9568,0.0067,,,,,,,, -lr,PyG,AmazonComputers,node,True,,,64,2,8,2,skipconcat,False,prelu,0.6,mean,sgd,0.001,399,1.9359,0.0021,166203.0,0.1902,0.0148,0.3765,0.0017,,,,,,,, -lr,PyG,AmazonComputers,node,True,,,64,2,8,2,skipconcat,False,prelu,0.6,mean,sgd,0.01,399,1.1966,0.2493,166203.0,0.1411,0.0295,0.6203,0.0834,,,,,,,, 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-lr,PyG,CiteSeer,node,True,,,32,1,4,3,skipsum,False,prelu,0.6,mean,sgd,0.01,199,1.7501,0.0072,686897.0,0.1055,0.0112,0.2262,0.0106,,,,,,,, -lr,PyG,CiteSeer,node,True,,,32,1,4,3,skipsum,False,prelu,0.6,mean,sgd,0.1,199,0.5829,0.0412,686897.0,0.0945,0.0127,0.8092,0.0112,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,16,2,4,2,stack,True,relu,0.3,add,adam,0.001,99,0.655,0.0156,1142871.0,0.8422,0.0435,0.8224,0.0034,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,16,2,4,2,stack,True,relu,0.3,add,adam,0.01,99,0.4788,0.0116,1142871.0,1.1523,0.0931,0.8664,0.0027,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,16,2,4,2,stack,True,relu,0.3,add,adam,0.1,99,0.9568,0.0689,1142871.0,1.2103,0.0394,0.6948,0.0373,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,16,2,4,3,skipsum,True,relu,0.0,mean,adam,0.001,399,0.0025,0.0001,1067930.0,1.1428,0.0945,1.0,0.0,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,16,2,4,3,skipsum,True,relu,0.0,mean,adam,0.01,399,0.0018,0.0003,1067930.0,0.9372,0.0779,1.0,0.0,,,,,,,, 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-lr,PyG,TU_DD,graph,False,,,16,1,2,1,skipsum,True,swish,0.3,mean,sgd,0.1,399,0.4696,0.0141,155649.0,0.0161,0.0007,0.7895,0.0078,0.7269,0.012,0.7777,0.0033,0.7514,0.0079,0.8626,0.0078 -lr,PyG,TU_DD,graph,False,,,16,2,8,2,stack,True,relu,0.6,add,sgd,0.001,99,0.5317,0.0007,145131.0,0.0225,0.0005,0.7544,0.0013,0.7261,0.0029,0.6419,0.0039,0.6814,0.0012,0.8004,0.0038 -lr,PyG,TU_DD,graph,False,,,16,2,8,2,stack,True,relu,0.6,add,sgd,0.01,99,0.4725,0.0067,145131.0,0.0494,0.0053,0.7781,0.0023,0.7491,0.0108,0.6886,0.0108,0.7174,0.0037,0.8504,0.0051 -lr,PyG,TU_DD,graph,False,,,16,2,8,2,stack,True,relu,0.6,add,sgd,0.1,99,0.4737,0.0058,145131.0,0.0232,0.0008,0.7895,0.0055,0.7617,0.0137,0.7067,0.0038,0.7331,0.0048,0.8516,0.0061 -lr,PyG,TU_ENZYMES,graph,False,,,32,1,8,3,skipsum,True,swish,0.3,add,adam,0.001,199,0.9323,0.0182,135821.0,0.0207,0.0003,0.6478,0.0134,,,,,,,, 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-lr,PyG,TU_IMDB,graph,False,,,64,3,8,2,stack,False,relu,0.0,mean,sgd,0.001,399,1.0964,0.0003,134863.0,0.02,0.0021,0.3522,0.0072,,,,,,,, -lr,PyG,TU_IMDB,graph,False,,,64,3,8,2,stack,False,relu,0.0,mean,sgd,0.01,399,1.0964,0.0003,134863.0,0.0213,0.0016,0.35,0.0103,,,,,,,, -lr,PyG,TU_IMDB,graph,False,,,64,3,8,2,stack,False,relu,0.0,mean,sgd,0.1,399,1.0984,0.0001,134863.0,0.0206,0.0009,0.3397,0.0008,,,,,,,, -lr,PyG,TU_PROTEINS,graph,False,,,16,3,2,3,skipconcat,True,prelu,0.0,add,adam,0.001,199,0.38,0.0131,134978.0,0.0143,0.0007,0.8171,0.0076,0.7791,0.0068,0.7501,0.0146,0.7642,0.0102,0.9049,0.0065 -lr,PyG,TU_PROTEINS,graph,False,,,16,3,2,3,skipconcat,True,prelu,0.0,add,adam,0.01,199,0.4694,0.0135,134978.0,0.0174,0.0007,0.781,0.0127,0.7472,0.0147,0.6743,0.0221,0.7088,0.0187,0.8472,0.0102 -lr,PyG,TU_PROTEINS,graph,False,,,16,3,2,3,skipconcat,True,prelu,0.0,add,adam,0.1,199,0.5059,0.0124,134978.0,0.0149,0.0004,0.7557,0.0089,0.7171,0.0207,0.6331,0.0082,0.6722,0.0048,0.8184,0.0105 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-optim,PyG,AmazonPhoto,node,True,,,32,3,2,1,stack,True,swish,0.3,max,adam,0.01,99,0.2935,0.0064,269155.0,0.0825,0.0013,0.9375,0.0002,,,,,,,, -optim,PyG,AmazonPhoto,node,True,,,32,3,2,1,stack,True,swish,0.3,max,sgd,0.01,99,1.7832,0.0232,269155.0,0.0621,0.0133,0.4467,0.0318,,,,,,,, -optim,PyG,CiteSeer,node,True,,,64,1,2,3,skipconcat,False,relu,0.6,mean,adam,0.001,99,0.7064,0.0483,432806.0,0.097,0.0017,0.7808,0.012,,,,,,,, -optim,PyG,CiteSeer,node,True,,,64,1,2,3,skipconcat,False,relu,0.6,mean,sgd,0.001,99,1.8052,0.0063,432806.0,0.0919,0.0063,0.1849,0.0098,,,,,,,, -optim,PyG,CiteSeer,node,True,,,64,1,6,2,skipconcat,True,swish,0.3,add,adam,0.1,399,0.0119,0.0024,301538.0,0.1324,0.0226,0.9972,0.0006,,,,,,,, -optim,PyG,CiteSeer,node,True,,,64,1,6,2,skipconcat,True,swish,0.3,add,sgd,0.1,399,0.0301,0.0025,301538.0,0.1041,0.0106,0.9903,0.0014,,,,,,,, -optim,PyG,CoauthorCS,node,True,,,32,1,2,1,skipconcat,False,swish,0.3,max,adam,0.01,99,0.1053,0.0032,1571445.0,0.9144,0.0423,0.9985,0.0002,,,,,,,, -optim,PyG,CoauthorCS,node,True,,,32,1,2,1,skipconcat,False,swish,0.3,max,sgd,0.01,99,2.4147,0.0051,1571445.0,0.755,0.0331,0.225,0.0003,,,,,,,, -optim,PyG,CoauthorCS,node,True,,,64,2,8,2,stack,False,relu,0.6,mean,adam,0.1,199,2.4094,0.0006,917830.0,0.8034,0.0585,0.2249,0.0003,,,,,,,, -optim,PyG,CoauthorCS,node,True,,,64,2,8,2,stack,False,relu,0.6,mean,sgd,0.1,199,2.2263,0.191,917830.0,0.9453,0.0955,0.2836,0.0568,,,,,,,, -optim,PyG,CoauthorPhysics,node,True,,,16,3,4,1,skipconcat,False,relu,0.6,add,adam,0.1,99,0.9275,0.0666,1019240.0,1.7389,0.0477,0.6498,0.0044,,,,,,,, -optim,PyG,CoauthorPhysics,node,True,,,16,3,4,1,skipconcat,False,relu,0.6,add,sgd,0.1,99,0.9943,0.0351,1019240.0,2.1879,0.1466,0.6222,0.0184,,,,,,,, -optim,PyG,CoauthorPhysics,node,True,,,32,2,4,2,stack,True,prelu,0.6,add,adam,0.01,99,0.3253,0.0146,1379662.0,2.1681,0.2084,0.8966,0.006,,,,,,,, -optim,PyG,CoauthorPhysics,node,True,,,32,2,4,2,stack,True,prelu,0.6,add,sgd,0.01,99,0.7222,0.011,1379662.0,2.3038,0.1228,0.7495,0.0024,,,,,,,, -optim,PyG,CoauthorPhysics,node,True,,,32,2,6,2,skipconcat,True,relu,0.3,add,adam,0.01,399,0.0041,0.0002,510581.0,1.8393,0.079,0.999,0.0,,,,,,,, -optim,PyG,CoauthorPhysics,node,True,,,32,2,6,2,skipconcat,True,relu,0.3,add,sgd,0.01,399,0.1275,0.0022,510581.0,1.9716,0.3323,0.9588,0.0011,,,,,,,, -optim,PyG,CoauthorPhysics,node,True,,,64,1,8,3,skipsum,False,swish,0.3,max,adam,0.01,199,0.0961,0.0169,1101820.0,2.0934,0.1381,0.9698,0.0042,,,,,,,, -optim,PyG,CoauthorPhysics,node,True,,,64,1,8,3,skipsum,False,swish,0.3,max,sgd,0.01,199,1.3484,0.0033,1101820.0,2.0154,0.0715,0.5056,0.0003,,,,,,,, -optim,PyG,Cora,node,True,,,16,3,2,3,stack,True,relu,0.0,max,adam,0.001,399,0.0079,0.0008,346623.0,0.0257,0.0084,0.996,0.0004,,,,,,,, -optim,PyG,Cora,node,True,,,16,3,2,3,stack,True,relu,0.0,max,sgd,0.001,399,0.1561,0.0101,346623.0,0.0246,0.0034,0.9845,0.0031,,,,,,,, -optim,PyG,TU_BZR,graph,False,,,32,1,8,2,stack,True,swish,0.0,mean,adam,0.001,99,0.0652,0.0122,140724.0,0.0208,0.0013,0.9918,0.0038,0.9949,0.0072,0.9664,0.0141,0.9804,0.0095,0.9992,0.0009 -optim,PyG,TU_BZR,graph,False,,,32,1,8,2,stack,True,swish,0.0,mean,sgd,0.001,99,0.1545,0.0139,140724.0,0.034,0.002,0.9599,0.0067,0.9736,0.0125,0.8381,0.0427,0.8999,0.0203,0.987,0.0044 -optim,PyG,TU_BZR,graph,False,,,32,3,2,1,skipconcat,True,swish,0.0,add,adam,0.001,399,0.2299,0.0056,141913.0,0.013,0.0011,0.9146,0.0039,0.8971,0.0308,0.6864,0.0283,0.7769,0.0149,0.9514,0.0023 -optim,PyG,TU_BZR,graph,False,,,32,3,2,1,skipconcat,True,swish,0.0,add,sgd,0.001,399,0.316,0.0077,141913.0,0.0308,0.0012,0.8714,0.0038,0.842,0.0233,0.5019,0.0144,0.6287,0.0125,0.9059,0.0046 -optim,PyG,TU_BZR,graph,False,,,32,3,4,3,stack,False,relu,0.3,max,adam,0.01,399,0.5237,0.0084,141256.0,0.0159,0.0002,0.7829,0.0063,0.0,0.0,0.0,0.0,0.0,0.0,0.489,0.0129 -optim,PyG,TU_BZR,graph,False,,,32,3,4,3,stack,False,relu,0.3,max,sgd,0.01,399,0.5235,0.0088,141256.0,0.0162,0.0026,0.7829,0.0063,0.0,0.0,0.0,0.0,0.0,0.0,0.4709,0.045 -optim,PyG,TU_COX2,graph,False,,,16,3,4,1,stack,False,prelu,0.6,max,adam,0.01,99,0.5197,0.0036,139615.0,0.0152,0.001,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.5603,0.0222 -optim,PyG,TU_COX2,graph,False,,,16,3,4,1,stack,False,prelu,0.6,max,sgd,0.01,99,0.5203,0.0084,139615.0,0.0125,0.0001,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.5486,0.0403 -optim,PyG,TU_COX2,graph,False,,,32,3,6,3,skipsum,True,swish,0.6,mean,adam,0.1,99,0.5216,0.0046,138921.0,0.0245,0.001,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.5256,0.0166 -optim,PyG,TU_COX2,graph,False,,,32,3,6,3,skipsum,True,swish,0.6,mean,sgd,0.1,99,0.5099,0.0105,138921.0,0.0245,0.0015,0.7837,0.0013,0.2222,0.3143,0.0081,0.0115,0.0157,0.0222,0.6147,0.0374 -optim,PyG,TU_COX2,graph,False,,,32,3,6,3,stack,False,swish,0.3,max,adam,0.001,199,0.5221,0.0037,137656.0,0.0185,0.0001,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.5172,0.014 -optim,PyG,TU_COX2,graph,False,,,32,3,6,3,stack,False,swish,0.3,max,sgd,0.001,199,0.5263,0.0022,137656.0,0.019,0.0005,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.517,0.0043 -optim,PyG,TU_COX2,graph,False,,,32,3,8,3,skipsum,False,swish,0.6,mean,adam,0.1,399,0.522,0.0065,137446.0,0.0205,0.001,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.5369,0.01 -optim,PyG,TU_COX2,graph,False,,,32,3,8,3,skipsum,False,swish,0.6,mean,sgd,0.1,399,0.5346,0.0105,137446.0,0.0204,0.0014,0.7837,0.0033,0.0,0.0,0.0,0.0,0.0,0.0,0.4801,0.0239 -optim,PyG,TU_DD,graph,False,,,16,2,2,1,skipconcat,False,relu,0.3,add,adam,0.001,199,0.2438,0.0599,149969.0,0.0137,0.0012,0.9041,0.0407,0.8834,0.0464,0.8814,0.0543,0.8824,0.0502,0.9639,0.0217 -optim,PyG,TU_DD,graph,False,,,16,2,2,1,skipconcat,False,relu,0.3,add,sgd,0.001,199,0.4944,0.1453,149969.0,0.0132,0.0018,0.7972,0.041,0.7344,0.0593,0.8001,0.0157,0.7649,0.038,0.8769,0.0392 -optim,PyG,TU_DD,graph,False,,,64,3,6,2,skipsum,False,prelu,0.6,add,adam,0.001,199,0.5704,0.0081,143871.0,0.038,0.0025,0.7378,0.0126,0.7473,0.0189,0.5424,0.0158,0.6286,0.0172,0.7847,0.0096 -optim,PyG,TU_DD,graph,False,,,64,3,6,2,skipsum,False,prelu,0.6,add,sgd,0.001,199,0.5847,0.0008,143871.0,0.0402,0.0017,0.7123,0.0106,0.7315,0.0229,0.4688,0.012,0.5714,0.0158,0.7672,0.0048 -optim,PyG,TU_ENZYMES,graph,False,,,16,2,4,2,skipconcat,False,swish,0.6,mean,adam,0.1,399,1.7605,0.0007,136646.0,0.0155,0.0005,0.2201,0.0059,,,,,,,, -optim,PyG,TU_ENZYMES,graph,False,,,16,2,4,2,skipconcat,False,swish,0.6,mean,sgd,0.1,399,1.7361,0.0211,136646.0,0.0376,0.0019,0.2292,0.0263,,,,,,,, -optim,PyG,TU_ENZYMES,graph,False,,,64,2,8,2,skipsum,False,prelu,0.3,max,adam,0.1,199,1.78,0.0073,134557.0,0.0252,0.0026,0.1782,0.0045,,,,,,,, -optim,PyG,TU_ENZYMES,graph,False,,,64,2,8,2,skipsum,False,prelu,0.3,max,sgd,0.1,199,,,134557.0,0.0624,0.0015,0.1712,0.0094,,,,,,,, -optim,PyG,TU_ENZYMES,graph,False,,,64,3,2,1,skipconcat,True,prelu,0.0,add,adam,0.001,99,1.4227,0.0411,136249.0,0.0505,0.0011,0.4682,0.019,,,,,,,, -optim,PyG,TU_ENZYMES,graph,False,,,64,3,2,1,skipconcat,True,prelu,0.0,add,sgd,0.001,99,1.5206,0.0194,136249.0,0.0161,0.0008,0.4102,0.0055,,,,,,,, -optim,PyG,TU_IMDB,graph,False,,,16,1,2,2,skipconcat,False,swish,0.6,add,adam,0.1,99,1.0958,0.0012,133983.0,0.0127,0.0022,0.3619,0.01,,,,,,,, -optim,PyG,TU_IMDB,graph,False,,,16,1,2,2,skipconcat,False,swish,0.6,add,sgd,0.1,99,1.0722,0.0162,133983.0,0.0093,0.0007,0.4256,0.0327,,,,,,,, -optim,PyG,TU_IMDB,graph,False,,,16,3,8,1,skipsum,True,relu,0.6,mean,adam,0.01,199,1.0521,0.0088,135243.0,0.0196,0.0007,0.4322,0.012,,,,,,,, -optim,PyG,TU_IMDB,graph,False,,,16,3,8,1,skipsum,True,relu,0.6,mean,sgd,0.01,199,1.0607,0.0021,135243.0,0.0174,0.0002,0.4264,0.0034,,,,,,,, -optim,PyG,TU_IMDB,graph,False,,,32,1,8,1,stack,False,relu,0.0,add,adam,0.1,199,1.0844,0.0168,134808.0,0.0143,0.0014,0.3839,0.0387,,,,,,,, -optim,PyG,TU_IMDB,graph,False,,,32,1,8,1,stack,False,relu,0.0,add,sgd,0.1,199,1.0965,0.0003,134808.0,0.0123,0.0001,0.35,0.0118,,,,,,,, -optim,PyG,TU_IMDB,graph,False,,,64,2,2,2,skipconcat,False,swish,0.3,max,adam,0.1,399,1.0882,0.0048,134333.0,0.0192,0.0034,0.3897,0.0104,,,,,,,, -optim,PyG,TU_IMDB,graph,False,,,64,2,2,2,skipconcat,False,swish,0.3,max,sgd,0.1,399,1.055,0.0074,134333.0,0.0191,0.0032,0.4342,0.0061,,,,,,,, -optim,PyG,TU_PROTEINS,graph,False,,,16,3,8,2,skipconcat,True,relu,0.3,mean,adam,0.001,99,0.5251,0.0071,139333.0,0.0583,0.0027,0.7466,0.0052,0.6988,0.0045,0.6312,0.0152,0.6632,0.01,0.8072,0.0058 -optim,PyG,TU_PROTEINS,graph,False,,,16,3,8,2,skipconcat,True,relu,0.3,mean,sgd,0.001,99,0.5491,0.0081,139333.0,0.0524,0.0011,0.7224,0.0117,0.6563,0.0171,0.6254,0.0157,0.6405,0.0159,0.782,0.0083 -optim,PyG,TU_PROTEINS,graph,False,,,32,2,2,3,skipconcat,False,swish,0.6,add,adam,0.01,199,0.5272,0.0072,135097.0,0.0145,0.0002,0.7436,0.0079,0.722,0.0118,0.5719,0.0126,0.6381,0.0104,0.8013,0.008 -optim,PyG,TU_PROTEINS,graph,False,,,32,2,2,3,skipconcat,False,swish,0.6,add,sgd,0.01,199,0.5323,0.0039,135097.0,0.0139,0.0018,0.7371,0.0051,0.7171,0.0049,0.5536,0.0178,0.6247,0.0118,0.7946,0.0042 -optim,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,1,2,1,stack,True,relu,0.6,mean,adam,0.1,399,0.9734,0.0654,134625.0,0.0323,0.0043,0.5114,0.0439,,,,,,,, -optim,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,1,2,1,stack,True,relu,0.6,mean,sgd,0.1,399,0.6644,0.0314,134625.0,0.0358,0.0028,0.6732,0.037,,,,,,,, -optim,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,3,6,1,skipsum,False,swish,0.3,max,adam,0.001,399,0.2824,0.0082,134277.0,0.0172,0.0019,0.8758,0.0101,,,,,,,, -optim,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,3,6,1,skipsum,False,swish,0.3,max,sgd,0.001,399,0.3433,0.0324,134277.0,0.0143,0.0006,0.8447,0.0167,,,,,,,, -optim,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,3,8,3,skipsum,False,relu,0.6,add,adam,0.001,399,0.8586,0.0463,135350.0,0.0186,0.0009,0.5899,0.0363,,,,,,,, -optim,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,3,8,3,skipsum,False,relu,0.6,add,sgd,0.001,399,1.6075,0.0013,135350.0,0.0351,0.002,0.2141,0.0061,,,,,,,, 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-stage,nx,smallworld,node,True,node_onehot,node_clustering_coefficient,32,1,8,2,stack,False,relu,0.3,max,adam,0.01,99,1.6048,0.0003,134920.0,0.02,0.0003,0.233,0.0015,,,,,,,, -stage,nx,smallworld,node,True,node_onehot,node_clustering_coefficient,64,3,2,3,skipconcat,False,swish,0.0,add,sgd,0.001,199,1.6031,0.0008,135665.0,0.043,0.0014,0.233,0.0015,,,,,,,, -stage,nx,smallworld,node,True,node_onehot,node_clustering_coefficient,64,3,2,3,skipsum,False,swish,0.0,add,sgd,0.001,199,1.5962,0.0023,134833.0,0.0201,0.0026,0.2495,0.016,,,,,,,, -stage,nx,smallworld,node,True,node_onehot,node_clustering_coefficient,64,3,2,3,stack,False,swish,0.0,add,sgd,0.001,199,1.5956,0.002,134833.0,0.0194,0.0021,0.2533,0.0167,,,,,,,, -stage,nx,smallworld,node,True,node_onehot,node_pagerank,16,2,8,2,skipconcat,False,prelu,0.3,add,sgd,0.001,399,1.586,0.0008,138964.0,0.0197,0.002,0.2471,0.0029,,,,,,,, -stage,nx,smallworld,node,True,node_onehot,node_pagerank,16,2,8,2,skipsum,False,prelu,0.3,add,sgd,0.001,399,1.5933,0.0026,135361.0,0.0191,0.0034,0.2373,0.0029,,,,,,,, -stage,nx,smallworld,node,True,node_onehot,node_pagerank,16,2,8,2,stack,False,prelu,0.3,add,sgd,0.001,399,1.6096,0.0007,135361.0,0.0177,0.0028,0.2083,0.0058,,,,,,,, -stage,nx,smallworld,node,True,node_onehot,node_pagerank,64,3,2,3,skipconcat,False,swish,0.3,add,adam,0.1,99,1.6182,0.0044,135665.0,0.028,0.0043,0.1985,0.0018,,,,,,,, -stage,nx,smallworld,node,True,node_onehot,node_pagerank,64,3,2,3,skipsum,False,swish,0.3,add,adam,0.1,99,1.5838,0.025,134833.0,0.0236,0.0006,0.2539,0.0403,,,,,,,, -stage,nx,smallworld,node,True,node_onehot,node_pagerank,64,3,2,3,stack,False,swish,0.3,add,adam,0.1,99,1.6162,0.0021,134833.0,0.0477,0.0037,0.2021,0.0013,,,,,,,, -stage,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,16,3,2,1,skipconcat,False,prelu,0.0,add,sgd,0.01,199,1.0907,0.003,136248.0,0.0106,0.001,0.5366,0.0015,,,,,,,, -stage,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,16,3,2,1,skipsum,False,prelu,0.0,add,sgd,0.01,199,1.0847,0.0069,134851.0,0.0098,0.0007,0.5381,0.0025,,,,,,,, -stage,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,16,3,2,1,stack,False,prelu,0.0,add,sgd,0.01,199,1.1235,0.006,134851.0,0.0442,0.0047,0.5181,0.0023,,,,,,,, -stage,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,16,3,6,2,skipconcat,False,prelu,0.0,mean,adam,0.01,399,1.6048,0.0003,135800.0,0.0963,0.0222,0.233,0.0015,,,,,,,, -stage,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,16,3,6,2,skipsum,False,prelu,0.0,mean,adam,0.01,399,1.6048,0.0003,134921.0,0.0864,0.012,0.233,0.0015,,,,,,,, -stage,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,16,3,6,2,stack,False,prelu,0.0,mean,adam,0.01,399,1.6048,0.0003,134921.0,0.0235,0.0003,0.233,0.0015,,,,,,,, -stage,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,32,2,4,1,skipconcat,True,prelu,0.6,add,sgd,0.1,399,1.09,0.0151,135929.0,0.0191,0.0001,0.5362,0.0058,,,,,,,, -stage,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,32,2,4,1,skipsum,True,prelu,0.6,add,sgd,0.1,399,1.0559,0.0099,134119.0,0.0256,0.0067,0.5436,0.0056,,,,,,,, -stage,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,32,2,4,1,stack,True,prelu,0.6,add,sgd,0.1,399,1.1149,0.009,134119.0,0.0181,0.001,0.5089,0.0052,,,,,,,, diff --git a/run/results/design_v1_grid_round1/agg/val.csv b/run/results/design_v1_grid_round1/agg/val.csv deleted file mode 100644 index 638ee6b8..00000000 --- a/run/results/design_v1_grid_round1/agg/val.csv +++ /dev/null @@ -1,3324 +0,0 @@ -sample,format,dataset,task,trans,feature,label,batch,l_pre,l_mp,l_post,stage,bn,act,drop,agg,optim,lr,epoch,loss,loss_std,params,time_iter,time_iter_std,accuracy,accuracy_std,precision,precision_std,recall,recall_std,f1,f1_std,auc,auc_std -act,PyG,AmazonComputers,node,True,,,32,2,2,1,skipconcat,False,prelu,0.6,max,sgd,0.1,99,1.8852,0.0103,278289.0,0.1451,0.024,0.3692,0.0075,,,,,,,, -act,PyG,AmazonComputers,node,True,,,32,2,2,1,skipconcat,False,relu,0.6,max,sgd,0.1,99,1.8865,0.0105,278288.0,0.1192,0.003,0.3692,0.0075,,,,,,,, -act,PyG,AmazonComputers,node,True,,,32,2,2,1,skipconcat,False,swish,0.6,max,sgd,0.1,99,1.8848,0.0117,278288.0,0.1307,0.0166,0.3692,0.0075,,,,,,,, -act,PyG,AmazonPhoto,node,True,,,16,1,6,2,skipconcat,True,prelu,0.0,max,adam,0.01,99,0.2022,0.0239,172005.0,0.0318,0.0029,0.9484,0.0047,,,,,,,, -act,PyG,AmazonPhoto,node,True,,,16,1,6,2,skipconcat,True,relu,0.0,max,adam,0.01,99,0.2072,0.0221,172004.0,0.0348,0.0027,0.948,0.0047,,,,,,,, -act,PyG,AmazonPhoto,node,True,,,16,1,6,2,skipconcat,True,swish,0.0,max,adam,0.01,99,0.2462,0.0241,172004.0,0.0396,0.0036,0.9382,0.0036,,,,,,,, -act,PyG,AmazonPhoto,node,True,,,16,1,8,1,skipconcat,True,prelu,0.3,mean,sgd,0.1,399,0.2284,0.0142,184900.0,0.042,0.0041,0.9362,0.0061,,,,,,,, -act,PyG,AmazonPhoto,node,True,,,16,1,8,1,skipconcat,True,relu,0.3,mean,sgd,0.1,399,0.2567,0.015,184899.0,0.0674,0.0097,0.9323,0.0036,,,,,,,, -act,PyG,AmazonPhoto,node,True,,,16,1,8,1,skipconcat,True,swish,0.3,mean,sgd,0.1,399,0.3751,0.0755,184899.0,0.0403,0.0096,0.8879,0.0291,,,,,,,, -act,PyG,AmazonPhoto,node,True,,,32,2,2,1,skipsum,True,prelu,0.3,max,adam,0.1,399,0.2085,0.011,290101.0,0.0452,0.0099,0.9501,0.0034,,,,,,,, -act,PyG,AmazonPhoto,node,True,,,32,2,2,1,skipsum,True,relu,0.3,max,adam,0.1,399,0.2265,0.0126,290100.0,0.0447,0.0032,0.9475,0.0014,,,,,,,, -act,PyG,AmazonPhoto,node,True,,,32,2,2,1,skipsum,True,swish,0.3,max,adam,0.1,399,0.1884,0.0148,290100.0,0.0627,0.0185,0.9521,0.0027,,,,,,,, -act,PyG,CiteSeer,node,True,,,16,1,2,1,skipconcat,True,prelu,0.6,mean,sgd,0.01,199,1.6685,0.0115,909993.0,0.0853,0.0055,0.4244,0.0252,,,,,,,, -act,PyG,CiteSeer,node,True,,,16,1,2,1,skipconcat,True,relu,0.6,mean,sgd,0.01,199,1.697,0.0056,909992.0,0.1326,0.0317,0.3373,0.0182,,,,,,,, -act,PyG,CiteSeer,node,True,,,16,1,2,1,skipconcat,True,swish,0.6,mean,sgd,0.01,199,1.6897,0.004,909992.0,0.106,0.0295,0.3664,0.0256,,,,,,,, -act,PyG,CiteSeer,node,True,,,16,2,2,2,stack,True,prelu,0.0,add,adam,0.001,199,1.8193,0.0942,804190.0,0.1008,0.0167,0.6837,0.0129,,,,,,,, -act,PyG,CiteSeer,node,True,,,16,2,2,2,stack,True,relu,0.0,add,adam,0.001,199,1.5906,0.1275,804189.0,0.086,0.0143,0.6832,0.02,,,,,,,, -act,PyG,CiteSeer,node,True,,,16,2,2,2,stack,True,swish,0.0,add,adam,0.001,199,1.8746,0.1259,804189.0,0.1387,0.067,0.6852,0.0134,,,,,,,, -act,PyG,CiteSeer,node,True,,,32,2,8,1,skipsum,True,prelu,0.3,max,adam,0.1,199,1.4193,0.0477,582985.0,0.0909,0.0063,0.7167,0.0071,,,,,,,, -act,PyG,CiteSeer,node,True,,,32,2,8,1,skipsum,True,relu,0.3,max,adam,0.1,199,1.2269,0.0706,582984.0,0.0909,0.0056,0.7532,0.01,,,,,,,, -act,PyG,CiteSeer,node,True,,,32,2,8,1,skipsum,True,swish,0.3,max,adam,0.1,199,1.1975,0.0648,582984.0,0.0975,0.0096,0.7472,0.0062,,,,,,,, -act,PyG,CoauthorCS,node,True,,,16,2,6,2,stack,True,prelu,0.3,max,adam,0.1,199,0.5484,0.0408,1006352.0,0.807,0.0403,0.8345,0.0152,,,,,,,, -act,PyG,CoauthorCS,node,True,,,16,2,6,2,stack,True,relu,0.3,max,adam,0.1,199,0.8874,0.0422,1006351.0,0.874,0.1057,0.7096,0.0268,,,,,,,, -act,PyG,CoauthorCS,node,True,,,16,2,6,2,stack,True,swish,0.3,max,adam,0.1,199,1.2746,0.191,1006351.0,0.8486,0.0636,0.6138,0.0555,,,,,,,, -act,PyG,CoauthorCS,node,True,,,16,3,6,1,skipconcat,True,prelu,0.6,mean,adam,0.01,199,0.2497,0.0155,659392.0,1.0702,0.1042,0.9317,0.0082,,,,,,,, -act,PyG,CoauthorCS,node,True,,,16,3,6,1,skipconcat,True,relu,0.6,mean,adam,0.01,199,0.2975,0.0116,659391.0,0.838,0.1321,0.9247,0.0015,,,,,,,, -act,PyG,CoauthorCS,node,True,,,16,3,6,1,skipconcat,True,swish,0.6,mean,adam,0.01,199,0.4907,0.1315,659391.0,0.909,0.1196,0.8461,0.0541,,,,,,,, -act,PyG,CoauthorCS,node,True,,,64,1,6,3,stack,True,prelu,0.3,add,sgd,0.001,199,0.977,0.0302,1006352.0,0.758,0.0591,0.7367,0.0097,,,,,,,, -act,PyG,CoauthorCS,node,True,,,64,1,6,3,stack,True,relu,0.3,add,sgd,0.001,199,1.3274,0.0362,1006351.0,0.8056,0.1175,0.6306,0.0114,,,,,,,, -act,PyG,CoauthorCS,node,True,,,64,1,6,3,stack,True,swish,0.3,add,sgd,0.001,199,1.3194,0.0463,1006351.0,0.7868,0.067,0.6322,0.0139,,,,,,,, -act,PyG,CoauthorPhysics,node,True,,,16,3,6,1,skipsum,True,prelu,0.0,mean,sgd,0.1,399,0.1336,0.0019,1211142.0,1.8991,0.1624,0.9625,0.0004,,,,,,,, -act,PyG,CoauthorPhysics,node,True,,,16,3,6,1,skipsum,True,relu,0.0,mean,sgd,0.1,399,0.1438,0.002,1211141.0,1.8342,0.0206,0.9623,0.0007,,,,,,,, -act,PyG,CoauthorPhysics,node,True,,,16,3,6,1,skipsum,True,swish,0.0,mean,sgd,0.1,399,0.145,0.0037,1211141.0,1.9311,0.0828,0.9617,0.0009,,,,,,,, -act,PyG,Cora,node,True,,,16,2,6,1,stack,True,prelu,0.3,add,sgd,0.001,99,1.859,0.0167,330863.0,0.0207,0.0029,0.3124,0.0432,,,,,,,, -act,PyG,Cora,node,True,,,16,2,6,1,stack,True,relu,0.3,add,sgd,0.001,99,1.8939,0.0206,330862.0,0.0163,0.0013,0.2407,0.0747,,,,,,,, -act,PyG,Cora,node,True,,,16,2,6,1,stack,True,swish,0.3,add,sgd,0.001,99,1.8839,0.0229,330862.0,0.0178,0.0028,0.3051,0.0156,,,,,,,, -act,PyG,Cora,node,True,,,16,2,8,1,skipsum,True,prelu,0.3,mean,sgd,0.1,99,0.5354,0.0299,308437.0,0.0254,0.0029,0.8742,0.0115,,,,,,,, -act,PyG,Cora,node,True,,,16,2,8,1,skipsum,True,relu,0.3,mean,sgd,0.1,99,0.8005,0.0172,308436.0,0.0251,0.0069,0.8115,0.0063,,,,,,,, -act,PyG,Cora,node,True,,,16,2,8,1,skipsum,True,swish,0.3,mean,sgd,0.1,99,0.786,0.0061,308436.0,0.0268,0.0045,0.7981,0.0061,,,,,,,, -act,PyG,Cora,node,True,,,16,3,4,3,skipconcat,True,prelu,0.6,mean,adam,0.01,99,0.6178,0.1231,207560.0,0.0183,0.002,0.8637,0.0182,,,,,,,, -act,PyG,Cora,node,True,,,16,3,4,3,skipconcat,True,relu,0.6,mean,adam,0.01,99,1.7704,0.5084,207559.0,0.0379,0.0074,0.5236,0.0909,,,,,,,, -act,PyG,Cora,node,True,,,16,3,4,3,skipconcat,True,swish,0.6,mean,adam,0.01,99,3.3648,1.0425,207559.0,0.0317,0.0039,0.3671,0.1373,,,,,,,, -act,PyG,Cora,node,True,,,16,3,8,1,stack,True,prelu,0.3,mean,sgd,0.001,99,1.843,0.025,300388.0,0.0244,0.0006,0.3677,0.0249,,,,,,,, -act,PyG,Cora,node,True,,,16,3,8,1,stack,True,relu,0.3,mean,sgd,0.001,99,1.9016,0.0163,300387.0,0.0242,0.0094,0.2468,0.0574,,,,,,,, -act,PyG,Cora,node,True,,,16,3,8,1,stack,True,swish,0.3,mean,sgd,0.001,99,1.8796,0.0165,300387.0,0.0274,0.0126,0.3278,0.0391,,,,,,,, -act,PyG,Cora,node,True,,,32,1,8,1,skipsum,False,prelu,0.3,max,adam,0.001,199,0.652,0.0334,320057.0,0.0192,0.0017,0.8606,0.0087,,,,,,,, -act,PyG,Cora,node,True,,,32,1,8,1,skipsum,False,relu,0.3,max,adam,0.001,199,0.8725,0.0223,320056.0,0.0205,0.0028,0.857,0.0035,,,,,,,, -act,PyG,Cora,node,True,,,32,1,8,1,skipsum,False,swish,0.3,max,adam,0.001,199,0.6107,0.0302,320056.0,0.0178,0.0021,0.8588,0.0053,,,,,,,, -act,PyG,Cora,node,True,,,32,3,8,1,skipsum,False,prelu,0.6,max,sgd,0.1,99,1.8643,0.0093,299123.0,0.0184,0.002,0.294,0.0117,,,,,,,, -act,PyG,Cora,node,True,,,32,3,8,1,skipsum,False,relu,0.6,max,sgd,0.1,99,1.8611,0.0074,299122.0,0.0235,0.0084,0.294,0.0117,,,,,,,, -act,PyG,Cora,node,True,,,32,3,8,1,skipsum,False,swish,0.6,max,sgd,0.1,99,1.935,0.0264,299122.0,0.0178,0.0027,0.294,0.0117,,,,,,,, -act,PyG,Cora,node,True,,,64,2,8,2,skipconcat,False,prelu,0.6,max,sgd,0.01,199,1.8443,0.0098,187926.0,0.0494,0.0007,0.294,0.0117,,,,,,,, -act,PyG,Cora,node,True,,,64,2,8,2,skipconcat,False,relu,0.6,max,sgd,0.01,199,1.8446,0.0084,187925.0,0.0613,0.0255,0.294,0.0117,,,,,,,, -act,PyG,Cora,node,True,,,64,2,8,2,skipconcat,False,swish,0.6,max,sgd,0.01,199,1.88,0.0125,187925.0,0.0493,0.005,0.294,0.0117,,,,,,,, -act,PyG,TU_BZR,graph,False,,,16,2,6,1,skipconcat,False,prelu,0.3,max,sgd,0.1,399,0.4789,0.0339,139154.0,0.0404,0.0024,0.8148,0.0202,0.5821,0.1737,0.2343,0.0116,0.3289,0.0394,0.6396,0.0387 -act,PyG,TU_BZR,graph,False,,,16,2,6,1,skipconcat,False,relu,0.3,max,sgd,0.1,399,0.5167,0.0751,139153.0,0.0083,0.0007,0.8107,0.0154,0.6667,0.2494,0.1277,0.0464,0.2002,0.0605,0.6613,0.0411 -act,PyG,TU_BZR,graph,False,,,16,2,6,1,skipconcat,False,swish,0.3,max,sgd,0.1,399,0.5419,0.0696,139153.0,0.0078,0.0014,0.8107,0.0058,0.7917,0.2946,0.1348,0.0707,0.2011,0.0686,0.6463,0.0377 -act,PyG,TU_BZR,graph,False,,,16,2,8,1,stack,True,prelu,0.0,add,sgd,0.01,399,0.9659,0.4088,140725.0,0.0107,0.0024,0.8519,0.0101,0.6111,0.0454,0.6708,0.088,0.6328,0.0189,0.8524,0.0759 -act,PyG,TU_BZR,graph,False,,,16,2,8,1,stack,True,relu,0.0,add,sgd,0.01,399,1.0611,0.3197,140724.0,0.0124,0.0043,0.8519,0.0101,0.6074,0.0608,0.7173,0.1209,0.6463,0.0325,0.8521,0.0689 -act,PyG,TU_BZR,graph,False,,,16,2,8,1,stack,True,swish,0.0,add,sgd,0.01,399,0.9259,0.367,140724.0,0.0098,0.0008,0.8519,0.0303,0.6172,0.1126,0.7358,0.0965,0.6563,0.0546,0.875,0.0818 -act,PyG,TU_BZR,graph,False,,,32,2,2,3,stack,True,prelu,0.0,add,sgd,0.001,99,0.3661,0.0758,141914.0,0.0082,0.0013,0.8683,0.021,0.6597,0.026,0.6708,0.088,0.6611,0.0389,0.8833,0.0667 -act,PyG,TU_BZR,graph,False,,,32,2,2,3,stack,True,relu,0.0,add,sgd,0.001,99,0.3361,0.0777,141913.0,0.028,0.0106,0.8765,0.0267,0.6694,0.0269,0.7452,0.1792,0.6912,0.0782,0.9048,0.0639 -act,PyG,TU_BZR,graph,False,,,32,2,2,3,stack,True,swish,0.0,add,sgd,0.001,99,0.3792,0.0915,141913.0,0.0078,0.0011,0.8601,0.0454,0.6443,0.0584,0.6337,0.1379,0.6358,0.1007,0.8599,0.0892 -act,PyG,TU_DD,graph,False,,,16,1,6,3,skipconcat,True,relu,0.6,add,sgd,0.1,399,0.5897,0.0953,142257.0,0.0127,0.002,0.7175,0.0563,0.8677,0.0677,0.4234,0.159,0.546,0.1369,0.8355,0.0372 -act,PyG,TU_DD,graph,False,,,16,1,6,3,skipconcat,True,swish,0.6,add,sgd,0.1,399,1.8219,0.9189,142257.0,0.0122,0.0023,0.5042,0.0857,0.5885,0.2321,0.5512,0.3589,0.4242,0.1667,0.5231,0.2113 -act,PyG,TU_DD,graph,False,,,16,2,6,2,stack,True,prelu,0.3,max,sgd,0.001,99,0.6254,0.1173,144898.0,0.0295,0.0063,0.7387,0.0294,0.8638,0.0606,0.4761,0.1184,0.6004,0.0967,0.8189,0.0076 -act,PyG,TU_DD,graph,False,,,16,2,6,2,stack,True,relu,0.3,max,sgd,0.001,99,0.6767,0.0975,144897.0,0.0152,0.0056,0.7203,0.0261,0.8957,0.0477,0.4041,0.1126,0.5445,0.0909,0.8099,0.0034 -act,PyG,TU_DD,graph,False,,,16,2,6,2,stack,True,swish,0.3,max,sgd,0.001,99,0.5597,0.0115,144897.0,0.0335,0.0005,0.7274,0.0208,0.648,0.0306,0.8159,0.0354,0.7208,0.0074,0.8135,0.0029 -act,PyG,TU_DD,graph,False,,,64,1,4,1,skipsum,True,prelu,0.3,mean,sgd,0.1,199,2.6734,1.006,149146.0,0.0401,0.0042,0.7599,0.0538,0.7173,0.0925,0.7806,0.0572,0.7401,0.0294,0.833,0.0089 -act,PyG,TU_DD,graph,False,,,64,1,4,1,skipsum,True,relu,0.3,mean,sgd,0.1,199,1.1928,0.6702,149145.0,0.0314,0.0049,0.6921,0.0649,0.6586,0.1226,0.738,0.12,0.6749,0.0235,0.8149,0.0165 -act,PyG,TU_DD,graph,False,,,64,1,4,1,skipsum,True,swish,0.3,mean,sgd,0.1,199,3.1406,0.6128,149145.0,0.0257,0.0007,0.7345,0.0209,0.8694,0.0792,0.4709,0.1232,0.5935,0.0888,0.834,0.0082 -act,PyG,TU_DD,graph,False,,,64,2,4,3,skipconcat,False,prelu,0.3,max,sgd,0.001,399,0.6683,0.072,139921.0,0.0403,0.0028,0.6949,0.038,0.8883,0.0431,0.3434,0.1063,0.4828,0.1004,0.8068,0.0088 -act,PyG,TU_DD,graph,False,,,64,2,4,3,skipconcat,False,relu,0.3,max,sgd,0.001,399,0.6181,0.0335,139920.0,0.0313,0.0043,0.6935,0.0623,0.6611,0.1016,0.6922,0.1099,0.6605,0.0399,0.7631,0.0261 -act,PyG,TU_DD,graph,False,,,64,2,4,3,skipconcat,False,swish,0.3,max,sgd,0.001,399,0.7632,0.2651,139920.0,0.0382,0.0073,0.6709,0.073,0.7565,0.1745,0.5591,0.37,0.5001,0.3018,0.8063,0.0018 -act,PyG,TU_DD,graph,False,,,64,3,2,2,skipconcat,False,relu,0.6,add,sgd,0.01,99,0.6846,0.0042,144257.0,0.0243,0.0016,0.5692,0.0106,0.0,0.0,0.0,0.0,0.0,0.0,0.5,0.0 -act,PyG,TU_DD,graph,False,,,64,3,2,2,skipconcat,False,swish,0.6,add,sgd,0.01,99,0.6527,0.0035,144257.0,0.0259,0.0024,0.6568,0.0681,0.9531,0.0663,0.2282,0.2117,0.3144,0.2447,0.8101,0.0029 -act,PyG,TU_ENZYMES,graph,False,,,16,1,8,3,skipsum,True,prelu,0.6,add,sgd,0.001,99,1.8121,0.0315,135822.0,0.0407,0.0062,0.1667,0.0581,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,16,1,8,3,skipsum,True,relu,0.6,add,sgd,0.001,99,1.8031,0.0219,135821.0,0.0287,0.0021,0.1861,0.0578,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,16,1,8,3,skipsum,True,swish,0.6,add,sgd,0.001,99,1.8586,0.0298,135821.0,0.009,0.002,0.175,0.0068,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,32,1,6,3,stack,True,prelu,0.3,add,adam,0.01,399,1.9654,0.3725,134535.0,0.0304,0.0005,0.5361,0.0322,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,32,1,6,3,stack,True,relu,0.3,add,adam,0.01,399,2.0914,0.4382,134534.0,0.0099,0.0009,0.5278,0.0387,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,32,1,6,3,stack,True,swish,0.3,add,adam,0.01,399,2.7002,0.612,134534.0,0.0105,0.0004,0.4611,0.0239,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,32,2,2,1,stack,False,prelu,0.0,mean,sgd,0.001,199,1.8172,0.0797,135037.0,0.009,0.0028,0.2611,0.0142,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,32,2,2,1,stack,False,relu,0.0,mean,sgd,0.001,199,1.808,0.0852,135036.0,0.0088,0.0018,0.2695,0.0208,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,32,2,2,1,stack,False,swish,0.0,mean,sgd,0.001,199,1.8449,0.0479,135036.0,0.0064,0.0008,0.1889,0.0219,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,64,1,8,2,skipconcat,False,prelu,0.3,max,sgd,0.01,199,1.9831,0.0723,137809.0,0.0149,0.003,0.1833,0.0272,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,64,1,8,2,skipconcat,False,relu,0.3,max,sgd,0.01,199,1.8421,0.049,137808.0,0.0177,0.0027,0.1611,0.0336,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,64,1,8,2,skipconcat,False,swish,0.3,max,sgd,0.01,199,1.7865,0.0114,137808.0,0.0182,0.0024,0.2166,0.0312,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,64,1,8,3,skipsum,True,prelu,0.3,max,sgd,0.1,399,3.4466,0.3136,135822.0,0.0162,0.0032,0.3083,0.0476,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,64,1,8,3,skipsum,True,relu,0.3,max,sgd,0.1,399,3.4411,0.2732,135821.0,0.0166,0.0026,0.3083,0.0204,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,64,1,8,3,skipsum,True,swish,0.3,max,sgd,0.1,399,4.8331,0.2803,135821.0,0.0123,0.0003,0.2472,0.0502,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,64,3,2,3,stack,False,prelu,0.3,max,sgd,0.01,199,1.7888,0.0039,135597.0,0.0134,0.0009,0.1611,0.0342,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,64,3,2,3,stack,False,relu,0.3,max,sgd,0.01,199,1.8037,0.0065,135596.0,0.0136,0.0019,0.1278,0.0171,,,,,,,, -act,PyG,TU_ENZYMES,graph,False,,,64,3,2,3,stack,False,swish,0.3,max,sgd,0.01,199,1.8103,0.0276,135596.0,0.0297,0.0017,0.2305,0.0171,,,,,,,, -act,PyG,TU_IMDB,graph,False,,,16,2,8,3,skipsum,True,prelu,0.3,add,sgd,0.1,199,1.0287,0.0104,133747.0,0.0085,0.0009,0.4622,0.0264,,,,,,,, -act,PyG,TU_IMDB,graph,False,,,16,2,8,3,skipsum,True,relu,0.3,add,sgd,0.1,199,1.0353,0.0063,133746.0,0.0095,0.0021,0.4611,0.0087,,,,,,,, -act,PyG,TU_IMDB,graph,False,,,16,2,8,3,skipsum,True,swish,0.3,add,sgd,0.1,199,1.0309,0.0132,133746.0,0.0106,0.0008,0.4578,0.0181,,,,,,,, -act,PyG,TU_IMDB,graph,False,,,16,3,4,2,stack,True,prelu,0.6,add,adam,0.001,99,1.1652,0.0627,134127.0,0.0051,0.0006,0.4078,0.035,,,,,,,, -act,PyG,TU_IMDB,graph,False,,,16,3,4,2,stack,True,relu,0.6,add,adam,0.001,99,1.1457,0.0506,134126.0,0.0076,0.0004,0.4044,0.0253,,,,,,,, -act,PyG,TU_IMDB,graph,False,,,16,3,4,2,stack,True,swish,0.6,add,adam,0.001,99,1.241,0.0497,134126.0,0.0083,0.0017,0.3756,0.0283,,,,,,,, -act,PyG,TU_IMDB,graph,False,,,64,2,2,2,stack,False,prelu,0.6,mean,sgd,0.001,399,1.101,0.0021,134138.0,0.0136,0.0025,0.34,0.0268,,,,,,,, -act,PyG,TU_IMDB,graph,False,,,64,2,2,2,stack,False,relu,0.6,mean,sgd,0.001,399,1.1013,0.0019,134137.0,0.0109,0.0006,0.3422,0.0253,,,,,,,, -act,PyG,TU_IMDB,graph,False,,,64,2,2,2,stack,False,swish,0.6,mean,sgd,0.001,399,1.1168,0.0181,134137.0,0.0121,0.0014,0.3944,0.0259,,,,,,,, -act,PyG,TU_PROTEINS,graph,False,,,64,2,2,1,skipsum,True,prelu,0.0,max,sgd,0.1,199,0.5559,0.029,133553.0,0.0251,0.0041,0.7273,0.0197,0.6499,0.024,0.7219,0.027,0.684,0.0249,0.7955,0.0169 -act,PyG,TU_PROTEINS,graph,False,,,64,2,2,1,skipsum,True,relu,0.0,max,sgd,0.1,199,0.5572,0.0318,133552.0,0.0122,0.002,0.7182,0.0197,0.6435,0.0235,0.696,0.0324,0.6686,0.0271,0.7915,0.0175 -act,PyG,TU_PROTEINS,graph,False,,,64,2,2,1,skipsum,True,swish,0.0,max,sgd,0.1,199,0.5471,0.0281,133552.0,0.0112,0.0005,0.7137,0.026,0.6392,0.0293,0.6848,0.0473,0.6611,0.0378,0.7977,0.0182 -act,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,32,3,4,3,skipsum,True,prelu,0.3,mean,sgd,0.001,199,2.215,0.5724,135430.0,0.0159,0.0034,0.4103,0.0654,,,,,,,, -act,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,32,3,4,3,skipsum,True,relu,0.3,mean,sgd,0.001,199,2.7762,0.8739,135429.0,0.0499,0.0048,0.3654,0.0544,,,,,,,, -act,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,32,3,4,3,skipsum,True,swish,0.3,mean,sgd,0.001,199,4.4807,0.8674,135429.0,0.0104,0.002,0.2821,0.0091,,,,,,,, -act,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,64,1,4,3,stack,True,prelu,0.0,mean,adam,0.01,399,0.7856,0.0791,134070.0,0.033,0.0029,0.7628,0.0453,,,,,,,, -act,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,64,1,4,3,stack,True,relu,0.0,mean,adam,0.01,399,0.7836,0.164,134069.0,0.0245,0.0084,0.75,0.0685,,,,,,,, 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-agg,PyG,AmazonComputers,node,True,,,64,3,4,1,skipsum,False,prelu,0.3,add,adam,0.001,399,1.1575,0.0342,250033.0,0.1176,0.0022,0.7013,0.0083,,,,,,,, -agg,PyG,AmazonComputers,node,True,,,64,3,4,1,skipsum,False,prelu,0.3,max,adam,0.001,399,0.6043,0.0059,250033.0,0.1309,0.0296,0.8897,0.004,,,,,,,, -agg,PyG,AmazonComputers,node,True,,,64,3,4,1,skipsum,False,prelu,0.3,mean,adam,0.001,399,0.4605,0.0031,250033.0,0.1193,0.0124,0.9025,0.0045,,,,,,,, -agg,PyG,AmazonComputers,node,True,,,64,3,4,3,skipsum,False,relu,0.3,add,sgd,0.01,199,1.827,0.0404,234532.0,0.0971,0.0064,0.3692,0.0075,,,,,,,, -agg,PyG,AmazonComputers,node,True,,,64,3,4,3,skipsum,False,relu,0.3,max,sgd,0.01,199,1.8911,0.0087,234532.0,0.1907,0.0457,0.3692,0.0075,,,,,,,, -agg,PyG,AmazonComputers,node,True,,,64,3,4,3,skipsum,False,relu,0.3,mean,sgd,0.01,199,1.8682,0.0143,234532.0,0.0801,0.0145,0.3692,0.0075,,,,,,,, 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-agg,PyG,AmazonPhoto,node,True,,,16,1,2,1,skipsum,False,swish,0.6,add,sgd,0.001,399,1.8937,0.0196,326398.0,0.0677,0.0152,0.3007,0.0517,,,,,,,, -agg,PyG,AmazonPhoto,node,True,,,16,1,2,1,skipsum,False,swish,0.6,max,sgd,0.001,399,1.9765,0.0047,326398.0,0.0638,0.0035,0.2578,0.0078,,,,,,,, -agg,PyG,AmazonPhoto,node,True,,,16,1,2,1,skipsum,False,swish,0.6,mean,sgd,0.001,399,1.9361,0.0037,326398.0,0.0486,0.0148,0.2586,0.0065,,,,,,,, -agg,PyG,AmazonPhoto,node,True,,,16,1,6,3,skipconcat,True,prelu,0.6,add,sgd,0.1,399,0.2217,0.0273,166235.0,0.0504,0.0059,0.9491,0.0033,,,,,,,, -agg,PyG,AmazonPhoto,node,True,,,16,1,6,3,skipconcat,True,prelu,0.6,max,sgd,0.1,399,0.354,0.0182,166235.0,0.0357,0.0041,0.904,0.0092,,,,,,,, -agg,PyG,AmazonPhoto,node,True,,,16,1,6,3,skipconcat,True,prelu,0.6,mean,sgd,0.1,399,0.2153,0.0273,166235.0,0.0743,0.0119,0.956,0.0019,,,,,,,, -agg,PyG,AmazonPhoto,node,True,,,32,2,4,3,stack,True,swish,0.3,add,sgd,0.1,399,2.0431,0.1399,236744.0,0.0612,0.0116,0.6873,0.0249,,,,,,,, -agg,PyG,AmazonPhoto,node,True,,,32,2,4,3,stack,True,swish,0.3,max,sgd,0.1,399,1.0507,0.087,236744.0,0.0728,0.0219,0.6782,0.0378,,,,,,,, -agg,PyG,AmazonPhoto,node,True,,,32,2,4,3,stack,True,swish,0.3,mean,sgd,0.1,399,0.4358,0.1373,236744.0,0.0336,0.002,0.8677,0.0466,,,,,,,, -agg,PyG,CiteSeer,node,True,,,16,3,6,1,stack,True,swish,0.6,add,adam,0.01,199,1.3856,0.1192,608134.0,0.0417,0.0032,0.543,0.0154,,,,,,,, -agg,PyG,CiteSeer,node,True,,,16,3,6,1,stack,True,swish,0.6,max,adam,0.01,199,1.8719,0.1074,608134.0,0.1525,0.0576,0.4395,0.0536,,,,,,,, -agg,PyG,CiteSeer,node,True,,,16,3,6,1,stack,True,swish,0.6,mean,adam,0.01,199,1.5062,0.0888,608134.0,0.1275,0.0351,0.6561,0.0234,,,,,,,, -agg,PyG,CoauthorPhysics,node,True,,,16,2,6,1,skipconcat,True,relu,0.6,add,adam,0.001,99,0.5203,0.0098,794201.0,2.1624,0.2436,0.9132,0.0059,,,,,,,, -agg,PyG,CoauthorPhysics,node,True,,,16,2,6,1,skipconcat,True,relu,0.6,max,adam,0.001,99,0.9643,0.0106,794201.0,1.9946,0.1432,0.9281,0.0056,,,,,,,, -agg,PyG,CoauthorPhysics,node,True,,,16,2,6,1,skipconcat,True,relu,0.6,mean,adam,0.001,99,0.4439,0.003,794201.0,1.9894,0.1555,0.9535,0.0017,,,,,,,, -agg,PyG,CoauthorPhysics,node,True,,,16,3,2,3,skipsum,False,relu,0.6,add,adam,0.1,199,1.3599,0.0005,1388834.0,1.736,0.1443,0.5035,0.0012,,,,,,,, -agg,PyG,CoauthorPhysics,node,True,,,16,3,2,3,skipsum,False,relu,0.6,max,adam,0.1,199,1.0673,0.2144,1388834.0,1.995,0.126,0.553,0.07,,,,,,,, -agg,PyG,CoauthorPhysics,node,True,,,16,3,2,3,skipsum,False,relu,0.6,mean,adam,0.1,199,1.36,0.0005,1388834.0,1.7276,0.0734,0.5035,0.0012,,,,,,,, -agg,PyG,CoauthorPhysics,node,True,,,32,1,8,3,skipsum,False,relu,0.0,add,adam,0.01,99,1.3563,0.0037,1101820.0,1.8307,0.0782,0.5035,0.0012,,,,,,,, -agg,PyG,CoauthorPhysics,node,True,,,32,1,8,3,skipsum,False,relu,0.0,max,adam,0.01,99,0.5125,0.0415,1101820.0,1.9514,0.1395,0.7902,0.0224,,,,,,,, -agg,PyG,CoauthorPhysics,node,True,,,32,1,8,3,skipsum,False,relu,0.0,mean,adam,0.01,99,0.4243,0.1847,1101820.0,1.8146,0.1189,0.8593,0.093,,,,,,,, -agg,PyG,CoauthorPhysics,node,True,,,64,1,8,3,skipconcat,True,relu,0.0,add,adam,0.001,99,0.1145,0.0039,355217.0,1.7506,0.0914,0.9649,0.0004,,,,,,,, -agg,PyG,CoauthorPhysics,node,True,,,64,1,8,3,skipconcat,True,relu,0.0,max,adam,0.001,99,0.1463,0.0083,355217.0,1.8086,0.1243,0.9558,0.0022,,,,,,,, -agg,PyG,CoauthorPhysics,node,True,,,64,1,8,3,skipconcat,True,relu,0.0,mean,adam,0.001,99,0.1291,0.0066,355217.0,1.9519,0.1286,0.9622,0.0015,,,,,,,, -agg,PyG,CoauthorPhysics,node,True,,,64,1,8,3,skipconcat,True,swish,0.0,add,adam,0.01,99,0.1489,0.0064,355217.0,1.4887,0.0305,0.9614,0.0006,,,,,,,, -agg,PyG,CoauthorPhysics,node,True,,,64,1,8,3,skipconcat,True,swish,0.0,max,adam,0.01,99,0.1732,0.0026,355217.0,1.8815,0.1581,0.9483,0.0005,,,,,,,, -agg,PyG,CoauthorPhysics,node,True,,,64,1,8,3,skipconcat,True,swish,0.0,mean,adam,0.01,99,0.1482,0.0049,355217.0,1.8397,0.2283,0.9539,0.0002,,,,,,,, -agg,PyG,CoauthorPhysics,node,True,,,64,2,2,2,stack,False,swish,0.0,add,sgd,0.01,199,0.4217,0.006,1665851.0,2.1023,0.2321,0.9253,0.0014,,,,,,,, -agg,PyG,CoauthorPhysics,node,True,,,64,2,2,2,stack,False,swish,0.0,max,sgd,0.01,199,0.4687,0.0096,1665851.0,1.8427,0.0344,0.9002,0.0007,,,,,,,, -agg,PyG,CoauthorPhysics,node,True,,,64,2,2,2,stack,False,swish,0.0,mean,sgd,0.01,199,0.3464,0.0045,1665851.0,1.9318,0.0803,0.9322,0.0019,,,,,,,, -agg,PyG,Cora,node,True,,,16,2,8,1,stack,False,relu,0.6,add,sgd,0.01,99,1.8541,0.0134,307226.0,0.0154,0.0012,0.294,0.0117,,,,,,,, -agg,PyG,Cora,node,True,,,16,2,8,1,stack,False,relu,0.6,max,sgd,0.01,99,1.8556,0.0164,307226.0,0.0176,0.0006,0.294,0.0117,,,,,,,, -agg,PyG,Cora,node,True,,,16,2,8,1,stack,False,relu,0.6,mean,sgd,0.01,99,1.8491,0.0085,307226.0,0.0179,0.003,0.294,0.0117,,,,,,,, -agg,PyG,Cora,node,True,,,16,3,8,2,skipsum,False,swish,0.3,add,sgd,0.01,99,1.7933,0.0184,292827.0,0.0187,0.0021,0.294,0.0117,,,,,,,, -agg,PyG,Cora,node,True,,,16,3,8,2,skipsum,False,swish,0.3,max,sgd,0.01,99,1.8901,0.0228,292827.0,0.0245,0.0104,0.294,0.0117,,,,,,,, -agg,PyG,Cora,node,True,,,16,3,8,2,skipsum,False,swish,0.3,mean,sgd,0.01,99,1.8389,0.0062,292827.0,0.0217,0.0024,0.294,0.0117,,,,,,,, -agg,PyG,Cora,node,True,,,32,2,4,1,stack,False,swish,0.6,add,adam,0.01,199,0.7306,0.0653,368550.0,0.0259,0.0023,0.8269,0.0138,,,,,,,, -agg,PyG,Cora,node,True,,,32,2,4,1,stack,False,swish,0.6,max,adam,0.01,199,0.6914,0.067,368550.0,0.0387,0.0164,0.8165,0.0117,,,,,,,, -agg,PyG,Cora,node,True,,,32,2,4,1,stack,False,swish,0.6,mean,adam,0.01,199,0.6923,0.0544,368550.0,0.015,0.0004,0.8441,0.014,,,,,,,, -agg,PyG,TU_BZR,graph,False,,,64,3,8,1,skipconcat,True,swish,0.3,add,sgd,0.01,399,0.411,0.0694,137235.0,0.0129,0.0017,0.8477,0.0254,0.8381,0.1197,0.2785,0.0236,0.4148,0.0209,0.8204,0.0239 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-agg,PyG,TU_COX2,graph,False,,,16,1,6,3,stack,False,relu,0.6,add,adam,0.001,99,0.536,0.0172,138934.0,0.0261,0.0018,0.773,0.0133,0.0,0.0,0.0,0.0,0.0,0.0,0.5105,0.0148 -agg,PyG,TU_COX2,graph,False,,,16,1,6,3,stack,False,relu,0.6,max,adam,0.001,99,0.5352,0.0161,138934.0,0.0282,0.0043,0.773,0.0133,0.0,0.0,0.0,0.0,0.0,0.0,0.4741,0.0367 -agg,PyG,TU_COX2,graph,False,,,16,1,6,3,stack,False,relu,0.6,mean,adam,0.001,99,0.5359,0.017,138934.0,0.0056,0.0006,0.773,0.0133,0.0,0.0,0.0,0.0,0.0,0.0,0.5099,0.014 -agg,PyG,TU_COX2,graph,False,,,16,3,8,1,skipconcat,False,relu,0.0,add,adam,0.001,99,0.4722,0.0181,135524.0,0.0084,0.001,0.7979,0.0087,0.7333,0.1886,0.2056,0.0679,0.309,0.0697,0.7407,0.016 -agg,PyG,TU_COX2,graph,False,,,16,3,8,1,skipconcat,False,relu,0.0,max,adam,0.001,99,0.483,0.0816,135524.0,0.0076,0.0011,0.7979,0.0434,0.5959,0.121,0.3336,0.095,0.4269,0.1096,0.7587,0.0474 -agg,PyG,TU_COX2,graph,False,,,16,3,8,1,skipconcat,False,relu,0.0,mean,adam,0.001,99,0.4253,0.0281,135524.0,0.0079,0.0009,0.8156,0.0617,0.6873,0.2272,0.3212,0.1511,0.4351,0.1858,0.793,0.0141 -agg,PyG,TU_COX2,graph,False,,,32,2,4,2,skipconcat,False,prelu,0.6,add,adam,0.001,99,0.66,0.0331,137069.0,0.0081,0.0011,0.773,0.0133,0.0,0.0,0.0,0.0,0.0,0.0,0.5103,0.0089 -agg,PyG,TU_COX2,graph,False,,,32,2,4,2,skipconcat,False,prelu,0.6,max,adam,0.001,99,0.6354,0.0536,137069.0,0.0081,0.0003,0.773,0.0133,0.0,0.0,0.0,0.0,0.0,0.0,0.517,0.0165 -agg,PyG,TU_COX2,graph,False,,,32,2,4,2,skipconcat,False,prelu,0.6,mean,adam,0.001,99,0.6635,0.0292,137069.0,0.0117,0.0011,0.773,0.0133,0.0,0.0,0.0,0.0,0.0,0.0,0.5254,0.01 -agg,PyG,TU_COX2,graph,False,,,64,3,6,3,stack,False,prelu,0.3,add,adam,0.1,199,0.5364,0.0171,137657.0,0.0386,0.009,0.773,0.0133,0.0,0.0,0.0,0.0,0.0,0.0,0.5068,0.0169 -agg,PyG,TU_COX2,graph,False,,,64,3,6,3,stack,False,prelu,0.3,max,adam,0.1,199,0.5363,0.0174,137657.0,0.0137,0.0018,0.773,0.0133,0.0,0.0,0.0,0.0,0.0,0.0,0.5065,0.0192 -agg,PyG,TU_COX2,graph,False,,,64,3,6,3,stack,False,prelu,0.3,mean,adam,0.1,199,0.5366,0.0169,137657.0,0.0138,0.002,0.773,0.0133,0.0,0.0,0.0,0.0,0.0,0.0,0.5064,0.0191 -agg,PyG,TU_DD,graph,False,,,16,3,4,1,skipconcat,False,prelu,0.6,add,adam,0.01,399,0.7589,0.0488,142907.0,0.009,0.0024,0.6949,0.0125,0.855,0.056,0.3539,0.0078,0.5,0.0083,0.8114,0.0059 -agg,PyG,TU_DD,graph,False,,,16,3,4,1,skipconcat,False,prelu,0.6,max,adam,0.01,399,0.8636,0.1108,142907.0,0.0111,0.0013,0.5452,0.1105,0.5965,0.2068,0.7645,0.3123,0.5701,0.0679,0.801,0.0237 -agg,PyG,TU_DD,graph,False,,,16,3,4,1,skipconcat,False,prelu,0.6,mean,adam,0.01,399,0.7526,0.0458,142907.0,0.0101,0.0009,0.7034,0.0151,0.8859,0.0139,0.3576,0.0196,0.5094,0.0222,0.8108,0.0025 -agg,PyG,TU_DD,graph,False,,,64,2,6,1,skipsum,True,prelu,0.3,add,sgd,0.001,99,0.5889,0.0306,145907.0,0.0413,0.0007,0.7203,0.027,0.7055,0.0502,0.6091,0.0295,0.6525,0.0276,0.801,0.0336 -agg,PyG,TU_DD,graph,False,,,64,2,6,1,skipsum,True,prelu,0.3,max,sgd,0.001,99,0.6163,0.0533,145907.0,0.0521,0.0069,0.6978,0.0264,0.868,0.0518,0.3513,0.0401,0.4996,0.0476,0.8411,0.0226 -agg,PyG,TU_DD,graph,False,,,64,2,6,1,skipsum,True,prelu,0.3,mean,sgd,0.001,99,0.7321,0.105,145907.0,0.0391,0.0041,0.685,0.0111,0.8664,0.0681,0.3265,0.0738,0.4657,0.0745,0.828,0.0269 -agg,PyG,TU_ENZYMES,graph,False,,,16,3,4,2,skipconcat,False,relu,0.3,add,adam,0.001,199,1.9689,0.3292,135906.0,0.0114,0.0029,0.3945,0.0336,,,,,,,, -agg,PyG,TU_ENZYMES,graph,False,,,16,3,4,2,skipconcat,False,relu,0.3,max,adam,0.001,199,1.8817,0.1271,135906.0,0.0065,0.002,0.2389,0.0275,,,,,,,, -agg,PyG,TU_ENZYMES,graph,False,,,16,3,4,2,skipconcat,False,relu,0.3,mean,adam,0.001,199,1.7214,0.1626,135906.0,0.0505,0.0119,0.3611,0.0258,,,,,,,, -agg,PyG,TU_ENZYMES,graph,False,,,32,2,4,3,skipconcat,True,relu,0.0,add,sgd,0.01,199,2.0723,0.2326,137810.0,0.0069,0.0002,0.5972,0.0142,,,,,,,, -agg,PyG,TU_ENZYMES,graph,False,,,32,2,4,3,skipconcat,True,relu,0.0,max,sgd,0.01,199,2.0795,0.2115,137810.0,0.0103,0.0026,0.5694,0.0104,,,,,,,, -agg,PyG,TU_ENZYMES,graph,False,,,32,2,4,3,skipconcat,True,relu,0.0,mean,sgd,0.01,199,1.8479,0.2281,137810.0,0.0106,0.0025,0.5806,0.0387,,,,,,,, -agg,PyG,TU_IMDB,graph,False,,,16,2,6,1,skipsum,False,prelu,0.0,add,sgd,0.01,199,1.0455,0.0143,134968.0,0.0264,0.0011,0.4634,0.0094,,,,,,,, -agg,PyG,TU_IMDB,graph,False,,,16,2,6,1,skipsum,False,prelu,0.0,max,sgd,0.01,199,1.101,0.0019,134968.0,0.0073,0.0006,0.3255,0.0304,,,,,,,, -agg,PyG,TU_IMDB,graph,False,,,16,2,6,1,skipsum,False,prelu,0.0,mean,sgd,0.01,199,1.101,0.0019,134968.0,0.0264,0.0018,0.3255,0.0304,,,,,,,, -agg,PyG,TU_IMDB,graph,False,,,16,2,8,3,stack,True,relu,0.6,add,adam,0.001,199,1.0628,0.0128,133746.0,0.0304,0.0025,0.4467,0.0216,,,,,,,, -agg,PyG,TU_IMDB,graph,False,,,16,2,8,3,stack,True,relu,0.6,max,adam,0.001,199,1.5979,0.1132,133746.0,0.0083,0.0012,0.3744,0.0157,,,,,,,, -agg,PyG,TU_IMDB,graph,False,,,16,2,8,3,stack,True,relu,0.6,mean,adam,0.001,199,1.5778,0.1331,133746.0,0.0085,0.0019,0.3478,0.0134,,,,,,,, -agg,PyG,TU_IMDB,graph,False,,,16,3,2,1,skipsum,True,prelu,0.0,add,adam,0.01,99,1.0391,0.004,133582.0,0.0056,0.0005,0.4611,0.0095,,,,,,,, -agg,PyG,TU_IMDB,graph,False,,,16,3,2,1,skipsum,True,prelu,0.0,max,adam,0.01,99,1.1052,0.0044,133582.0,0.0053,0.0006,0.3233,0.0294,,,,,,,, -agg,PyG,TU_IMDB,graph,False,,,16,3,2,1,skipsum,True,prelu,0.0,mean,adam,0.01,99,1.1011,0.0021,133582.0,0.0056,0.0006,0.3333,0.0072,,,,,,,, -agg,PyG,TU_IMDB,graph,False,,,64,1,4,1,skipsum,False,prelu,0.0,add,sgd,0.001,99,1.0679,0.0086,134138.0,0.012,0.0001,0.4311,0.0069,,,,,,,, -agg,PyG,TU_IMDB,graph,False,,,64,1,4,1,skipsum,False,prelu,0.0,max,sgd,0.001,99,1.1004,0.0017,134138.0,0.0119,0.0014,0.3411,0.0159,,,,,,,, -agg,PyG,TU_IMDB,graph,False,,,64,1,4,1,skipsum,False,prelu,0.0,mean,sgd,0.001,99,1.1004,0.0017,134138.0,0.0277,0.0019,0.3411,0.0159,,,,,,,, -agg,PyG,TU_PROTEINS,graph,False,,,16,1,4,1,skipconcat,True,prelu,0.0,add,adam,0.001,399,0.8104,0.1505,134322.0,0.0352,0.0034,0.7046,0.0134,0.6471,0.0224,0.611,0.0462,0.6276,0.0289,0.7634,0.0125 -agg,PyG,TU_PROTEINS,graph,False,,,16,1,4,1,skipconcat,True,prelu,0.0,max,adam,0.001,399,0.6353,0.0523,134322.0,0.0065,0.0016,0.7182,0.0098,0.6441,0.0221,0.7002,0.0213,0.6703,0.0029,0.7733,0.0088 -agg,PyG,TU_PROTEINS,graph,False,,,16,1,4,1,skipconcat,True,prelu,0.0,mean,adam,0.001,399,0.5621,0.021,134322.0,0.0076,0.0007,0.7288,0.0093,0.6765,0.0113,0.644,0.032,0.6597,0.0219,0.7916,0.0119 -agg,PyG,TU_PROTEINS,graph,False,,,32,1,6,3,skipconcat,True,relu,0.3,add,sgd,0.001,99,0.5813,0.018,139333.0,0.0382,0.0015,0.7136,0.0207,0.6918,0.0549,0.5482,0.0277,0.6103,0.026,0.7823,0.0137 -agg,PyG,TU_PROTEINS,graph,False,,,32,1,6,3,skipconcat,True,relu,0.3,max,sgd,0.001,99,0.8308,0.0343,139333.0,0.0106,0.0013,0.45,0.0243,0.4232,0.0126,0.9413,0.0354,0.5834,0.0071,0.661,0.0214 -agg,PyG,TU_PROTEINS,graph,False,,,32,1,6,3,skipconcat,True,relu,0.3,mean,sgd,0.001,99,0.6014,0.0422,139333.0,0.0113,0.0013,0.7167,0.0119,0.7597,0.0417,0.4521,0.0301,0.5657,0.0243,0.7994,0.0125 -agg,PyG,TU_PROTEINS,graph,False,,,32,3,8,3,stack,True,relu,0.6,add,adam,0.01,399,0.6192,0.0129,135451.0,0.0113,0.0018,0.6894,0.0113,0.8017,0.0559,0.3265,0.039,0.4609,0.0338,0.7763,0.0077 -agg,PyG,TU_PROTEINS,graph,False,,,32,3,8,3,stack,True,relu,0.6,max,adam,0.01,399,3.3169,1.0602,135451.0,0.0284,0.0016,0.4091,0.0065,0.4091,0.0065,1.0,0.0,0.5806,0.0064,0.2554,0.0107 -agg,PyG,TU_PROTEINS,graph,False,,,32,3,8,3,stack,True,relu,0.6,mean,adam,0.01,399,0.6303,0.0203,135451.0,0.0133,0.0039,0.6727,0.0129,0.8438,0.0401,0.2486,0.035,0.3818,0.038,0.7842,0.0068 -agg,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,2,8,1,skipsum,True,prelu,0.6,add,sgd,0.01,199,8.203,1.4506,133926.0,0.0113,0.0027,0.3974,0.0505,,,,,,,, -agg,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,2,8,1,skipsum,True,prelu,0.6,max,sgd,0.01,199,33.3095,11.7607,133926.0,0.0114,0.0005,0.282,0.0635,,,,,,,, -agg,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,2,8,1,skipsum,True,prelu,0.6,mean,sgd,0.01,199,59.6252,7.8976,133926.0,0.0099,0.0007,0.2372,0.0395,,,,,,,, -agg,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,64,1,8,3,stack,True,prelu,0.0,add,sgd,0.01,99,0.3279,0.0514,134298.0,0.0336,0.0021,0.8654,0.0415,,,,,,,, -agg,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,64,1,8,3,stack,True,prelu,0.0,max,sgd,0.01,99,0.9248,0.044,134298.0,0.018,0.0017,0.7179,0.048,,,,,,,, -agg,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,64,1,8,3,stack,True,prelu,0.0,mean,sgd,0.01,99,0.7463,0.1978,134298.0,0.0162,0.0009,0.7372,0.0551,,,,,,,, -agg,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,64,2,4,2,stack,True,prelu,0.0,add,adam,0.1,99,0.2313,0.0437,134070.0,0.0167,0.0018,0.9359,0.0551,,,,,,,, -agg,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,64,2,4,2,stack,True,prelu,0.0,max,adam,0.1,99,0.7017,0.1322,134070.0,0.025,0.0098,0.7436,0.0395,,,,,,,, -agg,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,64,2,4,2,stack,True,prelu,0.0,mean,adam,0.1,99,0.5653,0.0383,134070.0,0.0343,0.0038,0.718,0.0327,,,,,,,, -agg,nx,scalefree,graph,True,node_onehot,graph_path_len,16,1,6,1,stack,False,relu,0.0,add,adam,0.1,399,1.6296,0.013,134833.0,0.006,0.0007,0.1346,0.0272,,,,,,,, -agg,nx,scalefree,graph,True,node_onehot,graph_path_len,16,1,6,1,stack,False,relu,0.0,max,adam,0.1,399,1.6296,0.013,134833.0,0.0074,0.0016,0.1346,0.0272,,,,,,,, -agg,nx,scalefree,graph,True,node_onehot,graph_path_len,16,1,6,1,stack,False,relu,0.0,mean,adam,0.1,399,1.6296,0.013,134833.0,0.0064,0.0006,0.1346,0.0272,,,,,,,, -agg,nx,scalefree,graph,True,node_onehot,graph_path_len,16,1,8,2,stack,True,relu,0.0,add,adam,0.001,199,0.4546,0.0168,133925.0,0.0294,0.001,0.8077,0.0157,,,,,,,, -agg,nx,scalefree,graph,True,node_onehot,graph_path_len,16,1,8,2,stack,True,relu,0.0,max,adam,0.001,199,1.2897,0.1959,133925.0,0.0265,0.0011,0.6859,0.0395,,,,,,,, -agg,nx,scalefree,graph,True,node_onehot,graph_path_len,16,1,8,2,stack,True,relu,0.0,mean,adam,0.001,199,1.8642,0.1829,133925.0,0.0094,0.0009,0.532,0.0327,,,,,,,, -agg,nx,scalefree,graph,True,node_onehot,graph_path_len,16,2,2,3,stack,False,prelu,0.0,add,adam,0.01,99,1.6296,0.0129,134790.0,0.0263,0.0005,0.1346,0.0272,,,,,,,, -agg,nx,scalefree,graph,True,node_onehot,graph_path_len,16,2,2,3,stack,False,prelu,0.0,max,adam,0.01,99,1.6287,0.0126,134790.0,0.0067,0.0005,0.1346,0.0272,,,,,,,, -agg,nx,scalefree,graph,True,node_onehot,graph_path_len,16,2,2,3,stack,False,prelu,0.0,mean,adam,0.01,99,1.629,0.0127,134790.0,0.0354,0.0077,0.1346,0.0272,,,,,,,, -agg,nx,scalefree,graph,True,node_pagerank,graph_path_len,16,3,4,2,stack,False,relu,0.6,add,adam,0.001,399,67.7268,9.1667,134676.0,0.0068,0.0003,0.2628,0.0395,,,,,,,, -agg,nx,scalefree,graph,True,node_pagerank,graph_path_len,16,3,4,2,stack,False,relu,0.6,max,adam,0.001,399,28.2266,2.4556,134676.0,0.0273,0.002,0.2628,0.0395,,,,,,,, -agg,nx,scalefree,graph,True,node_pagerank,graph_path_len,16,3,4,2,stack,False,relu,0.6,mean,adam,0.001,399,28.7172,11.7596,134676.0,0.009,0.0032,0.2244,0.0453,,,,,,,, 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-drop,nx,smallworld,node,True,node_onehot,node_pagerank,16,1,8,1,skipconcat,True,relu,0.0,add,adam,0.001,199,0.37,0.006,138475.0,0.0426,0.004,0.8947,0.004,,,,,,,, -drop,nx,smallworld,node,True,node_onehot,node_pagerank,16,1,8,1,skipconcat,True,relu,0.3,add,adam,0.001,199,0.3591,0.0063,138475.0,0.0098,0.0021,0.8906,0.0064,,,,,,,, -drop,nx,smallworld,node,True,node_onehot,node_pagerank,16,1,8,1,skipconcat,True,relu,0.6,add,adam,0.001,199,0.4195,0.0113,138475.0,0.0139,0.0031,0.8472,0.0088,,,,,,,, -drop,nx,smallworld,node,True,node_onehot,node_pagerank,32,1,4,2,stack,False,prelu,0.0,max,sgd,0.001,399,1.5672,0.0237,134790.0,0.0107,0.0024,0.2814,0.0263,,,,,,,, -drop,nx,smallworld,node,True,node_onehot,node_pagerank,32,1,4,2,stack,False,prelu,0.3,max,sgd,0.001,399,1.6222,0.0075,134790.0,0.0219,0.0024,0.199,0.0042,,,,,,,, -drop,nx,smallworld,node,True,node_onehot,node_pagerank,32,1,4,2,stack,False,prelu,0.6,max,sgd,0.001,399,1.6137,0.0022,134790.0,0.014,0.0007,0.1954,0.0059,,,,,,,, -drop,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,32,1,4,2,skipsum,True,relu,0.0,mean,sgd,0.1,199,0.8959,0.0081,134118.0,0.0111,0.0018,0.6204,0.0035,,,,,,,, -drop,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,32,1,4,2,skipsum,True,relu,0.3,mean,sgd,0.1,199,1.0415,0.0095,134118.0,0.0163,0.0046,0.5738,0.004,,,,,,,, -drop,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,32,1,4,2,skipsum,True,relu,0.6,mean,sgd,0.1,199,1.3071,0.0196,134118.0,0.015,0.0049,0.5191,0.0044,,,,,,,, -epoch,PyG,AmazonComputers,node,True,,,16,2,6,2,skipconcat,True,swish,0.6,max,sgd,0.01,99,3.4804,0.322,175614.0,0.1296,0.0269,0.0603,0.0025,,,,,,,, -epoch,PyG,AmazonComputers,node,True,,,16,2,6,2,skipconcat,True,swish,0.6,max,sgd,0.01,199,3.3875,0.2193,175614.0,0.0562,0.0022,0.0874,0.0386,,,,,,,, -epoch,PyG,AmazonComputers,node,True,,,16,2,6,2,skipconcat,True,swish,0.6,max,sgd,0.01,399,3.5209,0.3717,175614.0,0.1761,0.0253,0.1209,0.0414,,,,,,,, -epoch,PyG,AmazonComputers,node,True,,,32,2,2,1,stack,True,prelu,0.6,add,adam,0.001,99,1.1556,0.0131,295119.0,0.0944,0.0268,0.7298,0.0035,,,,,,,, -epoch,PyG,AmazonComputers,node,True,,,32,2,2,1,stack,True,prelu,0.6,add,adam,0.001,199,0.8506,0.0173,295119.0,0.1961,0.0302,0.7767,0.0035,,,,,,,, -epoch,PyG,AmazonComputers,node,True,,,32,2,2,1,stack,True,prelu,0.6,add,adam,0.001,399,0.5971,0.0144,295119.0,0.1281,0.004,0.8257,0.005,,,,,,,, -epoch,PyG,AmazonPhoto,node,True,,,16,2,8,2,skipsum,False,relu,0.6,add,adam,0.001,99,1.7078,0.0555,220118.0,0.056,0.0031,0.3653,0.0428,,,,,,,, -epoch,PyG,AmazonPhoto,node,True,,,16,2,8,2,skipsum,False,relu,0.6,add,adam,0.001,199,1.864,0.2018,220118.0,0.0507,0.0044,0.3871,0.0468,,,,,,,, -epoch,PyG,AmazonPhoto,node,True,,,16,2,8,2,skipsum,False,relu,0.6,add,adam,0.001,399,1.9438,0.7836,220118.0,0.043,0.0037,0.4964,0.1323,,,,,,,, -epoch,PyG,AmazonPhoto,node,True,,,16,3,4,1,skipconcat,False,relu,0.3,max,sgd,0.1,99,1.9388,0.0138,215468.0,0.0418,0.0035,0.221,0.0098,,,,,,,, -epoch,PyG,AmazonPhoto,node,True,,,16,3,4,1,skipconcat,False,relu,0.3,max,sgd,0.1,199,1.6554,0.107,215468.0,0.0425,0.0044,0.4165,0.0278,,,,,,,, -epoch,PyG,AmazonPhoto,node,True,,,16,3,4,1,skipconcat,False,relu,0.3,max,sgd,0.1,399,0.8383,0.0167,215468.0,0.057,0.0124,0.739,0.0174,,,,,,,, -epoch,PyG,AmazonPhoto,node,True,,,64,2,6,2,skipsum,True,relu,0.3,mean,adam,0.001,99,0.257,0.0121,229768.0,0.0733,0.0094,0.9275,0.0037,,,,,,,, -epoch,PyG,AmazonPhoto,node,True,,,64,2,6,2,skipsum,True,relu,0.3,mean,adam,0.001,199,0.2276,0.0176,229768.0,0.0651,0.016,0.9388,0.0054,,,,,,,, -epoch,PyG,AmazonPhoto,node,True,,,64,2,6,2,skipsum,True,relu,0.3,mean,adam,0.001,399,0.2158,0.0135,229768.0,0.0437,0.0055,0.9458,0.0033,,,,,,,, -epoch,PyG,AmazonPhoto,node,True,,,64,3,4,2,stack,True,prelu,0.6,mean,sgd,0.01,99,0.6204,0.062,236745.0,0.0282,0.0016,0.8679,0.016,,,,,,,, -epoch,PyG,AmazonPhoto,node,True,,,64,3,4,2,stack,True,prelu,0.6,mean,sgd,0.01,199,0.5556,0.0548,236745.0,0.054,0.0192,0.885,0.0139,,,,,,,, -epoch,PyG,AmazonPhoto,node,True,,,64,3,4,2,stack,True,prelu,0.6,mean,sgd,0.01,399,0.4893,0.0576,236745.0,0.0598,0.0121,0.8927,0.0147,,,,,,,, -epoch,PyG,CiteSeer,node,True,,,16,3,2,2,skipsum,False,prelu,0.3,mean,sgd,0.01,99,1.5303,0.1292,738397.0,0.154,0.0315,0.4915,0.1058,,,,,,,, -epoch,PyG,CiteSeer,node,True,,,16,3,2,2,skipsum,False,prelu,0.3,mean,sgd,0.01,199,0.9,0.1457,738397.0,0.0914,0.008,0.7187,0.0429,,,,,,,, -epoch,PyG,CiteSeer,node,True,,,16,3,2,2,skipsum,False,prelu,0.3,mean,sgd,0.01,399,0.767,0.0324,738397.0,0.1272,0.0291,0.7668,0.009,,,,,,,, -epoch,PyG,CiteSeer,node,True,,,32,1,8,3,skipsum,True,relu,0.3,mean,sgd,0.1,99,0.9105,0.0631,561321.0,0.087,0.0014,0.7563,0.0091,,,,,,,, -epoch,PyG,CiteSeer,node,True,,,32,1,8,3,skipsum,True,relu,0.3,mean,sgd,0.1,199,1.274,0.1047,561321.0,0.0989,0.0203,0.7437,0.0028,,,,,,,, -epoch,PyG,CiteSeer,node,True,,,32,1,8,3,skipsum,True,relu,0.3,mean,sgd,0.1,399,1.8967,0.1201,561321.0,0.102,0.0189,0.7317,0.0031,,,,,,,, -epoch,PyG,CiteSeer,node,True,,,64,1,2,2,skipsum,False,relu,0.6,max,sgd,0.1,99,1.4754,0.0177,912036.0,0.0814,0.0059,0.6306,0.0387,,,,,,,, -epoch,PyG,CiteSeer,node,True,,,64,1,2,2,skipsum,False,relu,0.6,max,sgd,0.1,199,0.8097,0.0244,912036.0,0.0815,0.0045,0.7653,0.0111,,,,,,,, -epoch,PyG,CiteSeer,node,True,,,64,1,2,2,skipsum,False,relu,0.6,max,sgd,0.1,399,1.1031,0.0775,912036.0,0.1057,0.0056,0.7623,0.0062,,,,,,,, -epoch,PyG,CiteSeer,node,True,,,64,2,6,3,stack,True,swish,0.6,add,sgd,0.1,99,1.7295,0.0077,582984.0,0.1197,0.0224,0.2583,0.0166,,,,,,,, -epoch,PyG,CiteSeer,node,True,,,64,2,6,3,stack,True,swish,0.6,add,sgd,0.1,199,1.6978,0.0253,582984.0,0.0981,0.0058,0.2673,0.0138,,,,,,,, -epoch,PyG,CiteSeer,node,True,,,64,2,6,3,stack,True,swish,0.6,add,sgd,0.1,399,1.5645,0.0467,582984.0,0.0892,0.0038,0.3448,0.0246,,,,,,,, -epoch,PyG,CoauthorCS,node,True,,,32,2,6,3,skipsum,True,prelu,0.6,mean,adam,0.1,99,0.3517,0.0161,959425.0,0.946,0.0328,0.9195,0.0034,,,,,,,, -epoch,PyG,CoauthorCS,node,True,,,32,2,6,3,skipsum,True,prelu,0.6,mean,adam,0.1,199,0.3526,0.0122,959425.0,0.8419,0.038,0.9427,0.0065,,,,,,,, -epoch,PyG,CoauthorCS,node,True,,,32,2,6,3,skipsum,True,prelu,0.6,mean,adam,0.1,399,0.3449,0.0267,959425.0,0.8095,0.0962,0.9479,0.0026,,,,,,,, -epoch,PyG,CoauthorCS,node,True,,,64,2,4,1,skipsum,True,prelu,0.0,add,adam,0.001,99,1.2095,0.0213,1238020.0,0.8557,0.0679,0.9347,0.0035,,,,,,,, -epoch,PyG,CoauthorCS,node,True,,,64,2,4,1,skipsum,True,prelu,0.0,add,adam,0.001,199,0.7944,0.0297,1238020.0,0.949,0.1392,0.9417,0.0027,,,,,,,, -epoch,PyG,CoauthorCS,node,True,,,64,2,4,1,skipsum,True,prelu,0.0,add,adam,0.001,399,0.4598,0.0263,1238020.0,0.7522,0.0421,0.9414,0.0052,,,,,,,, -epoch,PyG,CoauthorPhysics,node,True,,,16,2,2,2,skipsum,True,prelu,0.6,max,sgd,0.1,99,0.1641,0.0056,1656880.0,1.4917,0.0199,0.9477,0.0021,,,,,,,, -epoch,PyG,CoauthorPhysics,node,True,,,16,2,2,2,skipsum,True,prelu,0.6,max,sgd,0.1,199,0.1414,0.0064,1656880.0,1.7976,0.0417,0.9562,0.0011,,,,,,,, -epoch,PyG,CoauthorPhysics,node,True,,,16,2,2,2,skipsum,True,prelu,0.6,max,sgd,0.1,399,0.1338,0.0049,1656880.0,2.2105,0.2435,0.9624,0.0009,,,,,,,, -epoch,PyG,CoauthorPhysics,node,True,,,16,3,6,2,skipsum,False,prelu,0.3,max,sgd,0.1,99,0.3753,0.1905,1151805.0,1.9854,0.1626,0.866,0.0795,,,,,,,, -epoch,PyG,CoauthorPhysics,node,True,,,16,3,6,2,skipsum,False,prelu,0.3,max,sgd,0.1,199,0.1452,0.0182,1151805.0,2.1745,0.0688,0.9568,0.0057,,,,,,,, -epoch,PyG,CoauthorPhysics,node,True,,,16,3,6,2,skipsum,False,prelu,0.3,max,sgd,0.1,399,0.1271,0.0034,1151805.0,1.6993,0.0968,0.9636,0.0018,,,,,,,, -epoch,PyG,CoauthorPhysics,node,True,,,32,1,6,2,skipsum,True,prelu,0.6,add,adam,0.1,99,0.1289,0.0077,1287121.0,1.8605,0.0729,0.9656,0.0016,,,,,,,, -epoch,PyG,CoauthorPhysics,node,True,,,32,1,6,2,skipsum,True,prelu,0.6,add,adam,0.1,199,0.1704,0.0145,1287121.0,2.0369,0.3507,0.9673,0.0015,,,,,,,, -epoch,PyG,CoauthorPhysics,node,True,,,32,1,6,2,skipsum,True,prelu,0.6,add,adam,0.1,399,0.1887,0.0088,1287121.0,1.9561,0.3065,0.9673,0.0022,,,,,,,, -epoch,PyG,CoauthorPhysics,node,True,,,32,2,8,2,stack,False,relu,0.0,max,sgd,0.01,99,1.2129,0.0963,1101820.0,1.836,0.0399,0.555,0.0719,,,,,,,, -epoch,PyG,CoauthorPhysics,node,True,,,32,2,8,2,stack,False,relu,0.0,max,sgd,0.01,199,1.1244,0.3186,1101820.0,1.523,0.0029,0.6045,0.1439,,,,,,,, -epoch,PyG,CoauthorPhysics,node,True,,,32,2,8,2,stack,False,relu,0.0,max,sgd,0.01,399,0.6533,0.4961,1101820.0,2.1243,0.2021,0.7877,0.2,,,,,,,, -epoch,PyG,Cora,node,True,,,16,3,6,2,skipsum,False,relu,0.3,max,sgd,0.1,99,1.8346,0.0099,307226.0,0.0153,0.0003,0.294,0.0117,,,,,,,, -epoch,PyG,Cora,node,True,,,16,3,6,2,skipsum,False,relu,0.3,max,sgd,0.1,199,1.7718,0.0429,307226.0,0.0309,0.006,0.294,0.0117,,,,,,,, -epoch,PyG,Cora,node,True,,,16,3,6,2,skipsum,False,relu,0.3,max,sgd,0.1,399,0.609,0.0872,307226.0,0.0212,0.0038,0.8244,0.0301,,,,,,,, -epoch,PyG,Cora,node,True,,,64,2,6,1,stack,False,swish,0.6,mean,sgd,0.01,99,1.8862,0.0165,333139.0,0.0318,0.0069,0.294,0.0117,,,,,,,, -epoch,PyG,Cora,node,True,,,64,2,6,1,stack,False,swish,0.6,mean,sgd,0.01,199,1.8845,0.0154,333139.0,0.0224,0.002,0.294,0.0117,,,,,,,, -epoch,PyG,Cora,node,True,,,64,2,6,1,stack,False,swish,0.6,mean,sgd,0.01,399,1.8805,0.0149,333139.0,0.0206,0.0014,0.294,0.0117,,,,,,,, -epoch,PyG,TU_BZR,graph,False,,,64,3,6,2,stack,False,prelu,0.6,mean,adam,0.001,99,0.5326,0.0743,139515.0,0.013,0.0023,0.8066,0.0254,0.0,0.0,0.0,0.0,0.0,0.0,0.645,0.0344 -epoch,PyG,TU_BZR,graph,False,,,64,3,6,2,stack,False,prelu,0.6,mean,adam,0.001,199,0.5031,0.0709,139515.0,0.0106,0.0021,0.8066,0.0254,0.0,0.0,0.0,0.0,0.0,0.0,0.6423,0.0301 -epoch,PyG,TU_BZR,graph,False,,,64,3,6,2,stack,False,prelu,0.6,mean,adam,0.001,399,0.5059,0.0667,139515.0,0.03,0.0013,0.8066,0.0254,0.0,0.0,0.0,0.0,0.0,0.0,0.6395,0.0392 -epoch,PyG,TU_COX2,graph,False,,,16,1,2,3,stack,False,relu,0.6,max,adam,0.01,99,0.536,0.0171,139959.0,0.005,0.0005,0.773,0.0133,0.0,0.0,0.0,0.0,0.0,0.0,0.5122,0.0172 -epoch,PyG,TU_COX2,graph,False,,,16,1,2,3,stack,False,relu,0.6,max,adam,0.01,199,0.536,0.0172,139959.0,0.0216,0.0023,0.773,0.0133,0.0,0.0,0.0,0.0,0.0,0.0,0.5,0.0 -epoch,PyG,TU_COX2,graph,False,,,16,1,2,3,stack,False,relu,0.6,max,adam,0.01,399,0.5361,0.0172,139959.0,0.005,0.0012,0.773,0.0133,0.0,0.0,0.0,0.0,0.0,0.0,0.496,0.0081 -epoch,PyG,TU_COX2,graph,False,,,16,3,6,1,stack,False,prelu,0.0,add,sgd,0.001,99,0.5375,0.0175,138935.0,0.0072,0.001,0.773,0.0133,0.0,0.0,0.0,0.0,0.0,0.0,0.5432,0.0144 -epoch,PyG,TU_COX2,graph,False,,,16,3,6,1,stack,False,prelu,0.0,add,sgd,0.001,199,0.5246,0.0068,138935.0,0.0244,0.0008,0.773,0.0133,0.0,0.0,0.0,0.0,0.0,0.0,0.6076,0.0583 -epoch,PyG,TU_COX2,graph,False,,,16,3,6,1,stack,False,prelu,0.0,add,sgd,0.001,399,0.5558,0.0499,138935.0,0.0059,0.0008,0.7801,0.0181,0.2083,0.2946,0.0794,0.1122,0.1149,0.1625,0.6608,0.0865 -epoch,PyG,TU_COX2,graph,False,,,64,1,6,3,skipconcat,False,swish,0.6,add,adam,0.001,99,1.2703,0.7565,139707.0,0.0404,0.0017,0.4184,0.2609,0.156,0.1107,0.6667,0.4714,0.2528,0.1791,0.6534,0.0216 -epoch,PyG,TU_COX2,graph,False,,,64,1,6,3,skipconcat,False,swish,0.6,add,adam,0.001,199,1.7751,0.531,139707.0,0.0128,0.0027,0.227,0.0133,0.227,0.0133,1.0,0.0,0.3698,0.0176,0.5809,0.0372 -epoch,PyG,TU_COX2,graph,False,,,64,1,6,3,skipconcat,False,swish,0.6,add,adam,0.001,399,0.5823,0.0298,139707.0,0.016,0.002,0.773,0.0133,0.0,0.0,0.0,0.0,0.0,0.0,0.5711,0.1135 -epoch,PyG,TU_DD,graph,False,,,16,3,6,1,skipsum,True,prelu,0.6,add,adam,0.001,99,1.9132,0.7874,144898.0,0.0109,0.0019,0.5579,0.0726,0.664,0.2423,0.5965,0.41,0.4337,0.28,0.6543,0.1465 -epoch,PyG,TU_DD,graph,False,,,16,3,6,1,skipsum,True,prelu,0.6,add,adam,0.001,199,1.1528,0.3763,144898.0,0.0111,0.0012,0.6158,0.025,0.6651,0.1869,0.6254,0.3541,0.5167,0.2027,0.7475,0.0593 -epoch,PyG,TU_DD,graph,False,,,16,3,6,1,skipsum,True,prelu,0.6,add,adam,0.001,399,0.8968,0.2872,144898.0,0.0099,0.0012,0.7034,0.0481,0.7833,0.1251,0.4816,0.1718,0.5625,0.1357,0.8189,0.0454 -epoch,PyG,TU_ENZYMES,graph,False,,,16,2,8,3,skipconcat,False,relu,0.3,max,sgd,0.01,99,1.81,0.0152,136740.0,0.0512,0.001,0.1278,0.0171,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,16,2,8,3,skipconcat,False,relu,0.3,max,sgd,0.01,199,1.8098,0.0168,136740.0,0.0464,0.0007,0.1333,0.0246,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,16,2,8,3,skipconcat,False,relu,0.3,max,sgd,0.01,399,1.8075,0.0091,136740.0,0.0122,0.0054,0.1555,0.041,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,32,1,2,1,stack,False,relu,0.6,max,sgd,0.001,99,4.2409,1.0299,135188.0,0.0353,0.0072,0.1611,0.0453,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,32,1,2,1,stack,False,relu,0.6,max,sgd,0.001,199,3.7695,0.8235,135188.0,0.0188,0.0026,0.175,0.0245,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,32,1,2,1,stack,False,relu,0.6,max,sgd,0.001,399,3.563,0.7556,135188.0,0.026,0.0011,0.1639,0.0104,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,32,2,6,2,skipconcat,False,swish,0.6,add,sgd,0.001,99,2.0817,0.2691,140102.0,0.0425,0.0009,0.1833,0.0446,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,32,2,6,2,skipconcat,False,swish,0.6,add,sgd,0.001,199,2.1624,0.3719,140102.0,0.0418,0.0006,0.2167,0.0204,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,32,2,6,2,skipconcat,False,swish,0.6,add,sgd,0.001,399,2.2515,0.4195,140102.0,0.009,0.0014,0.2306,0.0387,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,64,1,2,2,skipsum,False,swish,0.0,add,adam,0.01,99,1.7944,0.2448,135036.0,0.0111,0.0022,0.3805,0.0171,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,64,1,2,2,skipsum,False,swish,0.0,add,adam,0.01,199,2.4341,0.8898,135036.0,0.0098,0.0012,0.4861,0.0393,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,64,1,2,2,skipsum,False,swish,0.0,add,adam,0.01,399,4.0182,2.2059,135036.0,0.0274,0.0023,0.5278,0.0307,,,,,,,, -epoch,PyG,TU_ENZYMES,graph,False,,,64,3,4,3,skipsum,True,prelu,0.3,add,adam,0.1,99,1.6212,0.0151,134535.0,0.0124,0.0016,0.35,0.0312,,,,,,,, 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-epoch,PyG,TU_IMDB,graph,False,,,16,3,4,3,skipconcat,False,swish,0.3,max,adam,0.1,199,1.1019,0.0099,138512.0,0.0075,0.0014,0.3611,0.0252,,,,,,,, -epoch,PyG,TU_IMDB,graph,False,,,16,3,4,3,skipconcat,False,swish,0.3,max,adam,0.1,399,1.1147,0.0086,138512.0,0.0393,0.003,0.3467,0.0191,,,,,,,, -epoch,PyG,TU_IMDB,graph,False,,,64,2,8,3,skipsum,False,prelu,0.3,mean,sgd,0.001,99,1.0998,0.0009,134864.0,0.0277,0.0017,0.3267,0.0144,,,,,,,, -epoch,PyG,TU_IMDB,graph,False,,,64,2,8,3,skipsum,False,prelu,0.3,mean,sgd,0.001,199,1.0999,0.0005,134864.0,0.0121,0.0006,0.3078,0.0032,,,,,,,, -epoch,PyG,TU_IMDB,graph,False,,,64,2,8,3,skipsum,False,prelu,0.3,mean,sgd,0.001,399,1.099,0.0011,134864.0,0.0166,0.0013,0.3189,0.0137,,,,,,,, -epoch,PyG,TU_IMDB,graph,False,,,64,3,6,2,skipsum,False,relu,0.3,max,sgd,0.1,99,1.1,0.0008,133466.0,0.0187,0.0018,0.3078,0.0032,,,,,,,, -epoch,PyG,TU_IMDB,graph,False,,,64,3,6,2,skipsum,False,relu,0.3,max,sgd,0.1,199,1.0999,0.0008,133466.0,0.0124,0.0012,0.3078,0.0032,,,,,,,, -epoch,PyG,TU_IMDB,graph,False,,,64,3,6,2,skipsum,False,relu,0.3,max,sgd,0.1,399,1.1,0.0008,133466.0,0.0125,0.0008,0.3078,0.0032,,,,,,,, -epoch,PyG,TU_PROTEINS,graph,False,,,16,1,2,2,stack,False,relu,0.6,max,sgd,0.1,99,0.677,0.0029,133981.0,0.0286,0.0008,0.5909,0.0065,0.0,0.0,0.0,0.0,0.0,0.0,0.5,0.0 -epoch,PyG,TU_PROTEINS,graph,False,,,16,1,2,2,stack,False,relu,0.6,max,sgd,0.1,199,0.6769,0.0029,133981.0,0.0056,0.0007,0.5909,0.0065,0.0,0.0,0.0,0.0,0.0,0.0,0.5,0.0 -epoch,PyG,TU_PROTEINS,graph,False,,,16,1,2,2,stack,False,relu,0.6,max,sgd,0.1,399,0.6769,0.0029,133981.0,0.0231,0.0018,0.5909,0.0065,0.0,0.0,0.0,0.0,0.0,0.0,0.5,0.0 -epoch,PyG,TU_PROTEINS,graph,False,,,16,3,4,2,skipconcat,True,prelu,0.3,max,adam,0.01,99,0.5856,0.003,135122.0,0.0065,0.0013,0.7136,0.0065,0.666,0.0141,0.6036,0.0506,0.6319,0.0256,0.7579,0.0061 -epoch,PyG,TU_PROTEINS,graph,False,,,16,3,4,2,skipconcat,True,prelu,0.3,max,adam,0.01,199,0.5838,0.0012,135122.0,0.0454,0.0058,0.7076,0.0154,0.65,0.013,0.6139,0.0641,0.6302,0.039,0.7596,0.0039 -epoch,PyG,TU_PROTEINS,graph,False,,,16,3,4,2,skipconcat,True,prelu,0.3,max,adam,0.01,399,0.5707,0.0121,135122.0,0.0402,0.0033,0.7258,0.0204,0.6613,0.0196,0.6767,0.0868,0.666,0.0452,0.7712,0.0121 -epoch,PyG,TU_PROTEINS,graph,False,,,32,2,4,3,stack,True,swish,0.0,add,adam,0.1,99,0.5543,0.0143,134124.0,0.0094,0.0015,0.7197,0.0057,0.7733,0.0454,0.4525,0.0443,0.5677,0.0256,0.7949,0.0037 -epoch,PyG,TU_PROTEINS,graph,False,,,32,2,4,3,stack,True,swish,0.0,add,adam,0.1,199,0.5562,0.0129,134124.0,0.0104,0.0005,0.7243,0.0043,0.7631,0.033,0.4781,0.0433,0.5854,0.0212,0.7914,0.0067 -epoch,PyG,TU_PROTEINS,graph,False,,,32,2,4,3,stack,True,swish,0.0,add,adam,0.1,399,0.5532,0.0248,134124.0,0.0085,0.0009,0.7167,0.0217,0.7715,0.0435,0.4496,0.0955,0.5584,0.0719,0.7955,0.0099 -epoch,PyG,TU_PROTEINS,graph,False,,,32,3,8,1,skipsum,False,swish,0.0,mean,sgd,0.01,99,0.6152,0.0177,133976.0,0.0133,0.0023,0.6667,0.0094,0.5746,0.0159,0.7149,0.0193,0.6369,0.012,0.7432,0.01 -epoch,PyG,TU_PROTEINS,graph,False,,,32,3,8,1,skipsum,False,swish,0.0,mean,sgd,0.01,199,0.6046,0.0151,133976.0,0.0129,0.0017,0.6727,0.0098,0.5846,0.0153,0.6928,0.0192,0.6339,0.0112,0.7432,0.0101 -epoch,PyG,TU_PROTEINS,graph,False,,,32,3,8,1,skipsum,False,swish,0.0,mean,sgd,0.01,399,0.6007,0.0136,133976.0,0.013,0.0023,0.6833,0.0094,0.6104,0.0148,0.6261,0.0131,0.618,0.0088,0.7428,0.0095 -epoch,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,1,2,1,skipconcat,True,relu,0.0,max,adam,0.001,99,0.7017,0.132,136453.0,0.0393,0.0011,0.7885,0.0157,,,,,,,, -epoch,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,1,2,1,skipconcat,True,relu,0.0,max,adam,0.001,199,0.8113,0.1482,136453.0,0.0069,0.0012,0.7693,0.0272,,,,,,,, -epoch,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,1,2,1,skipconcat,True,relu,0.0,max,adam,0.001,399,1.0317,0.1405,136453.0,0.0045,0.0002,0.7564,0.024,,,,,,,, -epoch,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,2,6,1,stack,True,prelu,0.6,max,sgd,0.01,99,30.2899,2.7625,133830.0,0.0078,0.0001,0.2628,0.0395,,,,,,,, -epoch,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,2,6,1,stack,True,prelu,0.6,max,sgd,0.01,199,49.2299,7.3204,133830.0,0.0068,0.0009,0.2628,0.0395,,,,,,,, -epoch,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,2,6,1,stack,True,prelu,0.6,max,sgd,0.01,399,73.4722,4.34,133830.0,0.0397,0.0049,0.2628,0.0395,,,,,,,, -epoch,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,32,1,2,3,skipconcat,False,swish,0.0,add,adam,0.01,99,0.2,0.0236,137205.0,0.0066,0.0002,0.8974,0.0181,,,,,,,, -epoch,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,32,1,2,3,skipconcat,False,swish,0.0,add,adam,0.01,199,0.2185,0.0516,137205.0,0.0396,0.003,0.891,0.024,,,,,,,, -epoch,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,32,1,2,3,skipconcat,False,swish,0.0,add,adam,0.01,399,0.2634,0.0415,137205.0,0.0332,0.0027,0.8782,0.0327,,,,,,,, -epoch,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,32,1,8,1,skipsum,False,swish,0.3,max,sgd,0.1,99,9.4255,3.8039,134277.0,0.0103,0.0011,0.1603,0.0327,,,,,,,, -epoch,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,32,1,8,1,skipsum,False,swish,0.3,max,sgd,0.1,199,50.9755,54.1625,134277.0,0.0324,0.0066,0.2307,0.0272,,,,,,,, -epoch,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,32,1,8,1,skipsum,False,swish,0.3,max,sgd,0.1,399,14.3669,5.5159,134277.0,0.0341,0.0013,0.2115,0.0785,,,,,,,, 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-lr,PyG,AmazonComputers,node,True,,,64,2,2,2,skipsum,False,swish,0.0,max,sgd,0.01,399,1.5464,0.0935,274830.0,0.1178,0.0009,0.4735,0.0655,,,,,,,, -lr,PyG,AmazonComputers,node,True,,,64,2,2,2,skipsum,False,swish,0.0,max,sgd,0.1,399,0.3086,0.0244,274830.0,0.1413,0.0281,0.9169,0.0045,,,,,,,, -lr,PyG,AmazonComputers,node,True,,,64,2,8,2,skipconcat,False,prelu,0.6,mean,sgd,0.001,399,1.9167,0.0123,166203.0,0.156,0.0343,0.3692,0.0075,,,,,,,, -lr,PyG,AmazonComputers,node,True,,,64,2,8,2,skipconcat,False,prelu,0.6,mean,sgd,0.01,399,1.062,0.2406,166203.0,0.1291,0.0226,0.6383,0.0658,,,,,,,, -lr,PyG,AmazonComputers,node,True,,,64,2,8,2,skipconcat,False,prelu,0.6,mean,sgd,0.1,399,1.0827,0.554,166203.0,0.1393,0.0566,0.6472,0.2023,,,,,,,, -lr,PyG,AmazonPhoto,node,True,,,32,1,6,2,skipsum,False,swish,0.6,add,sgd,0.001,99,2.0044,0.0119,238334.0,0.0423,0.0055,0.2523,0.0065,,,,,,,, -lr,PyG,AmazonPhoto,node,True,,,32,1,6,2,skipsum,False,swish,0.6,add,sgd,0.01,99,1.9039,0.0116,238334.0,0.0624,0.0143,0.2532,0.0054,,,,,,,, -lr,PyG,AmazonPhoto,node,True,,,32,1,6,2,skipsum,False,swish,0.6,add,sgd,0.1,99,1.4001,0.0514,238334.0,0.0727,0.0059,0.5535,0.0517,,,,,,,, -lr,PyG,AmazonPhoto,node,True,,,32,1,8,1,skipsum,False,prelu,0.6,mean,adam,0.001,199,0.5768,0.0244,231435.0,0.0364,0.0013,0.8942,0.0084,,,,,,,, -lr,PyG,AmazonPhoto,node,True,,,32,1,8,1,skipsum,False,prelu,0.6,mean,adam,0.01,199,1.7346,0.2921,231435.0,0.0804,0.0128,0.3455,0.1257,,,,,,,, -lr,PyG,AmazonPhoto,node,True,,,32,1,8,1,skipsum,False,prelu,0.6,mean,adam,0.1,199,1.86,0.1011,231435.0,0.0446,0.0045,0.3144,0.0821,,,,,,,, -lr,PyG,AmazonPhoto,node,True,,,64,2,2,2,skipsum,True,swish,0.3,max,sgd,0.001,399,2.0386,0.4579,269155.0,0.0388,0.0022,0.3473,0.0667,,,,,,,, -lr,PyG,AmazonPhoto,node,True,,,64,2,2,2,skipsum,True,swish,0.3,max,sgd,0.01,399,0.6251,0.0548,269155.0,0.067,0.0138,0.8295,0.0209,,,,,,,, -lr,PyG,AmazonPhoto,node,True,,,64,2,2,2,skipsum,True,swish,0.3,max,sgd,0.1,399,0.2293,0.0216,269155.0,0.0593,0.0108,0.9471,0.0074,,,,,,,, -lr,PyG,CiteSeer,node,True,,,16,2,6,2,stack,True,prelu,0.3,mean,sgd,0.001,399,1.1535,0.047,608135.0,0.0942,0.0144,0.6962,0.0179,,,,,,,, -lr,PyG,CiteSeer,node,True,,,16,2,6,2,stack,True,prelu,0.3,mean,sgd,0.01,399,1.1195,0.1071,608135.0,0.0906,0.0089,0.7252,0.0162,,,,,,,, -lr,PyG,CiteSeer,node,True,,,16,2,6,2,stack,True,prelu,0.3,mean,sgd,0.1,399,1.5917,0.1144,608135.0,0.1,0.0146,0.7007,0.0134,,,,,,,, -lr,PyG,CiteSeer,node,True,,,32,1,4,3,skipsum,False,prelu,0.6,mean,sgd,0.001,199,1.7542,0.0024,686897.0,0.1126,0.0276,0.2082,0.0135,,,,,,,, -lr,PyG,CiteSeer,node,True,,,32,1,4,3,skipsum,False,prelu,0.6,mean,sgd,0.01,199,1.7148,0.0161,686897.0,0.1115,0.0323,0.2783,0.0638,,,,,,,, -lr,PyG,CiteSeer,node,True,,,32,1,4,3,skipsum,False,prelu,0.6,mean,sgd,0.1,199,1.0136,0.0597,686897.0,0.0829,0.0158,0.7648,0.0102,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,16,2,4,2,stack,True,relu,0.3,add,adam,0.001,99,0.5982,0.0163,1142871.0,0.8303,0.0197,0.8499,0.0059,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,16,2,4,2,stack,True,relu,0.3,add,adam,0.01,99,0.4689,0.012,1142871.0,1.1461,0.1142,0.8761,0.0022,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,16,2,4,2,stack,True,relu,0.3,add,adam,0.1,99,0.8344,0.0773,1142871.0,1.0954,0.0659,0.7509,0.032,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,16,2,4,3,skipsum,True,relu,0.0,mean,adam,0.001,399,0.3011,0.0024,1067930.0,0.9378,0.0671,0.9281,0.0019,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,16,2,4,3,skipsum,True,relu,0.0,mean,adam,0.01,399,0.2195,0.0091,1067930.0,0.848,0.0458,0.9476,0.0022,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,16,2,4,3,skipsum,True,relu,0.0,mean,adam,0.1,399,0.2534,0.0394,1067930.0,0.9039,0.0698,0.9396,0.0086,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,16,2,8,3,skipconcat,False,prelu,0.6,mean,sgd,0.001,99,2.5933,0.0257,315708.0,1.0073,0.0989,0.2387,0.0199,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,16,2,8,3,skipconcat,False,prelu,0.6,mean,sgd,0.01,99,2.1294,0.1478,315708.0,0.8545,0.0298,0.3202,0.1136,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,16,2,8,3,skipconcat,False,prelu,0.6,mean,sgd,0.1,99,0.5894,0.052,315708.0,0.9626,0.0721,0.8662,0.0201,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,32,2,8,3,skipsum,False,relu,0.0,max,sgd,0.001,199,2.5017,0.0395,884635.0,0.9958,0.1285,0.2283,0.0014,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,32,2,8,3,skipsum,False,relu,0.0,max,sgd,0.01,199,1.9178,0.2751,884635.0,0.9638,0.133,0.3756,0.1217,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,32,2,8,3,skipsum,False,relu,0.0,max,sgd,0.1,199,2.09,0.4336,884635.0,0.859,0.028,0.3119,0.1195,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,32,3,8,1,skipsum,True,relu,0.3,mean,sgd,0.001,199,2.5447,0.0274,919095.0,0.8331,0.0442,0.3047,0.0783,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,32,3,8,1,skipsum,True,relu,0.3,mean,sgd,0.01,199,1.8415,0.0403,919095.0,0.8176,0.013,0.5711,0.0849,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,32,3,8,1,skipsum,True,relu,0.3,mean,sgd,0.1,199,0.7556,0.0071,919095.0,0.8502,0.09,0.8507,0.0063,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,64,1,6,2,stack,True,prelu,0.0,add,adam,0.001,399,0.4299,0.0131,1067931.0,0.8672,0.1325,0.8798,0.007,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,64,1,6,2,stack,True,prelu,0.0,add,adam,0.01,399,0.4001,0.0165,1067931.0,0.8062,0.0697,0.8984,0.0054,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,64,1,6,2,stack,True,prelu,0.0,add,adam,0.1,399,0.3957,0.0178,1067931.0,0.8352,0.1035,0.8917,0.0047,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,64,2,2,1,skipconcat,True,relu,0.3,mean,adam,0.001,99,1.1555,0.0041,1372357.0,0.8299,0.0332,0.9232,0.0039,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,64,2,2,1,skipconcat,True,relu,0.3,mean,adam,0.01,99,0.2604,0.0012,1372357.0,0.8615,0.1315,0.9329,0.0015,,,,,,,, -lr,PyG,CoauthorCS,node,True,,,64,2,2,1,skipconcat,True,relu,0.3,mean,adam,0.1,99,0.2392,0.0081,1372357.0,0.8858,0.1057,0.9442,0.0005,,,,,,,, -lr,PyG,CoauthorPhysics,node,True,,,32,3,2,3,stack,False,swish,0.0,max,adam,0.001,99,0.1204,0.0039,1388834.0,1.8741,0.1138,0.9608,0.0012,,,,,,,, -lr,PyG,CoauthorPhysics,node,True,,,32,3,2,3,stack,False,swish,0.0,max,adam,0.01,99,0.158,0.0029,1388834.0,1.6055,0.0624,0.954,0.0011,,,,,,,, -lr,PyG,CoauthorPhysics,node,True,,,32,3,2,3,stack,False,swish,0.0,max,adam,0.1,99,1.3098,0.0714,1388834.0,1.6319,0.0454,0.5183,0.0199,,,,,,,, -lr,PyG,Cora,node,True,,,64,3,8,2,stack,True,swish,0.3,max,sgd,0.001,399,2.4608,0.0583,290274.0,0.0186,0.0019,0.1572,0.0077,,,,,,,, -lr,PyG,Cora,node,True,,,64,3,8,2,stack,True,swish,0.3,max,sgd,0.01,399,2.3099,0.0772,290274.0,0.0385,0.0236,0.1572,0.0077,,,,,,,, -lr,PyG,Cora,node,True,,,64,3,8,2,stack,True,swish,0.3,max,sgd,0.1,399,0.9716,0.0857,290274.0,0.0245,0.001,0.671,0.042,,,,,,,, -lr,PyG,TU_BZR,graph,False,,,16,1,2,1,skipsum,True,swish,0.0,mean,sgd,0.001,199,0.3343,0.0489,146433.0,0.022,0.003,0.8724,0.0354,0.7589,0.1814,0.592,0.1342,0.6395,0.0747,0.886,0.0442 -lr,PyG,TU_BZR,graph,False,,,16,1,2,1,skipsum,True,swish,0.0,mean,sgd,0.01,199,0.3162,0.055,146433.0,0.0049,0.0008,0.8724,0.021,0.7093,0.0776,0.6106,0.115,0.645,0.0497,0.9042,0.0392 -lr,PyG,TU_BZR,graph,False,,,16,1,2,1,skipsum,True,swish,0.0,mean,sgd,0.1,199,0.3654,0.0611,146433.0,0.0043,0.0002,0.8519,0.0101,0.6214,0.0688,0.6548,0.1354,0.6241,0.0352,0.8787,0.0454 -lr,PyG,TU_BZR,graph,False,,,16,1,6,2,skipsum,False,swish,0.6,mean,adam,0.001,99,0.4492,0.0484,141865.0,0.0252,0.0,0.8436,0.0419,0.9167,0.1179,0.2277,0.1152,0.3519,0.1497,0.6527,0.0364 -lr,PyG,TU_BZR,graph,False,,,16,1,6,2,skipsum,False,swish,0.6,mean,adam,0.01,99,0.5922,0.0419,141865.0,0.0075,0.0018,0.7408,0.0706,0.2444,0.2043,0.2003,0.2405,0.1456,0.1351,0.6257,0.0474 -lr,PyG,TU_BZR,graph,False,,,16,1,6,2,skipsum,False,swish,0.6,mean,adam,0.1,99,0.5042,0.0271,141865.0,0.0067,0.001,0.8066,0.0254,0.0,0.0,0.0,0.0,0.0,0.0,0.4702,0.0219 -lr,PyG,TU_BZR,graph,False,,,16,3,8,3,stack,False,relu,0.6,mean,sgd,0.001,399,0.49,0.0281,139336.0,0.0133,0.0052,0.8066,0.0254,0.0,0.0,0.0,0.0,0.0,0.0,0.5799,0.0583 -lr,PyG,TU_BZR,graph,False,,,16,3,8,3,stack,False,relu,0.6,mean,sgd,0.01,399,0.4938,0.0314,139336.0,0.0231,0.0011,0.8066,0.0254,0.0,0.0,0.0,0.0,0.0,0.0,0.5,0.0 -lr,PyG,TU_BZR,graph,False,,,32,3,4,2,skipsum,True,relu,0.3,add,sgd,0.001,99,0.7272,0.3168,140974.0,0.0109,0.0016,0.5926,0.2881,0.4635,0.251,0.6396,0.2833,0.4175,0.0635,0.7091,0.0459 -lr,PyG,TU_BZR,graph,False,,,32,3,4,2,skipsum,True,relu,0.3,add,sgd,0.01,99,0.4657,0.0769,140974.0,0.0093,0.0019,0.8148,0.0825,0.5477,0.2207,0.4017,0.1669,0.4627,0.1889,0.7663,0.1119 -lr,PyG,TU_BZR,graph,False,,,32,3,4,2,skipsum,True,relu,0.3,add,sgd,0.1,99,0.3923,0.1029,140974.0,0.0095,0.0017,0.8642,0.0462,0.6377,0.062,0.7147,0.1579,0.669,0.0987,0.882,0.0592 -lr,PyG,TU_BZR,graph,False,,,64,1,8,2,stack,False,swish,0.0,mean,sgd,0.001,199,0.4662,0.0382,139514.0,0.0107,0.0016,0.8066,0.0254,0.0,0.0,0.0,0.0,0.0,0.0,0.6376,0.0321 -lr,PyG,TU_BZR,graph,False,,,64,1,8,2,stack,False,swish,0.0,mean,sgd,0.01,199,0.4578,0.0364,139514.0,0.0124,0.0021,0.8272,0.0202,0.8889,0.1571,0.13,0.0178,0.2241,0.0205,0.6451,0.0389 -lr,PyG,TU_BZR,graph,False,,,64,1,8,2,stack,False,swish,0.0,mean,sgd,0.1,199,0.4776,0.0295,139514.0,0.0103,0.0004,0.8148,0.0267,0.6667,0.4714,0.0442,0.0324,0.0827,0.0605,0.6359,0.0331 -lr,PyG,TU_COX2,graph,False,,,16,1,2,1,skipconcat,True,prelu,0.6,mean,sgd,0.001,99,0.6946,0.1038,140241.0,0.0046,0.0006,0.773,0.0133,0.0,0.0,0.0,0.0,0.0,0.0,0.6773,0.0625 -lr,PyG,TU_COX2,graph,False,,,16,1,2,1,skipconcat,True,prelu,0.6,mean,sgd,0.01,99,0.6015,0.041,140241.0,0.0062,0.0011,0.8014,0.0219,1.0,0.0,0.1274,0.0514,0.2224,0.0786,0.7053,0.0602 -lr,PyG,TU_COX2,graph,False,,,16,1,2,1,skipconcat,True,prelu,0.6,mean,sgd,0.1,99,0.5198,0.0737,140241.0,0.0072,0.0019,0.7872,0.0608,0.6023,0.164,0.4305,0.1327,0.4737,0.115,0.7355,0.0668 -lr,PyG,TU_DD,graph,False,,,16,1,2,1,skipsum,True,swish,0.3,mean,sgd,0.001,399,1.0476,0.0735,155649.0,0.0092,0.0016,0.7217,0.0144,0.7396,0.071,0.5733,0.0774,0.6376,0.0212,0.8017,0.0303 -lr,PyG,TU_DD,graph,False,,,16,1,2,1,skipsum,True,swish,0.3,mean,sgd,0.01,399,1.9582,0.0816,155649.0,0.0101,0.0013,0.6681,0.0236,0.6278,0.0599,0.6381,0.1379,0.6174,0.0426,0.7537,0.0264 -lr,PyG,TU_DD,graph,False,,,16,1,2,1,skipsum,True,swish,0.3,mean,sgd,0.1,399,0.9871,0.1212,155649.0,0.0095,0.0015,0.702,0.0243,0.8904,0.0333,0.3543,0.0647,0.5026,0.0606,0.8309,0.0061 -lr,PyG,TU_DD,graph,False,,,16,2,8,2,stack,True,relu,0.6,add,sgd,0.001,99,0.6079,0.0176,145131.0,0.0099,0.0008,0.6935,0.0381,0.7673,0.1503,0.5342,0.1735,0.5888,0.0535,0.7875,0.0178 -lr,PyG,TU_DD,graph,False,,,16,2,8,2,stack,True,relu,0.6,add,sgd,0.01,99,0.8509,0.3982,145131.0,0.0246,0.0052,0.6596,0.1308,0.6587,0.1558,0.7261,0.1488,0.6572,0.039,0.7237,0.1179 -lr,PyG,TU_DD,graph,False,,,16,2,8,2,stack,True,relu,0.6,add,sgd,0.1,99,0.5554,0.0111,145131.0,0.0096,0.0013,0.7359,0.014,0.7885,0.0878,0.5592,0.1058,0.6401,0.0531,0.8116,0.0207 -lr,PyG,TU_ENZYMES,graph,False,,,32,1,8,3,skipsum,True,swish,0.3,add,adam,0.001,199,2.0764,0.1428,135821.0,0.0094,0.0022,0.3472,0.0617,,,,,,,, -lr,PyG,TU_ENZYMES,graph,False,,,32,1,8,3,skipsum,True,swish,0.3,add,adam,0.01,199,2.3674,0.4961,135821.0,0.031,0.0055,0.5083,0.018,,,,,,,, -lr,PyG,TU_ENZYMES,graph,False,,,32,1,8,3,skipsum,True,swish,0.3,add,adam,0.1,199,1.7132,0.1845,135821.0,0.0124,0.0026,0.3416,0.0514,,,,,,,, -lr,PyG,TU_ENZYMES,graph,False,,,64,2,4,2,skipsum,False,relu,0.0,max,adam,0.001,199,1.8324,0.2577,135596.0,0.0206,0.0087,0.3972,0.0416,,,,,,,, -lr,PyG,TU_ENZYMES,graph,False,,,64,2,4,2,skipsum,False,relu,0.0,max,adam,0.01,199,1.762,0.026,135596.0,0.0225,0.0017,0.2472,0.0698,,,,,,,, -lr,PyG,TU_ENZYMES,graph,False,,,64,2,4,2,skipsum,False,relu,0.0,max,adam,0.1,199,1.8013,0.005,135596.0,0.0111,0.0009,0.1278,0.0171,,,,,,,, -lr,PyG,TU_ENZYMES,graph,False,,,64,2,8,3,stack,False,swish,0.6,mean,sgd,0.001,99,1.7948,0.0054,135416.0,0.0395,0.0034,0.1778,0.0258,,,,,,,, -lr,PyG,TU_ENZYMES,graph,False,,,64,2,8,3,stack,False,swish,0.6,mean,sgd,0.01,99,1.7994,0.0238,135416.0,0.0149,0.0025,0.1528,0.0258,,,,,,,, -lr,PyG,TU_ENZYMES,graph,False,,,64,2,8,3,stack,False,swish,0.6,mean,sgd,0.1,99,2.2658,0.4596,135416.0,0.0174,0.0016,0.1611,0.0079,,,,,,,, -lr,PyG,TU_IMDB,graph,False,,,32,1,8,2,stack,False,prelu,0.0,add,sgd,0.001,199,1.1008,0.0015,133467.0,0.0097,0.0017,0.3222,0.0238,,,,,,,, -lr,PyG,TU_IMDB,graph,False,,,32,1,8,2,stack,False,prelu,0.0,add,sgd,0.01,199,1.1007,0.0014,133467.0,0.0085,0.0005,0.3367,0.0166,,,,,,,, -lr,PyG,TU_IMDB,graph,False,,,32,1,8,2,stack,False,prelu,0.0,add,sgd,0.1,199,,,133467.0,0.032,0.0062,0.33,0.0196,,,,,,,, -lr,PyG,TU_IMDB,graph,False,,,32,2,8,1,stack,False,relu,0.6,add,sgd,0.001,99,1.1273,0.0128,133466.0,0.0089,0.0009,0.3233,0.0125,,,,,,,, -lr,PyG,TU_IMDB,graph,False,,,32,2,8,1,stack,False,relu,0.6,add,sgd,0.01,99,1.1154,0.0137,133466.0,0.0097,0.0007,0.3533,0.0166,,,,,,,, -lr,PyG,TU_IMDB,graph,False,,,32,2,8,1,stack,False,relu,0.6,add,sgd,0.1,99,1.1058,0.0081,133466.0,0.0131,0.0009,0.3645,0.0273,,,,,,,, -lr,PyG,TU_IMDB,graph,False,,,64,3,8,2,stack,False,relu,0.0,mean,sgd,0.001,399,1.1009,0.0015,134863.0,0.014,0.0031,0.3289,0.0325,,,,,,,, -lr,PyG,TU_IMDB,graph,False,,,64,3,8,2,stack,False,relu,0.0,mean,sgd,0.01,399,1.1009,0.0016,134863.0,0.0143,0.0007,0.3222,0.0238,,,,,,,, -lr,PyG,TU_IMDB,graph,False,,,64,3,8,2,stack,False,relu,0.0,mean,sgd,0.1,399,1.0999,0.0008,134863.0,0.0147,0.0026,0.3078,0.0032,,,,,,,, -lr,PyG,TU_PROTEINS,graph,False,,,16,3,2,3,skipconcat,True,prelu,0.0,add,adam,0.001,199,0.6108,0.0194,134978.0,0.0055,0.0005,0.6879,0.0119,0.6476,0.025,0.5288,0.061,0.5792,0.03,0.7557,0.0168 -lr,PyG,TU_PROTEINS,graph,False,,,16,3,2,3,skipconcat,True,prelu,0.0,add,adam,0.01,199,0.573,0.0031,134978.0,0.0086,0.0016,0.7091,0.0243,0.7846,0.0471,0.4005,0.0749,0.5258,0.0635,0.785,0.0138 -lr,PyG,TU_PROTEINS,graph,False,,,16,3,2,3,skipconcat,True,prelu,0.0,add,adam,0.1,199,0.5695,0.0155,134978.0,0.0064,0.0006,0.6985,0.0204,0.7609,0.0322,0.3815,0.055,0.5065,0.0533,0.7852,0.0117 -lr,PyG,TU_PROTEINS,graph,False,,,16,3,4,3,stack,False,prelu,0.0,add,sgd,0.001,99,0.5613,0.0196,134807.0,0.0263,0.0018,0.7439,0.019,0.6872,0.0254,0.6848,0.0325,0.6859,0.0289,0.7899,0.0144 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-lr,nx,scalefree,graph,True,node_const,graph_path_len,64,1,4,1,stack,True,prelu,0.3,mean,adam,0.1,399,17.0793,3.4341,134286.0,0.0216,0.006,0.2372,0.0395,,,,,,,, -lr,nx,scalefree,graph,True,node_const,graph_path_len,64,3,4,2,skipsum,True,relu,0.6,max,adam,0.001,199,15.4363,2.3838,133829.0,0.0144,0.0015,0.2628,0.0395,,,,,,,, -lr,nx,scalefree,graph,True,node_const,graph_path_len,64,3,4,2,skipsum,True,relu,0.6,max,adam,0.01,199,37.0402,1.4345,133829.0,0.0311,0.0161,0.2628,0.0395,,,,,,,, -lr,nx,scalefree,graph,True,node_const,graph_path_len,64,3,4,2,skipsum,True,relu,0.6,max,adam,0.1,199,41.2699,7.6717,133829.0,0.0279,0.0008,0.2628,0.0395,,,,,,,, -lr,nx,scalefree,graph,True,node_onehot,graph_path_len,16,1,4,3,skipconcat,True,swish,0.0,max,adam,0.001,399,1.4634,0.1971,135647.0,0.0115,0.0017,0.609,0.0091,,,,,,,, -lr,nx,scalefree,graph,True,node_onehot,graph_path_len,16,1,4,3,skipconcat,True,swish,0.0,max,adam,0.01,399,1.369,0.1852,135647.0,0.0091,0.0008,0.6218,0.0551,,,,,,,, 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-optim,PyG,CoauthorCS,node,True,,,32,1,2,1,skipconcat,False,swish,0.3,max,sgd,0.01,99,2.3482,0.0073,1571445.0,0.8292,0.0288,0.2283,0.0014,,,,,,,, -optim,PyG,CoauthorCS,node,True,,,64,2,8,2,stack,False,relu,0.6,mean,adam,0.1,199,2.4066,0.0026,917830.0,0.7834,0.0962,0.2283,0.0014,,,,,,,, -optim,PyG,CoauthorCS,node,True,,,64,2,8,2,stack,False,relu,0.6,mean,sgd,0.1,199,2.1765,0.1964,917830.0,0.8704,0.0485,0.3024,0.0512,,,,,,,, -optim,PyG,CoauthorPhysics,node,True,,,16,3,4,1,skipconcat,False,relu,0.6,add,adam,0.1,99,0.8675,0.0555,1019240.0,1.6876,0.0493,0.653,0.0037,,,,,,,, -optim,PyG,CoauthorPhysics,node,True,,,16,3,4,1,skipconcat,False,relu,0.6,add,sgd,0.1,99,0.911,0.0277,1019240.0,2.0387,0.1288,0.6542,0.0031,,,,,,,, -optim,PyG,CoauthorPhysics,node,True,,,32,2,4,2,stack,True,prelu,0.6,add,adam,0.01,99,0.3539,0.02,1379662.0,2.2813,0.2351,0.9084,0.0026,,,,,,,, -optim,PyG,CoauthorPhysics,node,True,,,32,2,4,2,stack,True,prelu,0.6,add,sgd,0.01,99,0.584,0.0065,1379662.0,2.2113,0.1489,0.8098,0.0055,,,,,,,, -optim,PyG,CoauthorPhysics,node,True,,,32,2,6,2,skipconcat,True,relu,0.3,add,adam,0.01,399,0.2196,0.0151,510581.0,1.8447,0.1249,0.9653,0.0015,,,,,,,, -optim,PyG,CoauthorPhysics,node,True,,,32,2,6,2,skipconcat,True,relu,0.3,add,sgd,0.01,399,0.1379,0.0033,510581.0,1.7395,0.2171,0.9606,0.0024,,,,,,,, -optim,PyG,CoauthorPhysics,node,True,,,64,1,8,3,skipsum,False,swish,0.3,max,adam,0.01,199,0.1636,0.0138,1101820.0,1.922,0.0273,0.9533,0.0028,,,,,,,, -optim,PyG,CoauthorPhysics,node,True,,,64,1,8,3,skipsum,False,swish,0.3,max,sgd,0.01,199,1.3533,0.0055,1101820.0,1.8856,0.0626,0.5035,0.0012,,,,,,,, -optim,PyG,Cora,node,True,,,16,3,2,3,stack,True,relu,0.0,max,adam,0.001,399,0.8607,0.0551,346623.0,0.0154,0.0016,0.7956,0.0075,,,,,,,, -optim,PyG,Cora,node,True,,,16,3,2,3,stack,True,relu,0.0,max,sgd,0.001,399,0.861,0.0447,346623.0,0.0179,0.0038,0.7397,0.0114,,,,,,,, -optim,PyG,TU_BZR,graph,False,,,32,1,8,2,stack,True,swish,0.0,mean,adam,0.001,99,0.3833,0.1719,140724.0,0.0086,0.0003,0.8848,0.0308,0.6814,0.0813,0.7774,0.1182,0.7194,0.0755,0.8791,0.0867 -optim,PyG,TU_BZR,graph,False,,,32,1,8,2,stack,True,swish,0.0,mean,sgd,0.001,99,0.2743,0.0764,140724.0,0.0266,0.0009,0.9095,0.0254,0.7681,0.0743,0.7751,0.0779,0.7677,0.0546,0.9087,0.0621 -optim,PyG,TU_BZR,graph,False,,,32,3,2,1,skipconcat,True,swish,0.0,add,adam,0.001,399,0.2911,0.0482,141913.0,0.0061,0.0003,0.893,0.0154,0.8095,0.1347,0.6314,0.11,0.6914,0.0349,0.91,0.0311 -optim,PyG,TU_BZR,graph,False,,,32,3,2,1,skipconcat,True,swish,0.0,add,sgd,0.001,399,0.3295,0.0438,141913.0,0.0266,0.003,0.8889,0.0363,0.8175,0.1379,0.5969,0.1778,0.6672,0.1059,0.886,0.0464 -optim,PyG,TU_BZR,graph,False,,,32,3,4,3,stack,False,relu,0.3,max,adam,0.01,399,0.4936,0.0318,141256.0,0.0082,0.0012,0.8066,0.0254,0.0,0.0,0.0,0.0,0.0,0.0,0.5473,0.0668 -optim,PyG,TU_BZR,graph,False,,,32,3,4,3,stack,False,relu,0.3,max,sgd,0.01,399,0.4941,0.0312,141256.0,0.0099,0.0012,0.8066,0.0254,0.0,0.0,0.0,0.0,0.0,0.0,0.5,0.0 -optim,PyG,TU_COX2,graph,False,,,16,3,4,1,stack,False,prelu,0.6,max,adam,0.01,99,0.6026,0.042,139615.0,0.0068,0.0017,0.773,0.0133,0.0,0.0,0.0,0.0,0.0,0.0,0.5062,0.0195 -optim,PyG,TU_COX2,graph,False,,,16,3,4,1,stack,False,prelu,0.6,max,sgd,0.01,99,2.0277,1.0348,139615.0,0.0058,0.0005,0.4184,0.2609,0.3227,0.1257,0.6833,0.4478,0.2831,0.1364,0.5133,0.023 -optim,PyG,TU_COX2,graph,False,,,32,3,6,3,skipsum,True,swish,0.6,mean,adam,0.1,99,0.5475,0.0312,138921.0,0.0112,0.0019,0.773,0.0133,0.0,0.0,0.0,0.0,0.0,0.0,0.5215,0.0516 -optim,PyG,TU_COX2,graph,False,,,32,3,6,3,skipsum,True,swish,0.6,mean,sgd,0.1,99,0.5768,0.0747,138921.0,0.0133,0.0023,0.773,0.0133,0.0,0.0,0.0,0.0,0.0,0.0,0.5935,0.0171 -optim,PyG,TU_COX2,graph,False,,,32,3,6,3,stack,False,swish,0.3,max,adam,0.001,199,0.5458,0.0107,137656.0,0.011,0.002,0.773,0.0133,0.0,0.0,0.0,0.0,0.0,0.0,0.5114,0.0092 -optim,PyG,TU_COX2,graph,False,,,32,3,6,3,stack,False,swish,0.3,max,sgd,0.001,199,0.5434,0.0218,137656.0,0.0105,0.0014,0.773,0.0133,0.0,0.0,0.0,0.0,0.0,0.0,0.4967,0.0252 -optim,PyG,TU_COX2,graph,False,,,32,3,8,3,skipsum,False,swish,0.6,mean,adam,0.1,399,3.0587,3.0968,137446.0,0.0112,0.0013,0.4114,0.2586,0.1525,0.1086,0.6667,0.4714,0.248,0.1762,0.5074,0.0204 -optim,PyG,TU_COX2,graph,False,,,32,3,8,3,skipsum,False,swish,0.6,mean,sgd,0.1,399,11.0444,8.2075,137446.0,0.0138,0.0069,0.4114,0.2586,0.1525,0.1086,0.6667,0.4714,0.248,0.1762,0.4988,0.0017 -optim,PyG,TU_DD,graph,False,,,16,2,2,1,skipconcat,False,relu,0.3,add,adam,0.001,199,0.7122,0.0598,149969.0,0.0091,0.0013,0.7288,0.0227,0.7148,0.0455,0.6269,0.0343,0.6659,0.0161,0.8073,0.0268 -optim,PyG,TU_DD,graph,False,,,16,2,2,1,skipconcat,False,relu,0.3,add,sgd,0.001,199,0.6719,0.0911,149969.0,0.0108,0.0014,0.7246,0.0432,0.6638,0.0813,0.8015,0.096,0.7157,0.0098,0.8258,0.0188 -optim,PyG,TU_DD,graph,False,,,64,3,6,2,skipsum,False,prelu,0.6,add,adam,0.001,199,0.7177,0.0233,143871.0,0.0236,0.0012,0.6286,0.014,0.9733,0.0377,0.1431,0.0552,0.2445,0.0802,0.8106,0.0034 -optim,PyG,TU_DD,graph,False,,,64,3,6,2,skipsum,False,prelu,0.6,add,sgd,0.001,199,0.7243,0.0866,143871.0,0.0255,0.0031,0.5989,0.0314,1.0,0.0,0.0692,0.0632,0.1232,0.1066,0.8118,0.0044 -optim,PyG,TU_ENZYMES,graph,False,,,16,2,4,2,skipconcat,False,swish,0.6,mean,adam,0.1,399,1.9284,0.0581,136646.0,0.0066,0.0011,0.125,0.0425,,,,,,,, -optim,PyG,TU_ENZYMES,graph,False,,,16,2,4,2,skipconcat,False,swish,0.6,mean,sgd,0.1,399,2.2497,0.2582,136646.0,0.0342,0.0037,0.15,0.0136,,,,,,,, -optim,PyG,TU_ENZYMES,graph,False,,,64,2,8,2,skipsum,False,prelu,0.3,max,adam,0.1,199,1.7958,0.0029,134557.0,0.0114,0.0003,0.1778,0.0283,,,,,,,, -optim,PyG,TU_ENZYMES,graph,False,,,64,2,8,2,skipsum,False,prelu,0.3,max,sgd,0.1,199,,,134557.0,0.0286,0.0019,0.1528,0.0375,,,,,,,, -optim,PyG,TU_ENZYMES,graph,False,,,64,3,2,1,skipconcat,True,prelu,0.0,add,adam,0.001,99,1.7161,0.1099,136249.0,0.0306,0.0035,0.3194,0.0219,,,,,,,, -optim,PyG,TU_ENZYMES,graph,False,,,64,3,2,1,skipconcat,True,prelu,0.0,add,sgd,0.001,99,1.7557,0.1138,136249.0,0.0098,0.0004,0.275,0.018,,,,,,,, -optim,PyG,TU_IMDB,graph,False,,,16,1,2,2,skipconcat,False,swish,0.6,add,adam,0.1,99,1.1984,0.0503,133983.0,0.0074,0.0026,0.35,0.0276,,,,,,,, -optim,PyG,TU_IMDB,graph,False,,,16,1,2,2,skipconcat,False,swish,0.6,add,sgd,0.1,99,1.3591,0.1488,133983.0,0.0058,0.0009,0.3378,0.0329,,,,,,,, -optim,PyG,TU_IMDB,graph,False,,,16,3,8,1,skipsum,True,relu,0.6,mean,adam,0.01,199,1.1535,0.0224,135243.0,0.0074,0.0008,0.3133,0.0047,,,,,,,, -optim,PyG,TU_IMDB,graph,False,,,16,3,8,1,skipsum,True,relu,0.6,mean,sgd,0.01,199,1.4054,0.019,135243.0,0.0079,0.001,0.3345,0.0208,,,,,,,, -optim,PyG,TU_IMDB,graph,False,,,32,1,8,1,stack,False,relu,0.0,add,adam,0.1,199,1.0933,0.011,134808.0,0.0064,0.0002,0.3633,0.0677,,,,,,,, -optim,PyG,TU_IMDB,graph,False,,,32,1,8,1,stack,False,relu,0.0,add,sgd,0.1,199,1.1014,0.0013,134808.0,0.0085,0.002,0.3278,0.0129,,,,,,,, -optim,PyG,TU_IMDB,graph,False,,,64,2,2,2,skipconcat,False,swish,0.3,max,adam,0.1,399,1.2499,0.0628,134333.0,0.0162,0.0038,0.3545,0.03,,,,,,,, -optim,PyG,TU_IMDB,graph,False,,,64,2,2,2,skipconcat,False,swish,0.3,max,sgd,0.1,399,4.9211,0.8694,134333.0,0.0139,0.0027,0.3567,0.0152,,,,,,,, -optim,PyG,TU_PROTEINS,graph,False,,,16,3,8,2,skipconcat,True,relu,0.3,mean,adam,0.001,99,0.5894,0.0213,139333.0,0.0484,0.003,0.6803,0.0131,0.753,0.0878,0.3414,0.0426,0.4646,0.0316,0.7862,0.009 -optim,PyG,TU_PROTEINS,graph,False,,,16,3,8,2,skipconcat,True,relu,0.3,mean,sgd,0.001,99,0.6225,0.028,139333.0,0.0472,0.003,0.697,0.0113,0.7286,0.0264,0.4145,0.0551,0.5257,0.0455,0.7872,0.0143 -optim,PyG,TU_PROTEINS,graph,False,,,32,2,2,3,skipconcat,False,swish,0.6,add,adam,0.01,199,1.2197,0.012,135097.0,0.0082,0.002,0.603,0.0211,0.5086,0.0146,0.9034,0.024,0.6506,0.0154,0.7783,0.0054 -optim,PyG,TU_PROTEINS,graph,False,,,32,2,2,3,skipconcat,False,swish,0.6,add,sgd,0.01,199,1.5332,0.0539,135097.0,0.008,0.0016,0.5682,0.0111,0.4856,0.0039,0.9336,0.0172,0.6388,0.0052,0.7563,0.0167 -optim,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,1,2,1,stack,True,relu,0.6,mean,adam,0.1,399,1.9718,0.8282,134625.0,0.03,0.0046,0.3718,0.0239,,,,,,,, -optim,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,1,2,1,stack,True,relu,0.6,mean,sgd,0.1,399,4.4884,1.3235,134625.0,0.0342,0.0058,0.2564,0.0363,,,,,,,, -optim,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,3,6,1,skipsum,False,swish,0.3,max,adam,0.001,399,54.9593,2.27,134277.0,0.011,0.0036,0.2628,0.0395,,,,,,,, -optim,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,3,6,1,skipsum,False,swish,0.3,max,sgd,0.001,399,90.6916,5.7025,134277.0,0.0083,0.0011,0.2628,0.0395,,,,,,,, -optim,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,3,8,3,skipsum,False,relu,0.6,add,adam,0.001,399,29.658,8.7622,135350.0,0.0082,0.0011,0.2372,0.0395,,,,,,,, -optim,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,16,3,8,3,skipsum,False,relu,0.6,add,sgd,0.001,399,1.6292,0.0127,135350.0,0.0294,0.0005,0.1346,0.0272,,,,,,,, -optim,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,32,2,4,2,skipsum,False,prelu,0.0,add,adam,0.1,399,1.206,0.5947,134834.0,0.0102,0.0005,0.4359,0.2849,,,,,,,, -optim,nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,32,2,4,2,skipsum,False,prelu,0.0,add,sgd,0.1,399,,,134834.0,0.0102,0.0007,0.2372,0.0395,,,,,,,, -optim,nx,scalefree,graph,True,node_const,graph_path_len,64,2,4,2,skipconcat,True,relu,0.0,max,adam,0.01,199,1.6311,0.0141,137499.0,0.0424,0.0016,0.1346,0.0272,,,,,,,, -optim,nx,scalefree,graph,True,node_const,graph_path_len,64,2,4,2,skipconcat,True,relu,0.0,max,sgd,0.01,199,1777.8545,409.8549,137499.0,0.0188,0.0044,0.1795,0.0327,,,,,,,, -optim,nx,scalefree,graph,True,node_onehot,graph_path_len,32,2,4,2,skipconcat,True,swish,0.3,mean,adam,0.1,99,2.5947,0.5725,137499.0,0.0196,0.0046,0.359,0.0551,,,,,,,, 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-stage,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,16,3,6,2,stack,False,prelu,0.0,mean,adam,0.01,399,1.6049,0.001,134921.0,0.011,0.0039,0.2305,0.0055,,,,,,,, -stage,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,32,2,4,1,skipconcat,True,prelu,0.6,add,sgd,0.1,399,1.0244,0.0111,135929.0,0.0103,0.0018,0.5621,0.004,,,,,,,, -stage,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,32,2,4,1,skipsum,True,prelu,0.6,add,sgd,0.1,399,1.0353,0.0099,134119.0,0.012,0.0004,0.5515,0.0057,,,,,,,, -stage,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,32,2,4,1,stack,True,prelu,0.6,add,sgd,0.1,399,1.0736,0.0073,134119.0,0.0102,0.0026,0.5323,0.0021,,,,,,,, diff --git a/run/results/design_v1_grid_round1att/agg/train.csv b/run/results/design_v1_grid_round1att/agg/train.csv deleted file mode 100644 index f822c088..00000000 --- a/run/results/design_v1_grid_round1att/agg/train.csv +++ /dev/null @@ -1,287 +0,0 @@ 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-l_t,PyG,AmazonComputers,node,True,,,generalconv,2,2,2,stack,False,swish,0.6,add,adam,0.1,199,1.871,0.0028,274830.0,0.1062,0.0134,0.3766,0.0019,,,,,,,, -l_t,PyG,AmazonComputers,node,True,,,generalconv,2,2,3,skipsum,False,prelu,0.6,add,sgd,0.001,99,2.1254,0.0033,260485.0,0.0991,0.0027,0.278,0.0042,,,,,,,, -l_t,PyG,AmazonComputers,node,True,,,generalconv,3,8,3,skipconcat,False,relu,0.0,add,sgd,0.1,399,1.8603,0.0045,158246.0,0.0947,0.0046,0.3766,0.0019,,,,,,,, -l_t,PyG,AmazonComputers,node,True,,,gmulconv,1,8,1,stack,True,swish,0.6,mean,adam,0.001,99,1.925,0.0017,233866.0,0.3042,0.005,0.3735,0.0019,,,,,,,, -l_t,PyG,AmazonComputers,node,True,,,gmulconv,2,2,2,stack,False,swish,0.6,add,adam,0.1,199,1.8712,0.0014,275194.0,0.1742,0.026,0.3765,0.0019,,,,,,,, -l_t,PyG,AmazonComputers,node,True,,,gmulconv,2,2,3,skipsum,False,prelu,0.6,add,sgd,0.001,99,2.1764,0.024,260811.0,0.1789,0.0112,0.2352,0.018,,,,,,,, -l_t,PyG,AmazonComputers,node,True,,,gmulconv,3,8,3,skipconcat,False,relu,0.0,add,sgd,0.1,399,,,158454.0,0.1641,0.0129,0.371,0.2757,,,,,,,, -l_t,PyG,AmazonPhoto,node,True,,,gaddconv,1,2,1,skipconcat,True,relu,0.0,mean,adam,0.1,399,0.0408,0.0017,293862.0,0.0764,0.0002,0.9965,0.0005,,,,,,,, -l_t,PyG,AmazonPhoto,node,True,,,gaddconv,3,2,2,skipconcat,False,swish,0.3,mean,adam,0.001,399,0.035,0.0031,207491.0,0.0441,0.0004,0.9948,0.0016,,,,,,,, -l_t,PyG,AmazonPhoto,node,True,,,gaddconv,3,4,1,skipsum,True,relu,0.0,max,adam,0.01,99,0.1682,0.0435,243587.0,0.1281,0.0068,0.9846,0.0103,,,,,,,, -l_t,PyG,AmazonPhoto,node,True,,,gaddconv,3,6,1,skipconcat,True,swish,0.3,add,sgd,0.1,199,0.5355,0.0108,196012.0,0.1067,0.0034,0.8913,0.0016,,,,,,,, -l_t,PyG,AmazonPhoto,node,True,,,generalconv,1,2,1,skipconcat,True,relu,0.0,mean,adam,0.1,399,0.0403,0.0053,293026.0,0.0446,0.0061,0.9964,0.001,,,,,,,, -l_t,PyG,AmazonPhoto,node,True,,,generalconv,3,2,2,skipconcat,False,swish,0.3,mean,adam,0.001,399,0.0408,0.0016,210610.0,0.034,0.0015,0.993,0.0008,,,,,,,, -l_t,PyG,AmazonPhoto,node,True,,,generalconv,3,4,1,skipsum,True,relu,0.0,max,adam,0.01,99,0.1176,0.001,244948.0,0.0604,0.0017,0.9965,0.0003,,,,,,,, -l_t,PyG,AmazonPhoto,node,True,,,generalconv,3,6,1,skipconcat,True,swish,0.3,add,sgd,0.1,199,0.7704,0.0193,195100.0,0.0769,0.007,0.8257,0.0074,,,,,,,, -l_t,PyG,AmazonPhoto,node,True,,,gmulconv,1,2,1,skipconcat,True,relu,0.0,mean,adam,0.1,399,0.0372,0.0046,293444.0,0.0767,0.0065,0.9971,0.0006,,,,,,,, -l_t,PyG,AmazonPhoto,node,True,,,gmulconv,3,2,2,skipconcat,False,swish,0.3,mean,adam,0.001,399,0.036,0.0027,210806.0,0.0533,0.0029,0.9945,0.0003,,,,,,,, -l_t,PyG,AmazonPhoto,node,True,,,gmulconv,3,4,1,skipsum,True,relu,0.0,max,adam,0.01,99,0.4318,0.0349,245540.0,0.107,0.0024,0.9015,0.015,,,,,,,, -l_t,PyG,AmazonPhoto,node,True,,,gmulconv,3,6,1,skipconcat,True,swish,0.3,add,sgd,0.1,199,0.8756,0.1239,195556.0,0.0888,0.0007,0.7918,0.0746,,,,,,,, -l_t,PyG,CiteSeer,node,True,,,gaddconv,1,2,2,stack,True,relu,0.0,mean,sgd,0.1,399,0.058,0.0035,908738.0,0.0862,0.0043,0.9703,0.0017,,,,,,,, -l_t,PyG,CiteSeer,node,True,,,gaddconv,1,8,1,stack,False,swish,0.3,max,adam,0.1,99,1.664,0.1179,609030.0,0.1073,0.0134,0.2731,0.078,,,,,,,, -l_t,PyG,CiteSeer,node,True,,,generalconv,1,2,2,stack,True,relu,0.0,mean,sgd,0.1,399,0.058,0.0035,907902.0,0.0845,0.0044,0.9702,0.0018,,,,,,,, -l_t,PyG,CiteSeer,node,True,,,generalconv,1,8,1,stack,False,swish,0.3,max,adam,0.1,99,1.5599,0.1034,612756.0,0.0853,0.007,0.351,0.0482,,,,,,,, -l_t,PyG,CiteSeer,node,True,,,gmulconv,1,2,2,stack,True,relu,0.0,mean,sgd,0.1,399,0.0567,0.0028,908320.0,0.0824,0.0067,0.9716,0.0018,,,,,,,, -l_t,PyG,CiteSeer,node,True,,,gmulconv,1,8,1,stack,False,swish,0.3,max,adam,0.1,99,1.7369,0.0075,608006.0,0.0933,0.0042,0.2244,0.0073,,,,,,,, -l_t,PyG,CoauthorCS,node,True,,,gaddconv,2,2,3,skipsum,True,swish,0.6,add,sgd,0.01,399,1.1787,0.0539,1238667.0,0.6879,0.0449,0.6357,0.02,,,,,,,, -l_t,PyG,CoauthorCS,node,True,,,gaddconv,2,4,2,stack,False,relu,0.3,add,adam,0.1,399,2.3376,0.1018,1143019.0,0.6819,0.0123,0.2401,0.0211,,,,,,,, -l_t,PyG,CoauthorCS,node,True,,,generalconv,2,2,3,skipsum,True,swish,0.6,add,sgd,0.01,399,1.0657,0.0187,1238019.0,0.6321,0.0389,0.6802,0.0031,,,,,,,, -l_t,PyG,CoauthorCS,node,True,,,generalconv,2,4,2,stack,False,relu,0.3,add,adam,0.1,399,2.4089,0.0013,1150444.0,0.6348,0.0204,0.2249,0.0003,,,,,,,, -l_t,PyG,CoauthorCS,node,True,,,gmulconv,2,2,3,skipsum,True,swish,0.6,add,sgd,0.01,399,1.5256,0.026,1238343.0,0.6806,0.0159,0.5194,0.0127,,,,,,,, -l_t,PyG,CoauthorCS,node,True,,,gmulconv,2,4,2,stack,False,relu,0.3,add,adam,0.1,399,2.2632,0.1043,1142427.0,0.6707,0.0321,0.2555,0.0276,,,,,,,, -l_t,PyG,CoauthorPhysics,node,True,,,gaddconv,1,8,2,stack,True,relu,0.6,mean,sgd,0.001,99,2.0977,0.0117,1144325.0,1.6201,0.0288,0.3667,0.0044,,,,,,,, -l_t,PyG,CoauthorPhysics,node,True,,,gaddconv,2,8,2,skipconcat,True,relu,0.3,add,sgd,0.1,99,0.1318,0.0032,425889.0,1.6012,0.0221,0.9578,0.0007,,,,,,,, -l_t,PyG,CoauthorPhysics,node,True,,,gaddconv,3,4,3,skipconcat,False,prelu,0.6,mean,sgd,0.01,199,1.2677,0.0266,534819.0,1.4971,0.0326,0.5083,0.0013,,,,,,,, -l_t,PyG,CoauthorPhysics,node,True,,,generalconv,1,8,2,stack,True,relu,0.6,mean,sgd,0.001,99,1.2181,0.0365,1153014.0,1.5187,0.0228,0.6013,0.0147,,,,,,,, -l_t,PyG,CoauthorPhysics,node,True,,,generalconv,2,8,2,skipconcat,True,relu,0.3,add,sgd,0.1,99,0.1276,0.0027,425345.0,1.5548,0.0446,0.9595,0.0011,,,,,,,, -l_t,PyG,CoauthorPhysics,node,True,,,generalconv,3,4,3,skipconcat,False,prelu,0.6,mean,sgd,0.01,199,0.5276,0.1463,534443.0,1.3713,0.0294,0.8099,0.0705,,,,,,,, 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-l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,gmulconv,2,4,1,skipsum,False,relu,0.0,mean,sgd,0.001,99,1.6042,0.0057,133796.0,0.0505,0.0003,0.2021,0.029,,,,,,,, -l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,gmulconv,2,6,3,skipconcat,False,swish,0.3,mean,sgd,0.1,99,1.5563,0.0403,141241.0,0.0559,0.006,0.3006,0.0346,,,,,,,, -l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,gmulconv,3,4,3,skipconcat,False,relu,0.3,mean,sgd,0.01,399,1.5996,0.001,139642.0,0.0454,0.0038,0.2454,0.0028,,,,,,,, -l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,gmulconv,3,6,3,stack,False,relu,0.6,add,sgd,0.001,99,1.6624,0.0043,133727.0,0.0603,0.009,0.201,0.0026,,,,,,,, diff --git a/run/results/design_v1_grid_round1att/agg/train_best.csv b/run/results/design_v1_grid_round1att/agg/train_best.csv deleted file mode 100644 index 78e1ad13..00000000 --- a/run/results/design_v1_grid_round1att/agg/train_best.csv +++ /dev/null @@ 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-l_t,nx,smallworld,node,True,node_onehot,node_pagerank,gmulconv,3,8,1,skipconcat,False,relu,0.0,add,adam,0.001,99,1.5952,0.0093,136708.0,0.0781,0.0116,0.2493,0.0173,,,,,,,, -l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,gaddconv,1,8,2,skipsum,False,swish,0.6,add,adam,0.1,0,1.7097,0.1329,134645.0,0.0852,0.0007,0.2185,0.0058,,,,,,,, -l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,gaddconv,2,2,2,skipconcat,False,relu,0.0,mean,adam,0.001,79,1.2074,0.0062,136355.0,0.0331,0.0008,0.4654,0.0034,,,,,,,, -l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,gaddconv,2,4,1,skipsum,False,relu,0.0,mean,sgd,0.001,79,1.6146,0.0108,134440.0,0.0646,0.0018,0.2238,0.0117,,,,,,,, -l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,gaddconv,2,6,3,skipconcat,False,swish,0.3,mean,sgd,0.1,99,1.4964,0.0669,141445.0,0.0563,0.0134,0.3392,0.0476,,,,,,,, -l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,gaddconv,3,4,3,skipconcat,False,relu,0.3,mean,sgd,0.01,359,1.5999,0.0014,139830.0,0.0431,0.0007,0.2465,0.0052,,,,,,,, -l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,gaddconv,3,6,3,stack,False,relu,0.6,add,sgd,0.001,59,1.6941,0.0325,134411.0,0.0875,0.0347,0.2,0.0059,,,,,,,, -l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,generalconv,1,8,2,skipsum,False,swish,0.6,add,adam,0.1,99,1.5926,0.0212,134920.0,0.0341,0.0022,0.2624,0.0271,,,,,,,, -l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,generalconv,2,2,2,skipconcat,False,relu,0.0,mean,adam,0.001,99,1.1106,0.01,135951.0,0.0246,0.0021,0.5189,0.0042,,,,,,,, -l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,generalconv,2,4,1,skipsum,False,relu,0.0,mean,sgd,0.001,0,1.6086,0.0031,134789.0,0.0308,0.0025,0.2332,0.0013,,,,,,,, -l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,generalconv,2,6,3,skipconcat,False,swish,0.3,mean,sgd,0.1,39,1.5402,0.0893,141037.0,0.03,0.0011,0.2877,0.0695,,,,,,,, -l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,generalconv,3,4,3,skipconcat,False,relu,0.3,mean,sgd,0.01,19,1.6084,0.0033,139454.0,0.0306,0.0036,0.2271,0.0075,,,,,,,, -l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,generalconv,3,6,3,stack,False,relu,0.6,add,sgd,0.001,0,1.6781,0.0031,135360.0,0.0306,0.0016,0.2043,0.0045,,,,,,,, -l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,gmulconv,1,8,2,skipsum,False,swish,0.6,add,adam,0.1,19,1.7445,0.1745,133685.0,0.0884,0.0174,0.2041,0.0101,,,,,,,, -l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,gmulconv,2,2,2,skipconcat,False,relu,0.0,mean,adam,0.001,99,1.2225,0.0037,136153.0,0.0337,0.0012,0.4607,0.0019,,,,,,,, -l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,gmulconv,2,4,1,skipsum,False,relu,0.0,mean,sgd,0.001,0,1.6162,0.0171,133796.0,0.0499,0.001,0.2116,0.0243,,,,,,,, -l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,gmulconv,2,6,3,skipconcat,False,swish,0.3,mean,sgd,0.1,79,1.5609,0.044,141241.0,0.0574,0.0066,0.2938,0.04,,,,,,,, -l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,gmulconv,3,4,3,skipconcat,False,relu,0.3,mean,sgd,0.01,279,1.5997,0.0015,139642.0,0.0408,0.0017,0.2447,0.006,,,,,,,, -l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,gmulconv,3,6,3,stack,False,relu,0.6,add,sgd,0.001,39,1.6661,0.0086,133727.0,0.0685,0.0088,0.2014,0.003,,,,,,,, diff --git a/run/results/design_v1_grid_round1att/agg/val.csv b/run/results/design_v1_grid_round1att/agg/val.csv deleted file mode 100644 index bbc90441..00000000 --- a/run/results/design_v1_grid_round1att/agg/val.csv +++ /dev/null @@ -1,287 +0,0 @@ -sample,format,dataset,task,trans,feature,label,l_t,l_pre,l_mp,l_post,stage,bn,act,drop,agg,optim,lr,epoch,loss,loss_std,params,time_iter,time_iter_std,accuracy,accuracy_std,precision,precision_std,recall,recall_std,f1,f1_std,auc,auc_std -l_t,PyG,AmazonComputers,node,True,,,gaddconv,1,8,1,stack,True,swish,0.6,mean,adam,0.001,99,1.9107,0.0047,232039.0,0.2057,0.0093,0.3684,0.0076,,,,,,,, -l_t,PyG,AmazonComputers,node,True,,,gaddconv,2,2,2,stack,False,swish,0.6,add,adam,0.1,199,2.0102,0.066,275558.0,0.1116,0.0038,0.3692,0.0075,,,,,,,, -l_t,PyG,AmazonComputers,node,True,,,gaddconv,2,2,3,skipsum,False,prelu,0.6,add,sgd,0.001,99,2.0462,0.0497,258725.0,0.1287,0.0037,0.3692,0.0075,,,,,,,, -l_t,PyG,AmazonComputers,node,True,,,gaddconv,3,8,3,skipconcat,False,relu,0.0,add,sgd,0.1,399,1.2858,0.6872,158662.0,0.1276,0.026,0.5729,0.2424,,,,,,,, -l_t,PyG,AmazonComputers,node,True,,,generalconv,1,8,1,stack,True,swish,0.6,mean,adam,0.001,99,1.2882,0.0202,232842.0,0.0943,0.0082,0.685,0.0143,,,,,,,, -l_t,PyG,AmazonComputers,node,True,,,generalconv,2,2,2,stack,False,swish,0.6,add,adam,0.1,199,2.0783,0.0373,274830.0,0.0934,0.0043,0.3692,0.0075,,,,,,,, -l_t,PyG,AmazonComputers,node,True,,,generalconv,2,2,3,skipsum,False,prelu,0.6,add,sgd,0.001,99,2.0331,0.0147,260485.0,0.1085,0.0398,0.3691,0.0076,,,,,,,, -l_t,PyG,AmazonComputers,node,True,,,generalconv,3,8,3,skipconcat,False,relu,0.0,add,sgd,0.1,399,1.8845,0.006,158246.0,0.0981,0.0189,0.3692,0.0075,,,,,,,, -l_t,PyG,AmazonComputers,node,True,,,gmulconv,1,8,1,stack,True,swish,0.6,mean,adam,0.001,99,1.9032,0.0105,233866.0,0.141,0.0092,0.3684,0.0073,,,,,,,, -l_t,PyG,AmazonComputers,node,True,,,gmulconv,2,2,2,stack,False,swish,0.6,add,adam,0.1,199,2.1802,0.0627,275194.0,0.1053,0.0014,0.3692,0.0075,,,,,,,, -l_t,PyG,AmazonComputers,node,True,,,gmulconv,2,2,3,skipsum,False,prelu,0.6,add,sgd,0.001,99,2.0913,0.0169,260811.0,0.1003,0.0063,0.3686,0.0073,,,,,,,, -l_t,PyG,AmazonComputers,node,True,,,gmulconv,3,8,3,skipconcat,False,relu,0.0,add,sgd,0.1,399,,,158454.0,0.086,0.0026,0.3648,0.2664,,,,,,,, -l_t,PyG,AmazonPhoto,node,True,,,gaddconv,1,2,1,skipconcat,True,relu,0.0,mean,adam,0.1,399,0.2677,0.031,293862.0,0.0418,0.0025,0.9334,0.0089,,,,,,,, -l_t,PyG,AmazonPhoto,node,True,,,gaddconv,3,2,2,skipconcat,False,swish,0.3,mean,adam,0.001,399,0.2782,0.014,207491.0,0.0306,0.0005,0.9319,0.0045,,,,,,,, -l_t,PyG,AmazonPhoto,node,True,,,gaddconv,3,4,1,skipsum,True,relu,0.0,max,adam,0.01,99,0.279,0.0129,243587.0,0.0625,0.0032,0.9419,0.0014,,,,,,,, -l_t,PyG,AmazonPhoto,node,True,,,gaddconv,3,6,1,skipconcat,True,swish,0.3,add,sgd,0.1,199,0.6383,0.0932,196012.0,0.0493,0.0019,0.8056,0.0539,,,,,,,, -l_t,PyG,AmazonPhoto,node,True,,,generalconv,1,2,1,skipconcat,True,relu,0.0,mean,adam,0.1,399,0.1951,0.0095,293026.0,0.0267,0.0036,0.9484,0.0024,,,,,,,, -l_t,PyG,AmazonPhoto,node,True,,,generalconv,3,2,2,skipconcat,False,swish,0.3,mean,adam,0.001,399,0.1779,0.0163,210610.0,0.0253,0.0018,0.9551,0.0052,,,,,,,, -l_t,PyG,AmazonPhoto,node,True,,,generalconv,3,4,1,skipsum,True,relu,0.0,max,adam,0.01,99,0.2492,0.0184,244948.0,0.0379,0.0015,0.9464,0.006,,,,,,,, -l_t,PyG,AmazonPhoto,node,True,,,generalconv,3,6,1,skipconcat,True,swish,0.3,add,sgd,0.1,199,1.3697,0.0445,195100.0,0.0432,0.002,0.5199,0.0118,,,,,,,, -l_t,PyG,AmazonPhoto,node,True,,,gmulconv,1,2,1,skipconcat,True,relu,0.0,mean,adam,0.1,399,0.2557,0.0125,293444.0,0.0364,0.001,0.9343,0.0055,,,,,,,, -l_t,PyG,AmazonPhoto,node,True,,,gmulconv,3,2,2,skipconcat,False,swish,0.3,mean,adam,0.001,399,0.2612,0.0072,210806.0,0.033,0.0019,0.9382,0.002,,,,,,,, -l_t,PyG,AmazonPhoto,node,True,,,gmulconv,3,4,1,skipsum,True,relu,0.0,max,adam,0.01,99,0.4777,0.0471,245540.0,0.0537,0.0015,0.8855,0.0182,,,,,,,, -l_t,PyG,AmazonPhoto,node,True,,,gmulconv,3,6,1,skipconcat,True,swish,0.3,add,sgd,0.1,199,2.2438,0.277,195556.0,0.0396,0.0004,0.3192,0.0888,,,,,,,, -l_t,PyG,CiteSeer,node,True,,,gaddconv,1,2,2,stack,True,relu,0.0,mean,sgd,0.1,399,1.8528,0.139,908738.0,0.0731,0.0038,0.6847,0.0056,,,,,,,, -l_t,PyG,CiteSeer,node,True,,,gaddconv,1,8,1,stack,False,swish,0.3,max,adam,0.1,99,1.6928,0.0775,609030.0,0.0802,0.0047,0.2107,0.0252,,,,,,,, -l_t,PyG,CiteSeer,node,True,,,generalconv,1,2,2,stack,True,relu,0.0,mean,sgd,0.1,399,1.6028,0.0962,907902.0,0.069,0.0033,0.7017,0.015,,,,,,,, -l_t,PyG,CiteSeer,node,True,,,generalconv,1,8,1,stack,False,swish,0.3,max,adam,0.1,99,1.5997,0.0908,612756.0,0.0736,0.0012,0.3143,0.0403,,,,,,,, -l_t,PyG,CiteSeer,node,True,,,gmulconv,1,2,2,stack,True,relu,0.0,mean,sgd,0.1,399,1.7561,0.1186,908320.0,0.0751,0.0015,0.6937,0.0244,,,,,,,, -l_t,PyG,CiteSeer,node,True,,,gmulconv,1,8,1,stack,False,swish,0.3,max,adam,0.1,99,1.7563,0.006,608006.0,0.0747,0.0087,0.1897,0.0141,,,,,,,, -l_t,PyG,CoauthorCS,node,True,,,gaddconv,2,2,3,skipsum,True,swish,0.6,add,sgd,0.01,399,0.9928,0.0969,1238667.0,0.6223,0.006,0.6836,0.0497,,,,,,,, -l_t,PyG,CoauthorCS,node,True,,,gaddconv,2,4,2,stack,False,relu,0.3,add,adam,0.1,399,2.3184,0.1236,1143019.0,0.6429,0.038,0.2454,0.0255,,,,,,,, -l_t,PyG,CoauthorCS,node,True,,,generalconv,2,2,3,skipsum,True,swish,0.6,add,sgd,0.01,399,0.6803,0.0402,1238019.0,0.586,0.0322,0.8042,0.009,,,,,,,, -l_t,PyG,CoauthorCS,node,True,,,generalconv,2,4,2,stack,False,relu,0.3,add,adam,0.1,399,2.4065,0.0025,1150444.0,0.6261,0.0024,0.2283,0.0014,,,,,,,, -l_t,PyG,CoauthorCS,node,True,,,gmulconv,2,2,3,skipsum,True,swish,0.6,add,sgd,0.01,399,1.4312,0.0205,1238343.0,0.6151,0.0087,0.5682,0.0136,,,,,,,, -l_t,PyG,CoauthorCS,node,True,,,gmulconv,2,4,2,stack,False,relu,0.3,add,adam,0.1,399,2.2335,0.1241,1142427.0,0.6402,0.0589,0.2603,0.0266,,,,,,,, -l_t,PyG,CoauthorPhysics,node,True,,,gaddconv,1,8,2,stack,True,relu,0.6,mean,sgd,0.001,99,1.3614,0.031,1144325.0,1.4012,0.032,0.4954,0.0049,,,,,,,, -l_t,PyG,CoauthorPhysics,node,True,,,gaddconv,2,8,2,skipconcat,True,relu,0.3,add,sgd,0.1,99,0.1419,0.0043,425889.0,1.4879,0.101,0.9591,0.0007,,,,,,,, -l_t,PyG,CoauthorPhysics,node,True,,,gaddconv,3,4,3,skipconcat,False,prelu,0.6,mean,sgd,0.01,199,1.1054,0.0161,534819.0,1.4593,0.0488,0.5035,0.0012,,,,,,,, -l_t,PyG,CoauthorPhysics,node,True,,,generalconv,1,8,2,stack,True,relu,0.6,mean,sgd,0.001,99,0.5075,0.0494,1153014.0,1.5017,0.0839,0.8568,0.017,,,,,,,, -l_t,PyG,CoauthorPhysics,node,True,,,generalconv,2,8,2,skipconcat,True,relu,0.3,add,sgd,0.1,99,0.1309,0.0008,425345.0,1.4729,0.0848,0.9612,0.0005,,,,,,,, -l_t,PyG,CoauthorPhysics,node,True,,,generalconv,3,4,3,skipconcat,False,prelu,0.6,mean,sgd,0.01,199,0.3902,0.1453,534443.0,1.3763,0.0469,0.8802,0.0648,,,,,,,, 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-l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,gmulconv,2,4,1,skipsum,False,relu,0.0,mean,sgd,0.001,0,1.6184,0.0182,133796.0,0.029,0.0016,0.2017,0.0263,,,,,,,, -l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,gmulconv,2,6,3,skipconcat,False,swish,0.3,mean,sgd,0.1,79,1.5684,0.026,141241.0,0.0699,0.0562,0.3093,0.0243,,,,,,,, -l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,gmulconv,3,4,3,skipconcat,False,relu,0.3,mean,sgd,0.01,279,1.5914,0.0031,139642.0,0.027,0.0013,0.2518,0.0088,,,,,,,, -l_t,nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,gmulconv,3,6,3,stack,False,relu,0.6,add,sgd,0.001,39,1.6136,0.0077,133727.0,0.0307,0.0042,0.2305,0.0055,,,,,,,, diff --git a/run/results/design_v2_grid_round2/agg/train.csv b/run/results/design_v2_grid_round2/agg/train.csv deleted file mode 100644 index 30a063ed..00000000 --- a/run/results/design_v2_grid_round2/agg/train.csv +++ /dev/null @@ -1,3073 +0,0 @@ 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-PyG,TU_PROTEINS,graph,False,,,2,8,2,skipconcat,add,399,0.3553,0.0375,138110.0,0.0243,0.0016,0.8402,0.0204,0.8114,0.0236,0.7759,0.0301,0.7933,0.0269,0.9169,0.0203 -PyG,TU_PROTEINS,graph,False,,,2,8,2,skipconcat,max,399,0.4487,0.0168,138110.0,0.0285,0.0006,0.7973,0.0116,0.7551,0.0209,0.7222,0.0083,0.7382,0.0136,0.8647,0.0105 -PyG,TU_PROTEINS,graph,False,,,2,8,2,skipconcat,mean,399,0.4803,0.0069,138110.0,0.0265,0.0011,0.7629,0.0014,0.712,0.0038,0.6724,0.0014,0.6916,0.0024,0.8406,0.0051 -PyG,TU_PROTEINS,graph,False,,,2,8,2,skipsum,add,399,0.1367,0.0139,135242.0,0.0292,0.0033,0.9523,0.0032,0.9333,0.0145,0.9473,0.008,0.9402,0.0035,0.9907,0.0016 -PyG,TU_PROTEINS,graph,False,,,2,8,2,skipsum,max,399,0.1781,0.0228,135242.0,0.0655,0.0018,0.9311,0.0109,0.9108,0.0194,0.9157,0.0114,0.9132,0.013,0.9811,0.0042 -PyG,TU_PROTEINS,graph,False,,,2,8,2,skipsum,mean,399,0.3958,0.0133,135242.0,0.0247,0.0016,0.8223,0.0088,0.7866,0.0051,0.7557,0.0258,0.7707,0.0144,0.8975,0.0084 -PyG,TU_PROTEINS,graph,False,,,2,8,3,skipconcat,add,399,0.3819,0.0162,136294.0,0.0258,0.0007,0.8201,0.0121,0.7881,0.0122,0.7452,0.0254,0.7659,0.018,0.9023,0.0093 -PyG,TU_PROTEINS,graph,False,,,2,8,3,skipconcat,max,399,0.4466,0.0139,136294.0,0.0293,0.0025,0.7932,0.0116,0.7514,0.0062,0.7127,0.0339,0.7312,0.0201,0.8636,0.0094 -PyG,TU_PROTEINS,graph,False,,,2,8,3,skipconcat,mean,399,0.4597,0.0212,136294.0,0.0292,0.0011,0.7822,0.0132,0.7449,0.0186,0.6838,0.0292,0.7127,0.0193,0.8544,0.0151 -PyG,TU_PROTEINS,graph,False,,,2,8,3,skipsum,add,399,0.2271,0.0475,133745.0,0.0319,0.0015,0.9065,0.0247,0.8816,0.0344,0.8821,0.0328,0.8817,0.0317,0.9668,0.0131 -PyG,TU_PROTEINS,graph,False,,,2,8,3,skipsum,max,399,0.2413,0.0085,133745.0,0.0279,0.0035,0.8939,0.0056,0.8605,0.0098,0.8735,0.009,0.8669,0.0073,0.9635,0.0022 -PyG,TU_PROTEINS,graph,False,,,2,8,3,skipsum,mean,399,0.3998,0.0196,133745.0,0.0295,0.0039,0.8186,0.0166,0.7788,0.0187,0.7558,0.0239,0.7671,0.0213,0.8937,0.0112 -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,2,2,skipconcat,add,399,0.0425,0.0055,136296.0,0.0171,0.0026,0.9869,0.0023,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,2,2,skipconcat,max,399,0.0025,0.0003,136296.0,0.0169,0.0002,1.0,0.0,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,2,2,skipconcat,mean,399,0.0131,0.0056,136296.0,0.0205,0.0028,0.9967,0.0046,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,2,2,skipsum,add,399,0.0236,0.0085,134790.0,0.041,0.0001,0.9967,0.0046,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,2,2,skipsum,max,399,0.0058,0.0053,134790.0,0.0415,0.0033,0.9984,0.0023,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,2,2,skipsum,mean,399,0.0125,0.01,134790.0,0.0209,0.0041,0.9967,0.0046,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,2,3,skipconcat,add,399,0.0325,0.0119,134543.0,0.0478,0.004,0.9951,0.004,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,2,3,skipconcat,max,399,0.0054,0.0021,134543.0,0.0191,0.0024,1.0,0.0,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,2,3,skipconcat,mean,399,0.0132,0.0063,134543.0,0.0209,0.0038,1.0,0.0,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,2,3,skipsum,add,399,0.019,0.0083,134286.0,0.0204,0.0027,0.9951,0.0069,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,2,3,skipsum,max,399,0.0038,0.0005,134286.0,0.0419,0.0007,1.0,0.0,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,2,3,skipsum,mean,399,0.0089,0.0028,134286.0,0.0443,0.0041,1.0,0.0,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,4,2,skipconcat,add,399,0.0382,0.0137,138018.0,0.0167,0.0008,0.9967,0.0046,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,4,2,skipconcat,max,399,0.0038,0.0018,138018.0,0.0178,0.0015,1.0,0.0,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,4,2,skipconcat,mean,399,0.0222,0.0171,138018.0,0.0187,0.0006,0.9967,0.0046,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,4,2,skipsum,add,399,0.0168,0.0062,134119.0,0.0202,0.0032,1.0,0.0,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,4,2,skipsum,max,399,0.0021,0.0011,134119.0,0.0487,0.003,1.0,0.0,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,4,2,skipsum,mean,399,0.0091,0.0012,134119.0,0.0185,0.0027,1.0,0.0,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,4,3,skipconcat,add,399,0.0343,0.0076,135648.0,0.0191,0.0019,0.9902,0.004,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,4,3,skipconcat,max,399,0.0131,0.0121,135648.0,0.0213,0.0029,0.9967,0.0046,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,4,3,skipconcat,mean,399,0.0179,0.0106,135648.0,0.0643,0.0023,0.9951,0.004,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,4,3,skipsum,add,399,0.0528,0.0194,134070.0,0.019,0.001,0.9788,0.0083,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,4,3,skipsum,max,399,0.0043,0.0024,134070.0,0.0212,0.0019,1.0,0.0,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,4,3,skipsum,mean,399,0.0341,0.0145,134070.0,0.0546,0.0026,0.9886,0.0046,,,,,,,, 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-nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,4,3,skipconcat,max,399,0.0225,0.0097,137951.0,0.0252,0.0027,0.9965,0.0025,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,4,3,skipconcat,mean,399,0.1498,0.0419,137951.0,0.0762,0.0037,0.9581,0.0135,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,4,3,skipsum,add,399,0.1189,0.0056,133830.0,0.0582,0.002,0.9522,0.0032,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,4,3,skipsum,max,399,0.0127,0.0011,133830.0,0.0671,0.0023,0.9976,0.0005,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,4,3,skipsum,mean,399,0.0729,0.0101,133830.0,0.0278,0.0013,0.9851,0.003,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,6,2,skipconcat,add,399,0.1395,0.0056,134553.0,0.0768,0.001,0.9462,0.0022,,,,,,,, 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-nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,6,3,skipconcat,max,399,0.0226,0.0062,141786.0,0.0258,0.0025,0.9953,0.0016,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,6,3,skipconcat,mean,399,0.1222,0.0079,141786.0,0.0314,0.0032,0.9659,0.0023,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,6,3,skipsum,add,399,0.0925,0.007,133926.0,0.024,0.0012,0.9628,0.0037,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,6,3,skipsum,max,399,0.0065,0.0023,133926.0,0.0743,0.004,0.9988,0.0007,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,6,3,skipsum,mean,399,0.0577,0.0071,133926.0,0.0319,0.0032,0.9895,0.0024,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,8,2,skipconcat,add,399,0.1339,0.0063,139610.0,0.0297,0.0035,0.9489,0.0025,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,8,2,skipconcat,max,399,0.0329,0.0089,139610.0,0.0997,0.0067,0.9947,0.0026,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,8,2,skipconcat,mean,399,0.3003,0.0301,139610.0,0.0352,0.0007,0.9065,0.0129,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,8,2,skipsum,add,399,0.1035,0.0034,134298.0,0.0282,0.0008,0.9606,0.0018,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,8,2,skipsum,max,399,0.0025,0.0005,134298.0,0.0304,0.0039,0.9998,0.0,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,8,2,skipsum,mean,399,0.0809,0.0105,134298.0,0.0409,0.0064,0.9836,0.0035,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,8,3,skipconcat,add,399,0.106,0.0007,137442.0,0.0384,0.009,0.9567,0.0004,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,8,3,skipconcat,max,399,0.0209,0.0033,137442.0,0.0324,0.002,0.9955,0.0016,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,8,3,skipconcat,mean,399,0.112,0.0162,137442.0,0.0352,0.0046,0.9698,0.0072,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,8,3,skipsum,add,399,0.0895,0.0011,135057.0,0.0307,0.0026,0.9647,0.0011,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,8,3,skipsum,max,399,0.0022,0.0006,135057.0,0.088,0.009,0.9997,0.0001,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,8,3,skipsum,mean,399,0.0576,0.0135,135057.0,0.0323,0.0019,0.9901,0.0045,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,2,2,skipconcat,add,399,1.1973,0.0093,136296.0,0.0225,0.0033,0.4786,0.0063,,,,,,,, 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-nx,smallworld,node,True,node_const,node_clustering_coefficient,1,2,3,skipconcat,max,399,1.6048,0.0003,134543.0,0.0569,0.0009,0.233,0.0015,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,2,3,skipconcat,mean,399,1.5884,0.0072,134543.0,0.0189,0.0033,0.2557,0.022,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,2,3,skipsum,add,399,1.1576,0.0187,134286.0,0.0189,0.0008,0.4952,0.0091,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,2,3,skipsum,max,399,1.6048,0.0003,134286.0,0.05,0.003,0.233,0.0015,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,2,3,skipsum,mean,399,1.5947,0.0033,134286.0,0.0522,0.0031,0.2176,0.0127,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,4,2,skipconcat,add,399,0.9681,0.0197,138018.0,0.0189,0.0016,0.5817,0.0096,,,,,,,, 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-nx,smallworld,node,True,node_const,node_clustering_coefficient,1,4,3,skipconcat,max,399,1.6048,0.0003,135648.0,0.0266,0.0032,0.233,0.0015,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,4,3,skipconcat,mean,399,1.5502,0.0081,135648.0,0.0279,0.0054,0.2867,0.0134,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,4,3,skipsum,add,399,0.9032,0.0077,134070.0,0.0266,0.0022,0.6162,0.0043,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,4,3,skipsum,max,399,1.6048,0.0003,134070.0,0.0586,0.0026,0.233,0.0015,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,4,3,skipsum,mean,399,1.5762,0.0107,134070.0,0.0242,0.0018,0.2811,0.0138,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,6,2,skipconcat,add,399,0.9323,0.042,138782.0,0.0241,0.0016,0.597,0.0227,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,6,2,skipconcat,max,399,1.6048,0.0003,138782.0,0.0239,0.0008,0.233,0.0015,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,6,2,skipconcat,mean,399,1.5534,0.0145,138782.0,0.0325,0.0038,0.2936,0.0091,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,6,2,skipsum,add,399,0.8799,0.0065,133830.0,0.0343,0.0015,0.6208,0.0038,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,6,2,skipsum,max,399,1.6048,0.0003,133830.0,0.0329,0.004,0.233,0.0015,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,6,2,skipsum,mean,399,1.5928,0.0091,133830.0,0.0335,0.0013,0.2543,0.0187,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,6,3,skipconcat,add,399,0.8894,0.0306,140562.0,0.0812,0.0052,0.6188,0.0157,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,6,3,skipconcat,max,399,1.6048,0.0003,140562.0,0.0329,0.0067,0.233,0.0015,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,6,3,skipconcat,mean,399,1.5605,0.0033,140562.0,0.0254,0.0004,0.2795,0.0097,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,6,3,skipsum,add,399,0.8573,0.0184,135430.0,0.0251,0.0017,0.6359,0.0097,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,6,3,skipsum,max,399,1.6048,0.0003,135430.0,0.0281,0.0034,0.233,0.0015,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,6,3,skipsum,mean,399,1.574,0.013,135430.0,0.0297,0.0048,0.2841,0.0032,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,8,2,skipconcat,add,399,0.9291,0.0328,138386.0,0.094,0.0055,0.599,0.014,,,,,,,, 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-PyG,TU_COX2,graph,False,,,1,2,2,skipsum,mean,399,0.8753,0.0815,140241.0,0.0069,0.0006,0.7872,0.0087,0.5429,0.0458,0.4698,0.0693,0.4975,0.029,0.7809,0.0041 -PyG,TU_COX2,graph,False,,,1,2,3,skipconcat,add,399,1.253,0.0429,138882.0,0.0078,0.0006,0.7766,0.0313,0.5215,0.1219,0.4045,0.0386,0.453,0.0699,0.7265,0.0054 -PyG,TU_COX2,graph,False,,,1,2,3,skipconcat,max,399,1.0835,0.0812,138882.0,0.0084,0.0007,0.7695,0.01,0.5053,0.052,0.4588,0.1052,0.4682,0.0323,0.7502,0.0381 -PyG,TU_COX2,graph,False,,,1,2,3,skipconcat,mean,399,1.081,0.0115,138882.0,0.0081,0.0022,0.773,0.0133,0.5073,0.0633,0.3921,0.0335,0.4388,0.0263,0.7531,0.02 -PyG,TU_COX2,graph,False,,,1,2,3,skipsum,add,399,1.2834,0.1142,139372.0,0.0076,0.0017,0.7802,0.0133,0.5355,0.093,0.3945,0.1128,0.4405,0.0658,0.7247,0.0266 -PyG,TU_COX2,graph,False,,,1,2,3,skipsum,max,399,1.222,0.0605,139372.0,0.0268,0.0022,0.7447,0.0174,0.4336,0.0495,0.3618,0.0414,0.3902,0.0225,0.7293,0.0202 -PyG,TU_COX2,graph,False,,,1,2,3,skipsum,mean,399,1.0623,0.1181,139372.0,0.0066,0.0002,0.7766,0.0301,0.5228,0.1035,0.4211,0.0152,0.4632,0.0527,0.7595,0.0178 -PyG,TU_COX2,graph,False,,,1,4,2,skipconcat,add,399,1.1733,0.1495,138262.0,0.0071,0.0003,0.7801,0.005,0.5382,0.07,0.4435,0.1029,0.4704,0.0426,0.7584,0.0308 -PyG,TU_COX2,graph,False,,,1,4,2,skipconcat,max,399,1.2033,0.2241,138262.0,0.0072,0.0002,0.7659,0.015,0.4853,0.0923,0.3278,0.0298,0.3886,0.0421,0.7105,0.0419 -PyG,TU_COX2,graph,False,,,1,4,2,skipconcat,mean,399,1.1238,0.1154,138262.0,0.0079,0.0005,0.7908,0.005,0.5519,0.0409,0.4558,0.0467,0.4955,0.0163,0.7566,0.0397 -PyG,TU_COX2,graph,False,,,1,4,2,skipsum,add,399,1.041,0.1252,138998.0,0.0067,0.0001,0.7872,0.026,0.5462,0.081,0.4848,0.0108,0.5098,0.0323,0.7634,0.027 -PyG,TU_COX2,graph,False,,,1,4,2,skipsum,max,399,1.2033,0.1355,138998.0,0.0067,0.0002,0.766,0.0174,0.4817,0.0513,0.4104,0.0989,0.4378,0.0645,0.7276,0.033 -PyG,TU_COX2,graph,False,,,1,4,2,skipsum,mean,399,1.0171,0.0998,138998.0,0.0282,0.0021,0.7766,0.026,0.5136,0.0913,0.4509,0.0574,0.4775,0.0664,0.7643,0.0234 -PyG,TU_COX2,graph,False,,,1,4,3,skipconcat,add,399,1.2049,0.1551,135832.0,0.04,0.0016,0.7979,0.0313,0.5717,0.1169,0.466,0.0502,0.5122,0.0781,0.7412,0.0357 -PyG,TU_COX2,graph,False,,,1,4,3,skipconcat,max,399,1.2725,0.0918,135832.0,0.0345,0.0037,0.7482,0.005,0.4414,0.0252,0.3929,0.0426,0.413,0.0118,0.7182,0.0334 -PyG,TU_COX2,graph,False,,,1,4,3,skipconcat,mean,399,1.3107,0.1333,135832.0,0.0318,0.0005,0.7766,0.0,0.5198,0.0459,0.411,0.0809,0.4498,0.0368,0.733,0.024 -PyG,TU_COX2,graph,False,,,1,4,3,skipsum,add,399,1.1236,0.0571,138826.0,0.0074,0.0008,0.773,0.0392,0.5208,0.1284,0.4364,0.0409,0.4685,0.0682,0.7694,0.0385 -PyG,TU_COX2,graph,False,,,1,4,3,skipsum,max,399,1.2709,0.0386,138826.0,0.0091,0.0007,0.7376,0.0266,0.4185,0.0709,0.3451,0.0315,0.3743,0.0361,0.7243,0.0357 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-PyG,TU_COX2,graph,False,,,1,6,3,skipsum,mean,399,1.1105,0.0481,137986.0,0.0089,0.0007,0.7873,0.015,0.5394,0.0164,0.44,0.0451,0.4831,0.0258,0.7418,0.0159 -PyG,TU_COX2,graph,False,,,1,8,2,skipconcat,add,399,1.1603,0.0678,137974.0,0.0084,0.0003,0.7802,0.0133,0.5242,0.0494,0.4545,0.0323,0.4835,0.0052,0.7558,0.0084 -PyG,TU_COX2,graph,False,,,1,8,2,skipconcat,max,399,1.1436,0.158,137974.0,0.0105,0.0006,0.7872,0.0,0.5431,0.042,0.44,0.0451,0.4825,0.0124,0.7439,0.0312 -PyG,TU_COX2,graph,False,,,1,8,2,skipconcat,mean,399,1.0057,0.1451,137974.0,0.0111,0.0003,0.7872,0.0174,0.5363,0.0097,0.4566,0.0678,0.4912,0.0427,0.7745,0.0227 -PyG,TU_COX2,graph,False,,,1,8,2,skipsum,add,399,1.1619,0.0551,138547.0,0.01,0.0007,0.7766,0.0,0.5166,0.0398,0.4263,0.0885,0.4588,0.0373,0.7514,0.01 -PyG,TU_COX2,graph,False,,,1,8,2,skipsum,max,399,1.0937,0.0361,138547.0,0.0117,0.0017,0.7943,0.0181,0.5853,0.0816,0.3929,0.0426,0.4636,0.0166,0.7419,0.0003 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-PyG,TU_COX2,graph,False,,,1,8,3,skipsum,mean,399,1.2377,0.1912,138922.0,0.0092,0.0003,0.7624,0.0266,0.477,0.096,0.4047,0.0849,0.4327,0.0797,0.7345,0.0342 -PyG,TU_COX2,graph,False,,,2,2,2,skipconcat,add,399,1.0992,0.0858,137867.0,0.0071,0.0006,0.7802,0.0362,0.5285,0.1279,0.4509,0.0574,0.4832,0.0826,0.7522,0.0236 -PyG,TU_COX2,graph,False,,,2,2,2,skipconcat,max,399,0.9935,0.1105,137867.0,0.0078,0.0009,0.7908,0.0133,0.5449,0.0654,0.4668,0.0398,0.5022,0.0492,0.7615,0.0105 -PyG,TU_COX2,graph,False,,,2,2,2,skipconcat,mean,399,1.0239,0.0956,137867.0,0.0088,0.0004,0.7872,0.0087,0.5422,0.0467,0.4531,0.0517,0.4896,0.0273,0.754,0.0099 -PyG,TU_COX2,graph,False,,,2,2,2,skipsum,add,399,0.9347,0.0626,139372.0,0.0076,0.0005,0.7979,0.015,0.5751,0.0711,0.4856,0.0498,0.5205,0.0214,0.777,0.019 -PyG,TU_COX2,graph,False,,,2,2,2,skipsum,max,399,1.0397,0.1269,139372.0,0.0078,0.0003,0.7659,0.023,0.4921,0.0721,0.4378,0.009,0.46,0.0299,0.7527,0.0215 -PyG,TU_COX2,graph,False,,,2,2,2,skipsum,mean,399,0.8601,0.1109,139372.0,0.008,0.0008,0.7837,0.0265,0.532,0.0731,0.5007,0.0186,0.5136,0.0404,0.7957,0.022 -PyG,TU_COX2,graph,False,,,2,2,3,skipconcat,add,399,1.0808,0.0444,138374.0,0.0083,0.0005,0.7801,0.0181,0.5243,0.0652,0.4862,0.0376,0.5006,0.0292,0.7671,0.0085 -PyG,TU_COX2,graph,False,,,2,2,3,skipconcat,max,399,1.1875,0.1936,138374.0,0.0064,0.0001,0.7873,0.015,0.5432,0.0698,0.4862,0.0376,0.5085,0.0248,0.7352,0.0471 -PyG,TU_COX2,graph,False,,,2,2,3,skipconcat,mean,399,1.2168,0.1158,138374.0,0.0082,0.0004,0.7766,0.015,0.5169,0.0503,0.4074,0.0304,0.4524,0.0033,0.7339,0.0181 -PyG,TU_COX2,graph,False,,,2,2,3,skipsum,add,399,1.2535,0.0407,138998.0,0.0083,0.0007,0.7695,0.0219,0.5042,0.063,0.4255,0.0622,0.454,0.0267,0.7344,0.0098 -PyG,TU_COX2,graph,False,,,2,2,3,skipsum,max,399,1.2412,0.0426,138998.0,0.0061,0.0004,0.7624,0.0279,0.4849,0.0966,0.3596,0.0152,0.4089,0.042,0.7221,0.0058 -PyG,TU_COX2,graph,False,,,2,2,3,skipsum,mean,399,1.1686,0.1055,138998.0,0.0085,0.0014,0.7553,0.026,0.4656,0.0734,0.3908,0.0078,0.4215,0.0287,0.7498,0.0234 -PyG,TU_COX2,graph,False,,,2,4,2,skipconcat,add,399,1.0824,0.161,137740.0,0.0118,0.0016,0.7731,0.005,0.5069,0.0428,0.4566,0.0678,0.4743,0.0181,0.7722,0.0294 -PyG,TU_COX2,graph,False,,,2,4,2,skipconcat,max,399,1.1354,0.0664,137740.0,0.0083,0.0011,0.7802,0.0133,0.5278,0.046,0.3784,0.0595,0.4359,0.0368,0.7452,0.0295 -PyG,TU_COX2,graph,False,,,2,4,2,skipconcat,mean,399,1.0889,0.157,137740.0,0.0337,0.0011,0.7801,0.01,0.5209,0.0149,0.4408,0.0774,0.4727,0.0362,0.7612,0.03 -PyG,TU_COX2,graph,False,,,2,4,2,skipsum,add,399,1.107,0.1106,138826.0,0.0099,0.0016,0.7837,0.01,0.5337,0.0653,0.4386,0.0487,0.4777,0.0336,0.7586,0.0252 -PyG,TU_COX2,graph,False,,,2,4,2,skipsum,max,399,1.2432,0.0994,138826.0,0.0091,0.0018,0.7731,0.005,0.51,0.0519,0.3951,0.0805,0.4363,0.0374,0.7175,0.0173 -PyG,TU_COX2,graph,False,,,2,4,2,skipsum,mean,399,1.0348,0.1119,138826.0,0.0236,0.0008,0.7695,0.005,0.4959,0.0323,0.4096,0.0653,0.4432,0.0238,0.7622,0.0176 -PyG,TU_COX2,graph,False,,,2,4,3,skipconcat,add,399,1.291,0.1864,138135.0,0.0083,0.0005,0.7695,0.0329,0.5171,0.11,0.4074,0.0304,0.4467,0.0316,0.7195,0.0402 -PyG,TU_COX2,graph,False,,,2,4,3,skipconcat,max,399,1.2499,0.0572,138135.0,0.009,0.0014,0.7908,0.005,0.5551,0.0473,0.4572,0.078,0.4937,0.0379,0.7271,0.0268 -PyG,TU_COX2,graph,False,,,2,4,3,skipconcat,mean,399,1.408,0.0526,138135.0,0.0091,0.0013,0.766,0.0087,0.4844,0.0616,0.3604,0.0286,0.4106,0.0233,0.6979,0.0193 -PyG,TU_COX2,graph,False,,,2,4,3,skipsum,add,399,1.0923,0.1221,138509.0,0.0076,0.0003,0.7801,0.0181,0.5185,0.0262,0.4392,0.0355,0.4752,0.0301,0.7602,0.0322 -PyG,TU_COX2,graph,False,,,2,4,3,skipsum,max,399,1.2572,0.1385,138509.0,0.0094,0.0016,0.7624,0.0181,0.4783,0.039,0.4255,0.0622,0.4463,0.0329,0.7242,0.0393 -PyG,TU_COX2,graph,False,,,2,4,3,skipsum,mean,399,1.2889,0.0229,138509.0,0.0071,0.0006,0.7588,0.0219,0.4704,0.04,0.4558,0.0467,0.4612,0.0333,0.7094,0.0269 -PyG,TU_COX2,graph,False,,,2,6,2,skipconcat,add,399,1.1361,0.1643,140626.0,0.0101,0.0011,0.7872,0.0174,0.5336,0.0293,0.5042,0.0803,0.5151,0.0499,0.7647,0.0369 -PyG,TU_COX2,graph,False,,,2,6,2,skipconcat,max,399,1.1931,0.073,140626.0,0.0103,0.0019,0.7624,0.0329,0.4625,0.0637,0.38,0.1204,0.4141,0.0967,0.727,0.0202 -PyG,TU_COX2,graph,False,,,2,6,2,skipconcat,mean,399,1.2064,0.0887,140626.0,0.0118,0.0018,0.7695,0.0133,0.4944,0.0342,0.4755,0.1277,0.4751,0.0641,0.7429,0.0298 -PyG,TU_COX2,graph,False,,,2,6,2,skipsum,add,399,1.0418,0.0751,137986.0,0.0079,0.0,0.7872,0.0087,0.5394,0.028,0.4378,0.009,0.4827,0.0064,0.7758,0.0137 -PyG,TU_COX2,graph,False,,,2,6,2,skipsum,max,399,1.2593,0.1724,137986.0,0.0291,0.0023,0.7766,0.023,0.5222,0.11,0.3445,0.0467,0.4116,0.0556,0.7084,0.0209 -PyG,TU_COX2,graph,False,,,2,6,2,skipsum,mean,399,1.1461,0.1297,137986.0,0.0098,0.0002,0.7837,0.0181,0.5265,0.0205,0.4249,0.0916,0.4667,0.0624,0.7404,0.0331 -PyG,TU_COX2,graph,False,,,2,6,3,skipconcat,add,399,1.2269,0.0566,141646.0,0.0096,0.0005,0.773,0.0133,0.5077,0.0629,0.4545,0.0323,0.4755,0.0174,0.7639,0.0122 -PyG,TU_COX2,graph,False,,,2,6,3,skipconcat,max,399,1.4034,0.12,141646.0,0.0095,0.0003,0.734,0.023,0.4088,0.0655,0.3437,0.0074,0.3706,0.0278,0.6803,0.0348 -PyG,TU_COX2,graph,False,,,2,6,3,skipconcat,mean,399,1.3891,0.1241,141646.0,0.0086,0.0003,0.7553,0.0174,0.4691,0.0672,0.4249,0.0916,0.436,0.0408,0.7254,0.0533 -PyG,TU_COX2,graph,False,,,2,6,3,skipsum,add,399,1.2318,0.0899,138547.0,0.0094,0.0021,0.766,0.0174,0.4823,0.0337,0.437,0.0311,0.4585,0.0323,0.7394,0.0264 -PyG,TU_COX2,graph,False,,,2,6,3,skipsum,max,399,1.3243,0.0595,138547.0,0.0095,0.0002,0.7412,0.0428,0.4346,0.1384,0.3118,0.0537,0.357,0.0762,0.714,0.0371 -PyG,TU_COX2,graph,False,,,2,6,3,skipsum,mean,399,1.1704,0.0737,138547.0,0.0295,0.0045,0.773,0.0133,0.5116,0.0679,0.44,0.0451,0.4668,0.0051,0.7488,0.0153 -PyG,TU_COX2,graph,False,,,2,8,2,skipconcat,add,399,1.2455,0.1637,139198.0,0.0113,0.0016,0.7695,0.0266,0.498,0.0537,0.4263,0.0885,0.453,0.0496,0.7451,0.0311 -PyG,TU_COX2,graph,False,,,2,8,2,skipconcat,max,399,1.0715,0.2131,139198.0,0.0106,0.001,0.7802,0.0133,0.5389,0.0926,0.4088,0.044,0.4562,0.0047,0.7622,0.0477 -PyG,TU_COX2,graph,False,,,2,8,2,skipconcat,mean,399,1.1924,0.1563,139198.0,0.0488,0.0015,0.7766,0.015,0.5088,0.0124,0.4747,0.103,0.4853,0.0562,0.7571,0.0352 -PyG,TU_COX2,graph,False,,,2,8,2,skipsum,add,399,1.0612,0.0821,138922.0,0.0265,0.0011,0.773,0.0133,0.5089,0.0541,0.44,0.0451,0.4668,0.0051,0.7682,0.0223 -PyG,TU_COX2,graph,False,,,2,8,2,skipsum,max,399,1.3355,0.0231,138922.0,0.0094,0.0013,0.766,0.0,0.4809,0.0424,0.3292,0.0189,0.3889,0.0,0.6891,0.0146 -PyG,TU_COX2,graph,False,,,2,8,2,skipsum,mean,399,1.0742,0.0829,138922.0,0.0098,0.0006,0.7872,0.0087,0.5406,0.0429,0.4733,0.0909,0.4978,0.043,0.7585,0.0158 -PyG,TU_COX2,graph,False,,,2,8,3,skipconcat,add,399,1.2463,0.1731,137126.0,0.0114,0.0013,0.7624,0.0181,0.4762,0.0413,0.4088,0.044,0.4376,0.0301,0.7357,0.0597 -PyG,TU_COX2,graph,False,,,2,8,3,skipconcat,max,399,1.2645,0.1428,137126.0,0.0114,0.0016,0.734,0.0087,0.416,0.0297,0.4088,0.044,0.4093,0.0157,0.7825,0.0406 -PyG,TU_COX2,graph,False,,,2,8,3,skipconcat,mean,399,1.3102,0.0968,137126.0,0.0115,0.0018,0.7873,0.0301,0.5658,0.1438,0.456,0.1099,0.4887,0.0719,0.7384,0.0391 -PyG,TU_COX2,graph,False,,,2,8,3,skipsum,add,399,1.2484,0.065,137233.0,0.0337,0.0076,0.766,0.023,0.4843,0.0552,0.437,0.0311,0.4592,0.042,0.7395,0.0139 -PyG,TU_COX2,graph,False,,,2,8,3,skipsum,max,399,1.3087,0.1284,137233.0,0.011,0.0015,0.7837,0.01,0.5306,0.0255,0.4233,0.0243,0.4698,0.0118,0.7186,0.0544 -PyG,TU_COX2,graph,False,,,2,8,3,skipsum,mean,399,1.4527,0.0829,137233.0,0.0126,0.0022,0.7589,0.0133,0.4697,0.0666,0.3915,0.0476,0.4228,0.0342,0.6729,0.0291 -PyG,TU_DD,graph,False,,,1,2,2,skipconcat,add,399,1.6113,0.155,143222.0,0.0175,0.0022,0.7133,0.0225,0.6589,0.0385,0.7009,0.0463,0.6776,0.0268,0.7692,0.0245 -PyG,TU_DD,graph,False,,,1,2,2,skipconcat,max,399,1.9808,0.335,143222.0,0.0145,0.0026,0.685,0.0236,0.623,0.0372,0.7018,0.043,0.6576,0.0046,0.748,0.0142 -PyG,TU_DD,graph,False,,,1,2,2,skipconcat,mean,399,1.8001,0.1126,143222.0,0.0139,0.0016,0.6978,0.01,0.6425,0.0371,0.6862,0.0408,0.6614,0.0016,0.7574,0.0094 -PyG,TU_DD,graph,False,,,1,2,2,skipsum,add,399,1.7311,0.2226,151527.0,0.0137,0.0018,0.7133,0.0144,0.657,0.0346,0.7051,0.0265,0.6792,0.0163,0.7756,0.017 -PyG,TU_DD,graph,False,,,1,2,2,skipsum,max,399,1.853,0.1978,151527.0,0.0162,0.0017,0.6893,0.0144,0.6239,0.0231,0.7044,0.0267,0.6612,0.0167,0.7615,0.0193 -PyG,TU_DD,graph,False,,,1,2,2,skipsum,mean,399,1.5551,0.2032,151527.0,0.021,0.0017,0.7119,0.027,0.6531,0.0424,0.7186,0.0233,0.6829,0.0179,0.7838,0.0284 -PyG,TU_DD,graph,False,,,1,2,3,skipconcat,add,399,1.2504,0.0762,143202.0,0.0147,0.0026,0.7302,0.0236,0.7172,0.0223,0.6172,0.0422,0.663,0.0312,0.7949,0.0139 -PyG,TU_DD,graph,False,,,1,2,3,skipconcat,max,399,1.4928,0.2211,143202.0,0.0134,0.0023,0.6935,0.0353,0.6551,0.0687,0.6372,0.0474,0.642,0.028,0.7616,0.0415 -PyG,TU_DD,graph,False,,,1,2,3,skipconcat,mean,399,1.2643,0.0818,143202.0,0.0145,0.0021,0.7119,0.0091,0.6885,0.0422,0.6177,0.0638,0.6473,0.0216,0.79,0.0025 -PyG,TU_DD,graph,False,,,1,2,3,skipsum,add,399,1.4564,0.2823,149146.0,0.0127,0.002,0.7204,0.0631,0.7833,0.0457,0.5131,0.2148,0.5824,0.1743,0.7865,0.023 -PyG,TU_DD,graph,False,,,1,2,3,skipsum,max,399,1.4289,0.2261,149146.0,0.0167,0.0016,0.6469,0.035,0.6695,0.0461,0.4013,0.1851,0.4661,0.1536,0.7552,0.0084 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-PyG,TU_PROTEINS,graph,False,,,2,8,3,skipconcat,max,399,0.578,0.0278,136294.0,0.0111,0.0003,0.7121,0.0057,0.7362,0.0106,0.4624,0.044,0.5665,0.0317,0.789,0.0111 -PyG,TU_PROTEINS,graph,False,,,2,8,3,skipconcat,mean,399,0.5795,0.0186,136294.0,0.0127,0.0005,0.7258,0.0183,0.7652,0.0501,0.4775,0.0165,0.5877,0.0248,0.781,0.0135 -PyG,TU_PROTEINS,graph,False,,,2,8,3,skipsum,add,399,0.8505,0.0577,133745.0,0.0129,0.0009,0.6757,0.0211,0.6383,0.0315,0.482,0.0334,0.5485,0.0278,0.7183,0.0095 -PyG,TU_PROTEINS,graph,False,,,2,8,3,skipsum,max,399,0.7851,0.032,133745.0,0.0115,0.002,0.7076,0.0288,0.7066,0.0438,0.4895,0.0398,0.5779,0.0389,0.7502,0.0232 -PyG,TU_PROTEINS,graph,False,,,2,8,3,skipsum,mean,399,0.6194,0.0299,133745.0,0.0139,0.0015,0.6985,0.0154,0.7257,0.0264,0.4216,0.0486,0.532,0.0426,0.7592,0.0212 -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,2,2,skipconcat,add,399,0.4575,0.1773,136296.0,0.01,0.0005,0.8398,0.0395,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,2,2,skipconcat,max,399,1.0878,0.067,136296.0,0.0113,0.0006,0.7628,0.024,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,2,2,skipconcat,mean,399,1.0195,0.1993,136296.0,0.015,0.0021,0.7628,0.0395,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,2,2,skipsum,add,399,0.4965,0.1866,134790.0,0.0265,0.001,0.8397,0.0551,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,2,2,skipsum,max,399,0.9615,0.0976,134790.0,0.0301,0.007,0.7436,0.0181,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,2,2,skipsum,mean,399,0.9469,0.1562,134790.0,0.0088,0.0015,0.75,0.0471,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,2,3,skipconcat,add,399,0.545,0.2338,134543.0,0.0309,0.0033,0.8334,0.0327,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,2,3,skipconcat,max,399,0.9968,0.1886,134543.0,0.014,0.0062,0.7821,0.0552,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,2,3,skipconcat,mean,399,1.1186,0.3249,134543.0,0.0142,0.0071,0.7244,0.0552,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,2,3,skipsum,add,399,0.5494,0.1142,134286.0,0.0138,0.0046,0.859,0.0363,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,2,3,skipsum,max,399,0.9615,0.0881,134286.0,0.0253,0.0012,0.7308,0.0157,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,2,3,skipsum,mean,399,1.0322,0.2371,134286.0,0.0322,0.0065,0.7564,0.0395,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,4,2,skipconcat,add,399,0.3526,0.0857,138018.0,0.0089,0.0012,0.8654,0.0272,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,4,2,skipconcat,max,399,1.0885,0.0917,138018.0,0.0096,0.0018,0.7372,0.0395,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,4,2,skipconcat,mean,399,0.956,0.1991,138018.0,0.0099,0.0015,0.8013,0.0505,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,4,2,skipsum,add,399,0.3598,0.062,134119.0,0.0106,0.0019,0.8526,0.0181,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,4,2,skipsum,max,399,0.9441,0.1327,134119.0,0.0273,0.0045,0.7628,0.0635,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,4,2,skipsum,mean,399,0.9894,0.1688,134119.0,0.009,0.0014,0.7308,0.0157,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,4,3,skipconcat,add,399,0.4269,0.0587,135648.0,0.012,0.0046,0.8462,0.0314,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,4,3,skipconcat,max,399,1.0169,0.0654,135648.0,0.0114,0.0004,0.7564,0.0091,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,4,3,skipconcat,mean,399,1.2004,0.2955,135648.0,0.0383,0.0028,0.7436,0.0327,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,4,3,skipsum,add,399,0.3148,0.1361,134070.0,0.0094,0.0009,0.8846,0.0544,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,4,3,skipsum,max,399,0.9138,0.2373,134070.0,0.011,0.001,0.7756,0.0395,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,4,3,skipsum,mean,399,0.9771,0.2216,134070.0,0.0321,0.0029,0.7692,0.0415,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,6,2,skipconcat,add,399,0.3625,0.0913,138782.0,0.0106,0.0018,0.8718,0.0091,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,6,2,skipconcat,max,399,1.1638,0.1349,138782.0,0.0431,0.0053,0.7436,0.0505,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,6,2,skipconcat,mean,399,1.0665,0.1495,138782.0,0.0438,0.0008,0.7436,0.0395,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,6,2,skipsum,add,399,0.3126,0.0932,133830.0,0.0268,0.0026,0.8975,0.0363,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,6,2,skipsum,max,399,0.8445,0.3174,133830.0,0.0126,0.0037,0.7949,0.0327,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,6,2,skipsum,mean,399,0.9851,0.1179,133830.0,0.0355,0.0041,0.75,0.0157,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,6,3,skipconcat,add,399,0.4327,0.2056,140562.0,0.0423,0.0012,0.8461,0.0544,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,6,3,skipconcat,max,399,1.032,0.124,140562.0,0.0102,0.0016,0.7436,0.0395,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,6,3,skipconcat,mean,399,1.1172,0.244,140562.0,0.0393,0.0014,0.7179,0.048,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,6,3,skipsum,add,399,0.3052,0.1489,135430.0,0.0099,0.0011,0.8718,0.0453,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,6,3,skipsum,max,399,0.8843,0.1192,135430.0,0.0139,0.005,0.7756,0.0594,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,6,3,skipsum,mean,399,0.8703,0.279,135430.0,0.0104,0.0008,0.7949,0.0635,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,8,2,skipconcat,add,399,0.4193,0.1871,138386.0,0.0124,0.0013,0.859,0.0654,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,8,2,skipconcat,max,399,1.2266,0.192,138386.0,0.0135,0.0008,0.6923,0.072,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,8,2,skipconcat,mean,399,1.1745,0.1285,138386.0,0.0128,0.0008,0.6987,0.0091,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,8,2,skipsum,add,399,0.2815,0.0834,133926.0,0.0103,0.0016,0.8846,0.0157,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,8,2,skipsum,max,399,0.8791,0.1034,133926.0,0.0299,0.0014,0.7628,0.0363,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,8,2,skipsum,mean,399,0.9138,0.215,133926.0,0.0148,0.0025,0.7692,0.0544,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,8,3,skipconcat,add,399,0.378,0.1023,136714.0,0.015,0.0016,0.8462,0.0415,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,8,3,skipconcat,max,399,1.0366,0.209,136714.0,0.0162,0.0038,0.7179,0.0708,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,8,3,skipconcat,mean,399,1.1057,0.3123,136714.0,0.0469,0.0057,0.7436,0.0453,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,8,3,skipsum,add,399,0.3399,0.1265,134298.0,0.0343,0.0024,0.8782,0.0395,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,8,3,skipsum,max,399,0.9864,0.1828,134298.0,0.0105,0.0007,0.7244,0.0552,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,1,8,3,skipsum,mean,399,0.922,0.2018,134298.0,0.0104,0.0009,0.7628,0.0091,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,2,2,2,skipconcat,add,399,0.3819,0.1999,136659.0,0.0106,0.0027,0.8589,0.0635,,,,,,,, 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-nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,2,2,3,skipconcat,max,399,0.861,0.0764,137442.0,0.0339,0.0016,0.7949,0.0181,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,2,2,3,skipconcat,mean,399,1.0099,0.0685,137442.0,0.0107,0.0007,0.75,0.0544,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,2,2,3,skipsum,add,399,0.4742,0.1213,134119.0,0.0364,0.0141,0.8782,0.0395,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,2,2,3,skipsum,max,399,1.1469,0.2135,134119.0,0.0074,0.0003,0.7436,0.0363,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,2,2,3,skipsum,mean,399,1.1191,0.2715,134119.0,0.0097,0.0021,0.7244,0.0654,,,,,,,, -nx,scalefree,graph,True,node_clustering_coefficient,graph_path_len,2,4,2,skipconcat,add,399,0.4198,0.2486,137500.0,0.0095,0.001,0.8333,0.0594,,,,,,,, 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-nx,scalefree,node,True,node_clustering_coefficient,node_pagerank,2,8,3,skipconcat,add,399,0.0809,0.0152,137442.0,0.0167,0.0007,0.9695,0.0054,,,,,,,, -nx,scalefree,node,True,node_clustering_coefficient,node_pagerank,2,8,3,skipconcat,max,399,0.8112,0.02,137442.0,0.0118,0.0017,0.8069,0.0058,,,,,,,, -nx,scalefree,node,True,node_clustering_coefficient,node_pagerank,2,8,3,skipconcat,mean,399,1.2172,0.0166,137442.0,0.016,0.0004,0.7144,0.0021,,,,,,,, -nx,scalefree,node,True,node_clustering_coefficient,node_pagerank,2,8,3,skipsum,add,399,0.0622,0.0112,135057.0,0.0262,0.0018,0.9767,0.004,,,,,,,, -nx,scalefree,node,True,node_clustering_coefficient,node_pagerank,2,8,3,skipsum,max,399,0.693,0.0309,135057.0,0.0284,0.0023,0.8381,0.0057,,,,,,,, -nx,scalefree,node,True,node_clustering_coefficient,node_pagerank,2,8,3,skipsum,mean,399,1.2312,0.0136,135057.0,0.0122,0.0018,0.7238,0.0024,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,2,2,skipconcat,add,399,0.9166,0.002,136296.0,0.0297,0.001,0.5639,0.009,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,2,2,skipconcat,max,399,1.5778,0.0023,136296.0,0.0285,0.0021,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,2,2,skipconcat,mean,399,62.508,32.371,136296.0,0.0123,0.0038,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,2,2,skipsum,add,399,0.9119,0.003,134790.0,0.0264,0.0006,0.5669,0.0098,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,2,2,skipsum,max,399,1.5778,0.0023,134790.0,0.0241,0.0011,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,2,2,skipsum,mean,399,21.886,5.0484,134790.0,0.0271,0.0029,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,2,3,skipconcat,add,399,0.9088,0.004,134543.0,0.0102,0.0012,0.5639,0.0078,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,2,3,skipconcat,max,399,1.5778,0.0023,134543.0,0.0126,0.0004,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,2,3,skipconcat,mean,399,181.4754,69.4706,134543.0,0.0287,0.0012,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,2,3,skipsum,add,399,0.9101,0.004,134286.0,0.0253,0.001,0.5642,0.0066,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,2,3,skipsum,max,399,1.5778,0.0023,134286.0,0.0253,0.0009,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,2,3,skipsum,mean,399,140.853,38.4664,134286.0,0.0105,0.0007,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,4,2,skipconcat,add,399,0.7252,0.0106,138018.0,0.0343,0.0017,0.671,0.005,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,4,2,skipconcat,max,399,1.5778,0.0023,138018.0,0.0124,0.0007,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,4,2,skipconcat,mean,399,3.1664,0.829,138018.0,0.0341,0.0038,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,4,2,skipsum,add,399,0.7288,0.0107,134119.0,0.0096,0.0009,0.6655,0.0057,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,4,2,skipsum,max,399,1.5778,0.0023,134119.0,0.0131,0.0009,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,4,2,skipsum,mean,399,3.3193,0.7157,134119.0,0.0097,0.0014,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,4,3,skipconcat,add,399,0.8124,0.0214,135648.0,0.037,0.0003,0.6446,0.0063,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,4,3,skipconcat,max,399,1.5778,0.0023,135648.0,0.0373,0.0079,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,4,3,skipconcat,mean,399,3.4399,0.8198,135648.0,0.0103,0.0011,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,4,3,skipsum,add,399,0.7722,0.0043,134070.0,0.0234,0.0004,0.6491,0.0017,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,4,3,skipsum,max,399,1.5778,0.0023,134070.0,0.0122,0.0011,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,4,3,skipsum,mean,399,2.4608,0.688,134070.0,0.0264,0.0022,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,6,2,skipconcat,add,399,0.6777,0.0041,138782.0,0.0113,0.001,0.6917,0.0083,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,6,2,skipconcat,max,399,1.5778,0.0023,138782.0,0.0128,0.0021,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,6,2,skipconcat,mean,399,3.181,0.9695,138782.0,0.0446,0.0033,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,6,2,skipsum,add,399,0.691,0.0066,133830.0,0.0266,0.001,0.6932,0.0042,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,6,2,skipsum,max,399,1.5778,0.0023,133830.0,0.027,0.0028,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,6,2,skipsum,mean,399,2.319,0.3755,133830.0,0.0105,0.001,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,6,3,skipconcat,add,399,0.8934,0.0453,140562.0,0.0396,0.003,0.6695,0.0023,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,6,3,skipconcat,max,399,1.5778,0.0023,140562.0,0.012,0.0007,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,6,3,skipconcat,mean,399,2.33,0.5597,140562.0,0.0353,0.0016,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,6,3,skipsum,add,399,0.854,0.0306,135430.0,0.0129,0.0008,0.6715,0.003,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,6,3,skipsum,max,399,1.5778,0.0023,135430.0,0.0109,0.0015,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,6,3,skipsum,mean,399,2.4959,0.5454,135430.0,0.013,0.0007,0.2482,0.0305,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,8,2,skipconcat,add,399,0.6741,0.005,138386.0,0.0523,0.0067,0.7004,0.0014,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,8,2,skipconcat,max,399,1.5778,0.0023,138386.0,0.0156,0.0058,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,8,2,skipconcat,mean,399,3.8659,1.5806,138386.0,0.046,0.0015,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,8,2,skipsum,add,399,0.7455,0.0072,133926.0,0.0257,0.002,0.7089,0.0029,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,8,2,skipsum,max,399,1.5778,0.0023,133926.0,0.0134,0.0011,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,8,2,skipsum,mean,399,4.2306,0.8049,133926.0,0.0148,0.001,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,8,3,skipconcat,add,399,0.8848,0.0285,136714.0,0.0467,0.0027,0.6729,0.0042,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,8,3,skipconcat,max,399,1.5778,0.0023,136714.0,0.0488,0.0023,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,8,3,skipconcat,mean,399,1.9465,0.0906,136714.0,0.0111,0.0005,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,8,3,skipsum,add,399,0.9127,0.0272,134298.0,0.0285,0.0032,0.6819,0.0032,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,8,3,skipsum,max,399,1.5778,0.0023,134298.0,0.011,0.0001,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,1,8,3,skipsum,mean,399,5.2499,1.2441,134298.0,0.0152,0.002,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,2,2,2,skipconcat,add,399,0.9146,0.0024,136659.0,0.0306,0.0022,0.5646,0.009,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,2,2,2,skipconcat,max,399,1.5778,0.0023,136659.0,0.0089,0.0006,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,2,2,2,skipconcat,mean,399,129.7362,20.8222,136659.0,0.0285,0.0016,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,2,2,2,skipsum,add,399,0.9137,0.0035,134286.0,0.0128,0.0008,0.5693,0.0084,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,2,2,2,skipsum,max,399,1.5778,0.0023,134286.0,0.028,0.0067,0.2688,0.0019,,,,,,,, -nx,scalefree,node,True,node_const,node_clustering_coefficient,2,2,2,skipsum,mean,399,112.9497,22.8386,134286.0,0.0259,0.0001,0.2688,0.0019,,,,,,,, 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-nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,2,3,skipconcat,mean,399,2.196,0.0487,134543.0,0.0289,0.0013,0.4468,0.0136,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,2,3,skipsum,add,399,2.02,0.0946,134286.0,0.0296,0.0064,0.5194,0.0113,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,2,3,skipsum,max,399,1.912,0.0681,134286.0,0.0101,0.0011,0.5437,0.0047,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,2,3,skipsum,mean,399,2.4346,0.2144,134286.0,0.0102,0.0027,0.4446,0.0266,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,4,2,skipconcat,add,399,1.2163,0.0072,138018.0,0.0106,0.0021,0.6392,0.0088,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,4,2,skipconcat,max,399,1.4231,0.03,138018.0,0.0376,0.003,0.5977,0.0059,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,4,2,skipconcat,mean,399,1.7601,0.0711,138018.0,0.0381,0.0025,0.5344,0.0146,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,4,2,skipsum,add,399,1.3068,0.0302,134119.0,0.0149,0.0048,0.6443,0.0059,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,4,2,skipsum,max,399,1.4272,0.0533,134119.0,0.0131,0.0032,0.6272,0.0052,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,4,2,skipsum,mean,399,2.0124,0.161,134119.0,0.0297,0.0039,0.5167,0.0185,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,4,3,skipconcat,add,399,1.6294,0.0762,135648.0,0.0336,0.0038,0.5825,0.0245,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,4,3,skipconcat,max,399,1.9316,0.1112,135648.0,0.0117,0.0023,0.5694,0.0079,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,4,3,skipconcat,mean,399,1.9606,0.0248,135648.0,0.01,0.0004,0.5087,0.0199,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,4,3,skipsum,add,399,1.6399,0.0231,134070.0,0.0208,0.0005,0.6068,0.0156,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,4,3,skipsum,max,399,1.7717,0.0599,134070.0,0.0268,0.0003,0.6058,0.009,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,4,3,skipsum,mean,399,2.0698,0.1468,134070.0,0.0281,0.0007,0.5166,0.0215,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,6,2,skipconcat,add,399,1.173,0.0192,138782.0,0.012,0.0024,0.6407,0.0149,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,6,2,skipconcat,max,399,1.4261,0.1149,138782.0,0.0391,0.0016,0.6033,0.0012,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,6,2,skipconcat,mean,399,1.6917,0.0745,138782.0,0.0136,0.0015,0.5515,0.0177,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,6,2,skipsum,add,399,1.2602,0.0248,133830.0,0.0114,0.0016,0.6683,0.0026,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,6,2,skipsum,max,399,1.4677,0.0832,133830.0,0.0098,0.0003,0.6415,0.0046,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,6,2,skipsum,mean,399,1.9672,0.1077,133830.0,0.0241,0.0017,0.5441,0.0118,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,6,3,skipconcat,add,399,1.5852,0.0251,140562.0,0.0112,0.0008,0.5886,0.0184,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,6,3,skipconcat,max,399,1.8584,0.0647,140562.0,0.0424,0.0025,0.5784,0.0075,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,6,3,skipconcat,mean,399,2.0037,0.0467,140562.0,0.0141,0.0025,0.5076,0.0216,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,6,3,skipsum,add,399,1.5011,0.0415,135430.0,0.0118,0.0027,0.6434,0.0048,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,6,3,skipsum,max,399,1.6279,0.0562,135430.0,0.0116,0.0003,0.6296,0.0094,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,6,3,skipsum,mean,399,2.0652,0.0673,135430.0,0.0128,0.0028,0.533,0.0102,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,8,2,skipconcat,add,399,1.1454,0.0077,138386.0,0.0156,0.0007,0.6524,0.0118,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,1,8,2,skipconcat,max,399,1.4613,0.1328,138386.0,0.0485,0.0023,0.607,0.0056,,,,,,,, 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-nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,2,2,skipconcat,mean,399,1.8501,0.1127,136659.0,0.0121,0.0009,0.5083,0.0042,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,2,2,skipsum,add,399,1.78,0.0571,134286.0,0.0096,0.0008,0.5505,0.013,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,2,2,skipsum,max,399,1.67,0.0947,134286.0,0.0092,0.0006,0.5615,0.0057,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,2,2,skipsum,mean,399,2.1439,0.1724,134286.0,0.0245,0.0007,0.4913,0.008,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,2,3,skipconcat,add,399,1.9134,0.1124,137442.0,0.0284,0.003,0.5161,0.0182,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,2,3,skipconcat,max,399,1.8573,0.143,137442.0,0.0127,0.0007,0.5481,0.0086,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,2,3,skipconcat,mean,399,2.0299,0.0898,137442.0,0.0264,0.0012,0.496,0.0057,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,2,3,skipsum,add,399,1.9762,0.0681,134119.0,0.025,0.0008,0.5206,0.0131,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,2,3,skipsum,max,399,1.9285,0.1065,134119.0,0.0253,0.0028,0.5505,0.007,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,2,3,skipsum,mean,399,2.1702,0.1192,134119.0,0.0083,0.0012,0.4782,0.0233,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,4,2,skipconcat,add,399,1.3156,0.0461,137500.0,0.0384,0.0006,0.6209,0.0103,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,4,2,skipconcat,max,399,1.4108,0.0388,137500.0,0.0105,0.001,0.6057,0.0036,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,4,2,skipconcat,mean,399,1.6379,0.0441,137500.0,0.0366,0.0037,0.5549,0.0078,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,4,2,skipsum,add,399,1.3545,0.0354,134070.0,0.0263,0.0027,0.6412,0.0078,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,4,2,skipsum,max,399,1.5077,0.1352,134070.0,0.0245,0.0026,0.6204,0.01,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,4,2,skipsum,mean,399,1.8407,0.1011,134070.0,0.0285,0.0016,0.5527,0.0133,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,4,3,skipconcat,add,399,1.6749,0.0575,137951.0,0.0357,0.002,0.5684,0.0261,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,4,3,skipconcat,max,399,1.8524,0.0803,137951.0,0.0371,0.0036,0.5786,0.0038,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,4,3,skipconcat,mean,399,1.926,0.0229,137951.0,0.0095,0.0002,0.5293,0.0054,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,4,3,skipsum,add,399,1.6596,0.0427,133830.0,0.0121,0.0023,0.6033,0.0155,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,4,3,skipsum,max,399,1.7314,0.0749,133830.0,0.0264,0.0014,0.6122,0.0062,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,4,3,skipsum,mean,399,1.837,0.0685,133830.0,0.0244,0.0021,0.548,0.0037,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,6,2,skipconcat,add,399,1.3018,0.0821,134553.0,0.0436,0.0008,0.631,0.0198,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,6,2,skipconcat,max,399,1.393,0.1127,134553.0,0.0415,0.0002,0.6201,0.0061,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,6,2,skipconcat,mean,399,1.6341,0.0579,134553.0,0.0381,0.0021,0.5503,0.0144,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,6,2,skipsum,add,399,1.2951,0.0503,135430.0,0.025,0.0007,0.6638,0.0097,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,6,2,skipsum,max,399,1.4437,0.0514,135430.0,0.0153,0.004,0.6387,0.0066,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,6,2,skipsum,mean,399,1.8231,0.1207,135430.0,0.0114,0.0012,0.5537,0.0129,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,6,3,skipconcat,add,399,1.6463,0.0433,141786.0,0.0123,0.0009,0.5732,0.0194,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,6,3,skipconcat,max,399,1.819,0.0475,141786.0,0.0144,0.0031,0.5799,0.0034,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,6,3,skipconcat,mean,399,1.9451,0.0746,141786.0,0.0137,0.0017,0.5315,0.0107,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,6,3,skipsum,add,399,1.5528,0.0496,133926.0,0.0279,0.0023,0.6323,0.0159,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,6,3,skipsum,max,399,1.62,0.0644,133926.0,0.0241,0.0011,0.635,0.0065,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,6,3,skipsum,mean,399,1.873,0.0345,133926.0,0.0275,0.0016,0.561,0.0024,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,8,2,skipconcat,add,399,1.3132,0.0612,139610.0,0.0147,0.0016,0.6208,0.015,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,8,2,skipconcat,max,399,1.4267,0.1546,139610.0,0.0447,0.0026,0.6039,0.0097,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,8,2,skipconcat,mean,399,1.5998,0.028,139610.0,0.0153,0.0023,0.5588,0.0138,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,8,2,skipsum,add,399,1.2661,0.0029,134298.0,0.0269,0.0024,0.6772,0.0074,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,8,2,skipsum,max,399,1.4606,0.0477,134298.0,0.0332,0.0019,0.6538,0.0037,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,8,2,skipsum,mean,399,1.8722,0.0605,134298.0,0.0132,0.0019,0.5699,0.0054,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,8,3,skipconcat,add,399,1.5922,0.0736,137442.0,0.0476,0.0049,0.5808,0.0214,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,8,3,skipconcat,max,399,1.8001,0.0913,137442.0,0.0477,0.0031,0.5799,0.0113,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,8,3,skipconcat,mean,399,1.9621,0.1124,137442.0,0.0143,0.0018,0.5284,0.0127,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,8,3,skipsum,add,399,1.4968,0.0513,135057.0,0.0142,0.0035,0.6455,0.0162,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,8,3,skipsum,max,399,1.629,0.0451,135057.0,0.0132,0.0019,0.6441,0.0078,,,,,,,, -nx,scalefree,node,True,node_onehot,node_clustering_coefficient,2,8,3,skipsum,mean,399,2.0246,0.0522,135057.0,0.0126,0.0012,0.5551,0.0048,,,,,,,, -nx,scalefree,node,True,node_onehot,node_pagerank,1,2,2,skipconcat,add,399,0.4018,0.0261,136296.0,0.0106,0.0017,0.862,0.0019,,,,,,,, -nx,scalefree,node,True,node_onehot,node_pagerank,1,2,2,skipconcat,max,399,0.9586,0.0627,136296.0,0.0096,0.0011,0.7057,0.0123,,,,,,,, -nx,scalefree,node,True,node_onehot,node_pagerank,1,2,2,skipconcat,mean,399,1.6725,0.0894,136296.0,0.0316,0.0034,0.5383,0.01,,,,,,,, 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-nx,scalefree,node,True,node_onehot,node_pagerank,1,4,2,skipsum,mean,399,1.6898,0.1077,134119.0,0.0103,0.0007,0.5758,0.0099,,,,,,,, -nx,scalefree,node,True,node_onehot,node_pagerank,1,4,3,skipconcat,add,399,0.1053,0.0045,135648.0,0.0132,0.0025,0.9593,0.0027,,,,,,,, -nx,scalefree,node,True,node_onehot,node_pagerank,1,4,3,skipconcat,max,399,0.7708,0.0132,135648.0,0.0125,0.0017,0.7935,0.0121,,,,,,,, -nx,scalefree,node,True,node_onehot,node_pagerank,1,4,3,skipconcat,mean,399,1.7521,0.086,135648.0,0.0108,0.0012,0.5597,0.0155,,,,,,,, -nx,scalefree,node,True,node_onehot,node_pagerank,1,4,3,skipsum,add,399,0.0887,0.005,134070.0,0.0353,0.0045,0.965,0.0024,,,,,,,, -nx,scalefree,node,True,node_onehot,node_pagerank,1,4,3,skipsum,max,399,0.7423,0.0197,134070.0,0.0109,0.0016,0.8123,0.0106,,,,,,,, -nx,scalefree,node,True,node_onehot,node_pagerank,1,4,3,skipsum,mean,399,1.8648,0.0244,134070.0,0.0203,0.0031,0.5557,0.0094,,,,,,,, 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-nx,scalefree,node,True,node_onehot,node_pagerank,1,8,2,skipconcat,mean,399,1.444,0.0579,138386.0,0.0495,0.0033,0.5923,0.0124,,,,,,,, -nx,scalefree,node,True,node_onehot,node_pagerank,1,8,2,skipsum,add,399,0.0743,0.0016,133926.0,0.0119,0.0015,0.9706,0.0005,,,,,,,, -nx,scalefree,node,True,node_onehot,node_pagerank,1,8,2,skipsum,max,399,0.6911,0.0383,133926.0,0.0252,0.0013,0.8119,0.0078,,,,,,,, -nx,scalefree,node,True,node_onehot,node_pagerank,1,8,2,skipsum,mean,399,1.6492,0.1092,133926.0,0.0345,0.0046,0.6035,0.0164,,,,,,,, -nx,scalefree,node,True,node_onehot,node_pagerank,1,8,3,skipconcat,add,399,0.1084,0.0112,136714.0,0.0426,0.0025,0.9632,0.0042,,,,,,,, -nx,scalefree,node,True,node_onehot,node_pagerank,1,8,3,skipconcat,max,399,0.7047,0.0387,136714.0,0.0148,0.0011,0.8147,0.0047,,,,,,,, -nx,scalefree,node,True,node_onehot,node_pagerank,1,8,3,skipconcat,mean,399,1.7763,0.0569,136714.0,0.0502,0.0029,0.5542,0.0177,,,,,,,, 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-nx,scalefree,node,True,node_onehot,node_pagerank,2,2,3,skipsum,mean,399,1.9782,0.0766,134119.0,0.0232,0.0006,0.5243,0.0069,,,,,,,, -nx,scalefree,node,True,node_onehot,node_pagerank,2,4,2,skipconcat,add,399,0.0981,0.0098,137500.0,0.0346,0.0026,0.959,0.0045,,,,,,,, -nx,scalefree,node,True,node_onehot,node_pagerank,2,4,2,skipconcat,max,399,0.8317,0.1091,137500.0,0.0094,0.0004,0.7653,0.016,,,,,,,, -nx,scalefree,node,True,node_onehot,node_pagerank,2,4,2,skipconcat,mean,399,1.3053,0.0174,137500.0,0.0358,0.0036,0.625,0.0127,,,,,,,, -nx,scalefree,node,True,node_onehot,node_pagerank,2,4,2,skipsum,add,399,0.0985,0.0096,134070.0,0.0264,0.0025,0.9613,0.0035,,,,,,,, -nx,scalefree,node,True,node_onehot,node_pagerank,2,4,2,skipsum,max,399,0.7196,0.0796,134070.0,0.0103,0.0007,0.7965,0.0143,,,,,,,, -nx,scalefree,node,True,node_onehot,node_pagerank,2,4,2,skipsum,mean,399,1.5178,0.0334,134070.0,0.0229,0.0039,0.6018,0.0059,,,,,,,, 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-nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,2,2,skipsum,max,399,1.4203,0.0607,134790.0,0.014,0.0038,0.6343,0.0062,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,2,2,skipsum,mean,399,1.6687,0.0886,134790.0,0.0286,0.0025,0.5969,0.0105,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,2,3,skipconcat,add,399,1.5059,0.0274,134543.0,0.0291,0.0003,0.6149,0.0062,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,2,3,skipconcat,max,399,1.4442,0.0232,134543.0,0.0114,0.0011,0.6254,0.0045,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,2,3,skipconcat,mean,399,1.6985,0.0237,134543.0,0.0108,0.0007,0.5818,0.0045,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,2,3,skipsum,add,399,1.5094,0.0195,134286.0,0.0088,0.0009,0.6142,0.0025,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,2,3,skipsum,max,399,1.4848,0.0129,134286.0,0.0101,0.0016,0.6291,0.0046,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,2,3,skipsum,mean,399,1.8046,0.0849,134286.0,0.0083,0.0009,0.5842,0.0096,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,4,2,skipconcat,add,399,0.8903,0.022,138018.0,0.0104,0.0007,0.6779,0.0034,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,4,2,skipconcat,max,399,1.219,0.0256,138018.0,0.0423,0.0007,0.6614,0.0071,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,4,2,skipconcat,mean,399,1.2462,0.0404,138018.0,0.0362,0.0039,0.6667,0.0072,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,4,2,skipsum,add,399,1.0412,0.0438,134119.0,0.0113,0.0016,0.6954,0.0085,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,4,2,skipsum,max,399,1.2747,0.0202,134119.0,0.0111,0.002,0.6711,0.0041,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,4,2,skipsum,mean,399,1.3682,0.1298,134119.0,0.0124,0.0006,0.6609,0.0184,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,4,3,skipconcat,add,399,1.3379,0.0279,135648.0,0.0338,0.0021,0.6494,0.0109,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,4,3,skipconcat,max,399,1.4619,0.0436,135648.0,0.0106,0.0012,0.6509,0.0072,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,4,3,skipconcat,mean,399,1.4164,0.0393,135648.0,0.0133,0.0037,0.6492,0.0209,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,4,3,skipsum,add,399,1.3175,0.0297,134070.0,0.027,0.0036,0.6629,0.008,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,4,3,skipsum,max,399,1.4436,0.0405,134070.0,0.0119,0.0007,0.6719,0.0028,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,4,3,skipsum,mean,399,1.4083,0.0511,134070.0,0.0226,0.0012,0.6528,0.0113,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,6,2,skipconcat,add,399,0.9003,0.0234,138782.0,0.0103,0.0009,0.6922,0.0054,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,6,2,skipconcat,max,399,1.18,0.0338,138782.0,0.0145,0.0015,0.6729,0.0034,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,6,2,skipconcat,mean,399,1.1951,0.0173,138782.0,0.0418,0.0017,0.6827,0.0066,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,6,2,skipsum,add,399,1.0374,0.019,133830.0,0.0121,0.0022,0.7042,0.0132,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,6,2,skipsum,max,399,1.2592,0.0422,133830.0,0.0253,0.0013,0.6849,0.0068,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,6,2,skipsum,mean,399,1.337,0.0938,133830.0,0.0115,0.0011,0.6725,0.011,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,6,3,skipconcat,add,399,1.2711,0.0058,140562.0,0.0108,0.001,0.6623,0.0095,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,6,3,skipconcat,max,399,1.4764,0.1049,140562.0,0.0137,0.0022,0.6558,0.0059,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,6,3,skipconcat,mean,399,1.3446,0.0121,140562.0,0.0098,0.0007,0.6666,0.0123,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,6,3,skipsum,add,399,1.2336,0.0214,135430.0,0.0145,0.001,0.68,0.0047,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,6,3,skipsum,max,399,1.4359,0.0564,135430.0,0.0157,0.0049,0.6811,0.0121,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,6,3,skipsum,mean,399,1.3557,0.0718,135430.0,0.0307,0.0008,0.6775,0.0132,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,8,2,skipconcat,add,399,0.922,0.0128,138386.0,0.0136,0.0023,0.6906,0.0083,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,8,2,skipconcat,max,399,1.202,0.0588,138386.0,0.0146,0.0028,0.6779,0.0054,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,8,2,skipconcat,mean,399,1.2023,0.0212,138386.0,0.0549,0.0045,0.6858,0.0066,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,8,2,skipsum,add,399,1.0043,0.0346,133926.0,0.0264,0.0002,0.7183,0.0051,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,8,2,skipsum,max,399,1.3272,0.0806,133926.0,0.012,0.0014,0.6931,0.0049,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,8,2,skipsum,mean,399,1.2602,0.0915,133926.0,0.0132,0.0025,0.6875,0.0111,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,8,3,skipconcat,add,399,1.2528,0.0253,136714.0,0.0437,0.0013,0.6644,0.0102,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,8,3,skipconcat,max,399,1.3987,0.0753,136714.0,0.015,0.0016,0.6727,0.0059,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,8,3,skipconcat,mean,399,1.3257,0.0162,136714.0,0.0146,0.0022,0.6652,0.0164,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,8,3,skipsum,add,399,1.2413,0.0205,134298.0,0.0132,0.0009,0.6906,0.011,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,8,3,skipsum,max,399,1.4494,0.0501,134298.0,0.0319,0.0035,0.7012,0.0014,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,1,8,3,skipsum,mean,399,1.321,0.0614,134298.0,0.0124,0.0015,0.6818,0.009,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,2,2,skipconcat,add,399,1.142,0.0116,136659.0,0.0096,0.0007,0.6362,0.0024,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,2,2,skipconcat,max,399,1.3452,0.078,136659.0,0.0316,0.0015,0.6483,0.0027,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,2,2,skipconcat,mean,399,1.424,0.0011,136659.0,0.0098,0.0017,0.6222,0.0019,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,2,2,skipsum,add,399,1.2786,0.0292,134286.0,0.0303,0.0071,0.6428,0.0102,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,2,2,skipsum,max,399,1.3991,0.0717,134286.0,0.0114,0.0005,0.6419,0.0031,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,2,2,skipsum,mean,399,1.5255,0.075,134286.0,0.0097,0.0009,0.6171,0.0094,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,2,3,skipconcat,add,399,1.4974,0.0175,137442.0,0.0105,0.0018,0.6183,0.0056,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,2,3,skipconcat,max,399,1.3819,0.0365,137442.0,0.011,0.0016,0.6321,0.0163,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,2,3,skipconcat,mean,399,1.5712,0.0098,137442.0,0.0108,0.0015,0.6039,0.0101,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,2,3,skipsum,add,399,1.5286,0.0227,134119.0,0.0299,0.0044,0.6231,0.0057,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,2,3,skipsum,max,399,1.4925,0.0207,134119.0,0.0249,0.0052,0.6257,0.0072,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,2,3,skipsum,mean,399,1.6288,0.0185,134119.0,0.0104,0.002,0.608,0.0035,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,4,2,skipconcat,add,399,1.0637,0.0212,137500.0,0.0098,0.0013,0.6711,0.0075,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,4,2,skipconcat,max,399,1.1601,0.0366,137500.0,0.0134,0.0054,0.6742,0.0111,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,4,2,skipconcat,mean,399,1.1993,0.0103,137500.0,0.0152,0.0038,0.6749,0.002,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,4,2,skipsum,add,399,1.1232,0.0362,134070.0,0.0142,0.0037,0.6956,0.0049,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,4,2,skipsum,max,399,1.2249,0.0149,134070.0,0.0286,0.0028,0.6794,0.0046,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,4,2,skipsum,mean,399,1.2874,0.0933,134070.0,0.0243,0.0011,0.6721,0.0049,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,4,3,skipconcat,add,399,1.3638,0.0023,137951.0,0.0095,0.0005,0.6501,0.007,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,4,3,skipconcat,max,399,1.3666,0.0767,137951.0,0.0378,0.0016,0.6659,0.0051,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,4,3,skipconcat,mean,399,1.3833,0.0216,137951.0,0.0112,0.0008,0.6527,0.016,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,4,3,skipsum,add,399,1.3209,0.0127,133830.0,0.0105,0.0012,0.6708,0.0087,,,,,,,, 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-nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,6,2,skipsum,max,399,1.2157,0.0373,135430.0,0.0111,0.0009,0.6947,0.0036,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,6,2,skipsum,mean,399,1.2565,0.077,135430.0,0.0266,0.0018,0.6863,0.0109,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,6,3,skipconcat,add,399,1.3292,0.034,141786.0,0.0383,0.0017,0.6517,0.0187,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,6,3,skipconcat,max,399,1.3932,0.1082,141786.0,0.0114,0.0011,0.6665,0.0096,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,6,3,skipconcat,mean,399,1.3306,0.0333,141786.0,0.017,0.0012,0.6671,0.0118,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,6,3,skipsum,add,399,1.2542,0.0092,133926.0,0.0099,0.0001,0.69,0.0062,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,6,3,skipsum,max,399,1.4064,0.0746,133926.0,0.0271,0.0024,0.6889,0.0042,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,6,3,skipsum,mean,399,1.2629,0.0201,133926.0,0.0175,0.003,0.6924,0.0106,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,8,2,skipconcat,add,399,1.006,0.0427,139610.0,0.0137,0.0015,0.6882,0.0081,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,8,2,skipconcat,max,399,1.158,0.0537,139610.0,0.0175,0.006,0.6799,0.0037,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,8,2,skipconcat,mean,399,1.1332,0.0172,139610.0,0.0128,0.0007,0.6879,0.0069,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,8,2,skipsum,add,399,1.0557,0.0292,134298.0,0.0112,0.0015,0.7168,0.0018,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,8,2,skipsum,max,399,1.2796,0.0461,134298.0,0.0164,0.0022,0.6906,0.0041,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,8,2,skipsum,mean,399,1.258,0.0772,134298.0,0.0201,0.0048,0.6918,0.0158,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,8,3,skipconcat,add,399,1.3482,0.0553,137442.0,0.0142,0.0019,0.6542,0.0115,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,8,3,skipconcat,max,399,1.368,0.0538,137442.0,0.02,0.0028,0.6731,0.0026,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,8,3,skipconcat,mean,399,1.302,0.0202,137442.0,0.0512,0.0049,0.6723,0.0131,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,8,3,skipsum,add,399,1.2584,0.0131,135057.0,0.0142,0.0017,0.691,0.0029,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,8,3,skipsum,max,399,1.3777,0.0475,135057.0,0.0134,0.0021,0.7009,0.0039,,,,,,,, -nx,scalefree,node,True,node_pagerank,node_clustering_coefficient,2,8,3,skipsum,mean,399,1.2779,0.0162,135057.0,0.0127,0.0019,0.688,0.0092,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,2,2,skipconcat,add,399,0.2634,0.0708,136296.0,0.0127,0.0006,0.8846,0.0314,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,2,2,skipconcat,max,399,1.3962,0.4875,136296.0,0.036,0.0014,0.5962,0.0942,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,2,2,skipconcat,mean,399,0.7179,0.0812,136296.0,0.0103,0.0023,0.7179,0.0453,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,2,2,skipsum,add,399,0.2625,0.0835,134790.0,0.0298,0.0015,0.9039,0.0415,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,2,2,skipsum,max,399,1.1583,0.3492,134790.0,0.0083,0.0015,0.6667,0.0893,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,2,2,skipsum,mean,399,0.7016,0.1334,134790.0,0.0097,0.0011,0.7564,0.024,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,2,3,skipconcat,add,399,0.2635,0.1076,134543.0,0.0344,0.0013,0.9167,0.0453,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,2,3,skipconcat,max,399,1.2921,0.3877,134543.0,0.0339,0.0012,0.641,0.0893,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,2,3,skipconcat,mean,399,0.7764,0.1439,134543.0,0.0423,0.0128,0.7243,0.0327,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,2,3,skipsum,add,399,0.2794,0.1054,134286.0,0.0079,0.0003,0.8782,0.0327,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,2,3,skipsum,max,399,1.1632,0.3432,134286.0,0.0077,0.0006,0.7244,0.0708,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,2,3,skipsum,mean,399,0.6813,0.1027,134286.0,0.0357,0.0029,0.7436,0.0634,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,4,2,skipconcat,add,399,0.2406,0.0822,138018.0,0.0162,0.0078,0.9231,0.0314,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,4,2,skipconcat,max,399,1.5352,0.4803,138018.0,0.0122,0.0009,0.5769,0.0816,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,4,2,skipconcat,mean,399,0.8862,0.0953,138018.0,0.0119,0.0004,0.7372,0.0091,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,4,2,skipsum,add,399,0.2633,0.0867,134119.0,0.011,0.0017,0.8974,0.0654,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,4,2,skipsum,max,399,1.5202,0.3651,134119.0,0.0109,0.0004,0.6346,0.072,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,4,2,skipsum,mean,399,0.7117,0.1562,134119.0,0.0288,0.0007,0.7628,0.0181,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,4,3,skipconcat,add,399,0.2314,0.0847,135648.0,0.0171,0.0071,0.9103,0.0479,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,4,3,skipconcat,max,399,1.6404,0.3659,135648.0,0.0122,0.0008,0.5962,0.0816,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,4,3,skipconcat,mean,399,0.798,0.1314,135648.0,0.0143,0.005,0.75,0.0566,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,4,3,skipsum,add,399,0.2664,0.1185,134070.0,0.0112,0.0006,0.891,0.0742,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,4,3,skipsum,max,399,1.6478,0.5342,134070.0,0.0089,0.0002,0.6282,0.0865,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,4,3,skipsum,mean,399,0.6718,0.1417,134070.0,0.0107,0.0012,0.75,0.0416,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,6,2,skipconcat,add,399,0.2309,0.0866,138782.0,0.0441,0.0029,0.9102,0.0395,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,6,2,skipconcat,max,399,1.5018,0.4784,138782.0,0.0114,0.0011,0.6539,0.0955,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,6,2,skipconcat,mean,399,0.8651,0.1978,138782.0,0.0496,0.0013,0.7372,0.0551,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,6,2,skipsum,add,399,0.265,0.0875,133830.0,0.0351,0.0052,0.8974,0.0327,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,6,2,skipsum,max,399,1.6142,0.4676,133830.0,0.0318,0.0007,0.6026,0.1219,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,6,2,skipsum,mean,399,0.6306,0.1452,133830.0,0.0133,0.0016,0.7628,0.048,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,6,3,skipconcat,add,399,0.2669,0.1166,140562.0,0.0477,0.0014,0.9231,0.0416,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,6,3,skipconcat,max,399,1.6072,0.5019,140562.0,0.0109,0.0021,0.641,0.0806,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,6,3,skipconcat,mean,399,0.8314,0.0992,140562.0,0.0129,0.0016,0.7372,0.0327,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,6,3,skipsum,add,399,0.2677,0.0888,135430.0,0.0104,0.0008,0.8782,0.0635,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,6,3,skipsum,max,399,1.5397,0.57,135430.0,0.012,0.0015,0.6282,0.1407,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,6,3,skipsum,mean,399,0.6648,0.2204,135430.0,0.0136,0.0048,0.7628,0.048,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,8,2,skipconcat,add,399,0.2358,0.0918,138386.0,0.0513,0.0029,0.9231,0.0314,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,8,2,skipconcat,max,399,1.6439,0.2894,138386.0,0.0139,0.0026,0.5897,0.0181,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,8,2,skipconcat,mean,399,0.8394,0.1369,138386.0,0.0158,0.0005,0.7179,0.048,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,8,2,skipsum,add,399,0.2651,0.0899,133926.0,0.0158,0.0059,0.9039,0.0415,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,8,2,skipsum,max,399,1.5412,0.4703,133926.0,0.0418,0.009,0.5961,0.0831,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,8,2,skipsum,mean,399,0.6745,0.0951,133926.0,0.0134,0.0005,0.7243,0.0635,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,8,3,skipconcat,add,399,0.2254,0.0878,136714.0,0.0126,0.0026,0.9103,0.0327,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,8,3,skipconcat,max,399,1.5242,0.4608,136714.0,0.0152,0.0027,0.609,0.1103,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,8,3,skipconcat,mean,399,0.8253,0.2354,136714.0,0.013,0.0017,0.7243,0.0505,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,8,3,skipsum,add,399,0.266,0.0976,134298.0,0.0211,0.0042,0.891,0.0551,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,8,3,skipsum,max,399,1.7362,0.4721,134298.0,0.0128,0.0026,0.5705,0.0708,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,1,8,3,skipsum,mean,399,0.6721,0.1599,134298.0,0.0334,0.0028,0.75,0.0628,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,2,2,2,skipconcat,add,399,0.3068,0.1115,136659.0,0.0368,0.0031,0.891,0.0395,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,2,2,2,skipconcat,max,399,1.1341,0.4311,136659.0,0.04,0.0051,0.6859,0.0775,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,2,2,2,skipconcat,mean,399,0.6508,0.0311,136659.0,0.0092,0.001,0.75,0.0628,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,2,2,2,skipsum,add,399,0.2733,0.093,134286.0,0.0099,0.0024,0.9102,0.0395,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,2,2,2,skipsum,max,399,1.085,0.0852,134286.0,0.011,0.0007,0.6539,0.0415,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,2,2,2,skipsum,mean,399,0.6932,0.0382,134286.0,0.0277,0.0012,0.7436,0.0091,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,2,2,3,skipconcat,add,399,0.2992,0.1264,137442.0,0.037,0.0005,0.9039,0.0566,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,2,2,3,skipconcat,max,399,1.1884,0.3677,137442.0,0.0099,0.0018,0.6603,0.0893,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,2,2,3,skipconcat,mean,399,0.8035,0.1733,137442.0,0.0085,0.0016,0.7436,0.0327,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,2,2,3,skipsum,add,399,0.2969,0.1218,134119.0,0.0101,0.0013,0.8782,0.0239,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,2,2,3,skipsum,max,399,1.2417,0.2844,134119.0,0.0094,0.0014,0.6539,0.0684,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,2,2,3,skipsum,mean,399,0.7661,0.1132,134119.0,0.0309,0.0037,0.7244,0.024,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,2,4,2,skipconcat,add,399,0.2653,0.1092,137500.0,0.0097,0.0019,0.9103,0.0327,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,2,4,2,skipconcat,max,399,1.5257,0.6264,137500.0,0.0127,0.0019,0.6603,0.092,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,2,4,2,skipconcat,mean,399,0.8919,0.2548,137500.0,0.0158,0.0014,0.7051,0.0551,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,2,4,2,skipsum,add,399,0.2535,0.0979,134070.0,0.0106,0.0014,0.9167,0.0395,,,,,,,, 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-nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,2,8,2,skipsum,max,399,1.577,0.4492,134298.0,0.0114,0.0016,0.641,0.092,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,2,8,2,skipsum,mean,399,0.8194,0.1593,134298.0,0.011,0.0022,0.7244,0.0091,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,2,8,3,skipconcat,add,399,0.3007,0.1143,137442.0,0.0139,0.0022,0.8974,0.0395,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,2,8,3,skipconcat,max,399,1.5381,0.5726,137442.0,0.0592,0.0045,0.6346,0.0685,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,2,8,3,skipconcat,mean,399,0.8127,0.1222,137442.0,0.0211,0.0054,0.7436,0.0395,,,,,,,, -nx,smallworld,graph,True,node_clustering_coefficient,graph_path_len,2,8,3,skipsum,add,399,0.2912,0.0894,135057.0,0.0136,0.0011,0.891,0.048,,,,,,,, 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-nx,smallworld,graph,True,node_const,graph_path_len,1,4,3,skipconcat,max,399,1.644,0.0124,135648.0,0.0104,0.0005,0.1346,0.0157,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,4,3,skipconcat,mean,399,4.4027,0.416,135648.0,0.0125,0.0016,0.2308,0.0831,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,4,3,skipsum,add,399,0.4006,0.0069,134070.0,0.0127,0.0008,0.8077,0.0272,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,4,3,skipsum,max,399,1.6432,0.0118,134070.0,0.0212,0.0133,0.1346,0.0157,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,4,3,skipsum,mean,399,3.1629,0.2502,134070.0,0.0344,0.0013,0.2308,0.0831,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,6,2,skipconcat,add,399,0.4526,0.0388,138782.0,0.0462,0.0003,0.8077,0.0157,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,6,2,skipconcat,max,399,1.643,0.0118,138782.0,0.0114,0.0006,0.1346,0.0157,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,6,2,skipconcat,mean,399,4.432,0.2286,138782.0,0.0115,0.0014,0.2308,0.0831,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,6,2,skipsum,add,399,0.3751,0.0189,133830.0,0.0314,0.0004,0.827,0.0272,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,6,2,skipsum,max,399,1.6432,0.0115,133830.0,0.0296,0.0017,0.1346,0.0157,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,6,2,skipsum,mean,399,4.1676,0.9219,133830.0,0.0142,0.0028,0.2308,0.0831,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,6,3,skipconcat,add,399,0.4507,0.0503,140562.0,0.0132,0.0057,0.8077,0.0272,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,6,3,skipconcat,max,399,1.6432,0.0122,140562.0,0.0302,0.0186,0.1346,0.0157,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,6,3,skipconcat,mean,399,3.4784,0.0622,140562.0,0.0529,0.0047,0.2308,0.0831,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,6,3,skipsum,add,399,0.4067,0.0697,135430.0,0.0099,0.0003,0.8013,0.0181,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,6,3,skipsum,max,399,1.6434,0.0113,135430.0,0.0126,0.0014,0.1346,0.0157,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,6,3,skipsum,mean,399,4.7969,0.9847,135430.0,0.0107,0.0015,0.2308,0.0831,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,8,2,skipconcat,add,399,0.482,0.0227,138386.0,0.0105,0.0003,0.7949,0.0327,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,8,2,skipconcat,max,399,1.6439,0.0115,138386.0,0.0143,0.0022,0.1346,0.0157,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,8,2,skipconcat,mean,399,3.936,0.8162,138386.0,0.0119,0.0013,0.2308,0.0831,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,8,2,skipsum,add,399,0.3504,0.0136,133926.0,0.012,0.0017,0.8654,0.0,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,8,2,skipsum,max,399,1.6431,0.0127,133926.0,0.0186,0.0116,0.1346,0.0157,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,8,2,skipsum,mean,399,4.3919,0.7889,133926.0,0.0298,0.0004,0.2308,0.0831,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,8,3,skipconcat,add,399,0.3974,0.0091,136714.0,0.0545,0.0054,0.8013,0.024,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,8,3,skipconcat,max,399,1.6431,0.0122,136714.0,0.0135,0.0019,0.1346,0.0157,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,8,3,skipconcat,mean,399,3.2595,0.3547,136714.0,0.0136,0.0015,0.2308,0.0831,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,8,3,skipsum,add,399,0.3721,0.0196,134298.0,0.0158,0.0017,0.8398,0.024,,,,,,,, -nx,smallworld,graph,True,node_const,graph_path_len,1,8,3,skipsum,max,399,1.6438,0.0123,134298.0,0.0118,0.0012,0.1346,0.0157,,,,,,,, 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-nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,4,2,skipsum,add,399,0.1789,0.0153,134070.0,0.014,0.0007,0.925,0.0057,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,4,2,skipsum,max,399,2.2727,0.0145,134070.0,0.0167,0.0034,0.537,0.0008,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,4,2,skipsum,mean,399,2.1469,0.0236,134070.0,0.0104,0.0014,0.4651,0.0032,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,4,3,skipconcat,add,399,0.1942,0.0074,137951.0,0.0111,0.001,0.9161,0.0033,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,4,3,skipconcat,max,399,2.5374,0.0837,137951.0,0.0123,0.001,0.4991,0.0059,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,4,3,skipconcat,mean,399,2.3466,0.0828,137951.0,0.0386,0.0026,0.4334,0.0076,,,,,,,, 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-nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,6,3,skipsum,add,399,0.1183,0.0099,133926.0,0.0104,0.0003,0.9512,0.0053,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,6,3,skipsum,max,399,2.6637,0.0255,133926.0,0.0292,0.0021,0.5479,0.0044,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,6,3,skipsum,mean,399,2.7759,0.0388,133926.0,0.0182,0.0056,0.4246,0.0079,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,8,2,skipconcat,add,399,0.1362,0.0026,139610.0,0.0126,0.0007,0.9457,0.0022,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,8,2,skipconcat,max,399,2.1807,0.0659,139610.0,0.0489,0.0059,0.5381,0.0026,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,8,2,skipconcat,mean,399,1.7838,0.0184,139610.0,0.015,0.0025,0.4664,0.0023,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,8,2,skipsum,add,399,0.1159,0.0113,134298.0,0.0129,0.0008,0.9532,0.0064,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,8,2,skipsum,max,399,2.5463,0.0684,134298.0,0.0147,0.0018,0.5527,0.0058,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,8,2,skipsum,mean,399,2.1784,0.0499,134298.0,0.0143,0.0008,0.4882,0.0047,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,8,3,skipconcat,add,399,0.1211,0.0123,137442.0,0.0174,0.0054,0.9489,0.0053,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,8,3,skipconcat,max,399,2.5456,0.0902,137442.0,0.0153,0.0024,0.5155,0.0087,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,8,3,skipconcat,mean,399,2.4089,0.0216,137442.0,0.0158,0.0018,0.435,0.0052,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,8,3,skipsum,add,399,0.1079,0.0079,135057.0,0.013,0.0023,0.954,0.0028,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,8,3,skipsum,max,399,2.4889,0.0737,135057.0,0.0292,0.002,0.5569,0.0002,,,,,,,, -nx,smallworld,node,True,node_clustering_coefficient,node_pagerank,2,8,3,skipsum,mean,399,2.7044,0.0062,135057.0,0.0156,0.0005,0.4305,0.002,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,2,2,skipconcat,add,399,1.1423,0.0028,136296.0,0.0116,0.0007,0.5033,0.0037,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,2,2,skipconcat,max,399,1.6049,0.001,136296.0,0.0081,0.0002,0.2305,0.0055,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,2,2,skipconcat,mean,399,3.1032,2.118,136296.0,0.0316,0.0004,0.2211,0.009,,,,,,,, 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-nx,smallworld,node,True,node_const,node_clustering_coefficient,1,2,3,skipsum,add,399,1.1299,0.008,134286.0,0.0092,0.0018,0.5087,0.0036,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,2,3,skipsum,max,399,1.6049,0.001,134286.0,0.0249,0.0009,0.2305,0.0055,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,2,3,skipsum,mean,399,77.5959,30.0798,134286.0,0.0247,0.0008,0.2065,0.0092,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,4,2,skipconcat,add,399,0.9694,0.0115,138018.0,0.0092,0.0016,0.5766,0.0064,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,4,2,skipconcat,max,399,1.6049,0.001,138018.0,0.0108,0.001,0.2305,0.0055,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,4,2,skipconcat,mean,399,2.1676,0.0614,138018.0,0.0122,0.0008,0.188,0.0044,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,4,2,skipsum,add,399,0.9609,0.0019,134119.0,0.0255,0.0032,0.5817,0.004,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,4,2,skipsum,max,399,1.6049,0.001,134119.0,0.024,0.0005,0.2305,0.0055,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,4,2,skipsum,mean,399,2.7463,0.1635,134119.0,0.016,0.0039,0.188,0.0044,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,4,3,skipconcat,add,399,0.9747,0.002,135648.0,0.0105,0.0021,0.5727,0.0048,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,4,3,skipconcat,max,399,1.6049,0.001,135648.0,0.0175,0.0067,0.2305,0.0055,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,4,3,skipconcat,mean,399,2.1611,0.0604,135648.0,0.0131,0.0014,0.184,0.009,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,4,3,skipsum,add,399,0.9745,0.0031,134070.0,0.0125,0.0016,0.5731,0.0034,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,4,3,skipsum,max,399,1.6049,0.001,134070.0,0.0295,0.0033,0.2305,0.0055,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,4,3,skipsum,mean,399,2.6301,0.2483,134070.0,0.0111,0.0007,0.188,0.0044,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,6,2,skipconcat,add,399,0.9349,0.0234,138782.0,0.0101,0.0004,0.5913,0.0077,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,6,2,skipconcat,max,399,1.6049,0.001,138782.0,0.0136,0.0019,0.2305,0.0055,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,6,2,skipconcat,mean,399,1.9172,0.0181,138782.0,0.0193,0.0035,0.2008,0.0167,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,6,2,skipsum,add,399,0.9101,0.004,133830.0,0.0198,0.0031,0.5977,0.0022,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,6,2,skipsum,max,399,1.6049,0.001,133830.0,0.0161,0.0031,0.2305,0.0055,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,6,2,skipsum,mean,399,1.9271,0.0398,133830.0,0.0147,0.0011,0.1898,0.0069,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,6,3,skipconcat,add,399,0.9481,0.0103,140562.0,0.0404,0.001,0.5831,0.0036,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,6,3,skipconcat,max,399,1.6049,0.001,140562.0,0.0159,0.0041,0.2305,0.0055,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,6,3,skipconcat,mean,399,2.1505,0.0387,140562.0,0.0125,0.0006,0.2056,0.0226,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,6,3,skipsum,add,399,0.9275,0.01,135430.0,0.0103,0.0002,0.5913,0.0022,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,6,3,skipsum,max,399,1.6049,0.001,135430.0,0.0141,0.0044,0.2305,0.0055,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,6,3,skipsum,mean,399,2.112,0.0516,135430.0,0.0126,0.001,0.188,0.0044,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,8,2,skipconcat,add,399,0.9263,0.0153,138386.0,0.05,0.0016,0.5984,0.0112,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,8,2,skipconcat,max,399,1.6049,0.001,138386.0,0.0155,0.0027,0.2305,0.0055,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,8,2,skipconcat,mean,399,1.9449,0.0273,138386.0,0.0145,0.0006,0.2129,0.0203,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,8,2,skipsum,add,399,0.8963,0.0115,133926.0,0.0154,0.0048,0.6066,0.0051,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,8,2,skipsum,max,399,1.6049,0.001,133926.0,0.0145,0.0012,0.2305,0.0055,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,8,2,skipsum,mean,399,1.9503,0.0199,133926.0,0.0163,0.0025,0.188,0.0044,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,8,3,skipconcat,add,399,0.9416,0.0151,136714.0,0.0124,0.0015,0.5869,0.0103,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,8,3,skipconcat,max,399,1.6049,0.001,136714.0,0.0147,0.0024,0.2305,0.0055,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,8,3,skipconcat,mean,399,1.8778,0.0513,136714.0,0.0154,0.0014,0.2065,0.0092,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,8,3,skipsum,add,399,0.9313,0.0051,134298.0,0.0263,0.0019,0.5974,0.0022,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,8,3,skipsum,max,399,1.6049,0.001,134298.0,0.0195,0.0069,0.2305,0.0055,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,1,8,3,skipsum,mean,399,2.0253,0.0752,134298.0,0.0179,0.0047,0.188,0.0044,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,2,2,2,skipconcat,add,399,1.1632,0.0142,136659.0,0.0113,0.0006,0.4936,0.0092,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,2,2,2,skipconcat,max,399,1.6049,0.001,136659.0,0.0126,0.0015,0.2305,0.0055,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,2,2,2,skipconcat,mean,399,1.6049,0.001,136659.0,0.0105,0.0014,0.2305,0.0055,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,2,2,2,skipsum,add,399,1.1631,0.0086,134286.0,0.0118,0.0015,0.4953,0.0022,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,2,2,2,skipsum,max,399,1.6049,0.001,134286.0,0.0106,0.0016,0.2305,0.0055,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,2,2,2,skipsum,mean,399,1.6049,0.001,134286.0,0.0216,0.0008,0.2305,0.0055,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,2,2,3,skipconcat,add,399,1.1269,0.0028,137442.0,0.011,0.0018,0.5064,0.0048,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,2,2,3,skipconcat,max,399,1.6049,0.001,137442.0,0.0298,0.0019,0.2305,0.0055,,,,,,,, -nx,smallworld,node,True,node_const,node_clustering_coefficient,2,2,3,skipconcat,mean,399,92.6738,47.8649,137442.0,0.0107,0.0018,0.198,0.0097,,,,,,,, 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-nx,smallworld,node,True,node_const,node_pagerank,2,6,2,skipconcat,mean,399,1.7705,0.0184,134553.0,0.0451,0.0032,0.1976,0.0024,,,,,,,, -nx,smallworld,node,True,node_const,node_pagerank,2,6,2,skipsum,add,399,0.1479,0.0053,135430.0,0.0102,0.0011,0.9424,0.0032,,,,,,,, -nx,smallworld,node,True,node_const,node_pagerank,2,6,2,skipsum,max,399,1.6097,0.0,135430.0,0.0117,0.0012,0.1911,0.0017,,,,,,,, -nx,smallworld,node,True,node_const,node_pagerank,2,6,2,skipsum,mean,399,1.7683,0.0331,135430.0,0.0124,0.002,0.1976,0.0024,,,,,,,, -nx,smallworld,node,True,node_const,node_pagerank,2,6,3,skipconcat,add,399,0.1585,0.0178,141786.0,0.012,0.0009,0.935,0.0105,,,,,,,, -nx,smallworld,node,True,node_const,node_pagerank,2,6,3,skipconcat,max,399,1.6097,0.0,141786.0,0.0413,0.0021,0.1911,0.0017,,,,,,,, -nx,smallworld,node,True,node_const,node_pagerank,2,6,3,skipconcat,mean,399,1.7375,0.0352,141786.0,0.0154,0.0023,0.1976,0.0024,,,,,,,, -nx,smallworld,node,True,node_const,node_pagerank,2,6,3,skipsum,add,399,0.1282,0.0144,133926.0,0.0135,0.0017,0.9499,0.0075,,,,,,,, -nx,smallworld,node,True,node_const,node_pagerank,2,6,3,skipsum,max,399,1.6097,0.0,133926.0,0.0127,0.0022,0.1911,0.0017,,,,,,,, -nx,smallworld,node,True,node_const,node_pagerank,2,6,3,skipsum,mean,399,1.79,0.1079,133926.0,0.0143,0.0025,0.1976,0.0024,,,,,,,, -nx,smallworld,node,True,node_const,node_pagerank,2,8,2,skipconcat,add,399,0.1848,0.0063,139610.0,0.0148,0.0038,0.9283,0.0037,,,,,,,, -nx,smallworld,node,True,node_const,node_pagerank,2,8,2,skipconcat,max,399,1.6097,0.0,139610.0,0.0168,0.0046,0.1911,0.0017,,,,,,,, -nx,smallworld,node,True,node_const,node_pagerank,2,8,2,skipconcat,mean,399,1.7927,0.0122,139610.0,0.0514,0.0021,0.1976,0.0024,,,,,,,, -nx,smallworld,node,True,node_const,node_pagerank,2,8,2,skipsum,add,399,0.1365,0.0102,134298.0,0.0298,0.0022,0.9458,0.0095,,,,,,,, -nx,smallworld,node,True,node_const,node_pagerank,2,8,2,skipsum,max,399,1.6097,0.0,134298.0,0.0285,0.0005,0.1911,0.0017,,,,,,,, -nx,smallworld,node,True,node_const,node_pagerank,2,8,2,skipsum,mean,399,1.6991,0.0088,134298.0,0.0269,0.0018,0.1976,0.0024,,,,,,,, -nx,smallworld,node,True,node_const,node_pagerank,2,8,3,skipconcat,add,399,0.1622,0.0199,137442.0,0.051,0.0013,0.9317,0.0105,,,,,,,, -nx,smallworld,node,True,node_const,node_pagerank,2,8,3,skipconcat,max,399,1.6097,0.0,137442.0,0.05,0.0035,0.1911,0.0017,,,,,,,, -nx,smallworld,node,True,node_const,node_pagerank,2,8,3,skipconcat,mean,399,1.708,0.0198,137442.0,0.0485,0.0013,0.1976,0.0024,,,,,,,, -nx,smallworld,node,True,node_const,node_pagerank,2,8,3,skipsum,add,399,0.1142,0.0019,135057.0,0.0101,0.0004,0.9533,0.0018,,,,,,,, -nx,smallworld,node,True,node_const,node_pagerank,2,8,3,skipsum,max,399,1.6097,0.0,135057.0,0.0149,0.0013,0.1911,0.0017,,,,,,,, -nx,smallworld,node,True,node_const,node_pagerank,2,8,3,skipsum,mean,399,1.6839,0.0053,135057.0,0.0161,0.003,0.1976,0.0024,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,2,2,skipconcat,add,399,2.0649,0.0585,136296.0,0.0099,0.0009,0.4652,0.0053,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,2,2,skipconcat,max,399,2.0795,0.1726,136296.0,0.0127,0.0002,0.4608,0.0212,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,2,2,skipconcat,mean,399,2.341,0.112,136296.0,0.0108,0.0019,0.4442,0.0037,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,2,2,skipsum,add,399,2.2007,0.0536,134790.0,0.0098,0.0012,0.4664,0.0078,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,2,2,skipsum,max,399,2.0875,0.1664,134790.0,0.0248,0.0012,0.4768,0.0163,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,2,2,skipsum,mean,399,2.6739,0.2597,134790.0,0.0221,0.0009,0.4077,0.0196,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,2,3,skipconcat,add,399,2.4415,0.0442,134543.0,0.0105,0.0013,0.4223,0.0075,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,2,3,skipconcat,max,399,2.4676,0.0174,134543.0,0.0109,0.0012,0.4286,0.0341,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,2,3,skipconcat,mean,399,2.5063,0.0574,134543.0,0.0134,0.0023,0.3815,0.0176,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,2,3,skipsum,add,399,2.4826,0.0535,134286.0,0.0113,0.0016,0.4311,0.0091,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,2,3,skipsum,max,399,2.4353,0.2043,134286.0,0.0125,0.0029,0.4578,0.0082,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,2,3,skipsum,mean,399,2.7469,0.2051,134286.0,0.0095,0.0012,0.3838,0.0177,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,4,2,skipconcat,add,399,1.5625,0.0167,138018.0,0.0385,0.0024,0.5684,0.0035,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,4,2,skipconcat,max,399,1.8062,0.0449,138018.0,0.0121,0.0032,0.54,0.0171,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,4,2,skipconcat,mean,399,2.0152,0.1636,138018.0,0.0351,0.0008,0.5096,0.0175,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,4,2,skipsum,add,399,1.7043,0.0386,134119.0,0.0149,0.003,0.5719,0.0017,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,4,2,skipsum,max,399,2.0018,0.2631,134119.0,0.0121,0.0022,0.5629,0.012,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,4,2,skipsum,mean,399,2.2208,0.1821,134119.0,0.0121,0.0008,0.493,0.0115,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,4,3,skipconcat,add,399,1.965,0.0368,135648.0,0.0104,0.0013,0.5241,0.0141,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,4,3,skipconcat,max,399,2.3315,0.1351,135648.0,0.0137,0.0028,0.5089,0.0094,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,4,3,skipconcat,mean,399,2.0748,0.0608,135648.0,0.038,0.004,0.4744,0.0217,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,4,3,skipsum,add,399,2.0763,0.0769,134070.0,0.012,0.0011,0.5394,0.0059,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,4,3,skipsum,max,399,2.1978,0.042,134070.0,0.0283,0.0001,0.5449,0.0025,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,4,3,skipsum,mean,399,2.2021,0.1676,134070.0,0.024,0.0024,0.4871,0.0141,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,6,2,skipconcat,add,399,1.538,0.0306,138782.0,0.0118,0.001,0.5805,0.0059,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,6,2,skipconcat,max,399,1.9162,0.2404,138782.0,0.0122,0.002,0.553,0.0099,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,6,2,skipconcat,mean,399,1.9404,0.1061,138782.0,0.0452,0.001,0.5172,0.015,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,6,2,skipsum,add,399,1.7432,0.0281,133830.0,0.0367,0.0058,0.583,0.0056,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,6,2,skipsum,max,399,2.2113,0.1007,133830.0,0.0117,0.0024,0.5759,0.011,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,6,2,skipsum,mean,399,2.1553,0.2095,133830.0,0.0133,0.0052,0.519,0.01,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,6,3,skipconcat,add,399,1.9731,0.0465,140562.0,0.0445,0.0003,0.5248,0.0074,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,6,3,skipconcat,max,399,2.2939,0.0516,140562.0,0.0138,0.0028,0.5171,0.0108,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,6,3,skipconcat,mean,399,2.0154,0.0331,140562.0,0.0137,0.0016,0.4856,0.0211,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,6,3,skipsum,add,399,1.978,0.0452,135430.0,0.0263,0.0016,0.5572,0.0061,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,6,3,skipsum,max,399,2.0358,0.0596,135430.0,0.013,0.0022,0.5707,0.0087,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,6,3,skipsum,mean,399,2.0848,0.1593,135430.0,0.014,0.0018,0.5125,0.0176,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,8,2,skipconcat,add,399,1.5165,0.0388,138386.0,0.0122,0.0018,0.5807,0.0056,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,8,2,skipconcat,max,399,2.0285,0.3308,138386.0,0.0148,0.0009,0.5567,0.0062,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,8,2,skipconcat,mean,399,1.904,0.1553,138386.0,0.0138,0.0011,0.5251,0.0234,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,8,2,skipsum,add,399,1.6347,0.0262,133926.0,0.0125,0.0016,0.5998,0.0024,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,8,2,skipsum,max,399,2.1753,0.0512,133926.0,0.0298,0.0028,0.5759,0.0084,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,8,2,skipsum,mean,399,2.1113,0.1127,133926.0,0.0123,0.0018,0.5352,0.0108,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,8,3,skipconcat,add,399,1.9529,0.0212,136714.0,0.052,0.0048,0.5291,0.0146,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,8,3,skipconcat,max,399,2.3196,0.0439,136714.0,0.0471,0.0027,0.5261,0.0162,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,8,3,skipconcat,mean,399,2.0162,0.0171,136714.0,0.0159,0.0016,0.4915,0.0229,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,8,3,skipsum,add,399,1.9518,0.0072,134298.0,0.0301,0.0043,0.5692,0.0049,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,8,3,skipsum,max,399,1.9873,0.0618,134298.0,0.0141,0.0014,0.5823,0.0098,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,1,8,3,skipsum,mean,399,2.0545,0.0558,134298.0,0.0133,0.001,0.5375,0.0089,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,2,2,skipconcat,add,399,2.0272,0.0493,136659.0,0.0121,0.0019,0.4832,0.0047,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,2,2,skipconcat,max,399,2.0727,0.1899,136659.0,0.0325,0.0011,0.4762,0.0226,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,2,2,skipconcat,mean,399,2.0986,0.1338,136659.0,0.0094,0.0014,0.464,0.0074,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,2,2,skipsum,add,399,2.1096,0.0189,134286.0,0.0112,0.0029,0.4825,0.0051,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,2,2,skipsum,max,399,2.0239,0.0963,134286.0,0.0262,0.0023,0.4868,0.0158,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,2,2,skipsum,mean,399,2.5144,0.2271,134286.0,0.0106,0.0006,0.4312,0.0126,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,2,3,skipconcat,add,399,2.2647,0.0666,137442.0,0.0125,0.0021,0.4244,0.0111,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,2,3,skipconcat,max,399,2.2623,0.0442,137442.0,0.0108,0.0004,0.4583,0.0323,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,2,3,skipconcat,mean,399,2.1924,0.0311,137442.0,0.0096,0.0003,0.4292,0.0023,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,2,3,skipsum,add,399,2.4389,0.0247,134119.0,0.009,0.0002,0.4429,0.0007,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,2,3,skipsum,max,399,2.3659,0.1537,134119.0,0.0106,0.0035,0.4715,0.0029,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,2,3,skipsum,mean,399,2.5495,0.1311,134119.0,0.0108,0.0012,0.4099,0.0115,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,4,2,skipconcat,add,399,1.6871,0.0546,137500.0,0.0371,0.0011,0.5575,0.0132,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,4,2,skipconcat,max,399,1.7228,0.113,137500.0,0.0129,0.0003,0.5546,0.0096,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,4,2,skipconcat,mean,399,1.8517,0.1166,137500.0,0.01,0.0012,0.5186,0.0142,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,4,2,skipsum,add,399,1.7824,0.0733,134070.0,0.0126,0.0009,0.5717,0.0051,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,4,2,skipsum,max,399,1.9316,0.1933,134070.0,0.0128,0.0017,0.5651,0.0058,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,4,2,skipsum,mean,399,2.0654,0.1147,134070.0,0.027,0.0008,0.5108,0.0171,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,4,3,skipconcat,add,399,2.0348,0.0419,137951.0,0.0148,0.0013,0.516,0.0106,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,4,3,skipconcat,max,399,2.2405,0.0834,137951.0,0.0134,0.0025,0.5129,0.0139,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,4,3,skipconcat,mean,399,2.0061,0.0202,137951.0,0.0125,0.0019,0.4848,0.0138,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,4,3,skipsum,add,399,2.1603,0.0357,133830.0,0.0109,0.001,0.5374,0.0014,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,4,3,skipsum,max,399,2.1616,0.0534,133830.0,0.024,0.0007,0.5496,0.0007,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,4,3,skipsum,mean,399,2.0423,0.0529,133830.0,0.012,0.0002,0.499,0.0146,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,6,2,skipconcat,add,399,1.6739,0.0523,134553.0,0.014,0.0014,0.5611,0.0082,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,6,2,skipconcat,max,399,1.826,0.3374,134553.0,0.0432,0.0017,0.5535,0.0004,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,6,2,skipconcat,mean,399,1.8014,0.1146,134553.0,0.0421,0.0015,0.5253,0.0272,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,6,2,skipsum,add,399,1.7362,0.0529,135430.0,0.0124,0.0034,0.5842,0.0029,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,6,2,skipsum,max,399,2.2148,0.1476,135430.0,0.0154,0.0045,0.5675,0.0056,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,6,2,skipsum,mean,399,1.9862,0.1434,135430.0,0.0143,0.004,0.5294,0.0155,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,6,3,skipconcat,add,399,2.0053,0.0637,141786.0,0.0127,0.0016,0.5101,0.0034,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,6,3,skipconcat,max,399,2.2442,0.0405,141786.0,0.0133,0.0013,0.5271,0.0146,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,6,3,skipconcat,mean,399,1.9818,0.0347,141786.0,0.0148,0.0037,0.5012,0.0228,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,6,3,skipsum,add,399,2.0548,0.0448,133926.0,0.0131,0.0018,0.5522,0.0059,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,6,3,skipsum,max,399,2.0957,0.0245,133926.0,0.0124,0.0017,0.5687,0.0035,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,6,3,skipsum,mean,399,2.0376,0.0685,133926.0,0.0122,0.0004,0.5212,0.0073,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,8,2,skipconcat,add,399,1.6525,0.0293,139610.0,0.0198,0.0012,0.5617,0.0085,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,8,2,skipconcat,max,399,1.9284,0.3432,139610.0,0.0471,0.0026,0.5588,0.0119,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,8,2,skipconcat,mean,399,1.8612,0.1642,139610.0,0.014,0.002,0.5202,0.0229,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,8,2,skipsum,add,399,1.691,0.0392,134298.0,0.0131,0.0023,0.598,0.0113,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,8,2,skipsum,max,399,2.1902,0.0332,134298.0,0.0152,0.0004,0.5745,0.0079,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,8,2,skipsum,mean,399,2.0059,0.0909,134298.0,0.0144,0.0023,0.5465,0.0071,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,8,3,skipconcat,add,399,2.028,0.0982,137442.0,0.0486,0.0011,0.5104,0.0178,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,8,3,skipconcat,max,399,2.3063,0.0596,137442.0,0.0139,0.0002,0.5259,0.0064,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,8,3,skipconcat,mean,399,2.0652,0.0405,137442.0,0.012,0.0021,0.484,0.0256,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,8,3,skipsum,add,399,2.1008,0.0494,135057.0,0.0302,0.0026,0.5609,0.0034,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,8,3,skipsum,max,399,2.0005,0.0343,135057.0,0.0158,0.0037,0.5901,0.0074,,,,,,,, -nx,smallworld,node,True,node_onehot,node_clustering_coefficient,2,8,3,skipsum,mean,399,2.0525,0.0398,135057.0,0.033,0.0106,0.5323,0.006,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,2,2,skipconcat,add,399,0.4481,0.0121,136296.0,0.011,0.0008,0.8208,0.0062,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,2,2,skipconcat,max,399,2.1123,0.1213,136296.0,0.0309,0.0008,0.4534,0.0209,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,2,2,skipconcat,mean,399,3.1513,0.1278,136296.0,0.0289,0.001,0.3186,0.0107,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,2,2,skipsum,add,399,0.4616,0.0067,134790.0,0.0123,0.0025,0.8116,0.0073,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,2,2,skipsum,max,399,2.081,0.1285,134790.0,0.012,0.0007,0.4652,0.0192,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,2,2,skipsum,mean,399,3.451,0.2792,134790.0,0.0096,0.0017,0.2889,0.0069,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,2,3,skipconcat,add,399,0.629,0.0286,134543.0,0.0122,0.0045,0.7985,0.0019,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,2,3,skipconcat,max,399,2.6221,0.2702,134543.0,0.0284,0.0015,0.4149,0.0321,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,2,3,skipconcat,mean,399,3.1275,0.076,134543.0,0.031,0.0008,0.2748,0.0072,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,2,3,skipsum,add,399,0.6755,0.0542,134286.0,0.0084,0.0017,0.7864,0.0026,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,2,3,skipsum,max,399,2.6864,0.1109,134286.0,0.009,0.0007,0.4317,0.0142,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,2,3,skipsum,mean,399,3.4979,0.1817,134286.0,0.0106,0.0024,0.2617,0.0164,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,4,2,skipconcat,add,399,0.217,0.034,138018.0,0.011,0.0002,0.9094,0.0134,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,4,2,skipconcat,max,399,1.9872,0.0964,138018.0,0.0116,0.0021,0.5266,0.0237,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,4,2,skipconcat,mean,399,2.7793,0.1149,138018.0,0.0112,0.0023,0.3554,0.0182,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,4,2,skipsum,add,399,0.1863,0.0117,134119.0,0.0274,0.0006,0.922,0.0036,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,4,2,skipsum,max,399,2.0365,0.0986,134119.0,0.0107,0.0017,0.5574,0.0063,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,4,2,skipsum,mean,399,3.2164,0.2771,134119.0,0.0304,0.0066,0.3406,0.0233,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,4,3,skipconcat,add,399,0.2373,0.028,135648.0,0.0129,0.0031,0.9059,0.0102,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,4,3,skipconcat,max,399,2.4889,0.0304,135648.0,0.0139,0.0028,0.4827,0.0118,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,4,3,skipconcat,mean,399,2.9713,0.037,135648.0,0.0127,0.0014,0.3008,0.0211,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,4,3,skipsum,add,399,0.2476,0.0369,134070.0,0.0144,0.0018,0.908,0.0116,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,4,3,skipsum,max,399,2.1419,0.0549,134070.0,0.0118,0.0007,0.5299,0.0069,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,4,3,skipsum,mean,399,3.3857,0.1387,134070.0,0.0133,0.0016,0.2947,0.0225,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,6,2,skipconcat,add,399,0.1553,0.0058,138782.0,0.0115,0.0014,0.9371,0.0058,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,6,2,skipconcat,max,399,2.0795,0.0894,138782.0,0.0138,0.0023,0.5509,0.0068,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,6,2,skipconcat,mean,399,2.7947,0.1239,138782.0,0.015,0.0028,0.3624,0.0278,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,6,2,skipsum,add,399,0.1338,0.0043,133830.0,0.0119,0.0009,0.9439,0.0012,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,6,2,skipsum,max,399,2.0865,0.0794,133830.0,0.0122,0.0023,0.564,0.0114,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,6,2,skipsum,mean,399,3.2808,0.1768,133830.0,0.017,0.0051,0.3666,0.0104,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,6,3,skipconcat,add,399,0.1694,0.02,140562.0,0.0137,0.0022,0.9308,0.0079,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,6,3,skipconcat,max,399,2.3733,0.0494,140562.0,0.0144,0.0011,0.5063,0.0056,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,6,3,skipconcat,mean,399,2.9082,0.0495,140562.0,0.0141,0.0013,0.307,0.0322,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,6,3,skipsum,add,399,0.1368,0.0097,135430.0,0.0147,0.0017,0.9453,0.0025,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,6,3,skipsum,max,399,1.9394,0.0378,135430.0,0.0185,0.0056,0.5627,0.011,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,6,3,skipsum,mean,399,3.369,0.1473,135430.0,0.0129,0.0007,0.3267,0.0123,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,8,2,skipconcat,add,399,0.1614,0.0064,138386.0,0.0119,0.0013,0.932,0.0026,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,8,2,skipconcat,max,399,2.1292,0.1945,138386.0,0.0136,0.0016,0.5511,0.009,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,8,2,skipconcat,mean,399,2.8272,0.0709,138386.0,0.0119,0.0011,0.3552,0.0167,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,8,2,skipsum,add,399,0.1214,0.0055,133926.0,0.0097,0.0001,0.95,0.0022,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,8,2,skipsum,max,399,2.0226,0.0607,133926.0,0.0298,0.0018,0.5715,0.0062,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,8,2,skipsum,mean,399,3.3616,0.184,133926.0,0.0124,0.0003,0.3662,0.0131,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,8,3,skipconcat,add,399,0.1529,0.004,136714.0,0.0517,0.0033,0.9377,0.0025,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,8,3,skipconcat,max,399,2.3749,0.0127,136714.0,0.0143,0.0019,0.495,0.0017,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,8,3,skipconcat,mean,399,2.9604,0.1029,136714.0,0.0127,0.0019,0.3062,0.0246,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,8,3,skipsum,add,399,0.1422,0.0175,134298.0,0.0111,0.0002,0.9415,0.006,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,8,3,skipsum,max,399,1.8974,0.0327,134298.0,0.029,0.0009,0.5801,0.008,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,1,8,3,skipsum,mean,399,3.4712,0.1681,134298.0,0.0112,0.0008,0.3332,0.0106,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,2,2,skipconcat,add,399,0.4648,0.0126,136659.0,0.0114,0.0008,0.8153,0.0041,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,2,2,skipconcat,max,399,2.0569,0.1342,136659.0,0.0337,0.0038,0.4607,0.0269,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,2,2,skipconcat,mean,399,2.8549,0.1497,136659.0,0.0093,0.0007,0.3359,0.0018,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,2,2,skipsum,add,399,0.5245,0.0113,134286.0,0.0116,0.0022,0.7966,0.0052,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,2,2,skipsum,max,399,2.2271,0.1682,134286.0,0.0258,0.0026,0.448,0.0311,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,2,2,skipsum,mean,399,3.3595,0.2602,134286.0,0.0116,0.0023,0.2945,0.0093,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,2,3,skipconcat,add,399,0.7879,0.0196,137442.0,0.0096,0.0011,0.7792,0.0028,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,2,3,skipconcat,max,399,2.4777,0.1568,137442.0,0.0119,0.004,0.4257,0.019,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,2,3,skipconcat,mean,399,2.9184,0.059,137442.0,0.0314,0.0017,0.2866,0.0112,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,2,3,skipsum,add,399,0.8818,0.0719,134119.0,0.0103,0.0016,0.7611,0.009,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,2,3,skipsum,max,399,2.6634,0.1586,134119.0,0.0119,0.0007,0.4361,0.0192,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,2,3,skipsum,mean,399,3.4121,0.0738,134119.0,0.0093,0.0006,0.2657,0.0082,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,4,2,skipconcat,add,399,0.1937,0.0044,137500.0,0.0125,0.0033,0.92,0.0041,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,4,2,skipconcat,max,399,1.929,0.0845,137500.0,0.0113,0.0014,0.5362,0.0162,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,4,2,skipconcat,mean,399,2.601,0.1549,137500.0,0.0122,0.0013,0.377,0.0079,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,4,2,skipsum,add,399,0.2138,0.0146,134070.0,0.01,0.0012,0.9105,0.0043,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,4,2,skipsum,max,399,1.9884,0.1663,134070.0,0.0107,0.001,0.5624,0.0119,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,4,2,skipsum,mean,399,3.0034,0.084,134070.0,0.025,0.002,0.3659,0.0061,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,4,3,skipconcat,add,399,0.2634,0.0188,137951.0,0.0096,0.0013,0.9018,0.0053,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,4,3,skipconcat,max,399,2.4976,0.0812,137951.0,0.0116,0.0025,0.4763,0.0199,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,4,3,skipconcat,mean,399,2.8787,0.1194,137951.0,0.0391,0.0016,0.327,0.0248,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,4,3,skipsum,add,399,0.273,0.0054,133830.0,0.0123,0.0032,0.9034,0.0012,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,4,3,skipsum,max,399,2.1559,0.0371,133830.0,0.0271,0.0041,0.5405,0.0049,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,4,3,skipsum,mean,399,3.2073,0.0321,133830.0,0.0137,0.0014,0.3141,0.0192,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,6,2,skipconcat,add,399,0.1617,0.0038,134553.0,0.0142,0.0044,0.9336,0.0018,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,6,2,skipconcat,max,399,1.9944,0.1511,134553.0,0.0142,0.0026,0.5451,0.0085,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,6,2,skipconcat,mean,399,2.5871,0.0293,134553.0,0.0133,0.0019,0.3803,0.0159,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,6,2,skipsum,add,399,0.1388,0.01,135430.0,0.0109,0.001,0.942,0.003,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,6,2,skipsum,max,399,2.0122,0.1197,135430.0,0.0121,0.0015,0.5751,0.0091,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,6,2,skipsum,mean,399,3.033,0.1075,135430.0,0.0107,0.0003,0.3767,0.0119,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,6,3,skipconcat,add,399,0.1758,0.0161,141786.0,0.0197,0.0101,0.929,0.0076,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,6,3,skipconcat,max,399,2.3415,0.0163,141786.0,0.0139,0.003,0.4967,0.0104,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,6,3,skipconcat,mean,399,2.8697,0.0834,141786.0,0.0129,0.0034,0.3178,0.0173,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,6,3,skipsum,add,399,0.1509,0.0054,133926.0,0.0113,0.0013,0.941,0.0022,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,6,3,skipsum,max,399,1.9586,0.0441,133926.0,0.0133,0.002,0.5689,0.0057,,,,,,,, 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-nx,smallworld,node,True,node_onehot,node_pagerank,2,8,3,skipconcat,add,399,0.1776,0.0229,137442.0,0.0109,0.0014,0.9263,0.01,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,8,3,skipconcat,max,399,2.2918,0.1536,137442.0,0.0161,0.0019,0.4929,0.0105,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,8,3,skipconcat,mean,399,2.8859,0.1234,137442.0,0.0138,0.0031,0.3231,0.0183,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,8,3,skipsum,add,399,0.1401,0.0086,135057.0,0.0259,0.0021,0.9454,0.0042,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,8,3,skipsum,max,399,1.8299,0.0272,135057.0,0.0131,0.0019,0.5732,0.0071,,,,,,,, -nx,smallworld,node,True,node_onehot,node_pagerank,2,8,3,skipsum,mean,399,3.1786,0.0452,135057.0,0.0145,0.0047,0.361,0.0072,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,2,2,skipconcat,add,399,1.1413,0.037,136296.0,0.0119,0.0005,0.575,0.0034,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,2,2,skipconcat,max,399,1.735,0.0124,136296.0,0.0117,0.0021,0.5498,0.0041,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,2,2,skipconcat,mean,399,1.5023,0.0101,136296.0,0.0111,0.0013,0.5507,0.002,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,2,2,skipsum,add,399,1.2876,0.0222,134790.0,0.0096,0.001,0.5666,0.0032,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,2,2,skipsum,max,399,1.8065,0.0408,134790.0,0.01,0.0004,0.5563,0.0043,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,2,2,skipsum,mean,399,1.6748,0.0264,134790.0,0.0248,0.0021,0.536,0.002,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,2,3,skipconcat,add,399,1.8534,0.0272,134543.0,0.0115,0.0005,0.5367,0.0073,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,2,3,skipconcat,max,399,1.9917,0.0172,134543.0,0.0132,0.0067,0.5325,0.0065,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,2,3,skipconcat,mean,399,1.9911,0.0247,134543.0,0.0331,0.0013,0.5262,0.0046,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,2,3,skipsum,add,399,1.821,0.0304,134286.0,0.0262,0.0019,0.5364,0.006,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,2,3,skipsum,max,399,2.0089,0.0181,134286.0,0.0104,0.0014,0.5382,0.003,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,2,3,skipsum,mean,399,2.0582,0.0224,134286.0,0.0107,0.0004,0.5191,0.0027,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,4,2,skipconcat,add,399,1.1368,0.0194,138018.0,0.0088,0.0002,0.606,0.0055,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,4,2,skipconcat,max,399,1.7074,0.0267,138018.0,0.0098,0.0006,0.5819,0.0013,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,4,2,skipconcat,mean,399,1.457,0.0185,138018.0,0.0106,0.0019,0.6001,0.0026,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,4,2,skipsum,add,399,1.4263,0.0652,134119.0,0.0331,0.003,0.6026,0.0067,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,4,2,skipsum,max,399,1.8005,0.0643,134119.0,0.0124,0.0006,0.5868,0.0063,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,4,2,skipsum,mean,399,1.6172,0.0228,134119.0,0.0098,0.0007,0.5907,0.0035,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,4,3,skipconcat,add,399,1.7878,0.0105,135648.0,0.0127,0.0009,0.5663,0.0076,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,4,3,skipconcat,max,399,2.0401,0.1706,135648.0,0.0105,0.0011,0.5656,0.0075,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,4,3,skipconcat,mean,399,1.8099,0.0174,135648.0,0.0106,0.0011,0.5623,0.0039,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,4,3,skipsum,add,399,1.7103,0.0492,134070.0,0.0126,0.0017,0.5775,0.004,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,4,3,skipsum,max,399,2.1796,0.1026,134070.0,0.0113,0.0015,0.5783,0.0095,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,4,3,skipsum,mean,399,1.8442,0.0255,134070.0,0.0112,0.0022,0.5678,0.0121,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,6,2,skipconcat,add,399,1.1062,0.0487,138782.0,0.0098,0.0007,0.6112,0.0054,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,6,2,skipconcat,max,399,1.7084,0.0448,138782.0,0.0373,0.0008,0.5939,0.0033,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,6,2,skipconcat,mean,399,1.477,0.0104,138782.0,0.0176,0.0035,0.6084,0.002,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,6,2,skipsum,add,399,1.3858,0.02,133830.0,0.0125,0.0013,0.6179,0.0084,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,6,2,skipsum,max,399,2.0465,0.1459,133830.0,0.013,0.0011,0.5935,0.0075,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,6,2,skipsum,mean,399,1.583,0.0417,133830.0,0.0152,0.0033,0.6028,0.0071,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,6,3,skipconcat,add,399,1.7677,0.0169,140562.0,0.015,0.0003,0.567,0.0021,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,6,3,skipconcat,max,399,2.0001,0.1378,140562.0,0.012,0.001,0.5747,0.0033,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,6,3,skipconcat,mean,399,1.7651,0.0358,140562.0,0.014,0.0036,0.5767,0.0118,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,6,3,skipsum,add,399,1.7319,0.0374,135430.0,0.0148,0.0018,0.5878,0.0068,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,6,3,skipsum,max,399,2.2026,0.0368,135430.0,0.0284,0.0055,0.5946,0.0067,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,6,3,skipsum,mean,399,1.7863,0.0089,135430.0,0.0123,0.0011,0.5779,0.0041,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,8,2,skipconcat,add,399,1.1223,0.033,138386.0,0.0139,0.003,0.6136,0.0047,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,8,2,skipconcat,max,399,1.7769,0.0867,138386.0,0.0119,0.0002,0.5929,0.0033,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,8,2,skipconcat,mean,399,1.4589,0.0349,138386.0,0.0137,0.0016,0.6078,0.0029,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,8,2,skipsum,add,399,1.3615,0.0364,133926.0,0.0114,0.0021,0.6183,0.0049,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,8,2,skipsum,max,399,2.1782,0.074,133926.0,0.0274,0.0006,0.6017,0.003,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,8,2,skipsum,mean,399,1.5879,0.0209,133926.0,0.0142,0.0005,0.6083,0.0028,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,8,3,skipconcat,add,399,1.7286,0.0392,136714.0,0.0115,0.0008,0.5729,0.0047,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,8,3,skipconcat,max,399,2.0573,0.172,136714.0,0.0119,0.0023,0.5698,0.0048,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,8,3,skipconcat,mean,399,1.7544,0.0243,136714.0,0.0146,0.0023,0.5833,0.006,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,8,3,skipsum,add,399,1.6395,0.0114,134298.0,0.011,0.0017,0.5956,0.0062,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,8,3,skipsum,max,399,2.1775,0.0128,134298.0,0.014,0.0008,0.6018,0.0018,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,1,8,3,skipsum,mean,399,1.7513,0.0145,134298.0,0.0147,0.0008,0.5941,0.0063,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,2,2,skipconcat,add,399,1.4369,0.0229,136659.0,0.011,0.0007,0.5686,0.0021,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,2,2,skipconcat,max,399,1.7771,0.0194,136659.0,0.01,0.002,0.5556,0.0037,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,2,2,skipconcat,mean,399,1.7039,0.0103,136659.0,0.0301,0.0053,0.5575,0.0015,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,2,2,skipsum,add,399,1.5569,0.0415,134286.0,0.0107,0.0018,0.5658,0.0048,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,2,2,skipsum,max,399,1.8705,0.0158,134286.0,0.013,0.0025,0.5531,0.0009,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,2,2,skipsum,mean,399,1.7845,0.039,134286.0,0.0113,0.001,0.5519,0.0066,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,2,3,skipconcat,add,399,1.9873,0.0351,137442.0,0.0097,0.0017,0.5345,0.0037,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,2,3,skipconcat,max,399,1.9505,0.019,137442.0,0.0103,0.0013,0.5399,0.0083,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,2,3,skipconcat,mean,399,1.9973,0.0442,137442.0,0.0109,0.0014,0.5304,0.0048,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,2,3,skipsum,add,399,1.9599,0.0381,134119.0,0.0099,0.0017,0.539,0.0029,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,2,3,skipsum,max,399,2.0377,0.065,134119.0,0.0125,0.0011,0.5399,0.0058,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,2,3,skipsum,mean,399,1.9967,0.035,134119.0,0.009,0.0002,0.5342,0.0066,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,4,2,skipconcat,add,399,1.3503,0.0377,137500.0,0.0103,0.0009,0.6036,0.0023,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,4,2,skipconcat,max,399,1.703,0.0057,137500.0,0.0119,0.0012,0.5844,0.006,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,4,2,skipconcat,mean,399,1.5853,0.0149,137500.0,0.0333,0.0012,0.5953,0.0032,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,4,2,skipsum,add,399,1.5142,0.0581,134070.0,0.0289,0.0034,0.6059,0.0049,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,4,2,skipsum,max,399,1.8382,0.057,134070.0,0.0098,0.0002,0.5973,0.0057,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,4,2,skipsum,mean,399,1.6082,0.0039,134070.0,0.0104,0.0019,0.603,0.0102,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,4,3,skipconcat,add,399,1.809,0.0259,137951.0,0.0116,0.0008,0.5695,0.0052,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,4,3,skipconcat,max,399,1.9734,0.1064,137951.0,0.0094,0.0001,0.571,0.0067,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,4,3,skipconcat,mean,399,1.8245,0.0415,137951.0,0.0104,0.0019,0.5717,0.0097,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,4,3,skipsum,add,399,1.8355,0.0191,133830.0,0.0095,0.0012,0.58,0.0051,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,4,3,skipsum,max,399,2.174,0.1198,133830.0,0.0099,0.0007,0.5852,0.0068,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,4,3,skipsum,mean,399,1.8199,0.0226,133830.0,0.0265,0.0024,0.5742,0.002,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,6,2,skipconcat,add,399,1.3486,0.0374,134553.0,0.0094,0.0004,0.5971,0.0028,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,6,2,skipconcat,max,399,1.7285,0.0803,134553.0,0.0124,0.0019,0.5893,0.0025,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,6,2,skipconcat,mean,399,1.545,0.0147,134553.0,0.0141,0.0022,0.6017,0.0028,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,6,2,skipsum,add,399,1.4864,0.0071,135430.0,0.0273,0.0011,0.6145,0.0036,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,6,2,skipsum,max,399,1.9981,0.0979,135430.0,0.0121,0.0018,0.5969,0.0013,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,6,2,skipsum,mean,399,1.5954,0.0019,135430.0,0.0118,0.0006,0.6027,0.002,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,6,3,skipconcat,add,399,1.8175,0.0194,141786.0,0.0416,0.002,0.5698,0.005,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,6,3,skipconcat,max,399,1.9995,0.1187,141786.0,0.0119,0.0021,0.577,0.0098,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,6,3,skipconcat,mean,399,1.7562,0.0302,141786.0,0.0122,0.0013,0.5823,0.0065,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,6,3,skipsum,add,399,1.7839,0.0446,133926.0,0.0106,0.001,0.5841,0.0054,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,6,3,skipsum,max,399,2.1853,0.0717,133926.0,0.0109,0.0012,0.5931,0.0054,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,6,3,skipsum,mean,399,1.7943,0.0164,133926.0,0.0284,0.0021,0.5867,0.0089,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,8,2,skipconcat,add,399,1.3035,0.0172,139610.0,0.046,0.0057,0.5945,0.0069,,,,,,,, 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-nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,8,3,skipconcat,max,399,2.0417,0.136,137442.0,0.0116,0.0002,0.5764,0.0095,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,8,3,skipconcat,mean,399,1.7709,0.0269,137442.0,0.0133,0.0015,0.5859,0.0044,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,8,3,skipsum,add,399,1.7318,0.0467,135057.0,0.0128,0.0016,0.5916,0.002,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,8,3,skipsum,max,399,2.1742,0.0248,135057.0,0.0143,0.0026,0.6059,0.0043,,,,,,,, -nx,smallworld,node,True,node_pagerank,node_clustering_coefficient,2,8,3,skipsum,mean,399,1.8029,0.0185,135057.0,0.0153,0.0038,0.5912,0.0058,,,,,,,, diff --git a/run/results/design_v2link_grid_round2link/agg/train.csv b/run/results/design_v2link_grid_round2link/agg/train.csv deleted file mode 100644 index 7c16023b..00000000 --- a/run/results/design_v2link_grid_round2link/agg/train.csv +++ /dev/null @@ -1,1052 +0,0 @@ -format,dataset,task,trans,feature,label,l_pre,l_mp,l_post,stage,agg,epoch,loss,loss_std,params,time_iter,time_iter_std,accuracy,accuracy_std,precision,precision_std,recall,recall_std,f1,f1_std,auc,auc_std -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipconcat,add,99,0.4913,0.0058,273444.0,0.4434,0.1062,0.7677,0.0028,0.6925,0.0022,0.9632,0.002,0.8057,0.0022,0.9232,0.0025 -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipconcat,max,99,0.4898,0.009,273444.0,0.3375,0.0195,0.7693,0.003,0.6899,0.0026,0.9783,0.001,0.8092,0.0022,0.9304,0.0048 -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipconcat,mean,99,0.4766,0.006,273444.0,0.3613,0.046,0.7844,0.0011,0.7063,0.0015,0.9738,0.0017,0.8187,0.0006,0.9366,0.0038 -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipsum,add,99,0.4866,0.0013,369409.0,0.3704,0.0504,0.7697,0.0017,0.6946,0.0017,0.9626,0.0006,0.807,0.0011,0.9217,0.0011 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-PyG,AmazonComputers,link_pred,True,,,1,8,3,skipsum,add,99,0.4928,0.0032,303377.0,0.4519,0.0721,0.7607,0.0032,0.69,0.0023,0.9466,0.0035,0.7982,0.0027,0.911,0.0031 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipsum,max,99,0.4757,0.0017,303377.0,0.4814,0.1207,0.781,0.003,0.7018,0.0029,0.9773,0.0008,0.8169,0.0021,0.9346,0.001 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipsum,mean,99,0.4523,0.0014,303377.0,0.3719,0.0221,0.8145,0.0032,0.7393,0.0038,0.9719,0.0005,0.8398,0.0023,0.948,0.001 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipconcat,add,99,0.4761,0.0047,273031.0,0.3635,0.0752,0.7739,0.0022,0.6968,0.0018,0.9697,0.0015,0.8109,0.0017,0.9347,0.0028 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipconcat,max,99,0.4795,0.0012,273031.0,0.3247,0.0466,0.7759,0.0011,0.6961,0.0011,0.9793,0.0005,0.8138,0.0007,0.9364,0.0007 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipconcat,mean,99,0.4637,0.0052,273031.0,0.3878,0.0733,0.7915,0.0045,0.7124,0.0046,0.9777,0.0008,0.8242,0.0032,0.9445,0.0031 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipsum,add,99,0.4834,0.0036,352828.0,0.3872,0.0437,0.774,0.0018,0.6988,0.0016,0.9633,0.0008,0.81,0.0014,0.9243,0.0025 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipsum,max,99,0.4804,0.0009,352828.0,0.378,0.0487,0.7758,0.0026,0.6959,0.0028,0.9799,0.0008,0.8138,0.0017,0.9333,0.001 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipsum,mean,99,0.4628,0.0028,352828.0,0.3184,0.007,0.7993,0.0036,0.7218,0.0038,0.9741,0.0011,0.8292,0.0026,0.9423,0.0025 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipconcat,add,99,0.4627,0.005,261601.0,0.3763,0.0756,0.782,0.004,0.7036,0.0037,0.9747,0.0014,0.8172,0.003,0.9421,0.0037 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipconcat,max,99,0.4695,0.0013,261601.0,0.346,0.0308,0.786,0.0024,0.7058,0.0027,0.9808,0.001,0.8209,0.0015,0.9408,0.0011 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipconcat,mean,99,0.453,0.0034,261601.0,0.3867,0.099,0.7998,0.002,0.7203,0.002,0.9803,0.0007,0.8304,0.0015,0.9511,0.0025 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipsum,add,99,0.4768,0.0022,337747.0,0.3533,0.033,0.7772,0.0007,0.7013,0.0007,0.9656,0.0013,0.8125,0.0006,0.9286,0.0011 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipsum,max,99,0.4703,0.0021,337747.0,0.3805,0.0451,0.7837,0.0005,0.7033,0.0007,0.9815,0.0009,0.8194,0.0003,0.9402,0.0017 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipsum,mean,99,0.4562,0.0014,337747.0,0.3269,0.0496,0.8057,0.0007,0.7286,0.0009,0.9743,0.0016,0.8337,0.0005,0.9461,0.0019 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipconcat,add,99,0.4773,0.0043,243448.0,0.3062,0.0453,0.7739,0.0022,0.6978,0.0017,0.966,0.002,0.8103,0.0018,0.9325,0.0023 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipconcat,max,99,0.4751,0.002,243448.0,0.3477,0.0171,0.7787,0.0011,0.6991,0.001,0.9789,0.0008,0.8157,0.0008,0.9404,0.0019 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipconcat,mean,99,0.4589,0.004,243448.0,0.4353,0.0762,0.7945,0.0049,0.7158,0.005,0.9769,0.0006,0.8262,0.0035,0.9481,0.0017 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipsum,add,99,0.4871,0.0028,328945.0,0.3747,0.028,0.7702,0.0025,0.6963,0.0022,0.9583,0.0012,0.8066,0.0018,0.9195,0.0021 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipsum,max,99,0.4822,0.0037,328945.0,0.4299,0.1007,0.7728,0.0038,0.6936,0.0031,0.9776,0.0022,0.8114,0.0029,0.9309,0.0036 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipsum,mean,99,0.4582,0.0012,328945.0,0.4275,0.0536,0.8058,0.0026,0.7295,0.0031,0.9719,0.0004,0.8334,0.0018,0.9442,0.0009 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipconcat,add,99,0.4682,0.0018,236737.0,0.4168,0.1139,0.7793,0.0006,0.7019,0.0008,0.9709,0.0006,0.8148,0.0004,0.9371,0.0019 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipconcat,max,99,0.4623,0.0033,236737.0,0.3667,0.0688,0.7852,0.0067,0.7046,0.0069,0.9825,0.0007,0.8207,0.0045,0.9475,0.0021 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipconcat,mean,99,0.4533,0.0014,236737.0,0.4046,0.0263,0.8037,0.0022,0.7257,0.0031,0.9767,0.0019,0.8326,0.0013,0.9498,0.0012 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipsum,add,99,0.4834,0.0019,320281.0,0.3693,0.0424,0.7692,0.0013,0.6957,0.0019,0.9574,0.0026,0.8058,0.0007,0.9203,0.0019 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipsum,max,99,0.4732,0.0046,320281.0,0.3559,0.0554,0.7811,0.0035,0.7015,0.003,0.9787,0.0022,0.8172,0.0027,0.9367,0.004 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipsum,mean,99,0.4493,0.0009,320281.0,0.4012,0.0204,0.8132,0.0009,0.7368,0.0014,0.9743,0.0012,0.8391,0.0006,0.9512,0.0007 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipconcat,add,99,0.4851,0.007,234685.0,0.389,0.0655,0.7706,0.0029,0.696,0.0021,0.9611,0.0029,0.8073,0.0024,0.9263,0.0037 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipconcat,max,99,0.4747,0.0038,234685.0,0.392,0.0692,0.7721,0.003,0.6922,0.0025,0.9798,0.0018,0.8113,0.0023,0.9416,0.0027 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipconcat,mean,99,0.4607,0.0012,234685.0,0.3913,0.0346,0.7924,0.0013,0.7144,0.0016,0.9746,0.0008,0.8244,0.0008,0.9468,0.0001 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipsum,add,99,0.4926,0.0023,313465.0,0.3726,0.0576,0.7643,0.0031,0.6923,0.0028,0.9514,0.002,0.8015,0.0023,0.913,0.0021 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipsum,max,99,0.4822,0.0009,313465.0,0.397,0.0219,0.775,0.001,0.696,0.0011,0.9764,0.0009,0.8127,0.0006,0.9302,0.0005 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipsum,mean,99,0.4519,0.0011,313465.0,0.4203,0.0539,0.8107,0.0021,0.7346,0.0026,0.973,0.0017,0.8371,0.0015,0.9491,0.0011 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipconcat,add,99,0.47,0.004,235656.0,0.3543,0.0209,0.7774,0.0014,0.701,0.001,0.9673,0.0013,0.8129,0.0011,0.9347,0.0028 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipconcat,max,99,0.4644,0.0075,235656.0,0.3398,0.03,0.7854,0.0092,0.7051,0.0094,0.9815,0.0003,0.8206,0.0063,0.9453,0.0039 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipconcat,mean,99,0.448,0.0014,235656.0,0.3048,0.0593,0.8073,0.0015,0.7297,0.0015,0.9764,0.0007,0.8352,0.0012,0.9524,0.001 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipsum,add,99,0.4819,0.0029,306321.0,0.3692,0.0372,0.7648,0.0027,0.6907,0.0022,0.959,0.0016,0.803,0.002,0.9225,0.0026 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipsum,max,99,0.4759,0.003,306321.0,0.4597,0.0748,0.7816,0.003,0.7022,0.0029,0.9779,0.0012,0.8174,0.0021,0.9347,0.0029 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipsum,mean,99,0.4481,0.0016,306321.0,0.3606,0.0093,0.816,0.0017,0.7401,0.0018,0.9741,0.0007,0.8411,0.0012,0.9522,0.0012 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipconcat,add,99,0.487,0.0046,229825.0,0.3415,0.0174,0.77,0.0023,0.6962,0.0019,0.9583,0.003,0.8065,0.002,0.9239,0.0025 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipconcat,max,99,0.4759,0.005,229825.0,0.3943,0.0647,0.7712,0.0027,0.6915,0.0023,0.9794,0.0015,0.8106,0.002,0.9413,0.0031 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipconcat,mean,99,0.4576,0.0031,229825.0,0.408,0.0296,0.7955,0.0016,0.7175,0.0015,0.9749,0.0011,0.8266,0.0012,0.9476,0.0016 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipsum,add,99,0.4868,0.0054,303377.0,0.3962,0.0435,0.7675,0.0019,0.6941,0.001,0.9568,0.0034,0.8045,0.0018,0.9189,0.0043 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipsum,max,99,0.4832,0.007,303377.0,0.4928,0.1105,0.7732,0.0046,0.6946,0.0041,0.9751,0.0021,0.8113,0.0034,0.9286,0.0053 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipsum,mean,99,0.4514,0.0011,303377.0,0.3544,0.0219,0.8087,0.0008,0.7324,0.0012,0.973,0.0008,0.8357,0.0005,0.9496,0.0004 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipconcat,add,99,0.4758,0.0024,226585.0,0.3679,0.0748,0.7774,0.0019,0.703,0.0019,0.9608,0.0015,0.8119,0.0014,0.9282,0.0028 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipconcat,max,99,0.461,0.005,226585.0,0.379,0.0102,0.7882,0.0051,0.708,0.0056,0.9811,0.0013,0.8225,0.0034,0.9475,0.0023 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipconcat,mean,99,0.4495,0.0027,226585.0,0.4215,0.0709,0.8073,0.0034,0.7295,0.0037,0.9769,0.0,0.8353,0.0024,0.9518,0.0014 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipsum,add,99,0.4848,0.0052,297985.0,0.3913,0.022,0.7652,0.0057,0.6922,0.0045,0.9554,0.0046,0.8028,0.0046,0.9188,0.0054 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipsum,max,99,0.4762,0.0022,297985.0,0.3973,0.0407,0.78,0.0019,0.7009,0.002,0.9769,0.0005,0.8162,0.0012,0.9335,0.0017 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipsum,mean,99,0.451,0.0021,297985.0,0.3462,0.0524,0.8149,0.0048,0.7392,0.0056,0.9735,0.0007,0.8403,0.0034,0.9498,0.0008 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipconcat,add,99,0.4663,0.0009,271310.0,0.1617,0.0253,0.7831,0.003,0.703,0.0033,0.9805,0.001,0.8189,0.0019,0.9457,0.0008 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipconcat,max,99,0.461,0.003,271310.0,0.139,0.0142,0.7873,0.0021,0.7044,0.0021,0.9899,0.0004,0.8231,0.0015,0.9518,0.0016 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipconcat,mean,99,0.4592,0.0028,271310.0,0.1429,0.0091,0.7995,0.0016,0.7179,0.0018,0.9867,0.0002,0.8311,0.0011,0.9522,0.0012 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipsum,add,99,0.4645,0.0022,364525.0,0.1878,0.0326,0.7876,0.0014,0.7073,0.0016,0.9812,0.0005,0.822,0.0009,0.9444,0.0017 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipsum,max,99,0.465,0.004,364525.0,0.1658,0.0185,0.7856,0.002,0.703,0.0018,0.9891,0.0006,0.8218,0.0015,0.9469,0.0034 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipsum,mean,99,0.4542,0.0037,364525.0,0.1366,0.0121,0.8114,0.0021,0.7305,0.0024,0.9867,0.0007,0.8395,0.0014,0.9516,0.0022 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipconcat,add,99,0.4512,0.0004,264533.0,0.1297,0.0012,0.7947,0.0031,0.714,0.0034,0.9831,0.002,0.8272,0.0021,0.952,0.0004 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipconcat,max,99,0.4506,0.0026,264533.0,0.1511,0.0135,0.8002,0.003,0.7176,0.0031,0.9901,0.0007,0.8321,0.0021,0.9558,0.0018 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipconcat,mean,99,0.4448,0.0031,264533.0,0.1384,0.011,0.8145,0.0033,0.7337,0.0032,0.9875,0.0014,0.8419,0.0025,0.9573,0.0027 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipsum,add,99,0.4573,0.0038,348450.0,0.1406,0.0202,0.7921,0.0008,0.7114,0.0007,0.9829,0.0012,0.8254,0.0007,0.9483,0.0034 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipsum,max,99,0.4563,0.0004,348450.0,0.1496,0.0087,0.796,0.0052,0.7133,0.0056,0.9899,0.0007,0.8291,0.0036,0.9522,0.0017 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipsum,mean,99,0.4424,0.0021,348450.0,0.1356,0.0133,0.8202,0.003,0.7396,0.0035,0.9884,0.0004,0.8461,0.0022,0.959,0.0018 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipconcat,add,99,0.4595,0.0045,246501.0,0.1371,0.0067,0.7867,0.003,0.7068,0.0029,0.9799,0.001,0.8212,0.0022,0.9485,0.0017 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipconcat,max,99,0.4541,0.0035,246501.0,0.1417,0.0147,0.7872,0.0024,0.7041,0.0025,0.9907,0.0004,0.8232,0.0016,0.9584,0.0015 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipconcat,mean,99,0.4435,0.0023,246501.0,0.1597,0.0212,0.8092,0.0023,0.7281,0.0026,0.9871,0.0003,0.838,0.0016,0.96,0.0012 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipsum,add,99,0.4611,0.0023,333765.0,0.1495,0.0156,0.7867,0.0017,0.7062,0.0017,0.9817,0.0014,0.8215,0.0012,0.9456,0.0019 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipsum,max,99,0.4622,0.0028,333765.0,0.1753,0.0465,0.7893,0.0019,0.7066,0.0019,0.9894,0.0004,0.8244,0.0013,0.9488,0.0024 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipsum,mean,99,0.4404,0.003,333765.0,0.1354,0.0052,0.8221,0.0045,0.7425,0.0046,0.9863,0.0013,0.8472,0.0034,0.96,0.0019 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipconcat,add,99,0.45,0.0018,242306.0,0.1289,0.0075,0.7949,0.0024,0.7145,0.0026,0.9823,0.0009,0.8273,0.0016,0.9525,0.001 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipconcat,max,99,0.4416,0.002,242306.0,0.1431,0.0297,0.8034,0.0035,0.7206,0.0038,0.9912,0.0005,0.8345,0.0024,0.9626,0.0007 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipconcat,mean,99,0.4369,0.0025,242306.0,0.1651,0.055,0.8207,0.0016,0.7401,0.0013,0.9886,0.0015,0.8465,0.0013,0.9625,0.0022 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipsum,add,99,0.456,0.0053,325249.0,0.169,0.0516,0.7894,0.006,0.7087,0.0052,0.9827,0.0033,0.8235,0.0046,0.9487,0.0047 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipsum,max,99,0.4512,0.0004,325249.0,0.1647,0.0107,0.8035,0.0019,0.7211,0.0021,0.9897,0.0007,0.8343,0.0014,0.9549,0.001 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipsum,mean,99,0.4345,0.0025,325249.0,0.1486,0.0251,0.8328,0.0017,0.7542,0.0017,0.9874,0.0012,0.8552,0.0013,0.9633,0.0016 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipconcat,add,99,0.4572,0.0016,232020.0,0.1463,0.0089,0.7863,0.0015,0.7063,0.001,0.9803,0.0022,0.821,0.0013,0.9505,0.0021 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipconcat,max,99,0.4516,0.0033,232020.0,0.1577,0.0074,0.7833,0.0007,0.7,0.0008,0.9914,0.0002,0.8206,0.0005,0.9607,0.0023 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipconcat,mean,99,0.437,0.0048,232020.0,0.1357,0.0084,0.8154,0.0033,0.7347,0.0037,0.9874,0.0006,0.8425,0.0024,0.963,0.0029 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipsum,add,99,0.4627,0.0017,316827.0,0.1463,0.0199,0.7853,0.0024,0.7053,0.0021,0.9805,0.0014,0.8204,0.0019,0.9447,0.0017 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipsum,max,99,0.4575,0.0012,316827.0,0.157,0.0118,0.7973,0.0014,0.7153,0.0015,0.9879,0.0009,0.8298,0.0009,0.9506,0.0013 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipsum,mean,99,0.4346,0.0012,316827.0,0.1468,0.012,0.8337,0.0007,0.7557,0.0012,0.9863,0.001,0.8557,0.0004,0.9623,0.0005 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipconcat,add,99,0.4473,0.0016,233591.0,0.1572,0.0067,0.7934,0.0018,0.7124,0.002,0.9844,0.0021,0.8266,0.0012,0.955,0.0015 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipconcat,max,99,0.4401,0.0048,233591.0,0.1663,0.0112,0.801,0.0028,0.7181,0.003,0.9909,0.0007,0.8328,0.002,0.9636,0.0026 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipconcat,mean,99,0.4355,0.0011,233591.0,0.1741,0.0516,0.8227,0.0011,0.7426,0.0011,0.9875,0.0005,0.8478,0.0009,0.9628,0.0006 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipsum,add,99,0.4559,0.0049,310209.0,0.1616,0.0089,0.7845,0.0045,0.7038,0.0047,0.9825,0.0011,0.8201,0.003,0.949,0.003 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipsum,max,99,0.4576,0.0004,310209.0,0.1423,0.0074,0.7962,0.0022,0.7137,0.0023,0.9892,0.0004,0.8292,0.0015,0.9509,0.0008 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipsum,mean,99,0.4335,0.0026,310209.0,0.145,0.0208,0.836,0.0013,0.758,0.0017,0.9871,0.0007,0.8575,0.0009,0.9636,0.002 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipconcat,add,99,0.4589,0.0023,228033.0,0.1519,0.018,0.788,0.0024,0.708,0.0023,0.98,0.0008,0.8221,0.0018,0.9505,0.001 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipconcat,max,99,0.4495,0.0019,228033.0,0.1472,0.0099,0.7876,0.0012,0.7045,0.0014,0.9904,0.0007,0.8234,0.0007,0.9605,0.0007 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipconcat,mean,99,0.4398,0.0024,228033.0,0.1541,0.017,0.8163,0.0056,0.736,0.0061,0.9868,0.0003,0.8431,0.004,0.9614,0.0007 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipsum,add,99,0.464,0.0015,303241.0,0.1895,0.0316,0.7839,0.0029,0.7044,0.0029,0.9785,0.0021,0.8191,0.0021,0.9424,0.0021 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipsum,max,99,0.4634,0.0013,303241.0,0.1952,0.0166,0.7885,0.0019,0.7062,0.0017,0.9881,0.0013,0.8237,0.0015,0.9474,0.0012 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipsum,mean,99,0.4346,0.0007,303241.0,0.171,0.017,0.8336,0.0036,0.7556,0.0038,0.9863,0.001,0.8557,0.0028,0.963,0.0004 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipconcat,add,99,0.4495,0.0005,225208.0,0.1285,0.0043,0.7919,0.0014,0.7114,0.0015,0.9822,0.0016,0.8251,0.001,0.9527,0.0012 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipconcat,max,99,0.4415,0.004,225208.0,0.1652,0.0179,0.7974,0.0029,0.7146,0.0027,0.9905,0.0017,0.8302,0.0021,0.963,0.0028 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipconcat,mean,99,0.4331,0.0018,225208.0,0.1409,0.0067,0.8262,0.0027,0.7463,0.0029,0.9883,0.0011,0.8504,0.002,0.9643,0.0009 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipsum,add,99,0.4578,0.0031,300429.0,0.1717,0.0355,0.7834,0.0029,0.7037,0.0034,0.9792,0.0015,0.8189,0.0018,0.946,0.0023 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipsum,max,99,0.4542,0.0023,300429.0,0.2174,0.0331,0.7974,0.0023,0.7147,0.0023,0.9902,0.0003,0.8302,0.0016,0.9538,0.0016 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipsum,mean,99,0.4303,0.0015,300429.0,0.1589,0.0086,0.8408,0.0025,0.7635,0.0028,0.9876,0.0006,0.8612,0.002,0.9658,0.0009 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipconcat,add,99,0.4538,0.0023,270941.0,0.1365,0.0153,0.788,0.0017,0.7068,0.0015,0.9844,0.001,0.8228,0.0013,0.9538,0.002 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipconcat,max,99,0.458,0.0007,270941.0,0.1745,0.0202,0.7926,0.0033,0.7097,0.0033,0.9902,0.0003,0.8268,0.0023,0.954,0.0007 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipconcat,mean,99,0.4484,0.0054,270941.0,0.1472,0.0369,0.8057,0.0013,0.7241,0.0015,0.988,0.0006,0.8357,0.0008,0.9572,0.0031 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipsum,add,99,0.4555,0.0038,348450.0,0.1451,0.0203,0.7935,0.0028,0.7122,0.0028,0.9852,0.0009,0.8267,0.002,0.9513,0.0023 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipsum,max,99,0.4565,0.0015,348450.0,0.1464,0.008,0.7932,0.0027,0.7105,0.0029,0.9899,0.0008,0.8272,0.0017,0.9524,0.0007 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipsum,mean,99,0.4449,0.0013,348450.0,0.1458,0.0145,0.8151,0.001,0.7342,0.0011,0.9878,0.0005,0.8423,0.0007,0.9576,0.0009 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipconcat,add,99,0.4428,0.0035,259841.0,0.1288,0.0078,0.8005,0.002,0.7191,0.0016,0.9862,0.0018,0.8317,0.0017,0.9584,0.0027 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipconcat,max,99,0.4488,0.0024,259841.0,0.1463,0.0231,0.801,0.0052,0.7184,0.0055,0.9902,0.0005,0.8326,0.0036,0.9571,0.0016 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipconcat,mean,99,0.4386,0.0021,259841.0,0.1385,0.0243,0.8193,0.0042,0.7381,0.0045,0.99,0.0002,0.8456,0.0031,0.9626,0.0011 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipsum,add,99,0.45,0.0027,333765.0,0.1496,0.034,0.7968,0.0015,0.7155,0.0016,0.9852,0.0009,0.829,0.001,0.9539,0.0024 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipsum,max,99,0.4485,0.0013,333765.0,0.1476,0.0045,0.801,0.0029,0.7182,0.003,0.9906,0.001,0.8327,0.002,0.9577,0.0007 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipsum,mean,99,0.4362,0.0046,333765.0,0.1461,0.0307,0.8256,0.0034,0.7455,0.0036,0.9887,0.001,0.85,0.0026,0.9631,0.003 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipconcat,add,99,0.4512,0.0018,242194.0,0.1304,0.0095,0.7901,0.0012,0.7091,0.0012,0.9838,0.0004,0.8242,0.0009,0.955,0.0011 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipconcat,max,99,0.4521,0.0061,242194.0,0.1385,0.0197,0.7902,0.0055,0.7073,0.0056,0.9902,0.0007,0.8252,0.0039,0.9588,0.0027 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipconcat,mean,99,0.4418,0.0014,242194.0,0.14,0.0035,0.8098,0.0045,0.7282,0.0048,0.9886,0.0003,0.8387,0.0033,0.9615,0.0001 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipsum,add,99,0.4567,0.0033,325249.0,0.1608,0.0069,0.7935,0.0012,0.7134,0.0012,0.9811,0.0006,0.8261,0.0008,0.9485,0.002 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipsum,max,99,0.4585,0.0019,325249.0,0.1546,0.0078,0.7934,0.001,0.7112,0.001,0.9883,0.0007,0.8271,0.0007,0.9508,0.0016 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipsum,mean,99,0.4373,0.0043,325249.0,0.1603,0.0115,0.825,0.0054,0.745,0.0059,0.9885,0.0004,0.8497,0.004,0.9624,0.0028 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipconcat,add,99,0.4463,0.002,235681.0,0.1455,0.0047,0.7958,0.0037,0.7143,0.0039,0.9858,0.0005,0.8284,0.0026,0.9562,0.0008 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipconcat,max,99,0.4429,0.0026,235681.0,0.1443,0.0119,0.8024,0.0006,0.7196,0.0007,0.991,0.0007,0.8338,0.0004,0.9617,0.0022 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipconcat,mean,99,0.4363,0.0008,235681.0,0.1521,0.0114,0.8229,0.0043,0.7425,0.0044,0.9887,0.0011,0.8481,0.0033,0.963,0.0002 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipsum,add,99,0.4466,0.0048,316827.0,0.1559,0.0282,0.7956,0.006,0.7144,0.0058,0.9852,0.0018,0.8282,0.0044,0.9558,0.0035 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipsum,max,99,0.4497,0.0027,316827.0,0.1743,0.0284,0.8017,0.0026,0.719,0.0028,0.9903,0.0005,0.8331,0.0018,0.9563,0.0018 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipsum,mean,99,0.4327,0.0016,316827.0,0.154,0.0164,0.8354,0.0018,0.7576,0.0017,0.9864,0.0011,0.857,0.0015,0.9642,0.0011 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipconcat,add,99,0.4601,0.0071,233783.0,0.1354,0.0084,0.7878,0.0006,0.7077,0.001,0.9805,0.0025,0.822,0.0005,0.9491,0.0044 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipconcat,max,99,0.4494,0.0064,233783.0,0.1447,0.0034,0.7903,0.0044,0.7073,0.0043,0.9904,0.001,0.8252,0.0031,0.9606,0.0031 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipconcat,mean,99,0.4392,0.0035,233783.0,0.1471,0.0129,0.8109,0.0055,0.7299,0.0058,0.9873,0.0007,0.8393,0.004,0.9622,0.0017 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipsum,add,99,0.4592,0.0011,310209.0,0.1914,0.0682,0.7851,0.002,0.7045,0.002,0.982,0.0012,0.8204,0.0014,0.9471,0.0011 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipsum,max,99,0.4554,0.0019,310209.0,0.1789,0.0274,0.7949,0.0035,0.7125,0.0035,0.9887,0.0005,0.8282,0.0024,0.953,0.0015 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipsum,mean,99,0.4337,0.0022,310209.0,0.1686,0.0077,0.8344,0.0036,0.7559,0.0047,0.988,0.0013,0.8565,0.0026,0.9643,0.0015 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipconcat,add,99,0.4449,0.0016,234886.0,0.1466,0.0082,0.7965,0.0017,0.7151,0.002,0.9855,0.0006,0.8288,0.0011,0.9567,0.0012 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipconcat,max,99,0.4435,0.0033,234886.0,0.1357,0.0062,0.8005,0.0019,0.7177,0.0022,0.9909,0.001,0.8324,0.0011,0.9622,0.0009 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipconcat,mean,99,0.4339,0.0031,234886.0,0.1415,0.0022,0.8254,0.0047,0.7457,0.0053,0.9877,0.0018,0.8498,0.0035,0.9642,0.0012 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipsum,add,99,0.4516,0.0023,303241.0,0.1477,0.0122,0.7906,0.0016,0.7097,0.0014,0.9836,0.0012,0.8245,0.0012,0.952,0.0018 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipsum,max,99,0.4539,0.0025,303241.0,0.1585,0.0116,0.7974,0.0025,0.7148,0.0027,0.9898,0.0008,0.8301,0.0018,0.9537,0.0018 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipsum,mean,99,0.4315,0.0024,303241.0,0.1872,0.0245,0.8371,0.0017,0.7594,0.002,0.9869,0.001,0.8583,0.0013,0.9654,0.0016 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipconcat,add,99,0.4613,0.004,229121.0,0.1438,0.0105,0.788,0.0009,0.7092,0.0012,0.9763,0.0011,0.8216,0.0004,0.9466,0.002 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipconcat,max,99,0.4528,0.0046,229121.0,0.1988,0.0188,0.7851,0.0033,0.7024,0.0032,0.9892,0.0007,0.8215,0.0023,0.9587,0.0024 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipconcat,mean,99,0.4367,0.0036,229121.0,0.1652,0.0474,0.8153,0.0021,0.7348,0.0024,0.9869,0.0006,0.8424,0.0015,0.9636,0.0018 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipsum,add,99,0.4574,0.0026,300429.0,0.1781,0.0116,0.7851,0.0013,0.7047,0.0014,0.9814,0.002,0.8204,0.001,0.9478,0.0022 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipsum,max,99,0.4595,0.0026,300429.0,0.2096,0.0341,0.7934,0.0043,0.7109,0.0043,0.989,0.0004,0.8272,0.003,0.95,0.0017 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipsum,mean,99,0.4349,0.0057,300429.0,0.1997,0.0307,0.8355,0.0038,0.7577,0.0039,0.9863,0.0014,0.857,0.003,0.9632,0.0034 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipconcat,add,99,0.4492,0.002,225991.0,0.1455,0.0088,0.7954,0.0035,0.7147,0.0034,0.9832,0.0006,0.8277,0.0025,0.953,0.0015 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipconcat,max,99,0.4442,0.0022,225991.0,0.1595,0.0148,0.7977,0.0037,0.7147,0.004,0.991,0.0008,0.8305,0.0025,0.9615,0.0005 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipconcat,mean,99,0.4347,0.0024,225991.0,0.144,0.003,0.827,0.0037,0.7477,0.004,0.9871,0.0005,0.8509,0.0028,0.9633,0.0015 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipsum,add,99,0.4543,0.0025,295169.0,0.1617,0.02,0.7863,0.0018,0.7052,0.002,0.9838,0.0016,0.8215,0.0012,0.9503,0.0026 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipsum,max,99,0.455,0.002,295169.0,0.1828,0.0233,0.7962,0.0038,0.7137,0.004,0.9894,0.0007,0.8292,0.0026,0.9534,0.0009 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipsum,mean,99,0.4306,0.0017,295169.0,0.1794,0.0275,0.8387,0.0041,0.7614,0.0051,0.9865,0.0019,0.8594,0.003,0.9652,0.0019 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipconcat,add,99,0.4572,0.0174,558236.0,0.0912,0.0071,0.764,0.007,0.6794,0.0064,1.0,0.0,0.809,0.0045,0.983,0.0072 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipconcat,max,99,0.5114,0.0133,558236.0,0.0966,0.0067,0.7555,0.0027,0.6716,0.0024,1.0,0.0,0.8035,0.0017,0.9695,0.0066 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipconcat,mean,99,0.4809,0.0286,558236.0,0.1266,0.025,0.7588,0.0053,0.6746,0.0048,1.0,0.0,0.8057,0.0035,0.9805,0.0065 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipsum,add,99,0.4486,0.0156,1021201.0,0.0921,0.0074,0.7634,0.0025,0.6788,0.0023,1.0,0.0,0.8086,0.0016,0.9862,0.0033 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipsum,max,99,0.4775,0.0066,1021201.0,0.1041,0.028,0.7544,0.0022,0.6706,0.002,1.0,0.0,0.8029,0.0015,0.9706,0.0033 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipsum,mean,99,0.4454,0.0107,1021201.0,0.1247,0.0394,0.7602,0.0038,0.6759,0.0035,1.0,0.0,0.8066,0.0025,0.9838,0.0049 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipconcat,add,99,0.4306,0.0101,507089.0,0.0855,0.0023,0.7629,0.0075,0.6784,0.007,1.0,0.0,0.8084,0.0049,0.9869,0.0047 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipconcat,max,99,0.4386,0.0119,507089.0,0.0918,0.0135,0.7676,0.01,0.6828,0.0093,1.0,0.0,0.8115,0.0066,0.9823,0.0035 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipconcat,mean,99,0.4389,0.0119,507089.0,0.1175,0.0064,0.7595,0.0054,0.6752,0.0049,1.0,0.0,0.8061,0.0034,0.9859,0.0051 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipsum,add,99,0.428,0.0054,937092.0,0.1077,0.0217,0.7694,0.0064,0.6845,0.006,1.0,0.0,0.8126,0.0042,0.9859,0.0028 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipsum,max,99,0.458,0.0164,937092.0,0.1053,0.0046,0.7633,0.0059,0.6787,0.0054,1.0,0.0,0.8086,0.0039,0.972,0.0068 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipsum,mean,99,0.4465,0.0173,937092.0,0.0999,0.0099,0.7633,0.0048,0.6787,0.0044,1.0,0.0,0.8086,0.0031,0.9777,0.0074 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipconcat,add,99,0.4568,0.0151,418065.0,0.1247,0.0171,0.7617,0.0022,0.6772,0.002,1.0,0.0,0.8075,0.0014,0.9806,0.0066 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipconcat,max,99,0.5065,0.0189,418065.0,0.0964,0.0038,0.7601,0.005,0.6758,0.0046,1.0,0.0,0.8065,0.0033,0.9652,0.0041 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipconcat,mean,99,0.4846,0.0157,418065.0,0.1091,0.0102,0.7588,0.0039,0.6746,0.0036,1.0,0.0,0.8057,0.0025,0.9762,0.0029 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipsum,add,99,0.4372,0.0133,869163.0,0.1065,0.0066,0.7612,0.0028,0.6768,0.0026,1.0,0.0,0.8072,0.0018,0.9854,0.0034 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipsum,max,99,0.4874,0.0113,869163.0,0.1135,0.009,0.7683,0.0078,0.6834,0.0073,1.0,0.0,0.8119,0.0052,0.9521,0.0028 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipsum,mean,99,0.4486,0.005,869163.0,0.1265,0.0363,0.7725,0.0026,0.6873,0.0025,1.0,0.0,0.8147,0.0017,0.9748,0.0018 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipconcat,add,99,0.4322,0.0129,387248.0,0.127,0.0466,0.7669,0.0078,0.6821,0.0073,1.0,0.0,0.811,0.0051,0.986,0.0047 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipconcat,max,99,0.4654,0.0092,387248.0,0.1069,0.0126,0.7642,0.0048,0.6795,0.0044,1.0,0.0,0.8092,0.0031,0.9674,0.0042 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipconcat,mean,99,0.4466,0.0058,387248.0,0.0937,0.0085,0.7656,0.0037,0.6809,0.0034,1.0,0.0,0.8102,0.0024,0.9779,0.0041 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipsum,add,99,0.4255,0.0055,822193.0,0.1156,0.0162,0.7686,0.0054,0.6837,0.005,1.0,0.0,0.8121,0.0035,0.9864,0.0028 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipsum,max,99,0.4789,0.0128,822193.0,0.1189,0.0411,0.7643,0.0085,0.6797,0.0078,1.0,0.0,0.8093,0.0056,0.9514,0.0041 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipsum,mean,99,0.464,0.0026,822193.0,0.0961,0.0026,0.7734,0.0009,0.6884,0.0007,0.9991,0.0013,0.8151,0.0007,0.9599,0.0037 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipconcat,add,99,0.439,0.0076,353298.0,0.0786,0.0204,0.7716,0.0058,0.6866,0.0055,0.9995,0.0007,0.814,0.0038,0.9829,0.0057 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipconcat,max,99,0.5164,0.0196,353298.0,0.0858,0.0016,0.7564,0.0056,0.6724,0.0051,1.0,0.0,0.8041,0.0037,0.9601,0.005 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipconcat,mean,99,0.4704,0.0065,353298.0,0.0933,0.0051,0.767,0.0014,0.6822,0.0013,1.0,0.0,0.8111,0.0009,0.9719,0.0027 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipsum,add,99,0.4406,0.0108,781233.0,0.0965,0.0026,0.7576,0.0044,0.6735,0.004,1.0,0.0,0.8049,0.0029,0.9839,0.0045 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipsum,max,99,0.4851,0.0155,781233.0,0.1004,0.0029,0.7687,0.0065,0.6839,0.0059,0.9995,0.0007,0.8121,0.0044,0.9488,0.0062 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipsum,mean,99,0.4572,0.0059,781233.0,0.0993,0.0096,0.7792,0.0039,0.6938,0.004,0.9995,0.0007,0.819,0.0026,0.9626,0.003 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipconcat,add,99,0.4414,0.015,337121.0,0.0966,0.0082,0.7659,0.0043,0.6811,0.004,1.0,0.0,0.8103,0.0028,0.9786,0.0098 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipconcat,max,99,0.4598,0.0029,337121.0,0.0779,0.0233,0.7699,0.0029,0.6848,0.0027,1.0,0.0,0.8129,0.0019,0.9692,0.001 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipconcat,mean,99,0.4524,0.0034,337121.0,0.1026,0.0076,0.7728,0.0034,0.6875,0.0032,1.0,0.0,0.8148,0.0023,0.9702,0.0011 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipsum,add,99,0.4234,0.0043,747993.0,0.1092,0.007,0.77,0.0016,0.685,0.0015,0.9995,0.0007,0.8129,0.001,0.9854,0.0016 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipsum,max,99,0.4834,0.0071,747993.0,0.108,0.012,0.7746,0.0024,0.6894,0.0022,0.9995,0.0007,0.816,0.0017,0.9432,0.0044 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipsum,mean,99,0.4604,0.0103,747993.0,0.1251,0.0314,0.7773,0.0096,0.6927,0.0093,0.9973,0.0,0.8175,0.0064,0.9564,0.0044 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipconcat,add,99,0.4444,0.0108,322689.0,0.1088,0.0133,0.7699,0.0031,0.6848,0.0029,1.0,0.0,0.813,0.0021,0.9792,0.0065 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipconcat,max,99,0.5214,0.0204,322689.0,0.1062,0.0071,0.7615,0.0078,0.6772,0.0072,1.0,0.0,0.8075,0.0052,0.9542,0.0052 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipconcat,mean,99,0.4668,0.0037,322689.0,0.1187,0.0214,0.7701,0.0058,0.6851,0.0054,1.0,0.0,0.8131,0.0038,0.9717,0.0006 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipsum,add,99,0.4291,0.0044,717361.0,0.0981,0.003,0.765,0.0008,0.6802,0.0008,1.0,0.0,0.8097,0.0006,0.9828,0.003 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipsum,max,99,0.488,0.0138,717361.0,0.0691,0.0084,0.7705,0.0042,0.6855,0.0039,0.9995,0.0007,0.8133,0.0029,0.9439,0.0062 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipsum,mean,99,0.4664,0.0031,717361.0,0.0933,0.0055,0.7754,0.002,0.6902,0.0018,0.9991,0.0007,0.8164,0.0014,0.9528,0.0036 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipconcat,add,99,0.4453,0.0128,305074.0,0.1001,0.0126,0.7673,0.0062,0.6825,0.0056,0.9995,0.0007,0.8112,0.0042,0.9749,0.0096 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipconcat,max,99,0.4646,0.0091,305074.0,0.1002,0.0039,0.7731,0.0048,0.688,0.0045,0.9995,0.0007,0.815,0.0033,0.9623,0.0031 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipconcat,mean,99,0.4572,0.002,305074.0,0.1014,0.0045,0.7741,0.0056,0.689,0.0055,0.9995,0.0007,0.8157,0.0036,0.9646,0.0042 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipsum,add,99,0.4294,0.0081,696801.0,0.0938,0.0049,0.7597,0.0062,0.6755,0.0057,1.0,0.0,0.8063,0.0041,0.9844,0.0025 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipsum,max,99,0.4879,0.013,696801.0,0.0553,0.0027,0.7684,0.012,0.6844,0.011,0.9968,0.0013,0.8115,0.008,0.934,0.0032 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipsum,mean,99,0.4755,0.007,696801.0,0.0964,0.0079,0.7654,0.009,0.6825,0.0085,0.9931,0.0011,0.809,0.006,0.9402,0.0051 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipconcat,add,99,0.4452,0.0139,551951.0,0.0509,0.0139,0.764,0.0055,0.6793,0.0051,1.0,0.0,0.809,0.0036,0.9845,0.0061 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipconcat,max,99,0.4892,0.0092,551951.0,0.1002,0.0095,0.7601,0.0041,0.6758,0.0038,1.0,0.0,0.8065,0.0027,0.9726,0.0039 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipconcat,mean,99,0.4594,0.0305,551951.0,0.1045,0.016,0.7636,0.0059,0.679,0.0055,1.0,0.0,0.8088,0.0039,0.9796,0.0067 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipsum,add,99,0.4351,0.0014,937092.0,0.1392,0.039,0.7613,0.0037,0.6769,0.0034,1.0,0.0,0.8073,0.0024,0.9887,0.0019 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipsum,max,99,0.4728,0.0045,937092.0,0.0982,0.0049,0.7609,0.0065,0.6765,0.006,1.0,0.0,0.807,0.0043,0.9687,0.002 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipsum,mean,99,0.4397,0.0099,937092.0,0.1046,0.0088,0.766,0.0017,0.6812,0.0016,1.0,0.0,0.8104,0.0011,0.9838,0.0033 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipconcat,add,99,0.4301,0.0146,496481.0,0.0981,0.0067,0.7677,0.0052,0.6828,0.0048,1.0,0.0,0.8115,0.0034,0.9847,0.0052 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipconcat,max,99,0.4492,0.0051,496481.0,0.1218,0.0162,0.7676,0.0061,0.6827,0.0057,1.0,0.0,0.8115,0.004,0.9769,0.0056 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipconcat,mean,99,0.4312,0.0086,496481.0,0.1021,0.0083,0.7682,0.006,0.6833,0.0056,1.0,0.0,0.8118,0.0039,0.9834,0.0059 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipsum,add,99,0.4209,0.0056,869163.0,0.0991,0.0014,0.7704,0.0065,0.6853,0.006,1.0,0.0,0.8132,0.0042,0.9878,0.001 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipsum,max,99,0.4478,0.0132,869163.0,0.1047,0.0111,0.7662,0.0027,0.6814,0.0025,1.0,0.0,0.8105,0.0018,0.9747,0.0079 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipsum,mean,99,0.4293,0.0054,869163.0,0.1152,0.0211,0.7771,0.0093,0.6917,0.0089,1.0,0.0,0.8178,0.0062,0.9831,0.0027 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipconcat,add,99,0.4552,0.0104,410800.0,0.065,0.0169,0.758,0.0048,0.6739,0.0044,1.0,0.0,0.8052,0.0031,0.9801,0.0061 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipconcat,max,99,0.5036,0.0063,410800.0,0.1009,0.0085,0.7573,0.0078,0.6733,0.0071,1.0,0.0,0.8047,0.0051,0.961,0.0017 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipconcat,mean,99,0.4684,0.0145,410800.0,0.1138,0.0163,0.7629,0.0056,0.6784,0.0051,1.0,0.0,0.8084,0.0036,0.9726,0.0058 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipsum,add,99,0.4386,0.0097,822193.0,0.0946,0.0034,0.7619,0.0079,0.6775,0.0072,1.0,0.0,0.8077,0.0052,0.9856,0.004 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipsum,max,99,0.4902,0.0019,822193.0,0.1054,0.0097,0.766,0.0055,0.6812,0.0051,1.0,0.0,0.8104,0.0036,0.9519,0.0038 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipsum,mean,99,0.4496,0.0029,822193.0,0.104,0.0013,0.7767,0.002,0.6913,0.0019,1.0,0.0,0.8175,0.0013,0.9706,0.0003 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipconcat,add,99,0.4447,0.0076,377665.0,0.0957,0.0116,0.7709,0.004,0.6858,0.0037,1.0,0.0,0.8136,0.0026,0.9777,0.0059 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipconcat,max,99,0.4774,0.0081,377665.0,0.1054,0.0091,0.7584,0.0024,0.6743,0.0022,1.0,0.0,0.8055,0.0016,0.962,0.004 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipconcat,mean,99,0.4548,0.0225,377665.0,0.1018,0.0072,0.7713,0.0112,0.6863,0.0104,1.0,0.0,0.8139,0.0074,0.9694,0.0084 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipsum,add,99,0.429,0.0051,781233.0,0.0534,0.0062,0.7667,0.0019,0.6818,0.0018,1.0,0.0,0.8108,0.0012,0.9859,0.0029 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipsum,max,99,0.48,0.0114,781233.0,0.1168,0.0069,0.7712,0.0053,0.6861,0.005,1.0,0.0,0.8138,0.0035,0.9497,0.0055 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipsum,mean,99,0.4574,0.0114,781233.0,0.1084,0.0136,0.778,0.006,0.6928,0.0054,0.9991,0.0013,0.8182,0.0042,0.9628,0.007 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipconcat,add,99,0.445,0.0028,355061.0,0.1256,0.0058,0.7743,0.005,0.6891,0.0047,1.0,0.0,0.8159,0.0033,0.9792,0.0018 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipconcat,max,99,0.505,0.0095,355061.0,0.1023,0.0112,0.7649,0.006,0.6802,0.0055,1.0,0.0,0.8096,0.0039,0.9564,0.0035 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipconcat,mean,99,0.4851,0.01,355061.0,0.1099,0.0172,0.7608,0.0009,0.6765,0.0008,1.0,0.0,0.807,0.0006,0.9652,0.0044 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipsum,add,99,0.4267,0.0017,747993.0,0.1146,0.0242,0.7716,0.0016,0.6864,0.0015,1.0,0.0,0.814,0.001,0.9843,0.0003 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipsum,max,99,0.4817,0.0124,747993.0,0.1013,0.0034,0.7672,0.0031,0.6823,0.0029,1.0,0.0,0.8111,0.002,0.9493,0.0063 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipsum,mean,99,0.4694,0.0145,747993.0,0.1314,0.0259,0.7733,0.007,0.6885,0.0067,0.9986,0.0,0.815,0.0047,0.9557,0.0068 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipconcat,add,99,0.452,0.0142,338416.0,0.1092,0.0116,0.7714,0.0024,0.6864,0.0022,0.9995,0.0007,0.8138,0.0016,0.9697,0.0101 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipconcat,max,99,0.4846,0.0054,338416.0,0.1175,0.0219,0.7671,0.0034,0.6823,0.0032,1.0,0.0,0.8111,0.0023,0.9574,0.0019 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipconcat,mean,99,0.4479,0.0084,338416.0,0.1009,0.0039,0.7786,0.0044,0.6931,0.0043,1.0,0.0,0.8187,0.003,0.9672,0.0048 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipsum,add,99,0.4332,0.0053,717361.0,0.1021,0.0118,0.7652,0.0045,0.6805,0.0042,1.0,0.0,0.8099,0.003,0.9818,0.0017 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipsum,max,99,0.4883,0.0073,717361.0,0.1082,0.0088,0.7637,0.0051,0.6794,0.0042,0.9986,0.0019,0.8087,0.0037,0.9393,0.0044 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipsum,mean,99,0.4761,0.0067,717361.0,0.1077,0.0085,0.7664,0.0025,0.6837,0.0024,0.9918,0.0051,0.8094,0.0019,0.9412,0.0055 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipconcat,add,99,0.452,0.008,323777.0,0.0999,0.0034,0.7682,0.0083,0.6833,0.0078,1.0,0.0,0.8118,0.0055,0.9768,0.0053 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipconcat,max,99,0.5144,0.0273,323777.0,0.0984,0.0006,0.7645,0.0048,0.6798,0.0045,1.0,0.0,0.8094,0.0031,0.952,0.0078 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipconcat,mean,99,0.4771,0.0078,323777.0,0.1007,0.0007,0.771,0.0065,0.686,0.0061,1.0,0.0,0.8137,0.0043,0.961,0.0056 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipsum,add,99,0.4357,0.0078,696801.0,0.058,0.0037,0.7646,0.0017,0.68,0.0016,1.0,0.0,0.8095,0.0011,0.9833,0.0029 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipsum,max,99,0.4877,0.0135,696801.0,0.0824,0.0163,0.7656,0.006,0.681,0.0054,0.9991,0.0013,0.81,0.0041,0.9429,0.0041 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipsum,mean,99,0.4668,0.0069,696801.0,0.091,0.0077,0.7754,0.0044,0.6911,0.0039,0.9959,0.0011,0.8159,0.0031,0.9499,0.0033 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipconcat,add,99,0.4494,0.0175,305857.0,0.1063,0.0097,0.7716,0.0088,0.6869,0.0079,0.9986,0.0019,0.8139,0.0061,0.9685,0.0126 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipconcat,max,99,0.4777,0.0017,305857.0,0.1078,0.012,0.7777,0.0065,0.6923,0.0063,1.0,0.0,0.8181,0.0044,0.9532,0.0018 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipconcat,mean,99,0.4681,0.0027,305857.0,0.1116,0.0075,0.7757,0.0035,0.6905,0.0034,0.9995,0.0007,0.8167,0.0024,0.9559,0.0055 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipsum,add,99,0.4222,0.004,673793.0,0.057,0.003,0.7669,0.0055,0.6821,0.0051,1.0,0.0,0.811,0.0036,0.9862,0.0009 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipsum,max,99,0.4883,0.006,673793.0,0.1182,0.0087,0.7724,0.0025,0.6879,0.002,0.9973,0.0019,0.8142,0.0019,0.9334,0.0038 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipsum,mean,99,0.4762,0.014,673793.0,0.1165,0.0078,0.7745,0.0075,0.6916,0.0075,0.9908,0.0026,0.8146,0.005,0.9382,0.0089 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipconcat,add,99,0.4417,0.004,859130.0,1.1573,0.2268,0.7951,0.0014,0.7111,0.0014,0.9941,0.0001,0.8291,0.0009,0.967,0.0019 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipconcat,max,99,0.4559,0.0045,859130.0,0.8154,0.0479,0.7877,0.0035,0.7033,0.0034,0.9952,0.0004,0.8241,0.0024,0.9609,0.0019 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipconcat,mean,99,0.4376,0.0025,859130.0,0.9693,0.1224,0.8007,0.0007,0.7168,0.0005,0.9943,0.0007,0.8331,0.0006,0.968,0.0013 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipsum,add,99,0.4476,0.0024,1709845.0,1.1616,0.1859,0.803,0.0018,0.7201,0.0016,0.9914,0.0011,0.8342,0.0014,0.9608,0.0015 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipsum,max,99,0.4606,0.003,1709845.0,0.954,0.1012,0.7974,0.0015,0.7149,0.0011,0.9894,0.0022,0.83,0.0013,0.9514,0.0024 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipsum,mean,99,0.4419,0.0009,1709845.0,1.1015,0.0976,0.8198,0.0002,0.7385,0.0004,0.9905,0.0008,0.8461,0.0002,0.9614,0.0006 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipconcat,add,99,0.4426,0.0035,761453.0,1.0105,0.1007,0.8082,0.0041,0.7264,0.0042,0.989,0.001,0.8376,0.0029,0.9608,0.0016 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipconcat,max,99,0.4481,0.0038,761453.0,0.88,0.0938,0.8079,0.0027,0.7258,0.0028,0.9899,0.0008,0.8375,0.0019,0.957,0.0027 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipconcat,mean,99,0.441,0.0025,761453.0,1.0189,0.0115,0.8203,0.0017,0.7401,0.0017,0.9875,0.0016,0.8461,0.0013,0.9608,0.0025 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipsum,add,99,0.4497,0.0041,1554390.0,0.9826,0.0581,0.8112,0.0056,0.7304,0.006,0.9868,0.0013,0.8395,0.0041,0.9557,0.0024 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipsum,max,99,0.4584,0.0014,1554390.0,0.9911,0.0926,0.8083,0.0004,0.7277,0.0004,0.9855,0.0002,0.8372,0.0003,0.9484,0.0009 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipsum,mean,99,0.4445,0.0018,1554390.0,0.98,0.1488,0.8271,0.0012,0.7488,0.002,0.9843,0.0017,0.8506,0.0007,0.9565,0.0012 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipconcat,add,99,0.4464,0.0056,597981.0,0.9702,0.1222,0.7953,0.0003,0.7121,0.0004,0.9913,0.0005,0.8288,0.0001,0.9629,0.0029 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipconcat,max,99,0.4558,0.0025,597981.0,1.117,0.2896,0.7869,0.0042,0.7034,0.0043,0.9923,0.0011,0.8232,0.0028,0.9584,0.0001 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipconcat,mean,99,0.4414,0.0027,597981.0,0.9974,0.1678,0.8062,0.0039,0.724,0.0041,0.99,0.0014,0.8363,0.0029,0.9634,0.0012 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipsum,add,99,0.4617,0.0027,1430625.0,1.0311,0.0673,0.8017,0.0015,0.7208,0.0016,0.9852,0.0023,0.8325,0.0011,0.9493,0.0028 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipsum,max,99,0.4685,0.0009,1430625.0,1.1108,0.0888,0.7993,0.0023,0.7191,0.0028,0.9823,0.0022,0.8304,0.0015,0.9419,0.0007 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipsum,mean,99,0.4474,0.0027,1430625.0,0.7671,0.0472,0.8288,0.0039,0.7515,0.0036,0.9823,0.002,0.8516,0.0031,0.9539,0.0023 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipconcat,add,99,0.4491,0.0057,539246.0,0.9292,0.1332,0.8098,0.0042,0.7297,0.0042,0.9846,0.0012,0.8381,0.0032,0.9548,0.0037 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipconcat,max,99,0.4533,0.003,539246.0,1.0578,0.1128,0.8051,0.0014,0.7235,0.0019,0.9874,0.0019,0.8351,0.0009,0.9523,0.0025 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipconcat,mean,99,0.4441,0.002,539246.0,0.8247,0.105,0.821,0.002,0.742,0.0024,0.9845,0.001,0.8462,0.0014,0.9575,0.0017 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipsum,add,99,0.459,0.0013,1343329.0,1.0468,0.2278,0.8069,0.0023,0.7271,0.0027,0.9827,0.0008,0.8358,0.0016,0.9483,0.0009 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipsum,max,99,0.4694,0.0017,1343329.0,1.091,0.1697,0.8042,0.0013,0.7262,0.0013,0.9766,0.0004,0.833,0.001,0.9371,0.002 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipsum,mean,99,0.4512,0.0009,1343329.0,1.3674,0.2174,0.8305,0.0023,0.7556,0.0023,0.977,0.0011,0.8522,0.0019,0.9496,0.0009 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipconcat,add,99,0.4544,0.0049,480480.0,0.8195,0.0027,0.7917,0.0017,0.709,0.0016,0.9897,0.0013,0.8261,0.0012,0.9592,0.0034 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipconcat,max,99,0.4545,0.0057,480480.0,1.25,0.1022,0.7891,0.0037,0.7059,0.0037,0.9911,0.001,0.8246,0.0025,0.9571,0.0033 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipconcat,mean,99,0.4427,0.0013,480480.0,1.1273,0.045,0.8088,0.0008,0.7279,0.0008,0.9864,0.0009,0.8376,0.0006,0.9604,0.0009 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipsum,add,99,0.4677,0.0042,1268247.0,1.2438,0.0849,0.7989,0.003,0.7186,0.0026,0.9826,0.0017,0.8301,0.0024,0.9446,0.0032 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipsum,max,99,0.4757,0.0011,1268247.0,1.1241,0.1295,0.7962,0.0013,0.7177,0.0009,0.9764,0.0014,0.8273,0.0011,0.9342,0.0008 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipsum,mean,99,0.4508,0.0007,1268247.0,1.0918,0.0797,0.8289,0.0045,0.7544,0.0053,0.9753,0.0003,0.8508,0.0033,0.9495,0.0003 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipconcat,add,99,0.4527,0.003,445691.0,1.2103,0.0884,0.8063,0.0026,0.7262,0.0029,0.9834,0.0009,0.8354,0.0018,0.9529,0.0024 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipconcat,max,99,0.4537,0.0012,445691.0,1.1151,0.0696,0.8028,0.0034,0.7217,0.0039,0.9859,0.0022,0.8333,0.0023,0.9518,0.0012 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipconcat,mean,99,0.4453,0.0038,445691.0,1.1171,0.1348,0.8227,0.0013,0.7443,0.0018,0.983,0.0011,0.8472,0.0008,0.9559,0.003 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipsum,add,99,0.4697,0.0041,1207089.0,1.0324,0.0523,0.797,0.0026,0.7176,0.0024,0.9795,0.0016,0.8283,0.002,0.9415,0.0027 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipsum,max,99,0.4747,0.0036,1207089.0,0.9706,0.124,0.7958,0.0034,0.719,0.0033,0.9714,0.0008,0.8264,0.0025,0.9316,0.0032 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipsum,mean,99,0.4539,0.0017,1207089.0,1.0235,0.0748,0.8308,0.002,0.7578,0.0028,0.9725,0.0037,0.8518,0.0016,0.9467,0.002 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipconcat,add,99,0.4588,0.0017,421953.0,1.0021,0.1109,0.7934,0.003,0.7117,0.0032,0.9865,0.0004,0.8269,0.002,0.956,0.0012 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipconcat,max,99,0.4574,0.0055,421953.0,1.0399,0.051,0.788,0.0055,0.7051,0.0054,0.9903,0.0008,0.8237,0.0039,0.9551,0.0027 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipconcat,mean,99,0.4449,0.0027,421953.0,1.0342,0.13,0.8094,0.003,0.7297,0.0033,0.9828,0.0011,0.8376,0.0021,0.9576,0.002 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipsum,add,99,0.4756,0.0039,1151641.0,0.9634,0.0664,0.7951,0.0032,0.7165,0.0025,0.9766,0.0027,0.8266,0.0026,0.937,0.0045 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipsum,max,99,0.4779,0.0011,1151641.0,1.0586,0.0874,0.7914,0.0017,0.7143,0.0018,0.9711,0.0011,0.8231,0.0011,0.9307,0.0014 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipsum,mean,99,0.4555,0.0028,1151641.0,1.0155,0.0891,0.8282,0.0028,0.7551,0.0041,0.9715,0.002,0.8497,0.0018,0.9452,0.0026 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipconcat,add,99,0.4551,0.0021,388828.0,1.046,0.0495,0.8024,0.0024,0.7219,0.0026,0.9838,0.0001,0.8327,0.0017,0.952,0.0014 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipconcat,max,99,0.4583,0.0018,388828.0,0.903,0.0911,0.7991,0.0033,0.7182,0.0038,0.9846,0.0011,0.8306,0.0023,0.9485,0.0013 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipconcat,mean,99,0.4435,0.0014,388828.0,0.9153,0.1311,0.8211,0.002,0.7427,0.0019,0.9826,0.0013,0.846,0.0016,0.9566,0.0012 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipsum,add,99,0.4738,0.001,1112469.0,1.1789,0.1558,0.7977,0.0017,0.7196,0.0014,0.9755,0.0013,0.8283,0.0014,0.9357,0.0012 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipsum,max,99,0.484,0.0046,1112469.0,1.1377,0.0431,0.7904,0.0029,0.7152,0.0021,0.965,0.0038,0.8215,0.0026,0.9229,0.0042 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipsum,mean,99,0.4564,0.003,1112469.0,1.1437,0.1306,0.8286,0.0007,0.7571,0.0006,0.9675,0.0006,0.8495,0.0006,0.9433,0.0019 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipconcat,add,99,0.4419,0.0027,846641.0,1.0383,0.069,0.8036,0.0052,0.7209,0.0056,0.9908,0.0003,0.8345,0.0037,0.9632,0.0016 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipconcat,max,99,0.4527,0.0019,846641.0,1.1322,0.062,0.7955,0.0027,0.7119,0.0027,0.9928,0.0002,0.8292,0.0019,0.9587,0.0007 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipconcat,mean,99,0.439,0.0005,846641.0,0.9211,0.0902,0.8104,0.0007,0.7282,0.0007,0.9903,0.0007,0.8393,0.0005,0.964,0.0003 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipsum,add,99,0.4505,0.0029,1554390.0,1.0785,0.1304,0.8125,0.0027,0.7324,0.0026,0.9849,0.0015,0.8401,0.0021,0.9544,0.0017 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipsum,max,99,0.4581,0.0032,1554390.0,0.995,0.1257,0.8014,0.0023,0.7199,0.002,0.9868,0.0011,0.8324,0.0017,0.9502,0.0029 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipsum,mean,99,0.4441,0.0018,1554390.0,0.9664,0.1212,0.8261,0.0047,0.7479,0.0054,0.9838,0.0012,0.8498,0.0035,0.957,0.0017 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipconcat,add,99,0.4423,0.0034,744641.0,0.8913,0.0443,0.8151,0.0024,0.7345,0.0027,0.987,0.0016,0.8422,0.0017,0.9598,0.0024 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipconcat,max,99,0.4504,0.0032,744641.0,1.002,0.0584,0.8091,0.0024,0.7282,0.0035,0.9864,0.0029,0.8378,0.0013,0.9545,0.0033 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipconcat,mean,99,0.4426,0.0033,744641.0,0.9816,0.1069,0.8171,0.003,0.7361,0.0031,0.9886,0.0008,0.8439,0.0023,0.9604,0.0022 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipsum,add,99,0.4523,0.0019,1430625.0,1.0551,0.1327,0.814,0.0015,0.7344,0.0021,0.9838,0.0016,0.841,0.001,0.9524,0.0015 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipsum,max,99,0.4603,0.0021,1430625.0,0.9654,0.044,0.8056,0.0042,0.7251,0.0045,0.9842,0.0006,0.835,0.003,0.9463,0.0014 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipsum,mean,99,0.4483,0.0008,1430625.0,1.0136,0.0509,0.8278,0.0028,0.7507,0.0035,0.9816,0.0015,0.8508,0.002,0.9531,0.0007 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipconcat,add,99,0.4466,0.0027,587614.0,1.0047,0.0255,0.8009,0.0031,0.719,0.0034,0.9881,0.001,0.8323,0.0021,0.9599,0.0021 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipconcat,max,99,0.4564,0.0062,587614.0,1.1423,0.0782,0.793,0.0052,0.71,0.0051,0.9905,0.0014,0.8272,0.0037,0.9554,0.0031 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipconcat,mean,99,0.4433,0.0012,587614.0,0.9446,0.0936,0.8103,0.0029,0.7296,0.0031,0.9861,0.0008,0.8387,0.0021,0.9597,0.0006 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipsum,add,99,0.4628,0.0029,1343329.0,0.9342,0.1127,0.8026,0.0012,0.7234,0.0013,0.98,0.0016,0.8324,0.0009,0.9463,0.002 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipsum,max,99,0.4668,0.0017,1343329.0,1.144,0.0941,0.7988,0.0031,0.7187,0.0037,0.982,0.0016,0.83,0.002,0.942,0.0011 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipsum,mean,99,0.4488,0.0021,1343329.0,1.2675,0.1585,0.8264,0.0024,0.7502,0.0024,0.9788,0.0012,0.8494,0.0019,0.9517,0.0017 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipconcat,add,99,0.4472,0.0033,526561.0,1.0065,0.0325,0.8082,0.0056,0.7272,0.0059,0.9865,0.0006,0.8372,0.004,0.957,0.0015 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipconcat,max,99,0.4552,0.0014,526561.0,1.1681,0.0914,0.8021,0.0023,0.7211,0.0026,0.9854,0.0011,0.8328,0.0016,0.9509,0.0009 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipconcat,mean,99,0.4427,0.0016,526561.0,0.9502,0.0957,0.8198,0.001,0.7402,0.001,0.9853,0.0012,0.8454,0.0008,0.9583,0.0016 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipsum,add,99,0.464,0.0028,1268247.0,1.0629,0.1894,0.8068,0.005,0.7284,0.0053,0.9786,0.0018,0.8352,0.0036,0.9439,0.0025 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipsum,max,99,0.4686,0.0027,1268247.0,1.0524,0.0686,0.8036,0.0019,0.726,0.0022,0.9752,0.001,0.8323,0.0014,0.9371,0.0032 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipsum,mean,99,0.451,0.002,1268247.0,1.0374,0.0694,0.8285,0.0027,0.753,0.0029,0.9778,0.0007,0.8508,0.002,0.9498,0.0016 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipconcat,add,99,0.4509,0.0029,482243.0,1.0251,0.1275,0.7976,0.0008,0.7158,0.0013,0.9871,0.0016,0.8298,0.0005,0.9583,0.0023 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipconcat,max,99,0.4555,0.004,482243.0,1.1303,0.0745,0.7919,0.0033,0.7094,0.0031,0.9891,0.0014,0.8262,0.0025,0.9551,0.0023 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipconcat,mean,99,0.4433,0.0033,482243.0,1.1332,0.1086,0.8133,0.0046,0.7331,0.0053,0.9854,0.0013,0.8407,0.0031,0.959,0.0019 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipsum,add,99,0.471,0.0029,1207089.0,1.1011,0.1027,0.8028,0.0033,0.7242,0.004,0.9782,0.0015,0.8322,0.0021,0.941,0.0019 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipsum,max,99,0.4755,0.0019,1207089.0,1.1935,0.1618,0.7912,0.0024,0.7128,0.0025,0.9754,0.0006,0.8237,0.0017,0.9341,0.0006 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipsum,mean,99,0.4513,0.0033,1207089.0,1.0587,0.0566,0.8288,0.0042,0.7546,0.0038,0.9744,0.003,0.8505,0.0035,0.9486,0.0032 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipconcat,add,99,0.4538,0.0053,446986.0,0.995,0.2141,0.8047,0.0054,0.7248,0.0052,0.9825,0.0017,0.8342,0.004,0.9514,0.0036 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipconcat,max,99,0.4557,0.0015,446986.0,1.1521,0.0371,0.8039,0.0064,0.7233,0.0068,0.9847,0.0,0.834,0.0045,0.95,0.001 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipconcat,mean,99,0.4459,0.0024,446986.0,1.1666,0.0214,0.8218,0.0029,0.7438,0.0031,0.9816,0.0002,0.8463,0.0021,0.9553,0.0018 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipsum,add,99,0.4696,0.0033,1151641.0,1.0906,0.0686,0.8005,0.0028,0.7222,0.0031,0.9767,0.0016,0.8304,0.0019,0.9391,0.0025 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipsum,max,99,0.4747,0.0031,1151641.0,1.0056,0.163,0.7985,0.003,0.7218,0.0037,0.9713,0.0027,0.8282,0.002,0.9311,0.003 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipsum,mean,99,0.4524,0.0018,1151641.0,1.0118,0.0723,0.828,0.0038,0.7543,0.0051,0.973,0.0016,0.8498,0.0026,0.9478,0.0015 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipconcat,add,99,0.4615,0.0021,423041.0,1.0619,0.1357,0.7943,0.0015,0.7139,0.0017,0.9823,0.0015,0.8269,0.0011,0.952,0.0015 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipconcat,max,99,0.457,0.0042,423041.0,1.1878,0.1581,0.7932,0.004,0.7111,0.0038,0.9876,0.0012,0.8269,0.003,0.953,0.0025 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipconcat,mean,99,0.443,0.003,423041.0,1.4318,0.058,0.81,0.0006,0.73,0.001,0.9839,0.001,0.8381,0.0003,0.9586,0.0023 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipsum,add,99,0.4738,0.0017,1112469.0,1.0734,0.1372,0.7968,0.001,0.7184,0.0012,0.9762,0.0009,0.8277,0.0006,0.9383,0.0022 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipsum,max,99,0.4748,0.0023,1112469.0,1.0843,0.0905,0.7945,0.004,0.7173,0.0043,0.9722,0.0008,0.8255,0.0027,0.9326,0.0016 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipsum,mean,99,0.4531,0.0011,1112469.0,1.0217,0.0566,0.8268,0.004,0.7535,0.005,0.9717,0.0018,0.8488,0.0029,0.9471,0.0005 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipconcat,add,99,0.4576,0.0031,389611.0,1.175,0.0405,0.8059,0.0042,0.7271,0.0045,0.9796,0.0012,0.8346,0.003,0.9489,0.0027 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipconcat,max,99,0.4587,0.0054,389611.0,0.931,0.0314,0.8027,0.0066,0.7225,0.0065,0.9831,0.0016,0.8329,0.0049,0.9471,0.0038 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipconcat,mean,99,0.4476,0.0012,389611.0,0.8059,0.1025,0.8214,0.0042,0.7444,0.0048,0.9793,0.0003,0.8458,0.003,0.9531,0.0014 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipsum,add,99,0.4714,0.0018,1070849.0,1.1583,0.0282,0.7992,0.0016,0.7211,0.0019,0.9759,0.0009,0.8294,0.001,0.9379,0.0007 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipsum,max,99,0.4847,0.003,1070849.0,1.1775,0.0508,0.7872,0.0037,0.7127,0.0035,0.9622,0.0015,0.8189,0.0028,0.9211,0.0023 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipsum,mean,99,0.4579,0.0022,1070849.0,1.1813,0.1459,0.828,0.0021,0.7567,0.0025,0.9669,0.0004,0.8489,0.0015,0.9425,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipconcat,add,99,0.4522,0.0088,1015300.0,2.4583,0.0608,0.7831,0.0038,0.7011,0.0033,0.9869,0.0016,0.8198,0.0028,0.9591,0.0036 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipconcat,max,99,0.4678,0.0134,1015300.0,2.3879,0.3348,0.7759,0.0058,0.6942,0.0048,0.9862,0.0035,0.8148,0.0044,0.9533,0.005 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipconcat,mean,99,0.4575,0.0169,1015300.0,2.3156,0.3739,0.7892,0.0066,0.7084,0.0055,0.9828,0.0042,0.8234,0.0052,0.956,0.0076 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipsum,add,99,0.4452,0.0021,2067265.0,2.5847,0.4018,0.7919,0.0014,0.7095,0.0014,0.9886,0.0005,0.8261,0.001,0.9609,0.001 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipsum,max,99,0.4545,0.0034,2067265.0,2.6012,0.2095,0.7933,0.0019,0.7116,0.0022,0.9863,0.002,0.8267,0.0012,0.9548,0.0028 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipsum,mean,99,0.4451,0.0017,2067265.0,2.3767,0.0996,0.8026,0.0018,0.7224,0.0018,0.9828,0.0003,0.8328,0.0013,0.9582,0.0007 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipconcat,add,99,0.4411,0.0042,893473.0,2.3154,0.4232,0.7985,0.0045,0.7171,0.0046,0.9859,0.0006,0.8303,0.0032,0.9604,0.0027 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipconcat,max,99,0.4525,0.0074,893473.0,2.3182,0.4601,0.7944,0.0036,0.7126,0.0032,0.9869,0.0021,0.8276,0.0027,0.9547,0.0053 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipconcat,mean,99,0.4459,0.0026,893473.0,2.0955,0.2687,0.8051,0.0025,0.7249,0.002,0.9834,0.0023,0.8346,0.002,0.9573,0.0017 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipsum,add,99,0.4436,0.004,1874780.0,2.3463,0.3182,0.8041,0.0037,0.7232,0.0039,0.9855,0.001,0.8342,0.0027,0.9586,0.0024 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipsum,max,99,0.4586,0.0047,1874780.0,2.1979,0.0715,0.8003,0.0021,0.7192,0.0025,0.9855,0.001,0.8315,0.0013,0.9493,0.0031 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipsum,mean,99,0.4446,0.0027,1874780.0,2.4211,0.2125,0.8106,0.001,0.7314,0.0008,0.9817,0.001,0.8382,0.0009,0.9569,0.0018 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipconcat,add,99,0.4499,0.0083,691361.0,1.9843,0.1594,0.7855,0.0036,0.7042,0.0029,0.9847,0.0027,0.8211,0.0029,0.9583,0.0043 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipconcat,max,99,0.4589,0.0071,691361.0,2.4854,0.0521,0.7781,0.0049,0.6966,0.0044,0.9854,0.0021,0.8162,0.0036,0.9548,0.0033 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipconcat,mean,99,0.4482,0.0026,691361.0,2.3862,0.0524,0.795,0.002,0.7146,0.0024,0.9823,0.0013,0.8273,0.0012,0.9578,0.0017 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipsum,add,99,0.4518,0.0023,1722035.0,1.8446,0.0632,0.7942,0.0007,0.713,0.0009,0.9848,0.0012,0.8272,0.0005,0.9545,0.002 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipsum,max,99,0.4662,0.0045,1722035.0,2.4426,0.0191,0.7904,0.002,0.7101,0.0019,0.9815,0.0013,0.8241,0.0015,0.9442,0.0033 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipsum,mean,99,0.443,0.002,1722035.0,1.9423,0.0966,0.8129,0.0008,0.7349,0.0011,0.9788,0.0015,0.8395,0.0006,0.9567,0.0017 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipconcat,add,99,0.4451,0.0027,618136.0,1.8515,0.082,0.7964,0.0021,0.7157,0.0024,0.9833,0.0011,0.8285,0.0012,0.9568,0.0024 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipconcat,max,99,0.4541,0.0037,618136.0,2.3955,0.1041,0.7948,0.0034,0.7137,0.0033,0.9848,0.0007,0.8276,0.0024,0.9523,0.0026 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipsum,add,99,0.4528,0.0021,1613809.0,2.8244,0.8671,0.7961,0.003,0.716,0.003,0.9815,0.0003,0.828,0.0021,0.9515,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipsum,max,99,0.4647,0.0028,1613809.0,2.4555,0.4942,0.7982,0.0007,0.7183,0.0004,0.981,0.0011,0.8293,0.0006,0.9428,0.0023 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipsum,mean,99,0.4484,0.0035,1613809.0,2.6499,0.1768,0.8196,0.0023,0.7428,0.0026,0.9778,0.0018,0.8442,0.0017,0.9526,0.0027 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipconcat,add,99,0.452,0.0038,546490.0,2.2286,0.3116,0.7843,0.0024,0.7036,0.0022,0.9827,0.0019,0.82,0.0018,0.9557,0.0021 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipconcat,max,99,0.4587,0.0074,546490.0,2.4811,0.2048,0.7781,0.0036,0.6968,0.0026,0.985,0.0033,0.8161,0.0029,0.9544,0.0048 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipconcat,mean,99,0.4471,0.001,546490.0,2.185,0.182,0.8009,0.0031,0.7214,0.0034,0.9807,0.0003,0.8313,0.0021,0.9563,0.0004 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipsum,add,99,0.4581,0.0014,1521017.0,2.0504,0.1345,0.7904,0.0015,0.7097,0.0014,0.9827,0.0011,0.8242,0.001,0.9494,0.0011 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipsum,max,99,0.4707,0.0021,1521017.0,2.389,0.4581,0.7894,0.0023,0.7101,0.0025,0.9784,0.0012,0.8229,0.0016,0.9393,0.0011 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipsum,mean,99,0.4481,0.0017,1521017.0,1.9922,0.1126,0.8138,0.0036,0.7375,0.0044,0.9747,0.0012,0.8396,0.0024,0.9517,0.0016 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipconcat,add,99,0.4501,0.0043,502041.0,2.3856,0.3565,0.7958,0.0029,0.7156,0.0029,0.982,0.0008,0.8278,0.0021,0.953,0.0029 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipconcat,max,99,0.4548,0.0037,502041.0,2.4886,0.0768,0.7989,0.0069,0.7182,0.0071,0.9839,0.0008,0.8303,0.0048,0.9513,0.0024 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipconcat,mean,99,0.4454,0.0005,502041.0,2.5822,0.1082,0.81,0.0028,0.7315,0.0032,0.9797,0.0013,0.8376,0.002,0.9557,0.0009 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipsum,add,99,0.4605,0.0038,1445369.0,2.5906,0.0437,0.7879,0.0013,0.708,0.0012,0.98,0.0011,0.8221,0.0011,0.9463,0.003 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipsum,max,99,0.4712,0.0026,1445369.0,2.3415,0.1647,0.7975,0.0005,0.7188,0.0001,0.9774,0.0017,0.8284,0.0006,0.9363,0.0023 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipsum,mean,99,0.4495,0.0025,1445369.0,2.6444,0.0795,0.8179,0.0028,0.7418,0.0029,0.9755,0.0015,0.8427,0.0021,0.9512,0.0024 -PyG,CoauthorPhysics,link_pred,True,,,1,8,2,skipconcat,mean,99,0.4475,0.0067,473473.0,2.0223,0.072,0.799,0.0028,0.7196,0.0024,0.9797,0.0019,0.8297,0.0022,0.956,0.004 -PyG,CoauthorPhysics,link_pred,True,,,1,8,2,skipsum,add,99,0.4625,0.0014,1377041.0,2.0884,0.2788,0.7842,0.0016,0.7042,0.0017,0.9801,0.0004,0.8195,0.001,0.9464,0.0012 -PyG,CoauthorPhysics,link_pred,True,,,1,8,2,skipsum,max,99,0.4717,0.0011,1377041.0,2.261,0.354,0.7889,0.0031,0.7098,0.0034,0.9776,0.0008,0.8224,0.0021,0.9369,0.0007 -PyG,CoauthorPhysics,link_pred,True,,,1,8,2,skipsum,mean,99,0.448,0.0032,1377041.0,2.3843,0.6119,0.8191,0.0045,0.7435,0.0055,0.9745,0.0011,0.8434,0.0032,0.9515,0.0024 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipconcat,add,99,0.454,0.0042,432298.0,2.2001,0.1516,0.7932,0.0044,0.7138,0.0048,0.979,0.0009,0.8256,0.0031,0.9497,0.0025 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipconcat,max,99,0.4558,0.0046,432298.0,2.4127,0.1314,0.7994,0.0059,0.7189,0.0054,0.9832,0.0027,0.8305,0.0045,0.9508,0.0041 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipconcat,mean,99,0.4457,0.0033,432298.0,2.0326,0.2038,0.8098,0.0022,0.7313,0.0025,0.9795,0.0006,0.8374,0.0015,0.9551,0.0021 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipsum,add,99,0.4653,0.0027,1328209.0,2.0982,0.1739,0.7862,0.0012,0.7071,0.001,0.9768,0.0012,0.8204,0.001,0.9419,0.0019 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipsum,max,99,0.4753,0.0032,1328209.0,2.8593,0.3489,0.7956,0.0022,0.7172,0.0018,0.9761,0.0015,0.8269,0.0018,0.932,0.0031 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipsum,mean,99,0.4505,0.0026,1328209.0,2.3981,0.2084,0.8156,0.0022,0.7401,0.0029,0.9727,0.0017,0.8406,0.0015,0.9494,0.0023 -PyG,CoauthorPhysics,link_pred,True,,,2,2,2,skipconcat,add,99,0.4432,0.0034,999591.0,2.5787,0.2772,0.7938,0.0017,0.7123,0.0017,0.9855,0.0015,0.8269,0.0013,0.9601,0.0022 -PyG,CoauthorPhysics,link_pred,True,,,2,2,2,skipconcat,max,99,0.4547,0.0056,999591.0,2.4155,0.2289,0.7855,0.0046,0.7039,0.0042,0.9859,0.0015,0.8213,0.0034,0.9556,0.0029 -PyG,CoauthorPhysics,link_pred,True,,,2,2,2,skipconcat,mean,99,0.4499,0.006,999591.0,2.1692,0.056,0.7948,0.0051,0.7145,0.005,0.9823,0.0011,0.8273,0.0037,0.9564,0.0025 -PyG,CoauthorPhysics,link_pred,True,,,2,2,2,skipsum,max,99,0.4587,0.0037,1874780.0,2.6405,0.1771,0.7952,0.0033,0.7145,0.0035,0.9831,0.0006,0.8276,0.0023,0.9495,0.0019 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipconcat,add,99,0.4424,0.0029,873441.0,2.266,0.2447,0.8034,0.0054,0.7233,0.0055,0.9829,0.0022,0.8333,0.0039,0.9582,0.0023 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipconcat,max,99,0.4497,0.0034,873441.0,2.284,0.3517,0.8029,0.0043,0.7216,0.0045,0.9864,0.0006,0.8335,0.0031,0.9556,0.0023 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipconcat,mean,99,0.4441,0.0023,873441.0,1.7612,0.0873,0.8054,0.0015,0.725,0.001,0.9841,0.0017,0.8349,0.0013,0.9581,0.0013 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipsum,add,99,0.4471,0.0029,1722035.0,2.6623,0.1723,0.8035,0.0041,0.7237,0.0044,0.982,0.0005,0.8333,0.0028,0.9549,0.0016 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipsum,max,99,0.4564,0.0021,1722035.0,2.6768,0.3179,0.8006,0.0006,0.72,0.0006,0.9836,0.0001,0.8314,0.0004,0.9501,0.0016 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipsum,mean,99,0.4488,0.0013,1722035.0,2.5684,0.311,0.8158,0.0011,0.7379,0.0014,0.9793,0.0007,0.8417,0.0007,0.953,0.0006 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipconcat,add,99,0.451,0.0051,679384.0,2.0613,0.2208,0.7891,0.0022,0.7088,0.0017,0.9814,0.0021,0.8231,0.0018,0.9547,0.0031 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipconcat,max,99,0.4619,0.0078,679384.0,1.9493,0.1342,0.78,0.003,0.699,0.002,0.9835,0.0033,0.8172,0.0026,0.951,0.0049 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipconcat,mean,99,0.4462,0.005,679384.0,2.3947,0.0823,0.8008,0.0035,0.7214,0.0031,0.98,0.0018,0.8311,0.0027,0.9568,0.0026 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipsum,add,99,0.4572,0.0016,1613809.0,2.55,0.3084,0.7963,0.0033,0.717,0.0035,0.9791,0.0006,0.8278,0.0023,0.9481,0.0012 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipsum,max,99,0.4649,0.0012,1613809.0,2.4111,0.2588,0.7966,0.0022,0.7168,0.0023,0.9808,0.0007,0.8283,0.0016,0.9441,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipsum,mean,99,0.4462,0.0031,1613809.0,2.5026,0.1139,0.8186,0.0031,0.7419,0.0035,0.9772,0.0018,0.8434,0.0023,0.9538,0.0023 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipconcat,add,99,0.4469,0.003,603841.0,1.9801,0.0728,0.7988,0.0026,0.719,0.0025,0.9807,0.0011,0.8297,0.0019,0.9545,0.0021 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipconcat,max,99,0.4555,0.006,603841.0,2.3953,0.1398,0.7975,0.0011,0.7169,0.0015,0.9832,0.0019,0.8292,0.0007,0.9503,0.0048 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipconcat,mean,99,0.4495,0.0006,603841.0,2.1984,0.2633,0.8112,0.0035,0.7327,0.0039,0.9799,0.0005,0.8384,0.0025,0.9527,0.0006 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipsum,add,99,0.4565,0.0019,1521017.0,2.4487,0.2453,0.7967,0.0044,0.7174,0.0043,0.9789,0.001,0.828,0.0032,0.948,0.0009 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipsum,max,99,0.4654,0.0019,1521017.0,2.2278,0.1996,0.799,0.0019,0.7192,0.0021,0.981,0.0001,0.8299,0.0014,0.942,0.0016 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipsum,mean,99,0.4479,0.0017,1521017.0,1.8693,0.0503,0.8213,0.0008,0.7448,0.0009,0.9776,0.0012,0.8455,0.0006,0.9529,0.0008 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipconcat,add,99,0.4577,0.0079,548253.0,1.9851,0.1683,0.787,0.0056,0.7076,0.0051,0.9782,0.0027,0.8212,0.0042,0.9504,0.0041 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipconcat,max,99,0.458,0.0068,548253.0,2.3561,0.2006,0.7843,0.0051,0.7035,0.0046,0.9831,0.0017,0.8201,0.0037,0.9512,0.0051 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipconcat,mean,99,0.4477,0.0018,548253.0,2.4069,0.38,0.7977,0.0026,0.7188,0.0029,0.9782,0.001,0.8286,0.0018,0.9551,0.0013 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipsum,add,99,0.4617,0.0033,1445369.0,2.1638,0.2429,0.7923,0.001,0.7133,0.0016,0.9774,0.0019,0.8247,0.0004,0.9449,0.0029 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipsum,max,99,0.4679,0.0003,1445369.0,2.2684,0.3112,0.792,0.0033,0.7125,0.0037,0.9791,0.0015,0.8248,0.0022,0.9407,0.0003 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipsum,mean,99,0.4495,0.0015,1445369.0,2.4481,0.2833,0.8182,0.0009,0.7426,0.0006,0.9741,0.0014,0.8427,0.0009,0.9504,0.0008 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipconcat,add,99,0.4531,0.0023,503336.0,2.3537,0.1637,0.8017,0.0014,0.723,0.0015,0.9784,0.0013,0.8315,0.001,0.9496,0.0017 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipconcat,max,99,0.4559,0.0045,503336.0,1.9223,0.1722,0.7984,0.0058,0.7179,0.0059,0.9831,0.0005,0.8299,0.0041,0.95,0.0029 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipconcat,mean,99,0.4457,0.0013,503336.0,2.0178,0.0778,0.8102,0.0038,0.732,0.0042,0.9789,0.0003,0.8376,0.0028,0.9549,0.001 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipsum,add,99,0.463,0.0014,1377041.0,1.9964,0.1959,0.7889,0.0038,0.7099,0.0041,0.9772,0.0005,0.8224,0.0026,0.943,0.0015 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipsum,max,99,0.4679,0.002,1377041.0,2.173,0.0311,0.7966,0.0009,0.7177,0.0006,0.9777,0.0012,0.8277,0.0008,0.9391,0.0018 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipsum,mean,99,0.4506,0.0018,1377041.0,2.4329,0.2455,0.8234,0.0006,0.7478,0.0007,0.976,0.0007,0.8468,0.0005,0.9503,0.0015 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipconcat,add,99,0.4605,0.0027,474561.0,2.0462,0.1063,0.7844,0.0023,0.7055,0.0022,0.9767,0.0007,0.8192,0.0015,0.9477,0.0007 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipconcat,max,99,0.4613,0.0084,474561.0,2.0361,0.1414,0.783,0.0069,0.7027,0.0061,0.9811,0.0041,0.8189,0.0053,0.9486,0.0062 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipconcat,mean,99,0.4482,0.0028,474561.0,2.122,0.1541,0.7983,0.0039,0.7195,0.0039,0.9779,0.0013,0.829,0.0029,0.9546,0.0017 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipsum,add,99,0.4676,0.0028,1328209.0,2.1565,0.1926,0.786,0.0004,0.7072,0.0002,0.9761,0.0013,0.8201,0.0004,0.9402,0.0023 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipsum,max,99,0.4742,0.0036,1328209.0,2.0255,0.0636,0.7886,0.0039,0.7098,0.0039,0.9764,0.0009,0.822,0.0028,0.9348,0.0019 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipsum,mean,99,0.4509,0.0016,1328209.0,1.9948,0.2388,0.8202,0.0018,0.7449,0.0026,0.9739,0.0017,0.8441,0.0012,0.9496,0.0013 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipconcat,add,99,0.4588,0.0015,433081.0,1.986,0.2548,0.791,0.0034,0.7124,0.0035,0.9759,0.0018,0.8236,0.0023,0.945,0.001 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipconcat,max,99,0.4595,0.0048,433081.0,1.8853,0.1308,0.8004,0.0029,0.7205,0.0028,0.9817,0.0009,0.8311,0.0021,0.9468,0.0038 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipconcat,mean,99,0.4475,0.005,433081.0,1.9782,0.1034,0.8115,0.0048,0.7338,0.0056,0.978,0.0013,0.8384,0.0033,0.9532,0.004 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipsum,add,99,0.4699,0.0015,1276929.0,1.9002,0.1492,0.7853,0.0024,0.7072,0.0025,0.9739,0.0018,0.8194,0.0017,0.9374,0.002 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipsum,max,99,0.4719,0.0044,1276929.0,1.7477,0.0455,0.7945,0.0003,0.7159,0.0004,0.9766,0.0003,0.8262,0.0002,0.9348,0.0033 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipsum,mean,99,0.4511,0.0032,1276929.0,1.8561,0.1458,0.8221,0.0037,0.7477,0.0044,0.9725,0.0004,0.8454,0.0027,0.9487,0.0018 -PyG,Cora,link_pred,True,,,1,2,2,skipconcat,add,99,0.4763,0.0188,338046.0,0.0257,0.001,0.7612,0.0046,0.6769,0.0042,1.0,0.0,0.8073,0.003,0.9739,0.0045 -PyG,Cora,link_pred,True,,,1,2,2,skipconcat,max,99,0.5239,0.0061,338046.0,0.0245,0.0005,0.7567,0.0036,0.6727,0.0033,1.0,0.0,0.8043,0.0023,0.9609,0.0013 -PyG,Cora,link_pred,True,,,1,2,2,skipconcat,mean,99,0.4872,0.0475,338046.0,0.0302,0.009,0.7585,0.0038,0.6743,0.0034,1.0,0.0,0.8055,0.0024,0.9731,0.0125 -PyG,Cora,link_pred,True,,,1,2,2,skipsum,add,99,0.4566,0.0119,517261.0,0.0286,0.0052,0.7669,0.0053,0.6821,0.0049,1.0,0.0,0.8109,0.0035,0.9771,0.0044 -PyG,Cora,link_pred,True,,,1,2,2,skipsum,max,99,0.4697,0.0094,517261.0,0.0237,0.0014,0.7588,0.0038,0.6746,0.0034,1.0,0.0,0.8057,0.0024,0.9692,0.005 -PyG,Cora,link_pred,True,,,1,2,2,skipsum,mean,99,0.4318,0.0103,517261.0,0.0244,0.0005,0.7692,0.0072,0.6843,0.0068,1.0,0.0,0.8125,0.0048,0.9861,0.0043 -PyG,Cora,link_pred,True,,,1,2,3,skipconcat,add,99,0.4421,0.0094,320949.0,0.0254,0.0024,0.7687,0.0064,0.6838,0.006,1.0,0.0,0.8122,0.0043,0.9783,0.0031 -PyG,Cora,link_pred,True,,,1,2,3,skipconcat,max,99,0.448,0.0028,320949.0,0.0244,0.0006,0.7655,0.0019,0.6807,0.0017,1.0,0.0,0.81,0.0012,0.9765,0.0018 -PyG,Cora,link_pred,True,,,1,2,3,skipconcat,mean,99,0.4371,0.0141,320949.0,0.0294,0.0043,0.7731,0.0073,0.6879,0.0069,1.0,0.0,0.8151,0.0049,0.9805,0.0075 -PyG,Cora,link_pred,True,,,1,2,3,skipsum,add,99,0.4433,0.0083,485362.0,0.0237,0.0011,0.769,0.0072,0.6841,0.0067,1.0,0.0,0.8124,0.0047,0.9792,0.0037 -PyG,Cora,link_pred,True,,,1,2,3,skipsum,max,99,0.4566,0.0065,485362.0,0.0247,0.0012,0.7594,0.0047,0.6751,0.0043,1.0,0.0,0.8061,0.0031,0.9714,0.0043 -PyG,Cora,link_pred,True,,,1,2,3,skipsum,mean,99,0.4355,0.0092,485362.0,0.0253,0.0007,0.7705,0.0036,0.6854,0.0034,1.0,0.0,0.8133,0.0024,0.9809,0.0039 -PyG,Cora,link_pred,True,,,1,4,2,skipconcat,add,99,0.4707,0.0015,286405.0,0.0279,0.0016,0.7649,0.0028,0.6802,0.0026,1.0,0.0,0.8097,0.0018,0.9721,0.0013 -PyG,Cora,link_pred,True,,,1,4,2,skipconcat,max,99,0.5121,0.031,286405.0,0.0282,0.0038,0.7584,0.0022,0.6742,0.002,1.0,0.0,0.8054,0.0014,0.9599,0.0085 -PyG,Cora,link_pred,True,,,1,4,2,skipconcat,mean,99,0.4823,0.0395,286405.0,0.0285,0.001,0.7627,0.0054,0.6782,0.0049,1.0,0.0,0.8082,0.0035,0.9715,0.0105 -PyG,Cora,link_pred,True,,,1,4,2,skipsum,add,99,0.4567,0.0059,458293.0,0.0366,0.0098,0.7639,0.0091,0.6794,0.0085,1.0,0.0,0.809,0.006,0.9753,0.0015 -PyG,Cora,link_pred,True,,,1,4,2,skipsum,max,99,0.4743,0.01,458293.0,0.0303,0.0022,0.7603,0.0019,0.6759,0.0018,1.0,0.0,0.8066,0.0013,0.9593,0.0061 -PyG,Cora,link_pred,True,,,1,4,2,skipsum,mean,99,0.4381,0.0085,458293.0,0.0299,0.004,0.7751,0.0061,0.6898,0.0059,1.0,0.0,0.8165,0.0041,0.9777,0.0059 -PyG,Cora,link_pred,True,,,1,4,3,skipconcat,add,99,0.4475,0.0075,276018.0,0.0284,0.0029,0.765,0.0035,0.6803,0.0033,1.0,0.0,0.8097,0.0023,0.975,0.0054 -PyG,Cora,link_pred,True,,,1,4,3,skipconcat,max,99,0.4563,0.0071,276018.0,0.0589,0.0058,0.761,0.0031,0.6767,0.0028,1.0,0.0,0.8071,0.002,0.9728,0.0038 -PyG,Cora,link_pred,True,,,1,4,3,skipconcat,mean,99,0.4474,0.0069,276018.0,0.0348,0.0052,0.7725,0.0044,0.6873,0.0042,1.0,0.0,0.8147,0.0029,0.9736,0.0035 -PyG,Cora,link_pred,True,,,1,4,3,skipsum,add,99,0.4413,0.0012,440833.0,0.0315,0.0041,0.7724,0.005,0.6872,0.0048,1.0,0.0,0.8146,0.0033,0.9753,0.0002 -PyG,Cora,link_pred,True,,,1,4,3,skipsum,max,99,0.4761,0.0053,440833.0,0.0309,0.0048,0.7598,0.0007,0.6755,0.0007,1.0,0.0,0.8063,0.0005,0.9538,0.0054 -PyG,Cora,link_pred,True,,,1,4,3,skipsum,mean,99,0.447,0.0029,440833.0,0.0283,0.0007,0.7859,0.006,0.7005,0.006,0.9992,0.0006,0.8236,0.004,0.9669,0.0038 -PyG,Cora,link_pred,True,,,1,6,2,skipconcat,add,99,0.4676,0.0033,260228.0,0.028,0.0022,0.7628,0.005,0.6783,0.0046,1.0,0.0,0.8083,0.0032,0.9719,0.0044 -PyG,Cora,link_pred,True,,,1,6,2,skipconcat,max,99,0.509,0.005,260228.0,0.0354,0.0061,0.7612,0.0051,0.6768,0.0046,1.0,0.0,0.8073,0.0033,0.958,0.0016 -PyG,Cora,link_pred,True,,,1,6,2,skipconcat,mean,99,0.4622,0.0101,260228.0,0.0298,0.0014,0.7658,0.0031,0.681,0.0029,1.0,0.0,0.8102,0.002,0.9733,0.0045 -PyG,Cora,link_pred,True,,,1,6,2,skipsum,add,99,0.4539,0.0088,424843.0,0.0303,0.0011,0.7594,0.008,0.6752,0.0073,1.0,0.0,0.8061,0.0052,0.9741,0.0043 -PyG,Cora,link_pred,True,,,1,6,2,skipsum,max,99,0.4827,0.0023,424843.0,0.0341,0.0024,0.7618,0.0021,0.6775,0.002,0.9996,0.0006,0.8076,0.0013,0.9498,0.0043 -PyG,Cora,link_pred,True,,,1,6,2,skipsum,mean,99,0.4455,0.0042,424843.0,0.0288,0.0014,0.7775,0.0024,0.6921,0.0023,1.0,0.0,0.818,0.0016,0.9706,0.003 -PyG,Cora,link_pred,True,,,1,6,3,skipconcat,add,99,0.462,0.0136,257671.0,0.031,0.0017,0.7623,0.0084,0.6778,0.0078,1.0,0.0,0.8079,0.0055,0.967,0.009 -PyG,Cora,link_pred,True,,,1,6,3,skipconcat,max,99,0.4643,0.0113,257671.0,0.0359,0.0041,0.7663,0.0074,0.6815,0.0069,1.0,0.0,0.8106,0.0048,0.9669,0.0046 -PyG,Cora,link_pred,True,,,1,6,3,skipconcat,mean,99,0.4459,0.0053,257671.0,0.0329,0.0066,0.7745,0.0044,0.6893,0.0042,1.0,0.0,0.816,0.003,0.9713,0.002 -PyG,Cora,link_pred,True,,,1,6,3,skipsum,add,99,0.442,0.0088,412033.0,0.0281,0.0031,0.7636,0.0055,0.6791,0.0051,1.0,0.0,0.8088,0.0036,0.9751,0.004 -PyG,Cora,link_pred,True,,,1,6,3,skipsum,max,99,0.4812,0.0036,412033.0,0.0344,0.0009,0.7663,0.0058,0.682,0.0056,0.998,0.002,0.8103,0.0037,0.9461,0.0028 -PyG,Cora,link_pred,True,,,1,6,3,skipsum,mean,99,0.4469,0.0051,412033.0,0.0332,0.0019,0.7928,0.0028,0.7077,0.0024,0.9976,0.0025,0.828,0.0022,0.9619,0.0056 -PyG,Cora,link_pred,True,,,1,8,2,skipconcat,add,99,0.465,0.0047,250049.0,0.0325,0.0023,0.7662,0.0041,0.6815,0.0039,0.9996,0.0006,0.8104,0.0026,0.9702,0.0067 -PyG,Cora,link_pred,True,,,1,8,2,skipconcat,max,99,0.509,0.0115,250049.0,0.0379,0.0045,0.7631,0.0064,0.6786,0.0059,1.0,0.0,0.8085,0.0042,0.9554,0.0027 -PyG,Cora,link_pred,True,,,1,8,2,skipconcat,mean,99,0.4656,0.0068,250049.0,0.0377,0.0054,0.771,0.0077,0.686,0.0073,1.0,0.0,0.8137,0.0051,0.9693,0.0055 -PyG,Cora,link_pred,True,,,1,8,2,skipsum,add,99,0.4517,0.0033,399561.0,0.0318,0.001,0.7594,0.0057,0.6751,0.0052,1.0,0.0,0.806,0.0037,0.9726,0.0022 -PyG,Cora,link_pred,True,,,1,8,2,skipsum,max,99,0.4866,0.0162,399561.0,0.0354,0.0008,0.7636,0.0121,0.6795,0.0114,0.9988,0.001,0.8087,0.0077,0.9433,0.0064 -PyG,Cora,link_pred,True,,,1,8,2,skipsum,mean,99,0.4536,0.0077,399561.0,0.0373,0.0023,0.788,0.0049,0.7036,0.0043,0.9952,0.0025,0.8244,0.0037,0.9581,0.0054 -PyG,Cora,link_pred,True,,,1,8,3,skipconcat,add,99,0.4621,0.0204,243784.0,0.036,0.0036,0.7708,0.0076,0.686,0.0068,0.9992,0.0011,0.8134,0.0052,0.9602,0.0152 -PyG,Cora,link_pred,True,,,1,8,3,skipconcat,max,99,0.4628,0.001,243784.0,0.0402,0.0064,0.7664,0.0029,0.6817,0.0027,1.0,0.0,0.8107,0.0019,0.9665,0.0026 -PyG,Cora,link_pred,True,,,1,8,3,skipconcat,mean,99,0.4535,0.0054,243784.0,0.0373,0.0041,0.7728,0.0072,0.6876,0.0068,1.0,0.0,0.8149,0.0048,0.9668,0.0028 -PyG,Cora,link_pred,True,,,1,8,3,skipsum,add,99,0.4513,0.0038,392621.0,0.037,0.005,0.7616,0.0034,0.6772,0.0031,1.0,0.0,0.8075,0.0022,0.9714,0.0011 -PyG,Cora,link_pred,True,,,1,8,3,skipsum,max,99,0.4788,0.0064,392621.0,0.0398,0.0042,0.768,0.004,0.684,0.0036,0.996,0.0024,0.8111,0.0028,0.942,0.0019 -PyG,Cora,link_pred,True,,,1,8,3,skipsum,mean,99,0.4604,0.0053,392621.0,0.0373,0.0026,0.7848,0.0039,0.7012,0.0026,0.9925,0.0049,0.8218,0.0034,0.9519,0.0054 -PyG,Cora,link_pred,True,,,2,2,2,skipconcat,add,99,0.4586,0.0065,336301.0,0.0275,0.0019,0.7648,0.005,0.6801,0.0046,1.0,0.0,0.8096,0.0033,0.9759,0.0042 -PyG,Cora,link_pred,True,,,2,2,2,skipconcat,max,99,0.5099,0.0104,336301.0,0.0258,0.0021,0.7622,0.0056,0.6778,0.0051,1.0,0.0,0.8079,0.0036,0.9599,0.0017 -PyG,Cora,link_pred,True,,,2,2,2,skipconcat,mean,99,0.4617,0.0201,336301.0,0.0239,0.0034,0.7675,0.0026,0.6826,0.0024,1.0,0.0,0.8113,0.0017,0.9746,0.0088 -PyG,Cora,link_pred,True,,,2,2,2,skipsum,add,99,0.4468,0.0099,485362.0,0.0283,0.0043,0.7647,0.0021,0.68,0.0019,1.0,0.0,0.8095,0.0013,0.9793,0.0037 -PyG,Cora,link_pred,True,,,2,2,2,skipsum,max,99,0.4705,0.0081,485362.0,0.0299,0.0009,0.7599,0.0037,0.6756,0.0034,1.0,0.0,0.8064,0.0024,0.969,0.0016 -PyG,Cora,link_pred,True,,,2,2,2,skipsum,mean,99,0.4386,0.0108,485362.0,0.0269,0.0017,0.77,0.0041,0.685,0.0038,1.0,0.0,0.813,0.0027,0.9811,0.0047 -PyG,Cora,link_pred,True,,,2,2,3,skipconcat,add,99,0.4442,0.0122,314881.0,0.0331,0.0127,0.77,0.0053,0.685,0.005,1.0,0.0,0.813,0.0035,0.9744,0.0059 -PyG,Cora,link_pred,True,,,2,2,3,skipconcat,max,99,0.4613,0.0034,314881.0,0.0257,0.0032,0.7559,0.0038,0.672,0.0034,1.0,0.0,0.8038,0.0025,0.9742,0.0013 -PyG,Cora,link_pred,True,,,2,2,3,skipconcat,mean,99,0.4452,0.011,314881.0,0.0273,0.0017,0.7684,0.007,0.6835,0.0066,1.0,0.0,0.812,0.0046,0.9777,0.0043 -PyG,Cora,link_pred,True,,,2,2,3,skipsum,add,99,0.4382,0.0007,458293.0,0.0272,0.0008,0.7701,0.0041,0.6851,0.0038,1.0,0.0,0.8131,0.0027,0.9793,0.0028 -PyG,Cora,link_pred,True,,,2,2,3,skipsum,max,99,0.4505,0.0159,458293.0,0.0272,0.001,0.7659,0.0077,0.6812,0.0071,1.0,0.0,0.8103,0.005,0.9728,0.0088 -PyG,Cora,link_pred,True,,,2,2,3,skipsum,mean,99,0.4299,0.0064,458293.0,0.0247,0.0015,0.7816,0.0051,0.696,0.005,1.0,0.0,0.8207,0.0035,0.9812,0.0015 -PyG,Cora,link_pred,True,,,2,4,2,skipconcat,add,99,0.4627,0.0064,281410.0,0.031,0.003,0.7666,0.0052,0.6818,0.0048,1.0,0.0,0.8108,0.0034,0.9729,0.004 -PyG,Cora,link_pred,True,,,2,4,2,skipconcat,max,99,0.4927,0.0056,281410.0,0.0292,0.0009,0.7588,0.005,0.6746,0.0045,1.0,0.0,0.8057,0.0032,0.9608,0.0052 -PyG,Cora,link_pred,True,,,2,4,2,skipconcat,mean,99,0.4589,0.023,281410.0,0.0318,0.0063,0.7695,0.0042,0.6845,0.0039,1.0,0.0,0.8127,0.0028,0.9713,0.0088 -PyG,Cora,link_pred,True,,,2,4,2,skipsum,add,99,0.4418,0.0016,440833.0,0.0316,0.0098,0.7702,0.0059,0.6852,0.0055,1.0,0.0,0.8132,0.0039,0.978,0.0014 -PyG,Cora,link_pred,True,,,2,4,2,skipsum,max,99,0.4743,0.0059,440833.0,0.0319,0.0032,0.7597,0.0048,0.6754,0.0044,1.0,0.0,0.8063,0.0032,0.9595,0.0024 -PyG,Cora,link_pred,True,,,2,4,2,skipsum,mean,99,0.4395,0.0018,440833.0,0.0353,0.0049,0.7833,0.0049,0.6977,0.0048,1.0,0.0,0.8219,0.0033,0.9741,0.0008 -PyG,Cora,link_pred,True,,,2,4,3,skipconcat,add,99,0.4441,0.0072,268705.0,0.0362,0.004,0.7746,0.0073,0.6893,0.0069,1.0,0.0,0.8161,0.0049,0.973,0.0046 -PyG,Cora,link_pred,True,,,2,4,3,skipconcat,max,99,0.4608,0.0045,268705.0,0.0326,0.0034,0.7654,0.0048,0.6807,0.0044,1.0,0.0,0.81,0.0032,0.9675,0.0024 -PyG,Cora,link_pred,True,,,2,4,3,skipconcat,mean,99,0.4479,0.0076,268705.0,0.0312,0.0044,0.7754,0.0089,0.6901,0.0086,1.0,0.0,0.8166,0.006,0.9721,0.0038 -PyG,Cora,link_pred,True,,,2,4,3,skipsum,add,99,0.4429,0.0033,424843.0,0.029,0.0011,0.7681,0.0007,0.6832,0.0007,1.0,0.0,0.8118,0.0005,0.9749,0.0013 -PyG,Cora,link_pred,True,,,2,4,3,skipsum,max,99,0.4749,0.0057,424843.0,0.0316,0.0046,0.7617,0.0013,0.6773,0.0012,1.0,0.0,0.8076,0.0009,0.9545,0.0069 -PyG,Cora,link_pred,True,,,2,4,3,skipsum,mean,99,0.4453,0.0036,424843.0,0.0281,0.001,0.7808,0.0065,0.6955,0.0062,0.9992,0.0011,0.8201,0.0044,0.9677,0.0023 -PyG,Cora,link_pred,True,,,2,6,2,skipconcat,add,99,0.4636,0.001,261991.0,0.0316,0.0032,0.7691,0.0043,0.6842,0.0041,0.9996,0.0006,0.8124,0.0028,0.9705,0.0036 -PyG,Cora,link_pred,True,,,2,6,2,skipconcat,max,99,0.4985,0.029,261991.0,0.0357,0.0045,0.7616,0.0064,0.6771,0.0059,1.0,0.0,0.8075,0.0042,0.9584,0.0085 -PyG,Cora,link_pred,True,,,2,6,2,skipconcat,mean,99,0.4631,0.022,261991.0,0.0332,0.0033,0.7692,0.0068,0.6843,0.0064,1.0,0.0,0.8125,0.0045,0.9674,0.0066 -PyG,Cora,link_pred,True,,,2,6,2,skipsum,add,99,0.4482,0.0026,412033.0,0.0304,0.0035,0.7652,0.0021,0.6805,0.0019,1.0,0.0,0.8098,0.0013,0.9761,0.0027 -PyG,Cora,link_pred,True,,,2,6,2,skipsum,max,99,0.4836,0.0074,412033.0,0.0298,0.0015,0.7612,0.0083,0.6769,0.0075,0.9996,0.0006,0.8072,0.0055,0.9492,0.0089 -PyG,Cora,link_pred,True,,,2,6,2,skipsum,mean,99,0.4465,0.0017,412033.0,0.032,0.001,0.7854,0.0078,0.6999,0.0077,0.9996,0.0006,0.8233,0.0052,0.9659,0.0031 -PyG,Cora,link_pred,True,,,2,6,3,skipconcat,add,99,0.4625,0.0176,258966.0,0.0355,0.0018,0.7741,0.0084,0.689,0.008,1.0,0.0,0.8158,0.0056,0.9589,0.0132 -PyG,Cora,link_pred,True,,,2,6,3,skipconcat,max,99,0.47,0.0015,258966.0,0.0478,0.0193,0.7686,0.0015,0.6837,0.0014,1.0,0.0,0.8121,0.001,0.9618,0.0021 -PyG,Cora,link_pred,True,,,2,6,3,skipconcat,mean,99,0.4533,0.0032,258966.0,0.0331,0.0013,0.7791,0.0044,0.6937,0.0041,0.9996,0.0006,0.819,0.003,0.9639,0.0041 -PyG,Cora,link_pred,True,,,2,6,3,skipsum,add,99,0.4491,0.0051,399561.0,0.0338,0.0037,0.765,0.0024,0.6803,0.0022,1.0,0.0,0.8097,0.0016,0.9724,0.0028 -PyG,Cora,link_pred,True,,,2,6,3,skipsum,max,99,0.4775,0.0037,399561.0,0.033,0.0025,0.7603,0.004,0.6764,0.0037,0.9984,0.0006,0.8064,0.0025,0.9467,0.0048 -PyG,Cora,link_pred,True,,,2,6,3,skipsum,mean,99,0.4604,0.0023,399561.0,0.0359,0.001,0.7832,0.0061,0.6996,0.0071,0.9929,0.0035,0.8208,0.0036,0.9536,0.0028 -PyG,Cora,link_pred,True,,,2,8,2,skipconcat,add,99,0.4728,0.0046,251137.0,0.0359,0.0039,0.7639,0.003,0.6793,0.0028,1.0,0.0,0.809,0.002,0.966,0.0058 -PyG,Cora,link_pred,True,,,2,8,2,skipconcat,max,99,0.4964,0.0133,251137.0,0.0315,0.0022,0.7636,0.0059,0.679,0.0055,1.0,0.0,0.8088,0.0039,0.9569,0.0064 -PyG,Cora,link_pred,True,,,2,8,2,skipconcat,mean,99,0.4628,0.0245,251137.0,0.0352,0.0042,0.7723,0.0077,0.6872,0.0073,1.0,0.0,0.8146,0.0052,0.9656,0.0102 -PyG,Cora,link_pred,True,,,2,8,2,skipsum,add,99,0.445,0.0067,392621.0,0.0341,0.0025,0.7702,0.0038,0.6852,0.0035,1.0,0.0,0.8132,0.0025,0.9746,0.0026 -PyG,Cora,link_pred,True,,,2,8,2,skipsum,max,99,0.4915,0.011,392621.0,0.0404,0.0047,0.7628,0.0066,0.6788,0.006,0.998,0.0006,0.808,0.0043,0.9399,0.0036 -PyG,Cora,link_pred,True,,,2,8,2,skipsum,mean,99,0.4492,0.0056,392621.0,0.0397,0.003,0.7887,0.0027,0.7041,0.0029,0.996,0.0015,0.8251,0.0018,0.9599,0.0037 -PyG,Cora,link_pred,True,,,2,8,3,skipconcat,add,99,0.4672,0.011,244567.0,0.0375,0.0009,0.7724,0.0024,0.6874,0.0021,0.9992,0.0011,0.8145,0.0018,0.9579,0.0107 -PyG,Cora,link_pred,True,,,2,8,3,skipconcat,max,99,0.4685,0.0056,244567.0,0.0413,0.0045,0.7669,0.0009,0.682,0.0009,1.0,0.0,0.8109,0.0006,0.9582,0.0053 -PyG,Cora,link_pred,True,,,2,8,3,skipconcat,mean,99,0.4551,0.0042,244567.0,0.0421,0.0032,0.7808,0.008,0.6954,0.0077,1.0,0.0,0.8203,0.0054,0.9611,0.0079 -PyG,Cora,link_pred,True,,,2,8,3,skipsum,add,99,0.4511,0.0055,383233.0,0.0349,0.0031,0.7676,0.0019,0.6828,0.0018,0.9996,0.0006,0.8113,0.0013,0.9673,0.0039 -PyG,Cora,link_pred,True,,,2,8,3,skipsum,max,99,0.4951,0.0152,383233.0,0.0408,0.0052,0.7636,0.0107,0.6806,0.0098,0.9941,0.001,0.8079,0.0072,0.9289,0.0092 -PyG,Cora,link_pred,True,,,2,8,3,skipsum,mean,99,0.4626,0.0146,383233.0,0.0347,0.0016,0.7813,0.0046,0.6985,0.0055,0.9901,0.0039,0.8191,0.0026,0.95,0.008 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipconcat,add,99,0.5716,0.0052,204186.0,0.677,0.0053,0.7422,0.0021,0.6618,0.0026,0.991,0.0037,0.7936,0.0007,0.8626,0.0057 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipconcat,max,99,0.5886,0.0016,204186.0,0.8301,0.024,0.7305,0.0099,0.6519,0.0088,0.9896,0.0033,0.786,0.0061,0.8417,0.0045 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipconcat,mean,99,0.5874,0.0046,204186.0,0.8038,0.0508,0.7274,0.0078,0.649,0.0067,0.9906,0.0026,0.7842,0.0049,0.8391,0.0064 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipsum,add,99,0.5674,0.0029,210901.0,0.7224,0.0243,0.7389,0.0079,0.659,0.0067,0.9906,0.0017,0.7914,0.0053,0.8648,0.004 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipsum,max,99,0.5842,0.0022,210901.0,0.6758,0.0085,0.7288,0.0061,0.6506,0.0053,0.9887,0.0011,0.7847,0.0037,0.8405,0.0044 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipsum,mean,99,0.5865,0.0029,210901.0,0.7944,0.049,0.721,0.0077,0.6437,0.0068,0.9906,0.0017,0.7803,0.0044,0.8322,0.0038 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipconcat,add,99,0.5679,0.0027,207789.0,0.7812,0.0333,0.7302,0.0091,0.6511,0.0078,0.9924,0.0007,0.7863,0.0056,0.8574,0.0014 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipconcat,max,99,0.586,0.0048,207789.0,0.8305,0.0413,0.7138,0.0129,0.6375,0.0101,0.992,0.0037,0.7762,0.0083,0.8303,0.0058 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipconcat,mean,99,0.588,0.0058,207789.0,0.8044,0.011,0.7122,0.0096,0.6367,0.0081,0.9887,0.0011,0.7746,0.0056,0.8282,0.0093 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipsum,add,99,0.5677,0.002,210742.0,0.8058,0.0074,0.7324,0.0084,0.6525,0.0073,0.9948,0.0007,0.7881,0.0053,0.8595,0.0013 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipsum,max,99,0.5869,0.0047,210742.0,0.7638,0.0336,0.7165,0.0077,0.6399,0.0063,0.991,0.0013,0.7776,0.0047,0.8325,0.0051 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipsum,mean,99,0.5908,0.0044,210742.0,0.6729,0.0089,0.7135,0.0054,0.6372,0.0041,0.9915,0.0035,0.7758,0.0037,0.8225,0.005 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipconcat,add,99,0.5693,0.0046,206365.0,0.8154,0.0215,0.7424,0.0073,0.6613,0.0068,0.9943,0.0023,0.7943,0.0044,0.8684,0.0026 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipconcat,max,99,0.5844,0.0013,206365.0,0.6723,0.0058,0.7316,0.0003,0.6523,0.0006,0.992,0.0017,0.7871,0.0001,0.8495,0.002 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipconcat,mean,99,0.5894,0.0055,206365.0,0.8067,0.0406,0.7275,0.0039,0.6489,0.0037,0.9915,0.002,0.7844,0.0021,0.8409,0.005 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipsum,add,99,0.5643,0.0079,208513.0,0.8013,0.0217,0.74,0.0076,0.6597,0.0065,0.9915,0.0011,0.7923,0.005,0.8702,0.0074 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipsum,max,99,0.5751,0.0066,208513.0,0.7748,0.0228,0.7289,0.0101,0.6501,0.009,0.992,0.0024,0.7854,0.006,0.8558,0.0083 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipsum,mean,99,0.5849,0.0089,208513.0,0.7985,0.0069,0.7183,0.0099,0.6411,0.0086,0.9929,0.0023,0.779,0.0057,0.8351,0.0112 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipconcat,add,99,0.5647,0.0094,208398.0,0.6703,0.011,0.7293,0.0114,0.6506,0.0098,0.991,0.0007,0.7855,0.0072,0.8628,0.0037 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipconcat,max,99,0.5797,0.0105,208398.0,0.7702,0.0163,0.721,0.0048,0.6437,0.0042,0.9901,0.003,0.7802,0.0027,0.8401,0.0086 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipconcat,mean,99,0.5871,0.0131,208398.0,0.8123,0.0156,0.7187,0.0077,0.6418,0.0068,0.9901,0.002,0.7787,0.0044,0.8321,0.0145 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipsum,add,99,0.5597,0.0053,208993.0,0.7938,0.0324,0.7356,0.0089,0.6559,0.0085,0.992,0.0033,0.7896,0.0051,0.8688,0.003 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipsum,max,99,0.5769,0.0078,208993.0,0.679,0.0071,0.7181,0.0092,0.6411,0.0078,0.9915,0.0011,0.7787,0.0055,0.8427,0.011 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipsum,mean,99,0.5863,0.0105,208993.0,0.6894,0.007,0.7175,0.0089,0.6403,0.0074,0.9929,0.0011,0.7785,0.0054,0.8283,0.0145 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipconcat,add,99,0.5766,0.0088,203648.0,0.8305,0.0345,0.735,0.0059,0.6547,0.0052,0.9948,0.0018,0.7897,0.0036,0.8723,0.0057 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipconcat,max,99,0.5882,0.0108,203648.0,0.8275,0.052,0.7287,0.0049,0.6499,0.004,0.9915,0.0011,0.7852,0.0032,0.8474,0.0062 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipconcat,mean,99,0.5921,0.0091,203648.0,0.6698,0.0045,0.7196,0.003,0.6422,0.0026,0.992,0.0007,0.7796,0.0018,0.8419,0.0081 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipsum,add,99,0.5646,0.0065,208183.0,0.7631,0.0358,0.737,0.0162,0.657,0.0143,0.9934,0.0018,0.7908,0.0103,0.8695,0.0063 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipsum,max,99,0.5755,0.0053,208183.0,0.7879,0.046,0.7243,0.0025,0.6459,0.0025,0.9929,0.0031,0.7827,0.0012,0.8565,0.0108 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipsum,mean,99,0.5839,0.0044,208183.0,0.7533,0.0071,0.7191,0.0069,0.6414,0.0056,0.9939,0.0035,0.7797,0.0045,0.8372,0.0087 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipconcat,add,99,0.565,0.0092,209371.0,0.72,0.041,0.7394,0.0103,0.6591,0.0093,0.9924,0.0013,0.7921,0.0065,0.868,0.0092 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipconcat,max,99,0.5794,0.0074,209371.0,0.7887,0.0224,0.7267,0.0155,0.6478,0.0136,0.9953,0.0018,0.7847,0.0094,0.8405,0.0136 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipconcat,mean,99,0.5878,0.0082,209371.0,0.8059,0.0203,0.7187,0.0094,0.6419,0.0079,0.9896,0.0007,0.7787,0.0057,0.8268,0.0166 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipsum,add,99,0.5573,0.0107,207793.0,0.8069,0.029,0.7339,0.0079,0.6545,0.0077,0.9915,0.0042,0.7884,0.0042,0.8688,0.0144 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipsum,max,99,0.5692,0.0092,207793.0,0.8054,0.0057,0.7275,0.0111,0.6489,0.0095,0.992,0.0029,0.7845,0.007,0.8556,0.011 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipsum,mean,99,0.5749,0.0115,207793.0,0.8067,0.0045,0.7193,0.0112,0.6422,0.0094,0.9915,0.0035,0.7795,0.0069,0.8429,0.0129 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipconcat,add,99,0.571,0.0024,205889.0,0.6829,0.0081,0.7447,0.0072,0.6634,0.0064,0.9938,0.0007,0.7956,0.0046,0.8697,0.0017 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipconcat,max,99,0.5806,0.0067,205889.0,0.676,0.0055,0.736,0.009,0.6566,0.0078,0.9901,0.003,0.7895,0.0058,0.857,0.0059 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipconcat,mean,99,0.5901,0.0058,205889.0,0.807,0.0098,0.7275,0.0079,0.6488,0.0069,0.9924,0.0013,0.7846,0.0048,0.8417,0.0079 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipsum,add,99,0.5575,0.0056,206361.0,0.7958,0.0144,0.7361,0.0028,0.6563,0.003,0.9915,0.0031,0.7898,0.0013,0.8709,0.0059 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipsum,max,99,0.5742,0.005,206361.0,0.6783,0.0082,0.7172,0.0061,0.6404,0.0051,0.991,0.0017,0.778,0.0037,0.8522,0.0097 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipsum,mean,99,0.5837,0.0014,206361.0,0.8127,0.0447,0.7152,0.0014,0.6382,0.0008,0.9939,0.0029,0.7773,0.0013,0.8306,0.0032 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipconcat,add,99,0.561,0.0093,206524.0,0.8058,0.0534,0.7372,0.0076,0.6568,0.0065,0.9939,0.0029,0.7909,0.0048,0.8666,0.0067 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipconcat,max,99,0.5752,0.0124,206524.0,0.8416,0.0231,0.7213,0.0132,0.6437,0.0112,0.9924,0.0017,0.7809,0.0082,0.841,0.0118 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipconcat,mean,99,0.5847,0.0094,206524.0,0.7709,0.0272,0.7137,0.0038,0.6382,0.0037,0.9872,0.005,0.7752,0.0019,0.8276,0.0076 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipsum,add,99,0.5615,0.0026,207701.0,0.6801,0.0114,0.7348,0.0043,0.6553,0.0037,0.991,0.0007,0.7889,0.0028,0.8641,0.0045 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipsum,max,99,0.5775,0.0041,207701.0,0.773,0.0378,0.7188,0.0086,0.6418,0.0071,0.9906,0.0047,0.7789,0.0056,0.841,0.0044 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipsum,mean,99,0.5852,0.0035,207701.0,0.8391,0.0122,0.7105,0.0039,0.6346,0.0033,0.9924,0.0007,0.7742,0.0022,0.826,0.0051 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipconcat,add,99,0.5677,0.0014,205201.0,0.827,0.0176,0.74,0.0053,0.6596,0.005,0.992,0.0027,0.7923,0.0032,0.8604,0.0005 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipconcat,max,99,0.5866,0.0033,205201.0,0.7521,0.0371,0.7217,0.007,0.6435,0.0057,0.9944,0.0042,0.7814,0.0046,0.8402,0.0059 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipconcat,mean,99,0.5847,0.0032,205201.0,0.8093,0.0529,0.725,0.0075,0.6467,0.0066,0.992,0.0017,0.783,0.0044,0.837,0.0031 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipsum,add,99,0.5699,0.0039,210742.0,0.8598,0.0265,0.7354,0.007,0.6554,0.0066,0.9929,0.002,0.7896,0.0041,0.8625,0.0039 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipsum,max,99,0.5884,0.0038,210742.0,0.8134,0.0658,0.7209,0.0024,0.6436,0.0015,0.9901,0.0023,0.7801,0.0018,0.8357,0.0023 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipsum,mean,99,0.5878,0.0043,210742.0,0.8087,0.0015,0.7215,0.0031,0.6437,0.0022,0.992,0.0029,0.7808,0.0023,0.8315,0.0025 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipconcat,add,99,0.5677,0.0067,204481.0,0.6786,0.0094,0.7381,0.0034,0.6582,0.0027,0.9906,0.0024,0.7909,0.0024,0.8577,0.0026 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipconcat,max,99,0.5893,0.0021,204481.0,0.6795,0.0091,0.7233,0.0078,0.646,0.0068,0.9882,0.0048,0.7812,0.0047,0.8298,0.0042 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipconcat,mean,99,0.5886,0.0056,204481.0,0.8325,0.0059,0.7197,0.0061,0.6428,0.0055,0.9892,0.0029,0.7792,0.0033,0.822,0.0047 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipsum,add,99,0.5617,0.0038,208513.0,0.7583,0.0216,0.7354,0.0049,0.6558,0.0041,0.9906,0.0035,0.7892,0.0034,0.8663,0.0012 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipsum,max,99,0.5794,0.0071,208513.0,0.8132,0.0321,0.7153,0.0029,0.6392,0.0031,0.9892,0.0064,0.7765,0.0016,0.8389,0.0125 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipsum,mean,99,0.5843,0.009,208513.0,0.8069,0.0355,0.7233,0.0095,0.6456,0.0077,0.9901,0.0047,0.7816,0.0063,0.8281,0.0148 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipconcat,add,99,0.5653,0.0025,202750.0,0.7724,0.0399,0.745,0.0025,0.6643,0.0019,0.991,0.0029,0.7954,0.0018,0.8695,0.0056 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipconcat,max,99,0.5848,0.0071,202750.0,0.7743,0.0244,0.734,0.0109,0.6545,0.009,0.9915,0.0051,0.7885,0.0073,0.8453,0.0113 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipconcat,mean,99,0.5841,0.0045,202750.0,0.7544,0.0152,0.7281,0.0069,0.6497,0.0056,0.9901,0.003,0.7846,0.0047,0.8432,0.0072 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipsum,add,99,0.5603,0.0083,208993.0,0.82,0.0128,0.7382,0.0045,0.6578,0.0047,0.9934,0.0044,0.7915,0.0022,0.8746,0.0076 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipsum,max,99,0.5754,0.009,208993.0,0.7346,0.0143,0.7292,0.0136,0.6505,0.0125,0.992,0.0066,0.7856,0.0078,0.8498,0.0111 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipsum,mean,99,0.5914,0.0097,208993.0,0.6804,0.0051,0.7146,0.0098,0.6379,0.0082,0.9934,0.0018,0.7769,0.0059,0.8277,0.0073 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipconcat,add,99,0.5679,0.0016,202465.0,0.7705,0.045,0.73,0.0046,0.6506,0.0037,0.9934,0.0013,0.7863,0.0031,0.8644,0.0072 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipconcat,max,99,0.5803,0.0056,202465.0,0.7334,0.0256,0.7204,0.0058,0.6422,0.0051,0.9958,0.0023,0.7808,0.0032,0.8417,0.0085 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipconcat,mean,99,0.5854,0.0017,202465.0,0.7941,0.0244,0.7145,0.0055,0.6381,0.005,0.9915,0.0046,0.7765,0.0029,0.836,0.0069 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipsum,add,99,0.5549,0.0031,208183.0,0.7797,0.0267,0.7396,0.0087,0.6591,0.0077,0.9929,0.0,0.7923,0.0055,0.8676,0.0016 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipsum,max,99,0.5698,0.008,208183.0,0.7922,0.011,0.7236,0.012,0.6455,0.0104,0.9929,0.002,0.7823,0.0071,0.8489,0.0117 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipsum,mean,99,0.5778,0.0064,208183.0,0.6853,0.002,0.7231,0.0103,0.6457,0.0089,0.9896,0.0007,0.7815,0.0063,0.8341,0.0083 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipconcat,add,99,0.5718,0.0086,205411.0,0.6835,0.0111,0.7407,0.0039,0.6599,0.0037,0.9934,0.0018,0.793,0.0023,0.8701,0.0102 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipconcat,max,99,0.5871,0.0104,205411.0,0.6858,0.0162,0.7316,0.0105,0.6522,0.0094,0.9934,0.0018,0.7873,0.0063,0.8472,0.0118 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipconcat,mean,99,0.5891,0.0094,205411.0,0.751,0.0382,0.7268,0.0052,0.6482,0.0049,0.992,0.0024,0.784,0.0028,0.8427,0.0075 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipsum,add,99,0.5569,0.0106,207793.0,0.7406,0.0282,0.739,0.0075,0.6582,0.0069,0.9948,0.0018,0.7922,0.0046,0.8738,0.0095 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipsum,max,99,0.5714,0.012,207793.0,0.7867,0.0083,0.7237,0.0168,0.6457,0.0145,0.9929,0.002,0.7824,0.0103,0.8547,0.0132 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipsum,mean,99,0.5801,0.0123,207793.0,0.7206,0.0363,0.7182,0.0126,0.6412,0.0107,0.9915,0.0023,0.7788,0.0075,0.8415,0.0127 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipconcat,add,99,0.5635,0.0094,210666.0,0.691,0.0042,0.7308,0.0047,0.6521,0.0052,0.9896,0.0077,0.7862,0.0024,0.8634,0.0086 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipconcat,max,99,0.5784,0.0045,210666.0,0.665,0.0027,0.7151,0.0081,0.6379,0.0069,0.9958,0.0035,0.7776,0.0048,0.8431,0.007 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipconcat,mean,99,0.5837,0.0058,210666.0,0.8034,0.0191,0.7136,0.0073,0.6372,0.0067,0.9925,0.0037,0.7761,0.0038,0.831,0.007 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipsum,add,99,0.5606,0.0076,206361.0,0.8181,0.0119,0.7341,0.0108,0.6547,0.0098,0.9915,0.0023,0.7886,0.0064,0.8685,0.0102 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipsum,max,99,0.5703,0.0042,206361.0,0.7325,0.0259,0.7245,0.0049,0.6464,0.0043,0.9915,0.0011,0.7826,0.0029,0.8515,0.0077 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipsum,mean,99,0.5804,0.0045,206361.0,0.6879,0.0038,0.719,0.0044,0.6413,0.0042,0.9939,0.0035,0.7796,0.0024,0.8368,0.0088 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipconcat,add,99,0.5703,0.0083,206977.0,0.7784,0.0453,0.7409,0.0016,0.6601,0.002,0.9934,0.0035,0.7932,0.0006,0.8697,0.0085 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipconcat,max,99,0.5829,0.0054,206977.0,0.8231,0.0186,0.731,0.0087,0.6518,0.0083,0.9929,0.0042,0.7869,0.0047,0.8467,0.0024 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipconcat,mean,99,0.5855,0.007,206977.0,0.6831,0.0033,0.7282,0.0049,0.6493,0.0047,0.9925,0.0029,0.785,0.0026,0.8474,0.0049 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipsum,add,99,0.5619,0.002,207701.0,0.7642,0.0109,0.7369,0.0028,0.6574,0.0027,0.9896,0.0017,0.79,0.0016,0.8683,0.0046 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipsum,max,99,0.5707,0.0035,207701.0,0.6784,0.0067,0.727,0.002,0.6487,0.0015,0.9906,0.0017,0.784,0.0015,0.8532,0.0024 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipsum,mean,99,0.5801,0.0058,207701.0,0.8344,0.021,0.7195,0.0059,0.6423,0.0049,0.991,0.0017,0.7794,0.0038,0.8346,0.0119 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipconcat,add,99,0.5614,0.004,207307.0,0.7903,0.0174,0.7426,0.0005,0.661,0.0008,0.9957,0.002,0.7946,0.0,0.8656,0.0029 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipconcat,max,99,0.5807,0.0027,207307.0,0.7603,0.0473,0.7214,0.0054,0.6428,0.0045,0.9963,0.0007,0.7814,0.0032,0.8338,0.0044 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipconcat,mean,99,0.583,0.0072,207307.0,0.6837,0.0082,0.7211,0.0085,0.6438,0.0078,0.9906,0.0052,0.7804,0.0045,0.8307,0.0062 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipsum,add,99,0.5594,0.0058,206593.0,0.8124,0.0369,0.7372,0.0047,0.6573,0.0035,0.9911,0.0035,0.7904,0.0034,0.8664,0.009 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipsum,max,99,0.5798,0.0031,206593.0,0.7725,0.0403,0.7138,0.0101,0.6373,0.0079,0.9929,0.0031,0.7763,0.0066,0.8384,0.0093 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipsum,mean,99,0.5836,0.0018,206593.0,0.6818,0.0101,0.7166,0.0081,0.6397,0.0069,0.9925,0.0033,0.7779,0.0048,0.825,0.0046 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipconcat,add,99,0.5283,0.0098,202440.0,0.8073,0.0193,0.7652,0.0056,0.6819,0.0058,0.9943,0.0031,0.8089,0.0034,0.9034,0.0064 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipconcat,max,99,0.5427,0.0077,202440.0,0.785,0.0133,0.7642,0.0055,0.6811,0.0062,0.9939,0.0041,0.8082,0.003,0.8866,0.0061 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipconcat,mean,99,0.5394,0.0099,202440.0,0.7788,0.0303,0.7625,0.0055,0.6796,0.0058,0.9935,0.0029,0.807,0.0033,0.8869,0.008 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipsum,add,99,0.5274,0.0066,206905.0,0.7441,0.0263,0.7649,0.0078,0.6814,0.0072,0.9957,0.0016,0.809,0.0051,0.9039,0.0058 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipsum,max,99,0.5392,0.0079,206905.0,0.7723,0.0576,0.7593,0.0037,0.6771,0.0038,0.9912,0.0012,0.8046,0.0023,0.8887,0.0026 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipsum,mean,99,0.5436,0.0077,206905.0,0.8032,0.0212,0.7557,0.0038,0.6732,0.0035,0.9939,0.0025,0.8027,0.0024,0.8834,0.0036 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipconcat,add,99,0.5243,0.0043,206313.0,0.7595,0.0201,0.7683,0.0043,0.6841,0.0042,0.997,0.0006,0.8114,0.0028,0.9045,0.0009 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipconcat,max,99,0.5385,0.0067,206313.0,0.6713,0.0159,0.7598,0.0066,0.6773,0.0065,0.993,0.0017,0.8053,0.004,0.8862,0.0028 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipconcat,mean,99,0.534,0.0046,206313.0,0.7219,0.0067,0.7612,0.0025,0.6782,0.0024,0.9943,0.0022,0.8064,0.0016,0.8891,0.0038 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipsum,add,99,0.5195,0.0101,207160.0,0.8007,0.0037,0.7676,0.005,0.6842,0.0049,0.9939,0.0033,0.8105,0.0033,0.9088,0.0046 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipsum,max,99,0.5351,0.0103,207160.0,0.7512,0.0198,0.7645,0.0038,0.6825,0.0052,0.9896,0.0065,0.8078,0.0016,0.8901,0.006 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipsum,mean,99,0.5368,0.008,207160.0,0.7319,0.0222,0.7586,0.005,0.6761,0.0046,0.993,0.0023,0.8044,0.0033,0.8883,0.0034 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipconcat,add,99,0.5259,0.011,205321.0,0.7619,0.033,0.768,0.003,0.6835,0.0026,0.9983,0.0006,0.8114,0.002,0.909,0.0049 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipconcat,max,99,0.5395,0.015,205321.0,0.7236,0.0426,0.7611,0.008,0.6785,0.0078,0.993,0.0053,0.8061,0.0051,0.8937,0.0065 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipconcat,mean,99,0.5394,0.0111,205321.0,0.7697,0.047,0.7621,0.0031,0.6787,0.0028,0.9956,0.0035,0.8072,0.0022,0.8903,0.0059 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipsum,add,99,0.5224,0.0047,205255.0,0.6757,0.0032,0.764,0.0069,0.6801,0.0066,0.997,0.0006,0.8086,0.0045,0.9102,0.0033 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipsum,max,99,0.5384,0.0038,205255.0,0.6752,0.0041,0.7609,0.0039,0.678,0.0048,0.9939,0.0051,0.8061,0.0017,0.8969,0.0035 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipsum,mean,99,0.5397,0.004,205255.0,0.7958,0.0068,0.7588,0.003,0.676,0.0035,0.9943,0.0033,0.8048,0.0016,0.8889,0.0027 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipconcat,add,99,0.5232,0.0066,207516.0,0.7634,0.0289,0.7637,0.0023,0.6802,0.0026,0.9957,0.0016,0.8082,0.0013,0.9084,0.005 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipconcat,max,99,0.5376,0.0116,207516.0,0.742,0.0086,0.7642,0.002,0.6817,0.0013,0.9913,0.0051,0.8078,0.002,0.8916,0.0045 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipconcat,mean,99,0.5396,0.0096,207516.0,0.7451,0.0531,0.7579,0.002,0.6754,0.0022,0.9935,0.0029,0.8041,0.0011,0.8886,0.0058 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipsum,add,99,0.5199,0.0099,205969.0,0.8004,0.0108,0.7648,0.0021,0.6819,0.0015,0.9926,0.0025,0.8085,0.0018,0.9098,0.009 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipsum,max,99,0.5326,0.0062,205969.0,0.6986,0.0163,0.7566,0.004,0.6742,0.0043,0.9935,0.0029,0.8033,0.0022,0.8952,0.0066 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipsum,mean,99,0.537,0.0034,205969.0,0.8008,0.0119,0.7571,0.0022,0.6746,0.0021,0.9935,0.0011,0.8035,0.0014,0.8878,0.0032 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipconcat,add,99,0.5271,0.0093,202910.0,0.6883,0.0075,0.7683,0.0009,0.684,0.0011,0.9974,0.0011,0.8115,0.0005,0.9114,0.0036 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipconcat,max,99,0.537,0.0067,202910.0,0.6831,0.0058,0.7677,0.0039,0.6843,0.004,0.9939,0.0013,0.8105,0.0025,0.8968,0.0049 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipconcat,mean,99,0.5389,0.0058,202910.0,0.7621,0.0379,0.7584,0.0034,0.6758,0.0039,0.9935,0.0047,0.8044,0.0019,0.8925,0.0041 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipsum,add,99,0.5353,0.005,205357.0,0.7122,0.0257,0.7631,0.0031,0.6794,0.0032,0.9965,0.0012,0.8079,0.0018,0.9027,0.0036 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipsum,max,99,0.5451,0.0051,205357.0,0.705,0.0145,0.7592,0.0124,0.6763,0.0114,0.9957,0.0016,0.8054,0.0079,0.89,0.0018 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipsum,mean,99,0.5515,0.0026,205357.0,0.7896,0.0188,0.7507,0.0054,0.6685,0.0055,0.9948,0.0028,0.7996,0.003,0.8793,0.0042 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipconcat,add,99,0.5269,0.0097,208741.0,0.7221,0.0226,0.763,0.0067,0.6793,0.0063,0.9965,0.0012,0.8079,0.0043,0.9048,0.0069 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipconcat,max,99,0.5355,0.0087,208741.0,0.7352,0.0264,0.7591,0.0074,0.6761,0.0065,0.9952,0.0027,0.8052,0.0051,0.8923,0.0064 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipconcat,mean,99,0.5417,0.0089,208741.0,0.7963,0.0071,0.7568,0.0094,0.6742,0.0082,0.9943,0.0033,0.8035,0.0063,0.8836,0.0053 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipsum,add,99,0.5247,0.0039,205129.0,0.801,0.0468,0.7601,0.0026,0.6763,0.002,0.9978,0.0016,0.8062,0.0019,0.9069,0.0028 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipsum,max,99,0.5371,0.0048,205129.0,0.6932,0.0069,0.7536,0.0022,0.6712,0.0016,0.9943,0.0035,0.8014,0.0018,0.892,0.0023 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipsum,mean,99,0.5405,0.0055,205129.0,0.757,0.0266,0.7509,0.0008,0.6693,0.0013,0.9917,0.0023,0.7992,0.0003,0.8846,0.0025 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipconcat,add,99,0.5264,0.0143,205313.0,0.7323,0.0284,0.7706,0.0044,0.6867,0.0042,0.9957,0.0006,0.8127,0.0029,0.9136,0.0078 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipconcat,max,99,0.5329,0.0124,205313.0,0.7362,0.0389,0.7667,0.0037,0.6838,0.0025,0.9922,0.0049,0.8096,0.0032,0.9033,0.0084 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipconcat,mean,99,0.5424,0.0103,205313.0,0.7404,0.0264,0.7601,0.0036,0.6775,0.0031,0.9926,0.0023,0.8053,0.0025,0.8921,0.0067 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipsum,add,99,0.5293,0.0077,203841.0,0.6856,0.0109,0.7599,0.0041,0.6765,0.004,0.9961,0.0011,0.8058,0.0026,0.9042,0.0038 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipsum,max,99,0.5323,0.0047,203841.0,0.6926,0.0052,0.7565,0.0038,0.6735,0.0038,0.9961,0.0021,0.8036,0.0022,0.8975,0.0049 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipsum,mean,99,0.5455,0.0063,203841.0,0.7778,0.0114,0.7478,0.0026,0.6671,0.0016,0.9895,0.0049,0.7969,0.0024,0.8799,0.0058 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipconcat,add,99,0.5232,0.011,206038.0,0.681,0.0052,0.7668,0.0064,0.6826,0.0063,0.9974,0.0021,0.8105,0.0041,0.9044,0.0054 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipconcat,max,99,0.5347,0.0167,206038.0,0.7568,0.0202,0.7566,0.0054,0.6742,0.0053,0.9935,0.0029,0.8033,0.0033,0.8894,0.0136 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipconcat,mean,99,0.5411,0.0141,206038.0,0.7443,0.0153,0.7578,0.0081,0.6754,0.0076,0.9935,0.0019,0.8041,0.0051,0.8847,0.0093 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipsum,add,99,0.5272,0.0046,205289.0,0.7623,0.0627,0.7531,0.0049,0.6706,0.0047,0.9952,0.0016,0.8013,0.0031,0.9041,0.0036 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipsum,max,99,0.5373,0.0081,205289.0,0.7027,0.0027,0.7536,0.0058,0.6715,0.006,0.993,0.0033,0.8012,0.0032,0.8911,0.0071 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipsum,mean,99,0.5401,0.0029,205289.0,0.6981,0.0032,0.7484,0.0032,0.6667,0.0038,0.9935,0.0039,0.7979,0.0015,0.8843,0.0036 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipconcat,add,99,0.5256,0.0089,203491.0,0.6793,0.0055,0.7641,0.0072,0.6801,0.0065,0.9974,0.0011,0.8088,0.0048,0.9056,0.0034 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipconcat,max,99,0.5375,0.0038,203491.0,0.8066,0.008,0.7608,0.0049,0.6779,0.0054,0.9939,0.0033,0.806,0.0027,0.8899,0.0019 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipconcat,mean,99,0.5373,0.0029,203491.0,0.7324,0.0294,0.7546,0.0068,0.6722,0.0067,0.9943,0.0027,0.8021,0.0041,0.8898,0.002 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipsum,add,99,0.5242,0.0108,207160.0,0.7908,0.0189,0.7659,0.007,0.6826,0.007,0.9943,0.0017,0.8095,0.0044,0.909,0.0032 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipsum,max,99,0.537,0.0098,207160.0,0.7371,0.0179,0.7659,0.0083,0.6833,0.0082,0.9917,0.0027,0.8091,0.0052,0.8921,0.0049 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipsum,mean,99,0.5403,0.011,207160.0,0.6653,0.0102,0.762,0.0043,0.679,0.0041,0.9939,0.0035,0.8068,0.0028,0.8875,0.0061 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipconcat,add,99,0.5225,0.0059,203041.0,0.8118,0.0222,0.7659,0.0085,0.6824,0.0083,0.9952,0.0016,0.8096,0.0054,0.9013,0.004 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipconcat,max,99,0.5387,0.0042,203041.0,0.6874,0.007,0.7572,0.0061,0.6753,0.0059,0.9908,0.0029,0.8032,0.0038,0.8847,0.0035 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipconcat,mean,99,0.5367,0.0035,203041.0,0.8095,0.0182,0.7548,0.0073,0.6729,0.0071,0.9921,0.0032,0.8019,0.0046,0.8861,0.004 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipsum,add,99,0.5266,0.0104,205255.0,0.7167,0.0078,0.7585,0.0038,0.6755,0.0038,0.9952,0.0016,0.8047,0.0023,0.9025,0.0066 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipsum,max,99,0.5386,0.01,205255.0,0.7871,0.0224,0.7513,0.0048,0.6696,0.0041,0.9926,0.0023,0.7996,0.0033,0.8884,0.0062 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipsum,mean,99,0.54,0.0076,205255.0,0.7909,0.0524,0.7495,0.0062,0.6675,0.005,0.9939,0.0025,0.7987,0.0044,0.8859,0.0007 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipconcat,add,99,0.5223,0.0074,201724.0,0.7766,0.0332,0.7691,0.0055,0.685,0.0053,0.9965,0.0006,0.8119,0.0036,0.9128,0.0053 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipconcat,max,99,0.5371,0.0032,201724.0,0.8321,0.0218,0.7621,0.0039,0.6788,0.004,0.9952,0.0023,0.8071,0.0024,0.8972,0.0033 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipconcat,mean,99,0.5374,0.0087,201724.0,0.7739,0.0173,0.7625,0.0029,0.679,0.0028,0.9961,0.0018,0.8075,0.0019,0.8927,0.0074 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipsum,add,99,0.5204,0.0112,205969.0,0.8148,0.0258,0.7677,0.0009,0.6841,0.0014,0.9948,0.0028,0.8106,0.0005,0.9109,0.0075 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipsum,max,99,0.5326,0.0054,205969.0,0.8303,0.0108,0.7623,0.0017,0.6793,0.0022,0.9939,0.0027,0.807,0.0008,0.8974,0.0067 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipsum,mean,99,0.5388,0.007,205969.0,0.8126,0.0374,0.7552,0.0019,0.6729,0.0018,0.9934,0.0019,0.8023,0.0013,0.8882,0.0066 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipconcat,add,99,0.5255,0.0072,201601.0,0.7905,0.0226,0.7634,0.0094,0.6797,0.0089,0.997,0.0012,0.8082,0.006,0.9065,0.0051 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipconcat,max,99,0.5391,0.0011,201601.0,0.7688,0.0053,0.7569,0.0073,0.6745,0.007,0.993,0.0027,0.8034,0.0046,0.8907,0.002 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipconcat,mean,99,0.5446,0.0026,201601.0,0.8057,0.0096,0.7557,0.0051,0.6733,0.0053,0.9935,0.0032,0.8026,0.0028,0.8857,0.0026 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipsum,add,99,0.5296,0.0122,205357.0,0.6619,0.0014,0.7579,0.0099,0.675,0.0094,0.9952,0.0012,0.8044,0.0063,0.9045,0.0063 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipsum,max,99,0.5381,0.0078,205357.0,0.6653,0.0087,0.752,0.0087,0.67,0.0079,0.9935,0.0039,0.8002,0.0056,0.8938,0.0056 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipsum,mean,99,0.545,0.0077,205357.0,0.785,0.0363,0.7466,0.0052,0.6653,0.0053,0.993,0.0033,0.7967,0.0029,0.8792,0.0074 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipconcat,add,99,0.5338,0.0089,204673.0,0.855,0.03,0.765,0.0031,0.6815,0.0021,0.9948,0.0037,0.8088,0.0026,0.9039,0.0056 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipconcat,max,99,0.545,0.0084,204673.0,0.828,0.0369,0.7619,0.0023,0.6791,0.003,0.993,0.0038,0.8066,0.0009,0.8917,0.008 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipconcat,mean,99,0.5504,0.0086,204673.0,0.8498,0.0068,0.7634,0.002,0.6806,0.0011,0.9926,0.0041,0.8075,0.0019,0.8829,0.0057 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipsum,add,99,0.529,0.0081,205129.0,0.8599,0.0021,0.7639,0.0016,0.68,0.0015,0.9965,0.0033,0.8084,0.0013,0.9071,0.0046 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipsum,max,99,0.5363,0.0068,205129.0,0.8307,0.0128,0.7582,0.0056,0.6751,0.0045,0.9956,0.0045,0.8046,0.0042,0.8974,0.0034 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipsum,mean,99,0.5403,0.0068,205129.0,0.8344,0.0182,0.7523,0.0019,0.6711,0.0023,0.9895,0.0056,0.7998,0.0015,0.8867,0.0019 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipconcat,add,99,0.5205,0.0064,210036.0,0.8437,0.0337,0.761,0.0109,0.678,0.0106,0.9948,0.0022,0.8064,0.0069,0.9087,0.0009 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipconcat,max,99,0.5309,0.0013,210036.0,0.8331,0.0233,0.7559,0.007,0.6732,0.0067,0.9948,0.0029,0.803,0.0043,0.8962,0.0036 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipconcat,mean,99,0.5376,0.0031,210036.0,0.8237,0.0266,0.7523,0.0043,0.6703,0.0043,0.993,0.0027,0.8004,0.0025,0.8852,0.0025 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipsum,add,99,0.5282,0.0042,203841.0,0.7744,0.0317,0.7599,0.0091,0.6765,0.0078,0.9965,0.0027,0.8059,0.0063,0.9072,0.0043 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipsum,max,99,0.537,0.0039,203841.0,0.7932,0.0296,0.7563,0.003,0.6736,0.0014,0.9943,0.0062,0.8032,0.0029,0.892,0.0041 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipsum,mean,99,0.5453,0.0093,203841.0,0.8275,0.0204,0.7491,0.0051,0.6681,0.0039,0.9904,0.0033,0.7979,0.0038,0.8802,0.0076 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipconcat,add,99,0.5293,0.006,206401.0,0.835,0.0437,0.7666,0.007,0.683,0.0065,0.9952,0.0006,0.81,0.0046,0.9039,0.0036 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipconcat,max,99,0.5398,0.0088,206401.0,0.8365,0.0195,0.7631,0.0044,0.6801,0.0036,0.9935,0.0019,0.8075,0.0032,0.8933,0.0045 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipconcat,mean,99,0.5435,0.006,206401.0,0.8088,0.0253,0.7597,0.0028,0.6769,0.0028,0.9939,0.0031,0.8053,0.0017,0.8867,0.003 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipsum,add,99,0.5268,0.0081,205289.0,0.8086,0.0113,0.7601,0.0022,0.6763,0.0023,0.9978,0.0012,0.8062,0.0013,0.9091,0.0055 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipsum,max,99,0.5362,0.0062,205289.0,0.8341,0.0223,0.7543,0.0075,0.6719,0.0076,0.9943,0.0035,0.8019,0.0044,0.8956,0.0057 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipsum,mean,99,0.541,0.0051,205289.0,0.7857,0.023,0.75,0.0032,0.668,0.003,0.9939,0.0006,0.799,0.002,0.8873,0.0046 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipconcat,add,99,0.5252,0.0101,206821.0,0.6898,0.0261,0.7557,0.0132,0.6729,0.0121,0.9961,0.0,0.8031,0.0086,0.9067,0.0058 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipconcat,max,99,0.5373,0.0026,206821.0,0.7884,0.0262,0.7534,0.0084,0.6718,0.0084,0.9913,0.0041,0.8008,0.0049,0.8903,0.0019 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipconcat,mean,99,0.5398,0.0048,206821.0,0.7907,0.0544,0.7491,0.0089,0.6672,0.0088,0.9948,0.0037,0.7986,0.0052,0.8873,0.005 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipsum,add,99,0.5322,0.0073,204289.0,0.6823,0.0052,0.752,0.0037,0.669,0.0033,0.9974,0.0011,0.8009,0.0024,0.9,0.0061 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipsum,max,99,0.54,0.0025,204289.0,0.8003,0.0103,0.7478,0.002,0.6661,0.0021,0.9939,0.0025,0.7976,0.0012,0.8884,0.0059 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipsum,mean,99,0.548,0.0023,204289.0,0.6792,0.0024,0.7486,0.0008,0.6664,0.0004,0.9956,0.0035,0.7984,0.001,0.8768,0.0017 -PyG,TU_DD,link_pred,True,,,1,2,2,skipconcat,add,99,0.535,0.0125,207678.0,1.2233,0.0414,0.7611,0.0027,0.6771,0.0024,0.9983,0.0005,0.8069,0.0018,0.9215,0.0078 -PyG,TU_DD,link_pred,True,,,1,2,2,skipconcat,max,99,0.5095,0.0133,207678.0,1.2233,0.0595,0.7669,0.0013,0.6821,0.0012,1.0,0.0,0.811,0.0009,0.9488,0.0055 -PyG,TU_DD,link_pred,True,,,1,2,2,skipconcat,mean,99,0.5298,0.0139,207678.0,0.9789,0.0014,0.763,0.003,0.6787,0.0028,0.9988,0.0,0.8082,0.002,0.9268,0.009 -PyG,TU_DD,link_pred,True,,,1,2,2,skipsum,add,99,0.5309,0.0045,218893.0,1.2029,0.063,0.7637,0.0009,0.6797,0.0011,0.9972,0.0016,0.8084,0.0005,0.9166,0.0055 -PyG,TU_DD,link_pred,True,,,1,2,2,skipsum,max,99,0.497,0.0019,218893.0,0.9678,0.0119,0.7689,0.001,0.684,0.0009,1.0,0.0,0.8123,0.0006,0.9517,0.0015 -PyG,TU_DD,link_pred,True,,,1,2,2,skipsum,mean,99,0.5267,0.0041,218893.0,1.2268,0.0136,0.7639,0.0024,0.6797,0.0021,0.9985,0.0003,0.8087,0.0016,0.9243,0.0032 -PyG,TU_DD,link_pred,True,,,1,2,3,skipconcat,add,99,0.5362,0.0064,210741.0,1.1963,0.023,0.7529,0.0049,0.6705,0.0041,0.9945,0.0027,0.801,0.0034,0.9066,0.0055 -PyG,TU_DD,link_pred,True,,,1,2,3,skipconcat,max,99,0.5121,0.0052,210741.0,1.2726,0.0115,0.7607,0.0,0.6765,0.0001,0.9994,0.0006,0.8069,0.0001,0.9368,0.0017 -PyG,TU_DD,link_pred,True,,,1,2,3,skipconcat,mean,99,0.5373,0.0079,210741.0,1.2344,0.0202,0.7533,0.0018,0.671,0.0012,0.994,0.0018,0.8011,0.0014,0.9058,0.0079 -PyG,TU_DD,link_pred,True,,,1,2,3,skipsum,add,99,0.539,0.0015,217906.0,1.2293,0.0111,0.7529,0.0019,0.6719,0.0017,0.9883,0.0011,0.8,0.0014,0.8994,0.0033 -PyG,TU_DD,link_pred,True,,,1,2,3,skipsum,max,99,0.5167,0.0065,217906.0,1.1528,0.0444,0.7558,0.0051,0.6728,0.0048,0.9959,0.001,0.8031,0.0033,0.9246,0.004 -PyG,TU_DD,link_pred,True,,,1,2,3,skipsum,mean,99,0.5389,0.0042,217906.0,1.2266,0.0307,0.7522,0.0046,0.6708,0.0036,0.9907,0.0024,0.8,0.0034,0.9007,0.0038 -PyG,TU_DD,link_pred,True,,,1,4,2,skipconcat,add,99,0.523,0.0097,208453.0,1.2051,0.0441,0.7694,0.0056,0.6849,0.0053,0.9982,0.0005,0.8124,0.0036,0.9239,0.0085 -PyG,TU_DD,link_pred,True,,,1,4,2,skipconcat,max,99,0.4891,0.0073,208453.0,1.1673,0.064,0.7749,0.0035,0.6896,0.0033,1.0,0.0,0.8163,0.0023,0.9571,0.0029 -PyG,TU_DD,link_pred,True,,,1,4,2,skipconcat,mean,99,0.5162,0.0067,208453.0,1.1397,0.023,0.7665,0.0023,0.682,0.002,0.9991,0.0005,0.8106,0.0016,0.9377,0.0045 -PyG,TU_DD,link_pred,True,,,1,4,2,skipsum,add,99,0.5333,0.004,215029.0,1.198,0.0399,0.7595,0.0019,0.678,0.0021,0.9886,0.0049,0.8043,0.0015,0.9036,0.004 -PyG,TU_DD,link_pred,True,,,1,4,2,skipsum,max,99,0.4883,0.002,215029.0,0.9935,0.0042,0.7683,0.0048,0.6837,0.0046,0.9987,0.001,0.8117,0.0031,0.9501,0.0016 -PyG,TU_DD,link_pred,True,,,1,4,2,skipsum,mean,99,0.5192,0.0051,215029.0,1.1891,0.0844,0.7638,0.0008,0.6803,0.0012,0.9954,0.0027,0.8082,0.0004,0.9193,0.0058 -PyG,TU_DD,link_pred,True,,,1,4,3,skipconcat,add,99,0.5294,0.0052,210162.0,1.2288,0.0372,0.7604,0.0024,0.6772,0.0021,0.9951,0.0007,0.8059,0.0016,0.9118,0.0047 -PyG,TU_DD,link_pred,True,,,1,4,3,skipconcat,max,99,0.4971,0.0114,210162.0,1.1675,0.0576,0.7654,0.0029,0.6808,0.0026,0.9994,0.0006,0.8099,0.002,0.9442,0.0096 -PyG,TU_DD,link_pred,True,,,1,4,3,skipconcat,mean,99,0.5306,0.0071,210162.0,1.198,0.0283,0.7566,0.0005,0.6738,0.0009,0.9947,0.0018,0.8034,0.0002,0.9124,0.007 -PyG,TU_DD,link_pred,True,,,1,4,3,skipsum,add,99,0.5395,0.001,215041.0,1.0036,0.0099,0.752,0.0056,0.6729,0.0054,0.9811,0.0014,0.7983,0.0034,0.8905,0.0029 -PyG,TU_DD,link_pred,True,,,1,4,3,skipsum,max,99,0.4947,0.0044,215041.0,1.001,0.0144,0.7664,0.0015,0.6821,0.0009,0.9977,0.0019,0.8102,0.0012,0.9395,0.0031 -PyG,TU_DD,link_pred,True,,,1,4,3,skipsum,mean,99,0.5302,0.0087,215041.0,1.1184,0.0244,0.7586,0.0037,0.6775,0.0027,0.9869,0.0057,0.8035,0.0031,0.9014,0.0102 -PyG,TU_DD,link_pred,True,,,1,6,2,skipconcat,add,99,0.5237,0.0056,205124.0,1.164,0.0536,0.7695,0.0044,0.6853,0.0036,0.9965,0.0023,0.8121,0.0032,0.9212,0.0076 -PyG,TU_DD,link_pred,True,,,1,6,2,skipconcat,max,99,0.4901,0.0021,205124.0,1.2065,0.0572,0.7754,0.0046,0.69,0.0044,1.0,0.0,0.8166,0.0031,0.9557,0.0009 -PyG,TU_DD,link_pred,True,,,1,6,2,skipconcat,mean,99,0.518,0.0063,205124.0,1.1755,0.0293,0.7691,0.0022,0.6843,0.0019,0.9992,0.0008,0.8123,0.0015,0.9312,0.0052 -PyG,TU_DD,link_pred,True,,,1,6,2,skipsum,add,99,0.5324,0.0041,213835.0,1.1969,0.0038,0.7569,0.0019,0.6777,0.0014,0.9799,0.0015,0.8012,0.0015,0.8986,0.0029 -PyG,TU_DD,link_pred,True,,,1,6,2,skipsum,max,99,0.4778,0.0021,213835.0,1.0114,0.0069,0.7758,0.0018,0.6911,0.0016,0.9973,0.0009,0.8164,0.0013,0.9504,0.0005 -PyG,TU_DD,link_pred,True,,,1,6,2,skipsum,mean,99,0.5165,0.007,213835.0,1.0252,0.0058,0.7692,0.0025,0.6864,0.0028,0.9913,0.0021,0.8111,0.0013,0.9154,0.0042 -PyG,TU_DD,link_pred,True,,,1,6,3,skipconcat,add,99,0.5242,0.002,210631.0,1.1776,0.0351,0.7644,0.0025,0.6808,0.002,0.9955,0.0011,0.8086,0.0018,0.9168,0.0023 -PyG,TU_DD,link_pred,True,,,1,6,3,skipconcat,max,99,0.4919,0.005,210631.0,1.2076,0.0477,0.7707,0.0013,0.6857,0.0013,0.9995,0.0002,0.8133,0.0008,0.9456,0.0018 -PyG,TU_DD,link_pred,True,,,1,6,3,skipconcat,mean,99,0.5251,0.0033,210631.0,1.0176,0.0136,0.7601,0.0032,0.6768,0.0032,0.9956,0.0012,0.8058,0.0019,0.9165,0.0039 -PyG,TU_DD,link_pred,True,,,1,6,3,skipsum,add,99,0.5426,0.0065,213121.0,1.2213,0.031,0.7465,0.0071,0.6697,0.0051,0.9729,0.0061,0.7933,0.0056,0.8851,0.007 -PyG,TU_DD,link_pred,True,,,1,6,3,skipsum,max,99,0.486,0.0042,213121.0,1.0005,0.0175,0.7721,0.0048,0.6879,0.0044,0.9961,0.0006,0.8138,0.0033,0.9407,0.0007 -PyG,TU_DD,link_pred,True,,,1,6,3,skipsum,mean,99,0.5232,0.0009,213121.0,0.9967,0.011,0.7595,0.0042,0.6787,0.0031,0.9856,0.004,0.8039,0.0032,0.9067,0.0025 -PyG,TU_DD,link_pred,True,,,1,8,2,skipconcat,add,99,0.5275,0.0064,207041.0,1.0853,0.0401,0.7657,0.0024,0.6823,0.0023,0.9943,0.0017,0.8093,0.0016,0.9191,0.0058 -PyG,TU_DD,link_pred,True,,,1,8,2,skipconcat,max,99,0.4816,0.0102,207041.0,1.2132,0.0288,0.7793,0.0035,0.6938,0.0034,1.0,0.0,0.8192,0.0024,0.9574,0.0044 -PyG,TU_DD,link_pred,True,,,1,8,2,skipconcat,mean,99,0.514,0.0061,207041.0,1.2091,0.0362,0.77,0.0014,0.6853,0.0013,0.9987,0.0007,0.8128,0.0009,0.9337,0.0052 -PyG,TU_DD,link_pred,True,,,1,8,2,skipsum,add,99,0.5423,0.0032,211401.0,1.1797,0.0549,0.7503,0.0047,0.673,0.0038,0.9737,0.0041,0.7959,0.0035,0.8886,0.0038 -PyG,TU_DD,link_pred,True,,,1,8,2,skipsum,max,99,0.4852,0.0044,211401.0,1.2225,0.0457,0.7737,0.0055,0.6894,0.0051,0.9966,0.0004,0.815,0.0037,0.9459,0.0032 -PyG,TU_DD,link_pred,True,,,1,8,2,skipsum,mean,99,0.5258,0.0092,211401.0,1.2381,0.0411,0.7594,0.0063,0.6776,0.0052,0.9897,0.0035,0.8045,0.0046,0.9076,0.0093 -PyG,TU_DD,link_pred,True,,,1,8,3,skipconcat,add,99,0.5325,0.003,207496.0,1.1828,0.035,0.7595,0.0024,0.6781,0.0022,0.988,0.0036,0.8042,0.0017,0.9053,0.0061 -PyG,TU_DD,link_pred,True,,,1,8,3,skipconcat,max,99,0.4833,0.0045,207496.0,1.2097,0.036,0.7764,0.0054,0.6911,0.0051,0.9996,0.0006,0.8172,0.0036,0.9524,0.0032 -PyG,TU_DD,link_pred,True,,,1,8,3,skipconcat,mean,99,0.5233,0.0059,207496.0,1.2636,0.0059,0.7623,0.0073,0.6787,0.0064,0.9964,0.0018,0.8074,0.005,0.9191,0.0073 -PyG,TU_DD,link_pred,True,,,1,8,3,skipsum,add,99,0.5463,0.0023,212525.0,0.9704,0.0292,0.7452,0.0002,0.6701,0.0014,0.9659,0.0051,0.7912,0.0007,0.8772,0.0024 -PyG,TU_DD,link_pred,True,,,1,8,3,skipsum,max,99,0.4805,0.0043,212525.0,1.2657,0.01,0.7712,0.0039,0.6869,0.0033,0.9972,0.002,0.8134,0.0029,0.9438,0.0038 -PyG,TU_DD,link_pred,True,,,1,8,3,skipsum,mean,99,0.5223,0.0035,212525.0,1.2573,0.022,0.7606,0.0012,0.6798,0.0015,0.9854,0.0024,0.8046,0.0006,0.9056,0.0016 -PyG,TU_DD,link_pred,True,,,2,2,2,skipconcat,add,99,0.5366,0.0099,208621.0,1.2688,0.0277,0.7591,0.0044,0.6754,0.0035,0.9975,0.0024,0.8055,0.0032,0.9168,0.0074 -PyG,TU_DD,link_pred,True,,,2,2,2,skipconcat,max,99,0.5133,0.0058,208621.0,1.2456,0.0158,0.7645,0.0045,0.6799,0.004,0.9996,0.0006,0.8093,0.003,0.9417,0.0027 -PyG,TU_DD,link_pred,True,,,2,2,2,skipconcat,mean,99,0.5341,0.0082,208621.0,1.2223,0.0106,0.7619,0.003,0.6778,0.0027,0.9986,0.0006,0.8075,0.002,0.9193,0.0061 -PyG,TU_DD,link_pred,True,,,2,2,2,skipsum,add,99,0.5325,0.0032,217906.0,1.1778,0.0717,0.7591,0.001,0.6759,0.0008,0.9959,0.0006,0.8053,0.0008,0.9136,0.0042 -PyG,TU_DD,link_pred,True,,,2,2,2,skipsum,max,99,0.5024,0.005,217906.0,1.225,0.0199,0.764,0.0015,0.6794,0.0014,0.9997,0.0002,0.809,0.001,0.9456,0.0026 -PyG,TU_DD,link_pred,True,,,2,2,2,skipsum,mean,99,0.5277,0.0036,217906.0,1.1568,0.0727,0.7633,0.0029,0.6792,0.0027,0.9981,0.0005,0.8083,0.0019,0.9192,0.0037 -PyG,TU_DD,link_pred,True,,,2,2,3,skipconcat,add,99,0.5443,0.0011,207361.0,0.9793,0.0033,0.75,0.0004,0.6684,0.0005,0.9924,0.0035,0.7988,0.0008,0.9002,0.005 -PyG,TU_DD,link_pred,True,,,2,2,3,skipconcat,max,99,0.5251,0.0063,207361.0,1.2272,0.0316,0.7545,0.0036,0.6713,0.0031,0.9972,0.0019,0.8024,0.0026,0.9238,0.0078 -PyG,TU_DD,link_pred,True,,,2,2,3,skipconcat,mean,99,0.5444,0.0029,207361.0,1.1725,0.0766,0.7501,0.0027,0.6686,0.002,0.9916,0.0026,0.7987,0.0021,0.899,0.0051 -PyG,TU_DD,link_pred,True,,,2,2,3,skipsum,add,99,0.531,0.009,215029.0,1.2569,0.0313,0.7584,0.0035,0.6761,0.0024,0.9923,0.0033,0.8042,0.0028,0.9062,0.0103 -PyG,TU_DD,link_pred,True,,,2,2,3,skipsum,max,99,0.5094,0.0066,215029.0,0.9848,0.016,0.7575,0.0014,0.6739,0.0013,0.9979,0.0013,0.8045,0.0009,0.9342,0.0056 -PyG,TU_DD,link_pred,True,,,2,2,3,skipsum,mean,99,0.5308,0.0055,215029.0,1.2219,0.036,0.7579,0.0029,0.6749,0.0023,0.9953,0.0014,0.8043,0.002,0.9089,0.0064 -PyG,TU_DD,link_pred,True,,,2,4,2,skipconcat,add,99,0.5273,0.0108,204802.0,1.1572,0.0481,0.7651,0.0026,0.6811,0.0023,0.9973,0.0009,0.8094,0.0018,0.9224,0.0107 -PyG,TU_DD,link_pred,True,,,2,4,2,skipconcat,max,99,0.4955,0.0111,204802.0,1.2078,0.0424,0.7707,0.0038,0.6857,0.0035,0.9999,0.0002,0.8135,0.0026,0.9539,0.0061 -PyG,TU_DD,link_pred,True,,,2,4,2,skipconcat,mean,99,0.5257,0.0117,204802.0,1.2118,0.0395,0.7638,0.0033,0.6796,0.0027,0.9978,0.0014,0.8085,0.0023,0.9242,0.0099 -PyG,TU_DD,link_pred,True,,,2,4,2,skipsum,add,99,0.5352,0.0069,215041.0,1.1609,0.0369,0.7567,0.0041,0.6757,0.0033,0.9871,0.0019,0.8022,0.003,0.9002,0.0068 -PyG,TU_DD,link_pred,True,,,2,4,2,skipsum,max,99,0.4882,0.0021,215041.0,1.13,0.0207,0.7716,0.0026,0.6867,0.0024,0.9991,0.0008,0.8139,0.0017,0.9494,0.0015 -PyG,TU_DD,link_pred,True,,,2,4,2,skipsum,mean,99,0.5259,0.0065,215041.0,1.0976,0.0515,0.7598,0.005,0.6772,0.0042,0.9931,0.0015,0.8052,0.0035,0.9128,0.0051 -PyG,TU_DD,link_pred,True,,,2,4,3,skipconcat,add,99,0.5416,0.0093,204193.0,1.0942,0.065,0.7526,0.005,0.6714,0.0039,0.9892,0.006,0.7999,0.0038,0.8971,0.0119 -PyG,TU_DD,link_pred,True,,,2,4,3,skipconcat,max,99,0.5024,0.006,204193.0,1.1789,0.0199,0.7664,0.0015,0.6817,0.0014,0.9996,0.0003,0.8106,0.001,0.9397,0.0038 -PyG,TU_DD,link_pred,True,,,2,4,3,skipconcat,mean,99,0.537,0.006,204193.0,1.0377,0.0118,0.7529,0.0032,0.6712,0.0025,0.9915,0.0038,0.8005,0.0025,0.9041,0.0083 -PyG,TU_DD,link_pred,True,,,2,4,3,skipsum,add,99,0.5291,0.0041,213835.0,1.1713,0.0135,0.7532,0.0031,0.6734,0.0015,0.9837,0.0063,0.7995,0.003,0.9003,0.0079 -PyG,TU_DD,link_pred,True,,,2,4,3,skipsum,max,99,0.484,0.0013,213835.0,1.1395,0.0778,0.7696,0.0021,0.6851,0.0018,0.9978,0.001,0.8124,0.0015,0.9454,0.0007 -PyG,TU_DD,link_pred,True,,,2,4,3,skipsum,mean,99,0.5177,0.0038,213835.0,1.0059,0.0171,0.7616,0.0026,0.6786,0.0028,0.9941,0.0026,0.8066,0.0014,0.9155,0.0053 -PyG,TU_DD,link_pred,True,,,2,6,2,skipconcat,add,99,0.5267,0.0036,206887.0,1.0367,0.0383,0.7658,0.0045,0.6817,0.0045,0.9974,0.001,0.8098,0.0028,0.9231,0.0057 -PyG,TU_DD,link_pred,True,,,2,6,2,skipconcat,max,99,0.4962,0.0141,206887.0,1.1487,0.0395,0.7737,0.0044,0.6884,0.0042,1.0,0.0,0.8154,0.0029,0.9505,0.0077 -PyG,TU_DD,link_pred,True,,,2,6,2,skipconcat,mean,99,0.5201,0.0082,206887.0,1.0273,0.01,0.7674,0.0011,0.6826,0.0009,0.9996,0.0003,0.8112,0.0008,0.9325,0.008 -PyG,TU_DD,link_pred,True,,,2,6,2,skipsum,add,99,0.5343,0.0036,213121.0,1.0211,0.014,0.7557,0.0023,0.6758,0.0022,0.9831,0.0022,0.801,0.0016,0.899,0.0032 -PyG,TU_DD,link_pred,True,,,2,6,2,skipsum,max,99,0.4803,0.0031,213121.0,1.0166,0.0031,0.7727,0.0037,0.6881,0.0036,0.9978,0.0008,0.8145,0.0024,0.9498,0.0012 -PyG,TU_DD,link_pred,True,,,2,6,2,skipsum,mean,99,0.524,0.0055,213121.0,1.1214,0.0587,0.763,0.0045,0.6808,0.0044,0.9904,0.0015,0.8069,0.0028,0.9088,0.0034 -PyG,TU_DD,link_pred,True,,,2,6,3,skipconcat,add,99,0.5317,0.0034,211926.0,1.1899,0.0162,0.7597,0.0026,0.6771,0.0024,0.9929,0.0021,0.8051,0.0019,0.9095,0.0042 -PyG,TU_DD,link_pred,True,,,2,6,3,skipconcat,max,99,0.492,0.0038,211926.0,1.1616,0.0227,0.7699,0.0025,0.6849,0.0023,0.9997,0.0004,0.8129,0.0017,0.9461,0.0041 -PyG,TU_DD,link_pred,True,,,2,6,3,skipconcat,mean,99,0.5281,0.0043,211926.0,1.0994,0.0438,0.7596,0.0028,0.6765,0.0024,0.9951,0.0008,0.8055,0.002,0.9133,0.0063 -PyG,TU_DD,link_pred,True,,,2,6,3,skipsum,add,99,0.5357,0.0009,211401.0,1.0126,0.0145,0.7523,0.0023,0.6733,0.0024,0.9803,0.0027,0.7983,0.0014,0.8939,0.0017 -PyG,TU_DD,link_pred,True,,,2,6,3,skipsum,max,99,0.4862,0.0028,211401.0,1.151,0.0188,0.7701,0.0048,0.6857,0.0046,0.9973,0.0003,0.8127,0.0032,0.9433,0.001 -PyG,TU_DD,link_pred,True,,,2,6,3,skipsum,mean,99,0.522,0.0032,211401.0,1.0257,0.0057,0.7592,0.0042,0.6774,0.0035,0.9901,0.002,0.8044,0.0031,0.9104,0.0033 -PyG,TU_DD,link_pred,True,,,2,8,2,skipconcat,add,99,0.5323,0.0085,208129.0,1.131,0.0346,0.7653,0.0063,0.6815,0.0056,0.9964,0.0014,0.8094,0.0043,0.9146,0.007 -PyG,TU_DD,link_pred,True,,,2,8,2,skipconcat,max,99,0.4948,0.0047,208129.0,1.1552,0.0268,0.7755,0.0037,0.6901,0.0035,1.0,0.0,0.8166,0.0025,0.9511,0.0029 -PyG,TU_DD,link_pred,True,,,2,8,2,skipconcat,mean,99,0.5255,0.0078,208129.0,1.1059,0.0588,0.7653,0.0036,0.6811,0.0029,0.9977,0.0022,0.8096,0.0027,0.9248,0.009 -PyG,TU_DD,link_pred,True,,,2,8,2,skipsum,add,99,0.5456,0.0082,212525.0,1.0256,0.0103,0.7476,0.0058,0.6702,0.0044,0.9748,0.004,0.7943,0.0044,0.8843,0.0074 -PyG,TU_DD,link_pred,True,,,2,8,2,skipsum,max,99,0.4829,0.0042,212525.0,1.1261,0.038,0.7734,0.0022,0.6884,0.0019,0.9991,0.001,0.8151,0.0016,0.948,0.0033 -PyG,TU_DD,link_pred,True,,,2,8,2,skipsum,mean,99,0.5283,0.0069,212525.0,1.0866,0.0037,0.7561,0.0052,0.6762,0.0041,0.983,0.0057,0.8012,0.0041,0.902,0.0072 -PyG,TU_DD,link_pred,True,,,2,8,3,skipconcat,add,99,0.5283,0.0043,208279.0,1.1395,0.0588,0.7601,0.0019,0.678,0.0018,0.9909,0.0037,0.8051,0.0014,0.9108,0.0072 -PyG,TU_DD,link_pred,True,,,2,8,3,skipconcat,max,99,0.479,0.0035,208279.0,1.0111,0.022,0.7776,0.0026,0.6922,0.0024,0.9999,0.0002,0.8181,0.0018,0.9527,0.002 -PyG,TU_DD,link_pred,True,,,2,8,3,skipconcat,mean,99,0.5195,0.0064,208279.0,1.1775,0.0078,0.7664,0.0024,0.683,0.0028,0.9942,0.0026,0.8097,0.0012,0.9168,0.0097 -PyG,TU_DD,link_pred,True,,,2,8,3,skipsum,add,99,0.5448,0.0038,211201.0,1.1669,0.0111,0.7421,0.0072,0.6671,0.0062,0.9667,0.0035,0.7894,0.005,0.8781,0.004 -PyG,TU_DD,link_pred,True,,,2,8,3,skipsum,max,99,0.4785,0.0081,211201.0,1.1105,0.0155,0.7729,0.0053,0.6884,0.0046,0.9973,0.0022,0.8146,0.0038,0.9453,0.0054 -PyG,TU_DD,link_pred,True,,,2,8,3,skipsum,mean,99,0.5221,0.0029,211201.0,1.0119,0.0119,0.7619,0.0025,0.6808,0.0027,0.9865,0.0021,0.8056,0.0016,0.9039,0.0024 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipconcat,add,99,0.6585,0.0039,199336.0,0.995,0.029,0.6529,0.0027,0.6085,0.0023,0.8575,0.0023,0.7119,0.0019,0.7057,0.0038 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipconcat,max,99,0.6689,0.0024,199336.0,0.89,0.0106,0.6148,0.0096,0.5818,0.0055,0.8151,0.0212,0.679,0.011,0.6554,0.0063 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipconcat,mean,99,0.6697,0.0007,199336.0,0.9577,0.0134,0.6165,0.003,0.585,0.0031,0.802,0.0044,0.6765,0.0006,0.6564,0.0027 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipsum,add,99,0.6528,0.002,199801.0,0.9499,0.0291,0.6555,0.0083,0.6088,0.006,0.8706,0.0071,0.7165,0.0065,0.7124,0.0073 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipsum,max,99,0.6708,0.0042,199801.0,0.9199,0.0151,0.6206,0.0009,0.5872,0.0015,0.8119,0.0145,0.6814,0.0042,0.6552,0.0049 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipsum,mean,99,0.6671,0.0043,199801.0,0.8837,0.0128,0.6238,0.0079,0.5909,0.0079,0.8061,0.0091,0.6818,0.0028,0.6618,0.0107 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipconcat,add,99,0.6545,0.0006,203689.0,0.9984,0.0221,0.6478,0.002,0.6054,0.0024,0.8493,0.0132,0.7069,0.0035,0.7025,0.003 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipconcat,max,99,0.6687,0.0023,203689.0,0.896,0.0282,0.6111,0.0056,0.5787,0.0028,0.8165,0.0201,0.6772,0.0082,0.6481,0.0063 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipconcat,mean,99,0.6693,0.0006,203689.0,0.8836,0.0096,0.6113,0.0035,0.5797,0.0021,0.8099,0.0077,0.6757,0.004,0.6484,0.0013 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipsum,add,99,0.6524,0.0033,200792.0,0.8771,0.0084,0.6527,0.0095,0.6081,0.0062,0.8583,0.0135,0.7119,0.0088,0.7123,0.0102 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipsum,max,99,0.6677,0.0042,200792.0,0.961,0.0102,0.6193,0.0102,0.5855,0.0071,0.8173,0.0144,0.6822,0.0092,0.6591,0.0118 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipsum,mean,99,0.6682,0.0028,200792.0,0.97,0.0123,0.617,0.0034,0.5848,0.0018,0.8067,0.0143,0.678,0.0056,0.6543,0.0043 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipconcat,add,99,0.6486,0.0034,203465.0,0.9298,0.0504,0.6729,0.0076,0.62,0.0057,0.8937,0.0054,0.7321,0.0057,0.7409,0.0051 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipconcat,max,99,0.6588,0.0053,203465.0,0.8803,0.0139,0.6557,0.0031,0.6106,0.0028,0.8597,0.0092,0.714,0.0031,0.7055,0.0082 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipconcat,mean,99,0.6662,0.0031,203465.0,0.9509,0.0152,0.6341,0.0074,0.5974,0.0044,0.8219,0.0149,0.6918,0.0081,0.6755,0.0085 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipsum,add,99,0.6492,0.0007,199463.0,0.9691,0.0331,0.6624,0.0037,0.6111,0.0016,0.8937,0.0095,0.7258,0.0043,0.7261,0.0035 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipsum,max,99,0.6531,0.0035,199463.0,0.8679,0.0068,0.654,0.0027,0.6075,0.0018,0.8703,0.0078,0.7155,0.0032,0.7135,0.0074 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipsum,mean,99,0.66,0.0023,199463.0,0.9483,0.0329,0.6366,0.0024,0.5961,0.0024,0.8472,0.0086,0.6998,0.0024,0.6859,0.0044 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipconcat,add,99,0.6502,0.0015,205948.0,0.9652,0.022,0.6559,0.0111,0.6089,0.0071,0.8717,0.0157,0.7169,0.0102,0.7198,0.0096 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipconcat,max,99,0.6614,0.0019,205948.0,0.9954,0.0069,0.6329,0.0046,0.594,0.0051,0.8404,0.0151,0.696,0.0036,0.6826,0.0027 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipconcat,mean,99,0.6669,0.0017,205948.0,1.039,0.0076,0.6194,0.0084,0.5855,0.008,0.8195,0.0097,0.6829,0.0033,0.6613,0.0071 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipsum,add,99,0.6444,0.0018,200593.0,0.9973,0.0315,0.6602,0.0064,0.6106,0.0041,0.8847,0.0086,0.7225,0.0058,0.7307,0.0045 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-PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipsum,max,99,0.639,0.0021,201001.0,1.4807,0.1137,0.672,0.0117,0.6162,0.009,0.9127,0.0057,0.7356,0.0081,0.7456,0.0071 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipsum,mean,99,0.6607,0.0027,201001.0,1.4818,0.0639,0.6374,0.0068,0.5961,0.0049,0.8529,0.008,0.7017,0.0055,0.6818,0.0067 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipconcat,add,99,0.6558,0.0027,200451.0,1.2529,0.0369,0.6574,0.007,0.6113,0.0042,0.8643,0.012,0.7161,0.0069,0.7157,0.0009 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipconcat,max,99,0.6699,0.004,200451.0,1.4755,0.16,0.6215,0.0082,0.5878,0.0046,0.8124,0.0196,0.6821,0.0098,0.6579,0.0073 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipconcat,mean,99,0.6696,0.0025,200451.0,1.2087,0.0323,0.6249,0.0025,0.5924,0.0026,0.8012,0.006,0.6811,0.0018,0.6612,0.0013 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipsum,add,99,0.652,0.0044,200792.0,1.2745,0.1707,0.6586,0.0048,0.6124,0.0022,0.8643,0.0167,0.7168,0.0066,0.7212,0.0103 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipsum,max,99,0.6688,0.0042,200792.0,1.3319,0.0859,0.6224,0.0121,0.5878,0.0088,0.8203,0.0112,0.6848,0.0097,0.6636,0.0121 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipsum,mean,99,0.6678,0.0029,200792.0,1.3846,0.2095,0.6219,0.0027,0.5883,0.002,0.8127,0.0063,0.6825,0.0028,0.6621,0.0039 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipconcat,add,99,0.6542,0.0034,200481.0,1.082,0.0592,0.6487,0.0047,0.6047,0.0039,0.8586,0.0034,0.7096,0.003,0.7075,0.0066 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipconcat,max,99,0.669,0.001,200481.0,1.3662,0.0815,0.6133,0.0047,0.581,0.0031,0.8127,0.0259,0.6774,0.0088,0.6515,0.0017 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipconcat,mean,99,0.6689,0.0019,200481.0,1.2625,0.0626,0.615,0.0048,0.5839,0.006,0.8021,0.0147,0.6756,0.0013,0.6512,0.0075 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipsum,add,99,0.6475,0.0021,199463.0,1.3592,0.0939,0.6544,0.0084,0.6089,0.0061,0.863,0.0087,0.714,0.0069,0.7168,0.0059 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipsum,max,99,0.6666,0.0035,199463.0,1.2204,0.119,0.611,0.0113,0.5793,0.0075,0.81,0.0157,0.6755,0.0106,0.6579,0.0096 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipsum,mean,99,0.6659,0.0018,199463.0,1.4299,0.1392,0.6149,0.004,0.5846,0.0037,0.7945,0.017,0.6734,0.0056,0.6561,0.0042 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipconcat,add,99,0.65,0.0024,199900.0,1.0993,0.1426,0.6661,0.0083,0.6154,0.0059,0.8853,0.0074,0.7261,0.0066,0.7297,0.0094 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipconcat,max,99,0.6527,0.0039,199900.0,1.1643,0.0343,0.6624,0.0076,0.6144,0.0035,0.8725,0.019,0.721,0.0089,0.7174,0.0124 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipconcat,mean,99,0.6638,0.0021,199900.0,1.1107,0.0935,0.6314,0.0049,0.5948,0.0045,0.8249,0.0023,0.6912,0.0022,0.6782,0.01 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipsum,add,99,0.6461,0.0026,200593.0,1.2289,0.1585,0.6653,0.0129,0.6144,0.0087,0.8874,0.0147,0.7261,0.0109,0.7295,0.0113 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipsum,max,99,0.6519,0.0022,200593.0,1.2244,0.1127,0.6642,0.0028,0.6145,0.0021,0.8809,0.0078,0.724,0.0029,0.7193,0.0037 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipsum,mean,99,0.6611,0.001,200593.0,1.1714,0.0711,0.6388,0.0035,0.5988,0.0021,0.8412,0.0159,0.6996,0.0056,0.686,0.0067 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipconcat,add,99,0.6471,0.0069,200065.0,1.1996,0.0811,0.6611,0.0088,0.6129,0.0074,0.8755,0.0095,0.721,0.006,0.7296,0.0143 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipconcat,max,99,0.6608,0.0065,200065.0,1.1814,0.0202,0.6426,0.0033,0.6016,0.004,0.845,0.0136,0.7027,0.0033,0.6882,0.0092 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipconcat,mean,99,0.6644,0.0077,200065.0,1.2477,0.0613,0.6285,0.0083,0.5934,0.006,0.8165,0.009,0.6873,0.0071,0.6745,0.0175 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipsum,add,99,0.6448,0.0037,200333.0,1.1458,0.0195,0.6536,0.0065,0.6072,0.0039,0.8692,0.0111,0.715,0.0064,0.726,0.0077 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipsum,max,99,0.6519,0.0057,200333.0,1.1654,0.0792,0.6496,0.0046,0.6035,0.0028,0.8722,0.0074,0.7134,0.0044,0.7092,0.008 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipsum,mean,99,0.6618,0.0032,200333.0,1.1148,0.0798,0.6276,0.0028,0.5912,0.0027,0.8271,0.0024,0.6895,0.001,0.6764,0.0038 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipconcat,add,99,0.6427,0.0006,203361.0,1.379,0.1028,0.6761,0.0047,0.6216,0.0032,0.9002,0.005,0.7354,0.0039,0.7479,0.0034 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipconcat,max,99,0.6469,0.0023,203361.0,1.1624,0.0764,0.6741,0.0009,0.6204,0.0012,0.8972,0.0101,0.7335,0.0026,0.739,0.0064 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipconcat,mean,99,0.6632,0.0014,203361.0,1.3491,0.1208,0.6396,0.004,0.6011,0.0031,0.8301,0.0027,0.6972,0.003,0.688,0.0023 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipsum,add,99,0.6412,0.0009,200393.0,1.1841,0.0226,0.6619,0.0022,0.6121,0.0019,0.8836,0.0028,0.7232,0.0015,0.7374,0.0035 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipsum,max,99,0.6394,0.008,200393.0,1.3888,0.0859,0.6687,0.0083,0.6151,0.0058,0.9016,0.0124,0.7313,0.007,0.7483,0.0158 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipsum,mean,99,0.6547,0.0042,200393.0,1.0563,0.0997,0.6413,0.004,0.6,0.0028,0.8472,0.0099,0.7025,0.0043,0.6994,0.0121 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipconcat,add,99,0.6412,0.006,208916.0,1.1278,0.0246,0.6695,0.0079,0.6176,0.0058,0.8907,0.0059,0.7294,0.0061,0.7417,0.0126 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipconcat,max,99,0.6514,0.0031,208916.0,1.2876,0.0454,0.6518,0.001,0.607,0.002,0.8616,0.0108,0.7122,0.0025,0.7109,0.0046 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipconcat,mean,99,0.6596,0.0009,208916.0,1.272,0.0941,0.6319,0.0052,0.5937,0.0034,0.8352,0.0071,0.6941,0.0048,0.6818,0.0068 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipsum,add,99,0.6384,0.0112,199361.0,1.14,0.0958,0.6659,0.021,0.6136,0.0142,0.8956,0.0222,0.7283,0.0173,0.7424,0.0233 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipsum,max,99,0.6443,0.0042,199361.0,1.2662,0.049,0.6561,0.0071,0.6062,0.0058,0.8912,0.001,0.7216,0.0041,0.7266,0.0113 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipsum,mean,99,0.6573,0.0017,199361.0,1.3276,0.0768,0.6361,0.0033,0.5951,0.0028,0.8516,0.0018,0.7006,0.0018,0.6871,0.0028 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipconcat,add,99,0.6441,0.0044,205377.0,1.2225,0.1226,0.677,0.0056,0.6231,0.0043,0.8959,0.0052,0.735,0.0041,0.7464,0.0067 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipconcat,max,99,0.6436,0.0037,205377.0,1.2643,0.1274,0.6751,0.0012,0.6212,0.0011,0.8978,0.0128,0.7342,0.0035,0.7501,0.0033 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipconcat,mean,99,0.6619,0.0031,205377.0,1.0756,0.0499,0.6441,0.0037,0.6053,0.0019,0.8282,0.0096,0.6994,0.0046,0.6919,0.0049 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipsum,add,99,0.6428,0.0008,201001.0,1.1702,0.0776,0.6628,0.0006,0.6113,0.0008,0.8942,0.0021,0.7262,0.0003,0.7372,0.0015 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipsum,max,99,0.6343,0.0038,201001.0,1.2376,0.1099,0.6783,0.0045,0.6205,0.0035,0.9181,0.0015,0.7406,0.003,0.7615,0.0078 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipsum,mean,99,0.6592,0.0029,201001.0,1.3301,0.1226,0.6358,0.0055,0.594,0.005,0.8584,0.009,0.7021,0.0032,0.6905,0.0061 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipconcat,add,99,0.6372,0.004,205957.0,1.3361,0.0783,0.6811,0.005,0.6243,0.004,0.91,0.008,0.7405,0.0038,0.7541,0.0078 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipconcat,max,99,0.6485,0.0077,205957.0,1.2117,0.0608,0.659,0.0162,0.6116,0.012,0.8722,0.0115,0.719,0.0122,0.721,0.0169 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipconcat,mean,99,0.6603,0.0042,205957.0,1.2383,0.0287,0.6381,0.0036,0.599,0.0048,0.8363,0.0123,0.698,0.0011,0.6873,0.003 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipsum,add,99,0.6411,0.002,200193.0,1.2226,0.0174,0.6585,0.007,0.6098,0.0048,0.8801,0.0114,0.7204,0.0063,0.7329,0.0026 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipsum,max,99,0.6348,0.0024,200193.0,1.1904,0.0453,0.6706,0.0017,0.6167,0.0009,0.9016,0.0131,0.7324,0.0038,0.7523,0.0069 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipsum,mean,99,0.6582,0.003,200193.0,1.3013,0.0569,0.6372,0.0066,0.5967,0.0039,0.8461,0.0131,0.6998,0.0071,0.6893,0.0064 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipconcat,add,99,0.6552,0.0021,199336.0,1.187,0.0439,0.6442,0.0002,0.6021,0.0013,0.8502,0.0089,0.705,0.0022,0.708,0.0013 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipconcat,max,99,0.6704,0.0019,199336.0,1.1608,0.0332,0.613,0.0021,0.5806,0.0009,0.8148,0.0076,0.678,0.0032,0.6583,0.0031 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipconcat,mean,99,0.671,0.0003,199336.0,1.2672,0.0832,0.6067,0.0011,0.5781,0.0017,0.79,0.0184,0.6675,0.0056,0.6529,0.0016 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipsum,add,99,0.653,0.0027,199801.0,1.1563,0.0575,0.6425,0.0025,0.6001,0.0013,0.8544,0.0116,0.705,0.0041,0.7099,0.006 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipsum,max,99,0.6675,0.0021,199801.0,1.128,0.0164,0.6133,0.0036,0.5811,0.0038,0.8126,0.0086,0.6775,0.0011,0.6633,0.0052 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipsum,mean,99,0.6694,0.0018,199801.0,1.1532,0.0327,0.6104,0.002,0.5796,0.0025,0.8041,0.0164,0.6736,0.0046,0.6558,0.0036 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipconcat,add,99,0.6546,0.0027,203689.0,1.1485,0.0365,0.6323,0.0013,0.5935,0.0029,0.8405,0.0149,0.6956,0.0032,0.7021,0.0031 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipconcat,max,99,0.6697,0.0007,203689.0,1.3643,0.0789,0.6086,0.0019,0.5776,0.001,0.809,0.011,0.674,0.0039,0.6549,0.0018 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipconcat,mean,99,0.6691,0.0012,203689.0,1.3173,0.0444,0.6039,0.0028,0.5743,0.0028,0.8029,0.0049,0.6696,0.0005,0.6536,0.0036 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipsum,add,99,0.6536,0.0022,200792.0,1.299,0.0457,0.6334,0.0048,0.5935,0.0036,0.8463,0.0036,0.6977,0.0036,0.704,0.0038 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipsum,max,99,0.669,0.0014,200792.0,1.1876,0.0835,0.608,0.0045,0.5762,0.0038,0.8168,0.0038,0.6757,0.0026,0.6572,0.0019 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipsum,mean,99,0.6693,0.0022,200792.0,1.2363,0.0597,0.6063,0.0054,0.5751,0.0034,0.8139,0.0137,0.674,0.0063,0.6563,0.0055 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipconcat,add,99,0.6456,0.0027,203465.0,1.2567,0.227,0.6628,0.004,0.613,0.002,0.8826,0.0112,0.7235,0.0048,0.7359,0.0002 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipconcat,max,99,0.6551,0.0048,203465.0,1.2733,0.2048,0.6485,0.0084,0.6038,0.0067,0.8636,0.0085,0.7107,0.0061,0.7136,0.0093 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipconcat,mean,99,0.6644,0.0005,203465.0,1.1797,0.0421,0.6265,0.0045,0.5902,0.0026,0.8275,0.0167,0.689,0.0064,0.6795,0.0027 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipsum,add,99,0.6447,0.0028,199463.0,1.1525,0.0211,0.6508,0.0029,0.6052,0.0034,0.868,0.0078,0.7131,0.0009,0.7291,0.002 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipsum,max,99,0.6506,0.0025,199463.0,1.2901,0.0161,0.6544,0.0045,0.6076,0.0039,0.8717,0.0064,0.7161,0.0031,0.7218,0.0036 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipsum,mean,99,0.6621,0.0037,199463.0,1.4042,0.1626,0.6251,0.007,0.5884,0.0045,0.8326,0.0153,0.6895,0.0075,0.684,0.0119 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipconcat,add,99,0.6467,0.0023,205948.0,1.2485,0.0792,0.6487,0.0007,0.6037,0.0017,0.866,0.0092,0.7114,0.002,0.7242,0.0035 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipconcat,max,99,0.664,0.0028,205948.0,1.3151,0.0966,0.6269,0.0036,0.5889,0.0018,0.8404,0.0098,0.6925,0.0045,0.6864,0.0035 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipconcat,mean,99,0.6691,0.004,205948.0,1.3529,0.112,0.6126,0.0061,0.5802,0.0035,0.8143,0.0157,0.6776,0.0074,0.6626,0.0061 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipsum,add,99,0.6413,0.0028,200593.0,1.3297,0.0205,0.6585,0.0086,0.611,0.0054,0.8724,0.0159,0.7186,0.0085,0.7326,0.0101 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipsum,max,99,0.6484,0.0011,200593.0,1.2169,0.1382,0.6457,0.0004,0.6018,0.0021,0.8611,0.0139,0.7084,0.0034,0.7176,0.0021 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipsum,mean,99,0.6591,0.0025,200593.0,1.2174,0.0717,0.6243,0.0079,0.587,0.0043,0.8381,0.0188,0.6904,0.0093,0.6888,0.0083 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipconcat,add,99,0.6404,0.0037,201598.0,1.2812,0.0754,0.6694,0.0015,0.6184,0.0019,0.8847,0.0057,0.728,0.0012,0.7485,0.0069 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipconcat,max,99,0.6483,0.0029,201598.0,1.2147,0.0711,0.6629,0.0049,0.6121,0.0058,0.8898,0.0118,0.7252,0.0013,0.7419,0.0006 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipconcat,mean,99,0.6653,0.0017,201598.0,1.3792,0.2152,0.6299,0.001,0.5934,0.0015,0.8253,0.012,0.6903,0.0034,0.6884,0.0032 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipsum,add,99,0.6408,0.0015,200333.0,1.237,0.0782,0.6578,0.0069,0.6099,0.0046,0.876,0.0112,0.7191,0.0063,0.7355,0.0046 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipsum,max,99,0.6375,0.0084,200333.0,1.1383,0.0219,0.6671,0.005,0.6148,0.0042,0.8949,0.0021,0.7289,0.003,0.7521,0.0113 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipsum,mean,99,0.6608,0.0039,200333.0,1.307,0.172,0.6282,0.0059,0.5895,0.0046,0.8446,0.0082,0.6943,0.0046,0.6902,0.0058 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipconcat,add,99,0.6424,0.0058,207621.0,1.2189,0.1694,0.6598,0.0087,0.6113,0.0062,0.8783,0.0092,0.7208,0.0071,0.7404,0.0137 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipconcat,max,99,0.6538,0.0053,207621.0,1.0543,0.0629,0.6433,0.0097,0.5987,0.0066,0.8693,0.0139,0.7091,0.0085,0.7161,0.0159 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipconcat,mean,99,0.6637,0.0032,207621.0,1.2357,0.1348,0.624,0.0033,0.5876,0.0025,0.8316,0.0116,0.6886,0.0042,0.683,0.005 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipsum,add,99,0.6419,0.0048,200393.0,1.2383,0.0905,0.6542,0.0059,0.6087,0.0059,0.8639,0.006,0.7142,0.0021,0.7274,0.009 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipsum,max,99,0.6404,0.0078,200393.0,1.2917,0.1396,0.6608,0.01,0.6109,0.0095,0.8868,0.0059,0.7234,0.0046,0.7402,0.0148 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipsum,mean,99,0.659,0.0037,200393.0,1.1722,0.0582,0.6301,0.0018,0.5912,0.0013,0.8439,0.0038,0.6953,0.0018,0.6909,0.007 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipconcat,add,99,0.6322,0.0036,204289.0,1.1275,0.0458,0.6788,0.0021,0.6244,0.0036,0.898,0.011,0.7365,0.0015,0.7643,0.0034 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipconcat,max,99,0.6427,0.0084,204289.0,1.4357,0.1685,0.6632,0.011,0.6105,0.0087,0.9024,0.0108,0.7283,0.0076,0.7523,0.0178 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipconcat,mean,99,0.6578,0.0037,204289.0,1.3388,0.0903,0.6409,0.0077,0.5989,0.0049,0.8532,0.0203,0.7037,0.0087,0.709,0.0114 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipsum,add,99,0.6319,0.0021,199361.0,1.17,0.0807,0.6647,0.0024,0.6143,0.0028,0.8854,0.0121,0.7253,0.003,0.7524,0.0033 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipsum,max,99,0.6249,0.0103,199361.0,1.1421,0.0301,0.6779,0.0112,0.6207,0.0089,0.9153,0.0112,0.7397,0.008,0.7714,0.0135 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipsum,mean,99,0.6536,0.0044,199361.0,1.2812,0.0604,0.6356,0.0042,0.5937,0.0045,0.8595,0.0112,0.7023,0.0024,0.703,0.0079 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipconcat,add,99,0.6357,0.0069,205174.0,1.3035,0.0343,0.6605,0.0075,0.6109,0.0048,0.8839,0.0104,0.7225,0.0068,0.7471,0.0153 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipconcat,max,99,0.6482,0.0043,205174.0,1.3301,0.0719,0.6494,0.0057,0.6025,0.0055,0.8792,0.0056,0.7149,0.002,0.728,0.0077 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipconcat,mean,99,0.6605,0.0002,205174.0,1.2249,0.0989,0.6292,0.0052,0.5912,0.0029,0.8371,0.0128,0.693,0.0062,0.6899,0.0022 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipsum,add,99,0.6402,0.0038,201001.0,1.2945,0.1412,0.6528,0.0043,0.6062,0.0042,0.8719,0.0054,0.7151,0.0018,0.732,0.0057 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipsum,max,99,0.6337,0.0025,201001.0,1.2622,0.096,0.6691,0.0063,0.6162,0.0044,0.8968,0.0113,0.7304,0.0057,0.7538,0.0061 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipsum,mean,99,0.654,0.0012,201001.0,1.3454,0.1154,0.6326,0.0038,0.5923,0.0012,0.8507,0.0161,0.6983,0.0061,0.7013,0.0021 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipconcat,add,99,0.654,0.0042,200451.0,1.2069,0.0555,0.6421,0.0018,0.6011,0.0015,0.8454,0.0068,0.7026,0.0023,0.7105,0.0067 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipconcat,max,99,0.67,0.0014,200451.0,1.3035,0.0738,0.6144,0.0047,0.5828,0.0041,0.8053,0.0033,0.6762,0.0025,0.6603,0.0047 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipconcat,mean,99,0.6695,0.0042,200451.0,1.1482,0.0336,0.608,0.0082,0.5791,0.0063,0.7917,0.0087,0.6689,0.0065,0.6562,0.0107 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipsum,add,99,0.6524,0.0038,200792.0,1.2303,0.0569,0.6444,0.0027,0.602,0.0018,0.8522,0.0083,0.7056,0.0032,0.7081,0.0081 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipsum,max,99,0.6708,0.0024,200792.0,1.2182,0.0845,0.6135,0.0013,0.5808,0.0013,0.8162,0.0046,0.6786,0.0012,0.6582,0.0033 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipsum,mean,99,0.6691,0.0003,200792.0,1.1964,0.0182,0.6112,0.0083,0.5795,0.0046,0.8097,0.0232,0.6755,0.0108,0.6613,0.004 -PyG,TU_PROTEINS,link_pred,True,,,2,2,3,skipconcat,add,99,0.6537,0.0034,200481.0,1.2424,0.0608,0.639,0.0056,0.598,0.0039,0.8485,0.0057,0.7015,0.0046,0.7035,0.0078 -PyG,TU_PROTEINS,link_pred,True,,,2,2,3,skipconcat,max,99,0.6686,0.0011,200481.0,1.4233,0.2409,0.6058,0.0043,0.5752,0.0022,0.809,0.0138,0.6723,0.0061,0.6557,0.0056 -PyG,TU_PROTEINS,link_pred,True,,,2,2,3,skipconcat,mean,99,0.6684,0.0024,200481.0,1.3475,0.175,0.6034,0.0048,0.5744,0.0041,0.799,0.0066,0.6683,0.0029,0.6525,0.0084 -PyG,TU_PROTEINS,link_pred,True,,,2,2,3,skipsum,add,99,0.6474,0.0006,199463.0,1.2731,0.1549,0.6463,0.008,0.6035,0.0049,0.8531,0.0142,0.7069,0.0081,0.7174,0.0039 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-PyG,TU_PROTEINS,link_pred,True,,,2,8,2,skipsum,max,99,0.6339,0.0028,201001.0,1.2347,0.0472,0.67,0.0094,0.6156,0.0059,0.9054,0.0155,0.7328,0.0087,0.7571,0.0118 -PyG,TU_PROTEINS,link_pred,True,,,2,8,2,skipsum,mean,99,0.6574,0.0026,201001.0,1.2379,0.1296,0.6287,0.0062,0.5904,0.0037,0.8402,0.0152,0.6935,0.0071,0.691,0.0088 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipconcat,add,99,0.6355,0.002,205957.0,1.1434,0.0601,0.6646,0.0057,0.6128,0.0032,0.8939,0.0117,0.7272,0.0059,0.7492,0.0036 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipconcat,max,99,0.6433,0.002,205957.0,1.3347,0.1832,0.6508,0.0028,0.6023,0.0005,0.888,0.0146,0.7177,0.0049,0.736,0.0048 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipconcat,mean,99,0.6612,0.0037,205957.0,1.0927,0.1336,0.6259,0.0046,0.5889,0.0047,0.8351,0.0082,0.6906,0.0015,0.6844,0.0089 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipsum,add,99,0.636,0.0037,200193.0,1.1505,0.085,0.6558,0.0097,0.6085,0.0065,0.8737,0.0129,0.7174,0.0085,0.7428,0.0104 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipsum,max,99,0.6333,0.0056,200193.0,1.062,0.0863,0.6655,0.005,0.6129,0.0042,0.8987,0.0075,0.7287,0.0035,0.7532,0.0102 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipsum,mean,99,0.6554,0.0034,200193.0,1.1198,0.141,0.6351,0.0041,0.5944,0.0037,0.8512,0.008,0.6999,0.003,0.6986,0.0045 diff --git a/run/results/design_v2link_grid_round2link/agg/train_best.csv b/run/results/design_v2link_grid_round2link/agg/train_best.csv deleted file mode 100644 index 689e1ba6..00000000 --- a/run/results/design_v2link_grid_round2link/agg/train_best.csv +++ /dev/null @@ -1,1052 +0,0 @@ -format,dataset,task,trans,feature,label,l_pre,l_mp,l_post,stage,agg,epoch,loss,loss_std,params,time_iter,time_iter_std,accuracy,accuracy_std,precision,precision_std,recall,recall_std,f1,f1_std,auc,auc_std -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipconcat,add,99,0.4913,0.0058,273444.0,0.4434,0.1062,0.7677,0.0028,0.6925,0.0022,0.9632,0.002,0.8057,0.0022,0.9232,0.0025 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-PyG,AmazonComputers,link_pred,True,,,1,4,2,skipconcat,max,99,0.4805,0.0052,247777.0,0.3962,0.0827,0.773,0.0016,0.6931,0.0012,0.9799,0.0014,0.8119,0.0013,0.9379,0.0041 -PyG,AmazonComputers,link_pred,True,,,1,4,2,skipconcat,mean,99,0.4625,0.0045,247777.0,0.4034,0.0921,0.7929,0.0026,0.715,0.0024,0.9744,0.0012,0.8247,0.002,0.9451,0.0021 -PyG,AmazonComputers,link_pred,True,,,1,4,2,skipsum,add,99,0.49,0.0047,337747.0,0.3433,0.0649,0.7693,0.003,0.6956,0.0028,0.9574,0.0023,0.8058,0.0023,0.9176,0.0034 -PyG,AmazonComputers,link_pred,True,,,1,4,2,skipsum,max,99,0.486,0.001,337747.0,0.3339,0.054,0.7719,0.0019,0.693,0.0019,0.9762,0.0002,0.8106,0.0012,0.9277,0.0005 -PyG,AmazonComputers,link_pred,True,,,1,4,2,skipsum,mean,99,0.4612,0.0033,337747.0,0.3715,0.0917,0.8032,0.0005,0.7264,0.001,0.9727,0.0023,0.8317,0.0005,0.9423,0.0026 -PyG,AmazonComputers,link_pred,True,,,1,4,3,skipconcat,add,99,0.4749,0.0041,243384.0,0.3937,0.0786,0.7752,0.0035,0.6997,0.0029,0.9644,0.0032,0.811,0.0029,0.9302,0.0034 -PyG,AmazonComputers,link_pred,True,,,1,4,3,skipconcat,max,99,0.4662,0.0032,243384.0,0.3302,0.0534,0.7834,0.001,0.7028,0.0007,0.9823,0.0016,0.8194,0.0009,0.9446,0.0025 -PyG,AmazonComputers,link_pred,True,,,1,4,3,skipconcat,mean,99,0.4502,0.0022,243384.0,0.4625,0.1285,0.807,0.0025,0.7292,0.0028,0.9768,0.0009,0.8351,0.0017,0.9513,0.0009 -PyG,AmazonComputers,link_pred,True,,,1,4,3,skipsum,add,99,0.4827,0.0022,328945.0,0.3831,0.0623,0.7682,0.0013,0.6939,0.0013,0.9595,0.0013,0.8054,0.001,0.9222,0.0014 -PyG,AmazonComputers,link_pred,True,,,1,4,3,skipsum,max,99,0.4776,0.0022,328945.0,0.4378,0.0829,0.7794,0.002,0.7002,0.0018,0.9772,0.001,0.8158,0.0015,0.9329,0.0017 -PyG,AmazonComputers,link_pred,True,,,1,4,3,skipsum,mean,99,0.4529,0.0018,328945.0,0.4958,0.079,0.8095,0.0021,0.7329,0.002,0.9741,0.0016,0.8365,0.0016,0.9485,0.0018 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipconcat,add,99,0.4851,0.0041,232922.0,0.4294,0.1068,0.7712,0.0012,0.6962,0.0006,0.9622,0.0027,0.8079,0.0012,0.9263,0.0022 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipconcat,max,99,0.4803,0.0055,232922.0,0.42,0.0453,0.7686,0.0006,0.6893,0.0008,0.978,0.0022,0.8087,0.0005,0.9382,0.0039 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipconcat,mean,99,0.4588,0.007,232922.0,0.3628,0.0439,0.7926,0.0031,0.7142,0.0029,0.9756,0.002,0.8247,0.0024,0.9479,0.0043 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipsum,add,99,0.4958,0.0045,320281.0,0.4136,0.0855,0.7635,0.0031,0.692,0.0022,0.9496,0.0034,0.8006,0.0027,0.9104,0.0037 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipsum,max,99,0.4852,0.0022,320281.0,0.4494,0.0561,0.7721,0.0026,0.6936,0.002,0.9748,0.002,0.8105,0.0021,0.9274,0.0025 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipsum,mean,99,0.4543,0.0023,320281.0,0.4026,0.0673,0.8111,0.0022,0.7354,0.0029,0.9719,0.0024,0.8373,0.0015,0.9468,0.002 -PyG,AmazonComputers,link_pred,True,,,1,6,3,skipconcat,add,99,0.478,0.0057,234361.0,0.4125,0.0892,0.7728,0.0063,0.698,0.006,0.962,0.0013,0.809,0.0045,0.9275,0.0031 -PyG,AmazonComputers,link_pred,True,,,1,6,3,skipconcat,max,99,0.4628,0.0032,234361.0,0.3343,0.0824,0.7861,0.0068,0.7056,0.0075,0.9824,0.0019,0.8213,0.0044,0.9467,0.0014 -PyG,AmazonComputers,link_pred,True,,,1,6,3,skipconcat,mean,99,0.4516,0.001,234361.0,0.3245,0.0544,0.8048,0.0044,0.7269,0.0047,0.9764,0.0014,0.8334,0.0032,0.9503,0.0013 -PyG,AmazonComputers,link_pred,True,,,1,6,3,skipsum,add,99,0.4818,0.0031,313465.0,0.4393,0.0919,0.7656,0.0047,0.6921,0.0045,0.9569,0.0008,0.8033,0.0033,0.9214,0.0029 -PyG,AmazonComputers,link_pred,True,,,1,6,3,skipsum,max,99,0.4783,0.0021,313465.0,0.4511,0.0409,0.778,0.0007,0.6991,0.0009,0.9763,0.0009,0.8148,0.0004,0.932,0.0021 -PyG,AmazonComputers,link_pred,True,,,1,6,3,skipsum,mean,99,0.451,0.0021,313465.0,0.4148,0.0738,0.8157,0.0009,0.7395,0.0011,0.9748,0.0006,0.841,0.0006,0.9504,0.0018 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipconcat,add,99,0.4884,0.0045,228737.0,0.2944,0.0287,0.7691,0.0013,0.6953,0.0008,0.9579,0.002,0.8058,0.0013,0.9226,0.0022 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipconcat,max,99,0.4744,0.0055,228737.0,0.4135,0.0693,0.7718,0.0027,0.6922,0.0023,0.9787,0.0021,0.8109,0.0021,0.9419,0.003 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipconcat,mean,99,0.4607,0.0045,228737.0,0.3737,0.1065,0.7934,0.0041,0.7154,0.0036,0.9745,0.0023,0.8251,0.0032,0.9459,0.0026 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipsum,add,99,0.4933,0.0013,306321.0,0.37,0.0184,0.7636,0.0001,0.692,0.0007,0.9501,0.0024,0.8008,0.0004,0.9124,0.0018 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipsum,max,99,0.4865,0.0045,306321.0,0.41,0.0254,0.7689,0.0043,0.6908,0.0035,0.9735,0.0026,0.8082,0.0033,0.9262,0.0041 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipsum,mean,79,0.4529,0.0021,306321.0,0.4527,0.075,0.8121,0.001,0.7367,0.0011,0.9713,0.0007,0.8379,0.0008,0.9476,0.0012 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipconcat,add,99,0.4768,0.0028,225802.0,0.399,0.0565,0.7753,0.0035,0.7008,0.0035,0.9609,0.0006,0.8105,0.0025,0.9274,0.0017 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipconcat,max,99,0.4628,0.003,225802.0,0.386,0.0421,0.7804,0.0017,0.6998,0.0016,0.9821,0.0004,0.8173,0.0012,0.9471,0.0015 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipconcat,mean,79,0.451,0.0029,225802.0,0.4379,0.0365,0.8058,0.0026,0.7282,0.0029,0.9761,0.0019,0.8341,0.0019,0.9506,0.0021 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipsum,add,99,0.4931,0.0034,303377.0,0.4221,0.04,0.7604,0.0033,0.6899,0.0024,0.9461,0.0039,0.7979,0.0028,0.9106,0.0037 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipsum,max,99,0.4757,0.0017,303377.0,0.4814,0.1207,0.781,0.003,0.7018,0.0029,0.9773,0.0008,0.8169,0.0021,0.9346,0.001 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipsum,mean,79,0.4519,0.0024,303377.0,0.469,0.1131,0.8144,0.0038,0.7391,0.0045,0.9718,0.0005,0.8396,0.0028,0.948,0.0014 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipconcat,add,99,0.4761,0.0047,273031.0,0.3635,0.0752,0.7739,0.0022,0.6968,0.0018,0.9697,0.0015,0.8109,0.0017,0.9347,0.0028 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipconcat,max,99,0.4795,0.0012,273031.0,0.3247,0.0466,0.7759,0.0011,0.6961,0.0011,0.9793,0.0005,0.8138,0.0007,0.9364,0.0007 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipconcat,mean,99,0.4637,0.0052,273031.0,0.3878,0.0733,0.7915,0.0045,0.7124,0.0046,0.9777,0.0008,0.8242,0.0032,0.9445,0.0031 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipsum,add,99,0.4834,0.0036,352828.0,0.3872,0.0437,0.774,0.0018,0.6988,0.0016,0.9633,0.0008,0.81,0.0014,0.9243,0.0025 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipsum,max,99,0.4804,0.0009,352828.0,0.378,0.0487,0.7758,0.0026,0.6959,0.0028,0.9799,0.0008,0.8138,0.0017,0.9333,0.001 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipsum,mean,99,0.4628,0.0028,352828.0,0.3184,0.007,0.7993,0.0036,0.7218,0.0038,0.9741,0.0011,0.8292,0.0026,0.9423,0.0025 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipconcat,add,99,0.4627,0.005,261601.0,0.3763,0.0756,0.782,0.004,0.7036,0.0037,0.9747,0.0014,0.8172,0.003,0.9421,0.0037 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipconcat,max,99,0.4695,0.0013,261601.0,0.346,0.0308,0.786,0.0024,0.7058,0.0027,0.9808,0.001,0.8209,0.0015,0.9408,0.0011 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipconcat,mean,99,0.453,0.0034,261601.0,0.3867,0.099,0.7998,0.002,0.7203,0.002,0.9803,0.0007,0.8304,0.0015,0.9511,0.0025 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipsum,add,99,0.4768,0.0022,337747.0,0.3533,0.033,0.7772,0.0007,0.7013,0.0007,0.9656,0.0013,0.8125,0.0006,0.9286,0.0011 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipsum,max,99,0.4703,0.0021,337747.0,0.3805,0.0451,0.7837,0.0005,0.7033,0.0007,0.9815,0.0009,0.8194,0.0003,0.9402,0.0017 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipsum,mean,99,0.4562,0.0014,337747.0,0.3269,0.0496,0.8057,0.0007,0.7286,0.0009,0.9743,0.0016,0.8337,0.0005,0.9461,0.0019 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipconcat,add,99,0.4773,0.0043,243448.0,0.3062,0.0453,0.7739,0.0022,0.6978,0.0017,0.966,0.002,0.8103,0.0018,0.9325,0.0023 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipconcat,max,99,0.4751,0.002,243448.0,0.3477,0.0171,0.7787,0.0011,0.6991,0.001,0.9789,0.0008,0.8157,0.0008,0.9404,0.0019 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipconcat,mean,99,0.4582,0.0043,243448.0,0.3647,0.0656,0.7949,0.0051,0.7163,0.0052,0.9769,0.0006,0.8265,0.0036,0.9481,0.0017 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipsum,add,99,0.4871,0.0028,328945.0,0.3747,0.028,0.7702,0.0025,0.6963,0.0022,0.9583,0.0012,0.8066,0.0018,0.9195,0.0021 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipsum,max,99,0.4822,0.0037,328945.0,0.4299,0.1007,0.7728,0.0038,0.6936,0.0031,0.9776,0.0022,0.8114,0.0029,0.9309,0.0036 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipsum,mean,99,0.4582,0.0012,328945.0,0.4275,0.0536,0.8058,0.0026,0.7295,0.0031,0.9719,0.0004,0.8334,0.0018,0.9442,0.0009 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipconcat,add,99,0.4682,0.0018,236737.0,0.4168,0.1139,0.7793,0.0006,0.7019,0.0008,0.9709,0.0006,0.8148,0.0004,0.9371,0.0019 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipconcat,max,99,0.4623,0.0033,236737.0,0.3667,0.0688,0.7852,0.0067,0.7046,0.0069,0.9825,0.0007,0.8207,0.0045,0.9475,0.0021 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipconcat,mean,99,0.4533,0.0014,236737.0,0.4046,0.0263,0.8037,0.0022,0.7257,0.0031,0.9767,0.0019,0.8326,0.0013,0.9498,0.0012 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipsum,add,79,0.4844,0.0008,320281.0,0.4,0.0831,0.7682,0.0021,0.6946,0.0029,0.9573,0.0025,0.805,0.001,0.9198,0.0012 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipsum,max,99,0.4732,0.0046,320281.0,0.3559,0.0554,0.7811,0.0035,0.7015,0.003,0.9787,0.0022,0.8172,0.0027,0.9367,0.004 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipsum,mean,79,0.45,0.0016,320281.0,0.4509,0.0901,0.8127,0.0012,0.7363,0.0017,0.9742,0.0011,0.8387,0.0007,0.951,0.0008 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipconcat,add,99,0.4851,0.007,234685.0,0.389,0.0655,0.7706,0.0029,0.696,0.0021,0.9611,0.0029,0.8073,0.0024,0.9263,0.0037 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipconcat,max,99,0.4747,0.0038,234685.0,0.392,0.0692,0.7721,0.003,0.6922,0.0025,0.9798,0.0018,0.8113,0.0023,0.9416,0.0027 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipconcat,mean,99,0.4607,0.0012,234685.0,0.3913,0.0346,0.7924,0.0013,0.7144,0.0016,0.9746,0.0008,0.8244,0.0008,0.9468,0.0001 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipsum,add,99,0.4926,0.0023,313465.0,0.3726,0.0576,0.7643,0.0031,0.6923,0.0028,0.9514,0.002,0.8015,0.0023,0.913,0.0021 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipsum,max,99,0.4822,0.0009,313465.0,0.397,0.0219,0.775,0.001,0.696,0.0011,0.9764,0.0009,0.8127,0.0006,0.9302,0.0005 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipsum,mean,79,0.4522,0.0012,313465.0,0.431,0.0401,0.8104,0.0023,0.7343,0.0029,0.9729,0.0017,0.8369,0.0015,0.9489,0.001 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipconcat,add,99,0.47,0.004,235656.0,0.3543,0.0209,0.7774,0.0014,0.701,0.001,0.9673,0.0013,0.8129,0.0011,0.9347,0.0028 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipconcat,max,99,0.4644,0.0075,235656.0,0.3398,0.03,0.7854,0.0092,0.7051,0.0094,0.9815,0.0003,0.8206,0.0063,0.9453,0.0039 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipconcat,mean,99,0.4478,0.0011,235656.0,0.3215,0.0372,0.8074,0.0014,0.7298,0.0014,0.9764,0.0007,0.8353,0.0011,0.9524,0.0011 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipsum,add,99,0.4819,0.0029,306321.0,0.3692,0.0372,0.7648,0.0027,0.6907,0.0022,0.959,0.0016,0.803,0.002,0.9225,0.0026 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipsum,max,99,0.4759,0.003,306321.0,0.4597,0.0748,0.7816,0.003,0.7022,0.0029,0.9779,0.0012,0.8174,0.0021,0.9347,0.0029 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipsum,mean,99,0.4481,0.0016,306321.0,0.3606,0.0093,0.816,0.0017,0.7401,0.0018,0.9741,0.0007,0.8411,0.0012,0.9522,0.0012 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipconcat,add,99,0.487,0.0046,229825.0,0.3415,0.0174,0.77,0.0023,0.6962,0.0019,0.9583,0.003,0.8065,0.002,0.9239,0.0025 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipconcat,max,99,0.4759,0.005,229825.0,0.3943,0.0647,0.7712,0.0027,0.6915,0.0023,0.9794,0.0015,0.8106,0.002,0.9413,0.0031 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipconcat,mean,99,0.4576,0.0031,229825.0,0.408,0.0296,0.7955,0.0016,0.7175,0.0015,0.9749,0.0011,0.8266,0.0012,0.9476,0.0016 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipsum,add,79,0.4887,0.0038,303377.0,0.412,0.0506,0.7659,0.0003,0.6926,0.0005,0.9563,0.0029,0.8034,0.0007,0.9178,0.0034 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipsum,max,99,0.4832,0.007,303377.0,0.4928,0.1105,0.7732,0.0046,0.6946,0.0041,0.9751,0.0021,0.8113,0.0034,0.9286,0.0053 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipsum,mean,99,0.4515,0.001,303377.0,0.3613,0.0177,0.809,0.0009,0.7327,0.0013,0.9729,0.0008,0.8359,0.0006,0.9494,0.0003 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipconcat,add,79,0.4767,0.0015,226585.0,0.4049,0.1021,0.7767,0.0015,0.7023,0.0018,0.9602,0.0013,0.8113,0.0009,0.9276,0.0022 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipconcat,max,99,0.461,0.005,226585.0,0.379,0.0102,0.7882,0.0051,0.708,0.0056,0.9811,0.0013,0.8225,0.0034,0.9475,0.0023 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipconcat,mean,99,0.4495,0.0027,226585.0,0.4215,0.0709,0.8073,0.0034,0.7295,0.0037,0.9769,0.0,0.8353,0.0024,0.9518,0.0014 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipsum,add,59,0.4889,0.0015,297985.0,0.4099,0.0874,0.7626,0.0025,0.6902,0.0018,0.9532,0.0031,0.8007,0.0022,0.9158,0.003 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipsum,max,99,0.4762,0.0022,297985.0,0.3973,0.0407,0.78,0.0019,0.7009,0.002,0.9769,0.0005,0.8162,0.0012,0.9335,0.0017 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipsum,mean,79,0.4505,0.0005,297985.0,0.4148,0.0269,0.8149,0.0034,0.7391,0.004,0.9733,0.0006,0.8402,0.0024,0.9498,0.0004 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipconcat,add,99,0.4663,0.0009,271310.0,0.1617,0.0253,0.7831,0.003,0.703,0.0033,0.9805,0.001,0.8189,0.0019,0.9457,0.0008 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipconcat,max,99,0.461,0.003,271310.0,0.139,0.0142,0.7873,0.0021,0.7044,0.0021,0.9899,0.0004,0.8231,0.0015,0.9518,0.0016 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipconcat,mean,99,0.4592,0.0028,271310.0,0.1429,0.0091,0.7995,0.0016,0.7179,0.0018,0.9867,0.0002,0.8311,0.0011,0.9522,0.0012 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipsum,add,99,0.4645,0.0022,364525.0,0.1878,0.0326,0.7876,0.0014,0.7073,0.0016,0.9812,0.0005,0.822,0.0009,0.9444,0.0017 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipsum,max,99,0.465,0.004,364525.0,0.1658,0.0185,0.7856,0.002,0.703,0.0018,0.9891,0.0006,0.8218,0.0015,0.9469,0.0034 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipsum,mean,99,0.4542,0.0037,364525.0,0.1366,0.0121,0.8114,0.0021,0.7305,0.0024,0.9867,0.0007,0.8395,0.0014,0.9516,0.0022 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipconcat,add,99,0.4512,0.0004,264533.0,0.1297,0.0012,0.7947,0.0031,0.714,0.0034,0.9831,0.002,0.8272,0.0021,0.952,0.0004 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipconcat,max,99,0.4506,0.0026,264533.0,0.1511,0.0135,0.8002,0.003,0.7176,0.0031,0.9901,0.0007,0.8321,0.0021,0.9558,0.0018 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipconcat,mean,99,0.4448,0.0031,264533.0,0.1384,0.011,0.8145,0.0033,0.7337,0.0032,0.9875,0.0014,0.8419,0.0025,0.9573,0.0027 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipsum,add,99,0.4573,0.0038,348450.0,0.1406,0.0202,0.7921,0.0008,0.7114,0.0007,0.9829,0.0012,0.8254,0.0007,0.9483,0.0034 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipsum,max,99,0.4563,0.0004,348450.0,0.1496,0.0087,0.796,0.0052,0.7133,0.0056,0.9899,0.0007,0.8291,0.0036,0.9522,0.0017 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipsum,mean,99,0.4424,0.0021,348450.0,0.1356,0.0133,0.8202,0.003,0.7396,0.0035,0.9884,0.0004,0.8461,0.0022,0.959,0.0018 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipconcat,add,99,0.4595,0.0045,246501.0,0.1371,0.0067,0.7867,0.003,0.7068,0.0029,0.9799,0.001,0.8212,0.0022,0.9485,0.0017 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipconcat,max,99,0.4541,0.0035,246501.0,0.1417,0.0147,0.7872,0.0024,0.7041,0.0025,0.9907,0.0004,0.8232,0.0016,0.9584,0.0015 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipconcat,mean,99,0.4435,0.0023,246501.0,0.1597,0.0212,0.8092,0.0023,0.7281,0.0026,0.9871,0.0003,0.838,0.0016,0.96,0.0012 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipsum,add,99,0.4611,0.0023,333765.0,0.1495,0.0156,0.7867,0.0017,0.7062,0.0017,0.9817,0.0014,0.8215,0.0012,0.9456,0.0019 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipsum,max,99,0.4622,0.0028,333765.0,0.1753,0.0465,0.7893,0.0019,0.7066,0.0019,0.9894,0.0004,0.8244,0.0013,0.9488,0.0024 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipsum,mean,99,0.4404,0.003,333765.0,0.1354,0.0052,0.8221,0.0045,0.7425,0.0046,0.9863,0.0013,0.8472,0.0034,0.96,0.0019 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipconcat,add,79,0.4504,0.0016,242306.0,0.1491,0.0359,0.7944,0.0018,0.7141,0.0021,0.982,0.0009,0.8268,0.0011,0.9523,0.0009 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipconcat,max,99,0.4416,0.002,242306.0,0.1431,0.0297,0.8034,0.0035,0.7206,0.0038,0.9912,0.0005,0.8345,0.0024,0.9626,0.0007 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipconcat,mean,99,0.4369,0.0025,242306.0,0.1651,0.055,0.8207,0.0016,0.7401,0.0013,0.9886,0.0015,0.8465,0.0013,0.9625,0.0022 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipsum,add,99,0.457,0.005,325249.0,0.1364,0.0085,0.7886,0.0059,0.7079,0.0052,0.9826,0.0032,0.8229,0.0045,0.9484,0.0045 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipsum,max,99,0.4512,0.0004,325249.0,0.1647,0.0107,0.8035,0.0019,0.7211,0.0021,0.9897,0.0007,0.8343,0.0014,0.9549,0.001 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipsum,mean,99,0.4345,0.0025,325249.0,0.1486,0.0251,0.8328,0.0017,0.7542,0.0017,0.9874,0.0012,0.8552,0.0013,0.9633,0.0016 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipconcat,add,99,0.4579,0.0006,232020.0,0.1502,0.0091,0.7856,0.0008,0.7055,0.0008,0.9803,0.0022,0.8205,0.0007,0.9503,0.0019 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipconcat,max,99,0.4516,0.0033,232020.0,0.1577,0.0074,0.7833,0.0007,0.7,0.0008,0.9914,0.0002,0.8206,0.0005,0.9607,0.0023 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipconcat,mean,99,0.437,0.0048,232020.0,0.1357,0.0084,0.8154,0.0033,0.7347,0.0037,0.9874,0.0006,0.8425,0.0024,0.963,0.0029 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipsum,add,99,0.4631,0.0024,316827.0,0.1586,0.0266,0.785,0.0029,0.7049,0.0025,0.9803,0.0016,0.8201,0.0022,0.9444,0.002 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipsum,max,99,0.4575,0.0012,316827.0,0.157,0.0118,0.7973,0.0014,0.7153,0.0015,0.9879,0.0009,0.8298,0.0009,0.9506,0.0013 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipsum,mean,99,0.4346,0.0012,316827.0,0.1468,0.012,0.8337,0.0007,0.7557,0.0012,0.9863,0.001,0.8557,0.0004,0.9623,0.0005 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipconcat,add,99,0.4473,0.0016,233591.0,0.1572,0.0067,0.7934,0.0018,0.7124,0.002,0.9844,0.0021,0.8266,0.0012,0.955,0.0015 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipconcat,max,99,0.4401,0.0048,233591.0,0.1663,0.0112,0.801,0.0028,0.7181,0.003,0.9909,0.0007,0.8328,0.002,0.9636,0.0026 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipconcat,mean,99,0.4355,0.0011,233591.0,0.1741,0.0516,0.8227,0.0011,0.7426,0.0011,0.9875,0.0005,0.8478,0.0009,0.9628,0.0006 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipsum,add,99,0.4566,0.0056,310209.0,0.168,0.0112,0.7841,0.005,0.7035,0.0051,0.9823,0.0009,0.8198,0.0034,0.9487,0.0032 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipsum,max,99,0.4576,0.0004,310209.0,0.1423,0.0074,0.7962,0.0022,0.7137,0.0023,0.9892,0.0004,0.8292,0.0015,0.9509,0.0008 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipsum,mean,99,0.4335,0.0026,310209.0,0.145,0.0208,0.836,0.0013,0.758,0.0017,0.9871,0.0007,0.8575,0.0009,0.9636,0.002 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipconcat,add,99,0.4611,0.005,228033.0,0.1449,0.008,0.7874,0.0032,0.7075,0.003,0.9798,0.0011,0.8217,0.0024,0.9496,0.0022 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipconcat,max,99,0.4495,0.0019,228033.0,0.1472,0.0099,0.7876,0.0012,0.7045,0.0014,0.9904,0.0007,0.8234,0.0007,0.9605,0.0007 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipconcat,mean,99,0.4398,0.0024,228033.0,0.1541,0.017,0.8163,0.0056,0.736,0.0061,0.9868,0.0003,0.8431,0.004,0.9614,0.0007 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipsum,add,79,0.4656,0.0027,303241.0,0.1668,0.0159,0.7829,0.0021,0.7034,0.002,0.9785,0.0019,0.8184,0.0015,0.9417,0.0027 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipsum,max,99,0.4634,0.0013,303241.0,0.1952,0.0166,0.7885,0.0019,0.7062,0.0017,0.9881,0.0013,0.8237,0.0015,0.9474,0.0012 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipsum,mean,99,0.4362,0.0015,303241.0,0.1621,0.0239,0.8329,0.0039,0.7548,0.0042,0.9863,0.001,0.8552,0.0031,0.9625,0.0007 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipconcat,add,99,0.4538,0.0056,225208.0,0.1444,0.0184,0.7894,0.0039,0.7091,0.0042,0.9816,0.0008,0.8234,0.0026,0.9507,0.0016 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipconcat,max,99,0.4433,0.0045,225208.0,0.1744,0.0182,0.7955,0.0034,0.7125,0.003,0.9904,0.0017,0.8288,0.0026,0.9625,0.0029 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipconcat,mean,99,0.4331,0.0018,225208.0,0.1409,0.0067,0.8262,0.0027,0.7463,0.0029,0.9883,0.0011,0.8504,0.002,0.9643,0.0009 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipsum,add,99,0.4594,0.0046,300429.0,0.1656,0.012,0.7827,0.0033,0.703,0.0038,0.979,0.0013,0.8184,0.0021,0.9454,0.0028 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipsum,max,99,0.4542,0.0023,300429.0,0.2174,0.0331,0.7974,0.0023,0.7147,0.0023,0.9902,0.0003,0.8302,0.0016,0.9538,0.0016 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipsum,mean,99,0.4303,0.0015,300429.0,0.1589,0.0086,0.8408,0.0025,0.7635,0.0028,0.9876,0.0006,0.8612,0.002,0.9658,0.0009 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipconcat,add,99,0.4538,0.0023,270941.0,0.1365,0.0153,0.788,0.0017,0.7068,0.0015,0.9844,0.001,0.8228,0.0013,0.9538,0.002 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipconcat,max,99,0.458,0.0007,270941.0,0.1745,0.0202,0.7926,0.0033,0.7097,0.0033,0.9902,0.0003,0.8268,0.0023,0.954,0.0007 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipconcat,mean,99,0.4484,0.0054,270941.0,0.1472,0.0369,0.8057,0.0013,0.7241,0.0015,0.988,0.0006,0.8357,0.0008,0.9572,0.0031 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipsum,add,99,0.4555,0.0038,348450.0,0.1451,0.0203,0.7935,0.0028,0.7122,0.0028,0.9852,0.0009,0.8267,0.002,0.9513,0.0023 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipsum,max,99,0.4565,0.0015,348450.0,0.1464,0.008,0.7932,0.0027,0.7105,0.0029,0.9899,0.0008,0.8272,0.0017,0.9524,0.0007 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipsum,mean,99,0.4449,0.0013,348450.0,0.1458,0.0145,0.8151,0.001,0.7342,0.0011,0.9878,0.0005,0.8423,0.0007,0.9576,0.0009 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipconcat,add,99,0.4428,0.0035,259841.0,0.1288,0.0078,0.8005,0.002,0.7191,0.0016,0.9862,0.0018,0.8317,0.0017,0.9584,0.0027 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipconcat,max,99,0.4488,0.0024,259841.0,0.1463,0.0231,0.801,0.0052,0.7184,0.0055,0.9902,0.0005,0.8326,0.0036,0.9571,0.0016 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipconcat,mean,99,0.4386,0.0021,259841.0,0.1385,0.0243,0.8193,0.0042,0.7381,0.0045,0.99,0.0002,0.8456,0.0031,0.9626,0.0011 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipsum,add,99,0.45,0.0027,333765.0,0.1496,0.034,0.7968,0.0015,0.7155,0.0016,0.9852,0.0009,0.829,0.001,0.9539,0.0024 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipsum,max,99,0.4485,0.0013,333765.0,0.1476,0.0045,0.801,0.0029,0.7182,0.003,0.9906,0.001,0.8327,0.002,0.9577,0.0007 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipsum,mean,99,0.4362,0.0046,333765.0,0.1461,0.0307,0.8256,0.0034,0.7455,0.0036,0.9887,0.001,0.85,0.0026,0.9631,0.003 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipconcat,add,99,0.4512,0.0018,242194.0,0.1304,0.0095,0.7901,0.0012,0.7091,0.0012,0.9838,0.0004,0.8242,0.0009,0.955,0.0011 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipconcat,max,99,0.4521,0.0061,242194.0,0.1385,0.0197,0.7902,0.0055,0.7073,0.0056,0.9902,0.0007,0.8252,0.0039,0.9588,0.0027 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipconcat,mean,79,0.4419,0.0012,242194.0,0.1407,0.0027,0.8093,0.0039,0.7277,0.0041,0.9886,0.0002,0.8383,0.0028,0.9615,0.0001 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipsum,add,79,0.4575,0.0039,325249.0,0.1697,0.0288,0.7916,0.0024,0.7115,0.0024,0.981,0.0007,0.8248,0.0017,0.9481,0.0022 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipsum,max,99,0.4585,0.0019,325249.0,0.1546,0.0078,0.7934,0.001,0.7112,0.001,0.9883,0.0007,0.8271,0.0007,0.9508,0.0016 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipsum,mean,79,0.4367,0.0049,325249.0,0.1493,0.0178,0.8255,0.0057,0.7455,0.0062,0.9885,0.0004,0.85,0.0042,0.9626,0.003 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipconcat,add,99,0.4463,0.002,235681.0,0.1455,0.0047,0.7958,0.0037,0.7143,0.0039,0.9858,0.0005,0.8284,0.0026,0.9562,0.0008 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipconcat,max,99,0.4429,0.0026,235681.0,0.1443,0.0119,0.8024,0.0006,0.7196,0.0007,0.991,0.0007,0.8338,0.0004,0.9617,0.0022 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipconcat,mean,99,0.4363,0.0008,235681.0,0.1521,0.0114,0.8229,0.0043,0.7425,0.0044,0.9887,0.0011,0.8481,0.0033,0.963,0.0002 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipsum,add,79,0.4486,0.004,316827.0,0.1585,0.0264,0.7947,0.0056,0.7135,0.0053,0.9852,0.0017,0.8276,0.0041,0.9552,0.0032 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipsum,max,99,0.4497,0.0027,316827.0,0.1743,0.0284,0.8017,0.0026,0.719,0.0028,0.9903,0.0005,0.8331,0.0018,0.9563,0.0018 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipsum,mean,99,0.4327,0.0016,316827.0,0.154,0.0164,0.8354,0.0018,0.7576,0.0017,0.9864,0.0011,0.857,0.0015,0.9642,0.0011 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipconcat,add,79,0.4603,0.0074,233783.0,0.145,0.0054,0.7869,0.0012,0.7069,0.0006,0.9801,0.0029,0.8214,0.0012,0.9487,0.0049 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipconcat,max,99,0.4494,0.0064,233783.0,0.1447,0.0034,0.7903,0.0044,0.7073,0.0043,0.9904,0.001,0.8252,0.0031,0.9606,0.0031 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipconcat,mean,99,0.4392,0.0035,233783.0,0.1471,0.0129,0.8109,0.0055,0.7299,0.0058,0.9873,0.0007,0.8393,0.004,0.9622,0.0017 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipsum,add,99,0.4604,0.0011,310209.0,0.1539,0.0162,0.7847,0.0008,0.7042,0.0007,0.9818,0.001,0.8201,0.0007,0.9465,0.0006 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipsum,max,99,0.4554,0.0019,310209.0,0.1789,0.0274,0.7949,0.0035,0.7125,0.0035,0.9887,0.0005,0.8282,0.0024,0.953,0.0015 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipsum,mean,99,0.4337,0.0022,310209.0,0.1686,0.0077,0.8344,0.0036,0.7559,0.0047,0.988,0.0013,0.8565,0.0026,0.9643,0.0015 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipconcat,add,79,0.4462,0.0024,234886.0,0.1568,0.0243,0.7958,0.0026,0.7145,0.0028,0.9854,0.0005,0.8283,0.0017,0.9562,0.0014 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipconcat,max,99,0.4435,0.0033,234886.0,0.1357,0.0062,0.8005,0.0019,0.7177,0.0022,0.9909,0.001,0.8324,0.0011,0.9622,0.0009 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipconcat,mean,99,0.4339,0.0031,234886.0,0.1415,0.0022,0.8254,0.0047,0.7457,0.0053,0.9877,0.0018,0.8498,0.0035,0.9642,0.0012 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipsum,add,99,0.4541,0.0002,303241.0,0.1713,0.0109,0.7892,0.0006,0.7083,0.0003,0.9834,0.0011,0.8235,0.0005,0.9512,0.001 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipsum,max,99,0.4539,0.0025,303241.0,0.1585,0.0116,0.7974,0.0025,0.7148,0.0027,0.9898,0.0008,0.8301,0.0018,0.9537,0.0018 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipsum,mean,99,0.4315,0.0024,303241.0,0.1872,0.0245,0.8371,0.0017,0.7594,0.002,0.9869,0.001,0.8583,0.0013,0.9654,0.0016 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipconcat,add,99,0.4613,0.004,229121.0,0.1438,0.0105,0.788,0.0009,0.7092,0.0012,0.9763,0.0011,0.8216,0.0004,0.9466,0.002 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipconcat,max,99,0.4528,0.0046,229121.0,0.1988,0.0188,0.7851,0.0033,0.7024,0.0032,0.9892,0.0007,0.8215,0.0023,0.9587,0.0024 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipconcat,mean,99,0.4367,0.0036,229121.0,0.1652,0.0474,0.8153,0.0021,0.7348,0.0024,0.9869,0.0006,0.8424,0.0015,0.9636,0.0018 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipsum,add,99,0.4585,0.0022,300429.0,0.1671,0.0183,0.7842,0.0017,0.7039,0.0019,0.9813,0.002,0.8198,0.0012,0.9474,0.0018 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipsum,max,79,0.4582,0.0008,300429.0,0.2086,0.0354,0.7943,0.0046,0.7119,0.0046,0.9887,0.0002,0.8278,0.0032,0.9503,0.0012 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipsum,mean,99,0.4349,0.0057,300429.0,0.1997,0.0307,0.8355,0.0038,0.7577,0.0039,0.9863,0.0014,0.857,0.003,0.9632,0.0034 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipconcat,add,79,0.4518,0.0032,225991.0,0.1602,0.0144,0.7927,0.003,0.712,0.0029,0.9832,0.0007,0.8259,0.0022,0.9522,0.0018 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipconcat,max,99,0.4442,0.0022,225991.0,0.1595,0.0148,0.7977,0.0037,0.7147,0.004,0.991,0.0008,0.8305,0.0025,0.9615,0.0005 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipconcat,mean,99,0.4347,0.0024,225991.0,0.144,0.003,0.827,0.0037,0.7477,0.004,0.9871,0.0005,0.8509,0.0028,0.9633,0.0015 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipsum,add,79,0.459,0.0017,295169.0,0.1588,0.0147,0.7833,0.0033,0.7026,0.0034,0.9828,0.0005,0.8193,0.0023,0.9478,0.0008 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipsum,max,99,0.455,0.002,295169.0,0.1828,0.0233,0.7962,0.0038,0.7137,0.004,0.9894,0.0007,0.8292,0.0026,0.9534,0.0009 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipsum,mean,99,0.4306,0.0017,295169.0,0.1794,0.0275,0.8387,0.0041,0.7614,0.0051,0.9865,0.0019,0.8594,0.003,0.9652,0.0019 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipconcat,add,59,0.9486,0.6287,558236.0,0.1056,0.0145,0.7539,0.0029,0.6707,0.0022,0.9977,0.0033,0.8022,0.0023,0.9575,0.0197 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipconcat,max,79,0.5024,0.0151,558236.0,0.1132,0.0208,0.7565,0.0031,0.6725,0.0029,1.0,0.0,0.8042,0.002,0.9714,0.0075 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipconcat,mean,79,0.4761,0.03,558236.0,0.1007,0.0094,0.7612,0.0013,0.6768,0.0011,1.0,0.0,0.8072,0.0008,0.9806,0.0062 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipsum,add,19,1.3963,0.5055,1021201.0,0.0949,0.0043,0.7481,0.0048,0.6654,0.0044,0.9982,0.0013,0.7984,0.003,0.9406,0.0072 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipsum,max,79,0.471,0.0109,1021201.0,0.1025,0.021,0.7619,0.0031,0.6774,0.0028,1.0,0.0,0.8077,0.002,0.9689,0.0047 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipsum,mean,99,0.4458,0.0102,1021201.0,0.1293,0.0346,0.7657,0.0052,0.6809,0.0048,1.0,0.0,0.8102,0.0034,0.9818,0.0024 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipconcat,add,59,0.4409,0.0149,507089.0,0.1016,0.0212,0.7581,0.0017,0.674,0.0015,1.0,0.0,0.8052,0.0011,0.9836,0.0055 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipconcat,max,99,0.4386,0.0119,507089.0,0.0918,0.0135,0.7676,0.01,0.6828,0.0093,1.0,0.0,0.8115,0.0066,0.9823,0.0035 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipconcat,mean,99,0.4396,0.0114,507089.0,0.0998,0.0147,0.7607,0.0069,0.6764,0.0063,1.0,0.0,0.807,0.0045,0.985,0.0046 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipsum,add,59,0.4413,0.0132,937092.0,0.1246,0.0168,0.7679,0.008,0.683,0.0075,1.0,0.0,0.8116,0.0052,0.9813,0.0045 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipsum,max,99,0.4648,0.0072,937092.0,0.1076,0.0053,0.7587,0.0006,0.6745,0.0005,1.0,0.0,0.8056,0.0004,0.97,0.0043 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipsum,mean,79,0.4343,0.0159,937092.0,0.1192,0.0302,0.7764,0.0034,0.691,0.0033,1.0,0.0,0.8173,0.0023,0.9786,0.0085 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipconcat,add,79,0.4533,0.0203,418065.0,0.1354,0.0077,0.7606,0.0036,0.6763,0.0033,1.0,0.0,0.8069,0.0024,0.9815,0.0065 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipconcat,max,99,0.5278,0.0283,418065.0,0.1092,0.0146,0.7595,0.0042,0.6752,0.0039,1.0,0.0,0.8061,0.0027,0.9591,0.0083 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipconcat,mean,99,0.5004,0.0379,418065.0,0.1058,0.0055,0.7611,0.0066,0.6767,0.0061,1.0,0.0,0.8072,0.0043,0.9714,0.0096 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipsum,add,79,0.4367,0.0137,869163.0,0.1068,0.0064,0.759,0.0004,0.6748,0.0004,1.0,0.0,0.8058,0.0003,0.9857,0.0036 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipsum,max,79,0.4876,0.0113,869163.0,0.111,0.0089,0.765,0.0093,0.6804,0.0087,1.0,0.0,0.8097,0.0061,0.9523,0.0028 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipsum,mean,79,0.4506,0.0079,869163.0,0.1124,0.0193,0.772,0.0057,0.6869,0.0054,1.0,0.0,0.8144,0.0038,0.9731,0.0021 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipconcat,add,79,0.4319,0.0096,387248.0,0.1311,0.046,0.7628,0.0037,0.6783,0.0034,1.0,0.0,0.8083,0.0024,0.985,0.0038 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipconcat,max,79,0.4597,0.0067,387248.0,0.1236,0.0319,0.7667,0.0017,0.6818,0.0016,1.0,0.0,0.8108,0.0011,0.9667,0.0059 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipconcat,mean,99,0.4466,0.0058,387248.0,0.0937,0.0085,0.7656,0.0037,0.6809,0.0034,1.0,0.0,0.8102,0.0024,0.9779,0.0041 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipsum,add,79,0.4212,0.0068,822193.0,0.1104,0.0145,0.7672,0.001,0.6823,0.0009,1.0,0.0,0.8111,0.0007,0.9866,0.0047 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipsum,max,99,0.4798,0.0125,822193.0,0.0926,0.0049,0.7629,0.0074,0.6784,0.0068,1.0,0.0,0.8084,0.0049,0.9512,0.0039 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipsum,mean,79,0.4584,0.0063,822193.0,0.1009,0.0031,0.7698,0.0023,0.685,0.0019,0.9991,0.0013,0.8127,0.0017,0.9628,0.006 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipconcat,add,79,0.4423,0.0175,353298.0,0.0775,0.0197,0.7706,0.0034,0.6855,0.0032,1.0,0.0,0.8134,0.0023,0.9824,0.0068 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipconcat,max,79,0.508,0.0192,353298.0,0.0894,0.013,0.7601,0.0057,0.6758,0.0052,1.0,0.0,0.8065,0.0037,0.9599,0.0037 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipconcat,mean,99,0.4619,0.0116,353298.0,0.0886,0.001,0.7694,0.0014,0.6844,0.0013,1.0,0.0,0.8126,0.0009,0.9745,0.0036 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipsum,add,99,0.4422,0.0109,781233.0,0.0929,0.006,0.7607,0.0072,0.6763,0.0066,1.0,0.0,0.8069,0.0047,0.9823,0.0049 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipsum,max,99,0.4851,0.0155,781233.0,0.1004,0.0029,0.7687,0.0065,0.6839,0.0059,0.9995,0.0007,0.8121,0.0044,0.9488,0.0062 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipsum,mean,59,0.4647,0.013,781233.0,0.0972,0.0071,0.778,0.0067,0.6927,0.0066,0.9995,0.0007,0.8183,0.0044,0.9573,0.0058 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipconcat,add,79,0.4367,0.0196,337121.0,0.095,0.007,0.7704,0.01,0.6854,0.0095,1.0,0.0,0.8133,0.0066,0.9792,0.0103 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipconcat,max,99,0.4594,0.003,337121.0,0.0797,0.0209,0.7692,0.0039,0.6842,0.0036,1.0,0.0,0.8125,0.0026,0.9695,0.0012 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipconcat,mean,99,0.4542,0.0018,337121.0,0.1045,0.002,0.7676,0.0005,0.6827,0.0004,1.0,0.0,0.8114,0.0003,0.9709,0.0016 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipsum,add,59,0.4261,0.0056,747993.0,0.0992,0.003,0.764,0.0039,0.6794,0.0038,0.9995,0.0007,0.809,0.0024,0.9846,0.0036 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipsum,max,99,0.5194,0.0447,747993.0,0.0997,0.0023,0.7629,0.0148,0.679,0.0131,0.9982,0.0017,0.8082,0.0099,0.9235,0.0249 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipsum,mean,79,0.4624,0.0019,747993.0,0.1261,0.0302,0.7777,0.0096,0.6929,0.0094,0.9977,0.0006,0.8178,0.0064,0.9526,0.0025 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipconcat,add,79,0.4469,0.0192,322689.0,0.0984,0.0028,0.7694,0.0048,0.6845,0.0045,1.0,0.0,0.8126,0.0032,0.9784,0.0088 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipconcat,max,99,0.5094,0.0073,322689.0,0.1051,0.008,0.7662,0.0053,0.6814,0.0049,1.0,0.0,0.8106,0.0035,0.9559,0.0033 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipconcat,mean,99,0.4678,0.0048,322689.0,0.118,0.0211,0.7693,0.0078,0.6844,0.0073,1.0,0.0,0.8126,0.0052,0.9695,0.0028 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipsum,add,99,0.4291,0.0044,717361.0,0.0981,0.003,0.765,0.0008,0.6802,0.0008,1.0,0.0,0.8097,0.0006,0.9828,0.003 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipsum,max,99,0.4876,0.0138,717361.0,0.074,0.0079,0.7706,0.0041,0.6856,0.0038,0.9995,0.0007,0.8133,0.0028,0.9436,0.006 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipsum,mean,79,0.4684,0.0093,717361.0,0.1107,0.0218,0.7678,0.007,0.6832,0.0063,0.9991,0.0013,0.8115,0.0048,0.9531,0.0056 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipconcat,add,79,0.4446,0.024,305074.0,0.1258,0.0413,0.7727,0.0084,0.6877,0.0078,0.9995,0.0007,0.8148,0.0057,0.9751,0.0115 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipconcat,max,79,0.4649,0.0122,305074.0,0.116,0.023,0.7673,0.0027,0.6825,0.0024,0.9995,0.0007,0.8111,0.0018,0.9617,0.0064 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipconcat,mean,99,0.4527,0.005,305074.0,0.1023,0.0041,0.7763,0.0058,0.691,0.0056,0.9995,0.0007,0.8171,0.0038,0.9653,0.0048 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipsum,add,59,0.4311,0.0067,696801.0,0.0941,0.0055,0.7643,0.0046,0.6796,0.0042,1.0,0.0,0.8093,0.003,0.9822,0.0013 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipsum,max,59,0.4882,0.006,696801.0,0.0563,0.004,0.7667,0.0072,0.6824,0.0067,0.9982,0.0006,0.8106,0.0048,0.9305,0.0042 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipsum,mean,59,0.4778,0.0148,696801.0,0.1036,0.0109,0.7734,0.0045,0.6907,0.0046,0.9904,0.0011,0.8139,0.0028,0.934,0.01 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipconcat,add,79,0.8307,0.5407,551951.0,0.0577,0.0232,0.7592,0.0046,0.6753,0.0036,0.9982,0.0026,0.8056,0.0033,0.9652,0.0256 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipconcat,max,79,0.5837,0.1488,551951.0,0.12,0.0427,0.7636,0.0071,0.6795,0.0061,0.9982,0.0026,0.8085,0.005,0.9514,0.0288 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipconcat,mean,99,0.4651,0.0238,551951.0,0.1243,0.0256,0.7598,0.0009,0.6755,0.0008,1.0,0.0,0.8063,0.0006,0.9797,0.0069 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipsum,add,59,0.4644,0.0318,937092.0,0.1079,0.0167,0.7596,0.0056,0.6754,0.0051,1.0,0.0,0.8062,0.0036,0.9787,0.0086 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipsum,max,79,0.4784,0.0154,937092.0,0.1131,0.033,0.7575,0.0037,0.6735,0.0033,1.0,0.0,0.8049,0.0024,0.9656,0.0083 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipsum,mean,79,0.4354,0.0116,937092.0,0.1014,0.0094,0.7643,0.0016,0.6796,0.0015,1.0,0.0,0.8093,0.0011,0.9842,0.0035 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipconcat,add,79,0.428,0.016,496481.0,0.1164,0.0316,0.7669,0.0042,0.6821,0.0039,1.0,0.0,0.811,0.0028,0.9853,0.0057 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipconcat,max,99,0.4492,0.0051,496481.0,0.1218,0.0162,0.7676,0.0061,0.6827,0.0057,1.0,0.0,0.8115,0.004,0.9769,0.0056 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipconcat,mean,99,0.4312,0.0086,496481.0,0.1021,0.0083,0.7682,0.006,0.6833,0.0056,1.0,0.0,0.8118,0.0039,0.9834,0.0059 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipsum,add,59,0.4377,0.0146,869163.0,0.1055,0.006,0.7609,0.0111,0.6766,0.0102,1.0,0.0,0.8071,0.0072,0.9841,0.0033 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipsum,max,99,0.4596,0.0226,869163.0,0.1045,0.0109,0.7656,0.0066,0.6808,0.0061,1.0,0.0,0.8101,0.0043,0.9696,0.0116 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipsum,mean,99,0.4373,0.0157,869163.0,0.1008,0.0029,0.7743,0.0119,0.6892,0.0114,1.0,0.0,0.816,0.0079,0.9798,0.0071 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipconcat,add,99,0.4869,0.0355,410800.0,0.0626,0.0184,0.7624,0.0073,0.6781,0.0068,0.9995,0.0007,0.808,0.0047,0.9697,0.0104 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipconcat,max,99,0.4992,0.0014,410800.0,0.1016,0.0078,0.7634,0.0108,0.6789,0.0099,1.0,0.0,0.8087,0.007,0.9624,0.0012 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipconcat,mean,79,0.4651,0.0185,410800.0,0.1055,0.0093,0.7631,0.0057,0.6786,0.0053,1.0,0.0,0.8085,0.0038,0.9728,0.006 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipsum,add,59,0.4405,0.014,822193.0,0.0965,0.0015,0.7654,0.0039,0.6807,0.0036,1.0,0.0,0.81,0.0025,0.9829,0.0042 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipsum,max,99,0.4893,0.0017,822193.0,0.1099,0.0094,0.7648,0.0041,0.6802,0.0038,1.0,0.0,0.8096,0.0027,0.9519,0.0038 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipsum,mean,99,0.4498,0.0033,822193.0,0.0988,0.0055,0.7733,0.0048,0.6881,0.0045,1.0,0.0,0.8152,0.0032,0.9718,0.0011 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipconcat,add,79,0.4455,0.0144,377665.0,0.0978,0.0079,0.7659,0.0038,0.6811,0.0035,1.0,0.0,0.8103,0.0025,0.9785,0.0072 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipconcat,max,79,0.4604,0.0055,377665.0,0.1017,0.0072,0.7683,0.0047,0.6834,0.0044,1.0,0.0,0.8119,0.0031,0.9651,0.0035 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipconcat,mean,79,0.4557,0.0219,377665.0,0.103,0.0062,0.7691,0.0101,0.6842,0.0094,1.0,0.0,0.8125,0.0067,0.9699,0.0087 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipsum,add,99,0.4259,0.0061,781233.0,0.0511,0.0032,0.77,0.0061,0.685,0.0058,1.0,0.0,0.813,0.004,0.9863,0.0029 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipsum,max,59,0.4859,0.0101,781233.0,0.1079,0.0067,0.7698,0.0062,0.6848,0.0058,1.0,0.0,0.8129,0.004,0.9456,0.0036 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipsum,mean,99,0.4574,0.0114,781233.0,0.1084,0.0136,0.778,0.006,0.6928,0.0054,0.9991,0.0013,0.8182,0.0042,0.9628,0.007 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipconcat,add,99,0.4967,0.0656,355061.0,0.1171,0.0057,0.7689,0.0127,0.6841,0.0118,1.0,0.0,0.8124,0.0083,0.9646,0.015 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipconcat,max,99,0.4952,0.0046,355061.0,0.1012,0.0111,0.7688,0.0008,0.6837,0.0008,1.0,0.0,0.8122,0.0005,0.9586,0.0021 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipconcat,mean,59,0.4886,0.0216,355061.0,0.121,0.0174,0.7724,0.0021,0.6872,0.002,1.0,0.0,0.8146,0.0014,0.9586,0.0101 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipsum,add,99,0.4313,0.0062,747993.0,0.1145,0.0245,0.7703,0.0027,0.6853,0.0025,1.0,0.0,0.8132,0.0018,0.9825,0.0014 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipsum,max,79,0.4847,0.0103,747993.0,0.1058,0.0068,0.7684,0.0048,0.6835,0.0045,1.0,0.0,0.812,0.0032,0.9473,0.0053 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipsum,mean,99,0.4667,0.015,747993.0,0.1284,0.0223,0.7787,0.0074,0.6936,0.0071,0.9986,0.0,0.8186,0.005,0.9551,0.0065 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipconcat,add,79,0.4543,0.0241,338416.0,0.1061,0.0133,0.7689,0.0095,0.6841,0.0088,0.9995,0.0007,0.8122,0.0064,0.97,0.0109 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipconcat,max,59,0.4897,0.0142,338416.0,0.139,0.0503,0.7705,0.0096,0.6855,0.0091,1.0,0.0,0.8134,0.0063,0.9493,0.0049 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipconcat,mean,99,0.4606,0.0107,338416.0,0.1081,0.0139,0.7761,0.0044,0.6908,0.0042,1.0,0.0,0.8171,0.0029,0.9631,0.006 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipsum,add,59,0.4319,0.0014,717361.0,0.1418,0.051,0.7651,0.0053,0.6805,0.0048,0.9995,0.0007,0.8097,0.0035,0.9808,0.0018 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipsum,max,99,0.4887,0.0067,717361.0,0.1042,0.0032,0.7628,0.0045,0.6786,0.0037,0.9986,0.0019,0.8081,0.0033,0.9391,0.0043 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipsum,mean,79,0.4692,0.0069,717361.0,0.1103,0.0122,0.7756,0.0018,0.6924,0.0017,0.9918,0.0049,0.8155,0.0016,0.9415,0.0063 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipconcat,add,79,0.4989,0.0644,323777.0,0.1057,0.0035,0.769,0.004,0.6841,0.0036,0.9995,0.0007,0.8122,0.0027,0.9615,0.0152 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipconcat,max,79,0.5292,0.042,323777.0,0.1077,0.0222,0.7667,0.0052,0.682,0.0047,0.9995,0.0007,0.8108,0.0035,0.9426,0.0143 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipconcat,mean,79,0.4728,0.008,323777.0,0.1117,0.0119,0.7688,0.0051,0.6839,0.0048,1.0,0.0,0.8123,0.0034,0.9622,0.0043 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipsum,add,99,0.4345,0.013,696801.0,0.0569,0.0026,0.7611,0.0053,0.6767,0.0048,1.0,0.0,0.8072,0.0035,0.9836,0.0042 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipsum,max,99,0.4877,0.0135,696801.0,0.0824,0.0163,0.7656,0.006,0.681,0.0054,0.9991,0.0013,0.81,0.0041,0.9429,0.0041 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipsum,mean,79,0.4736,0.0052,696801.0,0.0813,0.0163,0.7717,0.0053,0.6875,0.0052,0.9964,0.0007,0.8136,0.0034,0.9469,0.0007 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipconcat,add,79,0.4535,0.0253,305857.0,0.0966,0.0027,0.7723,0.0075,0.6875,0.0066,0.9986,0.0019,0.8143,0.0053,0.9651,0.0159 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipconcat,max,79,0.4716,0.0054,305857.0,0.1078,0.012,0.7766,0.0079,0.6913,0.0075,1.0,0.0,0.8175,0.0053,0.9551,0.0031 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipconcat,mean,79,0.4633,0.0129,305857.0,0.125,0.0155,0.7742,0.0074,0.6891,0.007,0.9995,0.0007,0.8158,0.0049,0.9585,0.0078 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipsum,add,59,0.4356,0.0076,673793.0,0.0608,0.0026,0.7618,0.0015,0.6774,0.0013,0.9995,0.0007,0.8075,0.0011,0.9792,0.005 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipsum,max,99,0.4883,0.006,673793.0,0.1182,0.0087,0.7724,0.0025,0.6879,0.002,0.9973,0.0019,0.8142,0.0019,0.9334,0.0038 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipsum,mean,79,0.4671,0.0107,673793.0,0.109,0.0061,0.7779,0.0053,0.6951,0.0058,0.9904,0.0029,0.8168,0.0033,0.9418,0.0082 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipconcat,add,99,0.4417,0.004,859130.0,1.1573,0.2268,0.7951,0.0014,0.7111,0.0014,0.9941,0.0001,0.8291,0.0009,0.967,0.0019 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipconcat,max,99,0.4559,0.0045,859130.0,0.8154,0.0479,0.7877,0.0035,0.7033,0.0034,0.9952,0.0004,0.8241,0.0024,0.9609,0.0019 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipconcat,mean,99,0.4376,0.0025,859130.0,0.9693,0.1224,0.8007,0.0007,0.7168,0.0005,0.9943,0.0007,0.8331,0.0006,0.968,0.0013 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipsum,add,99,0.4476,0.0024,1709845.0,1.1616,0.1859,0.803,0.0018,0.7201,0.0016,0.9914,0.0011,0.8342,0.0014,0.9608,0.0015 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipsum,max,99,0.4606,0.003,1709845.0,0.954,0.1012,0.7974,0.0015,0.7149,0.0011,0.9894,0.0022,0.83,0.0013,0.9514,0.0024 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipsum,mean,99,0.4419,0.0009,1709845.0,1.1015,0.0976,0.8198,0.0002,0.7385,0.0004,0.9905,0.0008,0.8461,0.0002,0.9614,0.0006 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipconcat,add,99,0.4426,0.0035,761453.0,1.0105,0.1007,0.8082,0.0041,0.7264,0.0042,0.989,0.001,0.8376,0.0029,0.9608,0.0016 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipconcat,max,99,0.4481,0.0038,761453.0,0.88,0.0938,0.8079,0.0027,0.7258,0.0028,0.9899,0.0008,0.8375,0.0019,0.957,0.0027 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipconcat,mean,99,0.441,0.0025,761453.0,1.0189,0.0115,0.8203,0.0017,0.7401,0.0017,0.9875,0.0016,0.8461,0.0013,0.9608,0.0025 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipsum,add,99,0.4497,0.0041,1554390.0,0.9826,0.0581,0.8112,0.0056,0.7304,0.006,0.9868,0.0013,0.8395,0.0041,0.9557,0.0024 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipsum,max,99,0.4584,0.0014,1554390.0,0.9911,0.0926,0.8083,0.0004,0.7277,0.0004,0.9855,0.0002,0.8372,0.0003,0.9484,0.0009 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipsum,mean,99,0.4445,0.0018,1554390.0,0.98,0.1488,0.8271,0.0012,0.7488,0.002,0.9843,0.0017,0.8506,0.0007,0.9565,0.0012 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipconcat,add,99,0.4464,0.0056,597981.0,0.9702,0.1222,0.7953,0.0003,0.7121,0.0004,0.9913,0.0005,0.8288,0.0001,0.9629,0.0029 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipconcat,max,99,0.4558,0.0025,597981.0,1.117,0.2896,0.7869,0.0042,0.7034,0.0043,0.9923,0.0011,0.8232,0.0028,0.9584,0.0001 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipconcat,mean,99,0.4414,0.0027,597981.0,0.9974,0.1678,0.8062,0.0039,0.724,0.0041,0.99,0.0014,0.8363,0.0029,0.9634,0.0012 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipsum,add,99,0.4617,0.0027,1430625.0,1.0311,0.0673,0.8017,0.0015,0.7208,0.0016,0.9852,0.0023,0.8325,0.0011,0.9493,0.0028 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipsum,max,99,0.4685,0.0009,1430625.0,1.1108,0.0888,0.7993,0.0023,0.7191,0.0028,0.9823,0.0022,0.8304,0.0015,0.9419,0.0007 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipsum,mean,99,0.4474,0.0027,1430625.0,0.7671,0.0472,0.8288,0.0039,0.7515,0.0036,0.9823,0.002,0.8516,0.0031,0.9539,0.0023 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipconcat,add,99,0.4491,0.0057,539246.0,0.9292,0.1332,0.8098,0.0042,0.7297,0.0042,0.9846,0.0012,0.8381,0.0032,0.9548,0.0037 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipconcat,max,99,0.4533,0.003,539246.0,1.0578,0.1128,0.8051,0.0014,0.7235,0.0019,0.9874,0.0019,0.8351,0.0009,0.9523,0.0025 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipconcat,mean,99,0.4441,0.002,539246.0,0.8247,0.105,0.821,0.002,0.742,0.0024,0.9845,0.001,0.8462,0.0014,0.9575,0.0017 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipsum,add,99,0.459,0.0013,1343329.0,1.0468,0.2278,0.8069,0.0023,0.7271,0.0027,0.9827,0.0008,0.8358,0.0016,0.9483,0.0009 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipsum,max,99,0.4694,0.0017,1343329.0,1.091,0.1697,0.8042,0.0013,0.7262,0.0013,0.9766,0.0004,0.833,0.001,0.9371,0.002 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipsum,mean,99,0.4512,0.0009,1343329.0,1.3674,0.2174,0.8305,0.0023,0.7556,0.0023,0.977,0.0011,0.8522,0.0019,0.9496,0.0009 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipconcat,add,99,0.4544,0.0049,480480.0,0.8195,0.0027,0.7917,0.0017,0.709,0.0016,0.9897,0.0013,0.8261,0.0012,0.9592,0.0034 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipconcat,max,99,0.4545,0.0057,480480.0,1.25,0.1022,0.7891,0.0037,0.7059,0.0037,0.9911,0.001,0.8246,0.0025,0.9571,0.0033 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipconcat,mean,99,0.4427,0.0013,480480.0,1.1273,0.045,0.8088,0.0008,0.7279,0.0008,0.9864,0.0009,0.8376,0.0006,0.9604,0.0009 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipsum,add,99,0.4677,0.0042,1268247.0,1.2438,0.0849,0.7989,0.003,0.7186,0.0026,0.9826,0.0017,0.8301,0.0024,0.9446,0.0032 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipsum,max,99,0.4757,0.0011,1268247.0,1.1241,0.1295,0.7962,0.0013,0.7177,0.0009,0.9764,0.0014,0.8273,0.0011,0.9342,0.0008 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipsum,mean,99,0.4508,0.0007,1268247.0,1.0918,0.0797,0.8289,0.0045,0.7544,0.0053,0.9753,0.0003,0.8508,0.0033,0.9495,0.0003 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipconcat,add,99,0.4527,0.003,445691.0,1.2103,0.0884,0.8063,0.0026,0.7262,0.0029,0.9834,0.0009,0.8354,0.0018,0.9529,0.0024 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipconcat,max,99,0.4537,0.0012,445691.0,1.1151,0.0696,0.8028,0.0034,0.7217,0.0039,0.9859,0.0022,0.8333,0.0023,0.9518,0.0012 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipconcat,mean,99,0.4453,0.0038,445691.0,1.1171,0.1348,0.8227,0.0013,0.7443,0.0018,0.983,0.0011,0.8472,0.0008,0.9559,0.003 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipsum,add,99,0.4697,0.0041,1207089.0,1.0324,0.0523,0.797,0.0026,0.7176,0.0024,0.9795,0.0016,0.8283,0.002,0.9415,0.0027 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipsum,max,99,0.4747,0.0036,1207089.0,0.9706,0.124,0.7958,0.0034,0.719,0.0033,0.9714,0.0008,0.8264,0.0025,0.9316,0.0032 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipsum,mean,99,0.4539,0.0017,1207089.0,1.0235,0.0748,0.8308,0.002,0.7578,0.0028,0.9725,0.0037,0.8518,0.0016,0.9467,0.002 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipconcat,add,99,0.4588,0.0017,421953.0,1.0021,0.1109,0.7934,0.003,0.7117,0.0032,0.9865,0.0004,0.8269,0.002,0.956,0.0012 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipconcat,max,99,0.4574,0.0055,421953.0,1.0399,0.051,0.788,0.0055,0.7051,0.0054,0.9903,0.0008,0.8237,0.0039,0.9551,0.0027 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipconcat,mean,99,0.4449,0.0027,421953.0,1.0342,0.13,0.8094,0.003,0.7297,0.0033,0.9828,0.0011,0.8376,0.0021,0.9576,0.002 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipsum,add,99,0.4756,0.0039,1151641.0,0.9634,0.0664,0.7951,0.0032,0.7165,0.0025,0.9766,0.0027,0.8266,0.0026,0.937,0.0045 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipsum,max,99,0.4779,0.0011,1151641.0,1.0586,0.0874,0.7914,0.0017,0.7143,0.0018,0.9711,0.0011,0.8231,0.0011,0.9307,0.0014 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipsum,mean,99,0.4555,0.0028,1151641.0,1.0155,0.0891,0.8282,0.0028,0.7551,0.0041,0.9715,0.002,0.8497,0.0018,0.9452,0.0026 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipconcat,add,99,0.4551,0.0021,388828.0,1.046,0.0495,0.8024,0.0024,0.7219,0.0026,0.9838,0.0001,0.8327,0.0017,0.952,0.0014 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipconcat,max,99,0.4583,0.0018,388828.0,0.903,0.0911,0.7991,0.0033,0.7182,0.0038,0.9846,0.0011,0.8306,0.0023,0.9485,0.0013 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipconcat,mean,99,0.4435,0.0014,388828.0,0.9153,0.1311,0.8211,0.002,0.7427,0.0019,0.9826,0.0013,0.846,0.0016,0.9566,0.0012 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipsum,add,99,0.4738,0.001,1112469.0,1.1789,0.1558,0.7977,0.0017,0.7196,0.0014,0.9755,0.0013,0.8283,0.0014,0.9357,0.0012 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipsum,max,99,0.484,0.0046,1112469.0,1.1377,0.0431,0.7904,0.0029,0.7152,0.0021,0.965,0.0038,0.8215,0.0026,0.9229,0.0042 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipsum,mean,99,0.4564,0.003,1112469.0,1.1437,0.1306,0.8286,0.0007,0.7571,0.0006,0.9675,0.0006,0.8495,0.0006,0.9433,0.0019 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipconcat,add,99,0.4419,0.0027,846641.0,1.0383,0.069,0.8036,0.0052,0.7209,0.0056,0.9908,0.0003,0.8345,0.0037,0.9632,0.0016 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipconcat,max,99,0.4527,0.0019,846641.0,1.1322,0.062,0.7955,0.0027,0.7119,0.0027,0.9928,0.0002,0.8292,0.0019,0.9587,0.0007 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipconcat,mean,99,0.439,0.0005,846641.0,0.9211,0.0902,0.8104,0.0007,0.7282,0.0007,0.9903,0.0007,0.8393,0.0005,0.964,0.0003 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipsum,add,99,0.4505,0.0029,1554390.0,1.0785,0.1304,0.8125,0.0027,0.7324,0.0026,0.9849,0.0015,0.8401,0.0021,0.9544,0.0017 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipsum,max,99,0.4581,0.0032,1554390.0,0.995,0.1257,0.8014,0.0023,0.7199,0.002,0.9868,0.0011,0.8324,0.0017,0.9502,0.0029 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipsum,mean,99,0.4441,0.0018,1554390.0,0.9664,0.1212,0.8261,0.0047,0.7479,0.0054,0.9838,0.0012,0.8498,0.0035,0.957,0.0017 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipconcat,add,99,0.4423,0.0034,744641.0,0.8913,0.0443,0.8151,0.0024,0.7345,0.0027,0.987,0.0016,0.8422,0.0017,0.9598,0.0024 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipconcat,max,99,0.4504,0.0032,744641.0,1.002,0.0584,0.8091,0.0024,0.7282,0.0035,0.9864,0.0029,0.8378,0.0013,0.9545,0.0033 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipconcat,mean,99,0.4426,0.0033,744641.0,0.9816,0.1069,0.8171,0.003,0.7361,0.0031,0.9886,0.0008,0.8439,0.0023,0.9604,0.0022 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipsum,add,99,0.4523,0.0019,1430625.0,1.0551,0.1327,0.814,0.0015,0.7344,0.0021,0.9838,0.0016,0.841,0.001,0.9524,0.0015 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipsum,max,99,0.4603,0.0021,1430625.0,0.9654,0.044,0.8056,0.0042,0.7251,0.0045,0.9842,0.0006,0.835,0.003,0.9463,0.0014 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipsum,mean,99,0.4483,0.0008,1430625.0,1.0136,0.0509,0.8278,0.0028,0.7507,0.0035,0.9816,0.0015,0.8508,0.002,0.9531,0.0007 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipconcat,add,99,0.4466,0.0027,587614.0,1.0047,0.0255,0.8009,0.0031,0.719,0.0034,0.9881,0.001,0.8323,0.0021,0.9599,0.0021 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipconcat,max,99,0.4564,0.0062,587614.0,1.1423,0.0782,0.793,0.0052,0.71,0.0051,0.9905,0.0014,0.8272,0.0037,0.9554,0.0031 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipconcat,mean,99,0.4433,0.0012,587614.0,0.9446,0.0936,0.8103,0.0029,0.7296,0.0031,0.9861,0.0008,0.8387,0.0021,0.9597,0.0006 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipsum,add,99,0.4628,0.0029,1343329.0,0.9342,0.1127,0.8026,0.0012,0.7234,0.0013,0.98,0.0016,0.8324,0.0009,0.9463,0.002 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipsum,max,99,0.4668,0.0017,1343329.0,1.144,0.0941,0.7988,0.0031,0.7187,0.0037,0.982,0.0016,0.83,0.002,0.942,0.0011 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipsum,mean,99,0.4488,0.0021,1343329.0,1.2675,0.1585,0.8264,0.0024,0.7502,0.0024,0.9788,0.0012,0.8494,0.0019,0.9517,0.0017 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipconcat,add,99,0.4472,0.0033,526561.0,1.0065,0.0325,0.8082,0.0056,0.7272,0.0059,0.9865,0.0006,0.8372,0.004,0.957,0.0015 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipconcat,max,99,0.4552,0.0014,526561.0,1.1681,0.0914,0.8021,0.0023,0.7211,0.0026,0.9854,0.0011,0.8328,0.0016,0.9509,0.0009 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipconcat,mean,99,0.4427,0.0016,526561.0,0.9502,0.0957,0.8198,0.001,0.7402,0.001,0.9853,0.0012,0.8454,0.0008,0.9583,0.0016 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipsum,add,99,0.464,0.0028,1268247.0,1.0629,0.1894,0.8068,0.005,0.7284,0.0053,0.9786,0.0018,0.8352,0.0036,0.9439,0.0025 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipsum,max,99,0.4686,0.0027,1268247.0,1.0524,0.0686,0.8036,0.0019,0.726,0.0022,0.9752,0.001,0.8323,0.0014,0.9371,0.0032 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipsum,mean,99,0.451,0.002,1268247.0,1.0374,0.0694,0.8285,0.0027,0.753,0.0029,0.9778,0.0007,0.8508,0.002,0.9498,0.0016 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipconcat,add,99,0.4509,0.0029,482243.0,1.0251,0.1275,0.7976,0.0008,0.7158,0.0013,0.9871,0.0016,0.8298,0.0005,0.9583,0.0023 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipconcat,max,99,0.4555,0.004,482243.0,1.1303,0.0745,0.7919,0.0033,0.7094,0.0031,0.9891,0.0014,0.8262,0.0025,0.9551,0.0023 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipconcat,mean,99,0.4433,0.0033,482243.0,1.1332,0.1086,0.8133,0.0046,0.7331,0.0053,0.9854,0.0013,0.8407,0.0031,0.959,0.0019 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipsum,add,99,0.471,0.0029,1207089.0,1.1011,0.1027,0.8028,0.0033,0.7242,0.004,0.9782,0.0015,0.8322,0.0021,0.941,0.0019 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipsum,max,99,0.4755,0.0019,1207089.0,1.1935,0.1618,0.7912,0.0024,0.7128,0.0025,0.9754,0.0006,0.8237,0.0017,0.9341,0.0006 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipsum,mean,99,0.4513,0.0033,1207089.0,1.0587,0.0566,0.8288,0.0042,0.7546,0.0038,0.9744,0.003,0.8505,0.0035,0.9486,0.0032 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipconcat,add,99,0.4538,0.0053,446986.0,0.995,0.2141,0.8047,0.0054,0.7248,0.0052,0.9825,0.0017,0.8342,0.004,0.9514,0.0036 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipconcat,max,99,0.4557,0.0015,446986.0,1.1521,0.0371,0.8039,0.0064,0.7233,0.0068,0.9847,0.0,0.834,0.0045,0.95,0.001 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipconcat,mean,99,0.4459,0.0024,446986.0,1.1666,0.0214,0.8218,0.0029,0.7438,0.0031,0.9816,0.0002,0.8463,0.0021,0.9553,0.0018 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipsum,add,99,0.4696,0.0033,1151641.0,1.0906,0.0686,0.8005,0.0028,0.7222,0.0031,0.9767,0.0016,0.8304,0.0019,0.9391,0.0025 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipsum,max,99,0.4747,0.0031,1151641.0,1.0056,0.163,0.7985,0.003,0.7218,0.0037,0.9713,0.0027,0.8282,0.002,0.9311,0.003 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipsum,mean,99,0.4524,0.0018,1151641.0,1.0118,0.0723,0.828,0.0038,0.7543,0.0051,0.973,0.0016,0.8498,0.0026,0.9478,0.0015 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipconcat,add,99,0.4615,0.0021,423041.0,1.0619,0.1357,0.7943,0.0015,0.7139,0.0017,0.9823,0.0015,0.8269,0.0011,0.952,0.0015 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipconcat,max,99,0.457,0.0042,423041.0,1.1878,0.1581,0.7932,0.004,0.7111,0.0038,0.9876,0.0012,0.8269,0.003,0.953,0.0025 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipconcat,mean,99,0.443,0.003,423041.0,1.4318,0.058,0.81,0.0006,0.73,0.001,0.9839,0.001,0.8381,0.0003,0.9586,0.0023 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipsum,add,99,0.4738,0.0017,1112469.0,1.0734,0.1372,0.7968,0.001,0.7184,0.0012,0.9762,0.0009,0.8277,0.0006,0.9383,0.0022 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipsum,max,99,0.4748,0.0023,1112469.0,1.0843,0.0905,0.7945,0.004,0.7173,0.0043,0.9722,0.0008,0.8255,0.0027,0.9326,0.0016 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipsum,mean,99,0.4531,0.0011,1112469.0,1.0217,0.0566,0.8268,0.004,0.7535,0.005,0.9717,0.0018,0.8488,0.0029,0.9471,0.0005 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipconcat,add,99,0.4576,0.0031,389611.0,1.175,0.0405,0.8059,0.0042,0.7271,0.0045,0.9796,0.0012,0.8346,0.003,0.9489,0.0027 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipconcat,max,99,0.4587,0.0054,389611.0,0.931,0.0314,0.8027,0.0066,0.7225,0.0065,0.9831,0.0016,0.8329,0.0049,0.9471,0.0038 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipconcat,mean,99,0.4476,0.0012,389611.0,0.8059,0.1025,0.8214,0.0042,0.7444,0.0048,0.9793,0.0003,0.8458,0.003,0.9531,0.0014 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipsum,add,99,0.4714,0.0018,1070849.0,1.1583,0.0282,0.7992,0.0016,0.7211,0.0019,0.9759,0.0009,0.8294,0.001,0.9379,0.0007 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipsum,max,99,0.4847,0.003,1070849.0,1.1775,0.0508,0.7872,0.0037,0.7127,0.0035,0.9622,0.0015,0.8189,0.0028,0.9211,0.0023 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipsum,mean,99,0.4579,0.0022,1070849.0,1.1813,0.1459,0.828,0.0021,0.7567,0.0025,0.9669,0.0004,0.8489,0.0015,0.9425,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipconcat,add,99,0.4522,0.0088,1015300.0,2.4583,0.0608,0.7831,0.0038,0.7011,0.0033,0.9869,0.0016,0.8198,0.0028,0.9591,0.0036 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipconcat,max,99,0.4678,0.0134,1015300.0,2.3879,0.3348,0.7759,0.0058,0.6942,0.0048,0.9862,0.0035,0.8148,0.0044,0.9533,0.005 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipconcat,mean,99,0.4575,0.0169,1015300.0,2.3156,0.3739,0.7892,0.0066,0.7084,0.0055,0.9828,0.0042,0.8234,0.0052,0.956,0.0076 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipsum,add,99,0.4452,0.0021,2067265.0,2.5847,0.4018,0.7919,0.0014,0.7095,0.0014,0.9886,0.0005,0.8261,0.001,0.9609,0.001 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipsum,max,99,0.4545,0.0034,2067265.0,2.6012,0.2095,0.7933,0.0019,0.7116,0.0022,0.9863,0.002,0.8267,0.0012,0.9548,0.0028 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipsum,mean,99,0.4451,0.0017,2067265.0,2.3767,0.0996,0.8026,0.0018,0.7224,0.0018,0.9828,0.0003,0.8328,0.0013,0.9582,0.0007 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipconcat,add,99,0.4411,0.0042,893473.0,2.3154,0.4232,0.7985,0.0045,0.7171,0.0046,0.9859,0.0006,0.8303,0.0032,0.9604,0.0027 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipconcat,max,99,0.4525,0.0074,893473.0,2.3182,0.4601,0.7944,0.0036,0.7126,0.0032,0.9869,0.0021,0.8276,0.0027,0.9547,0.0053 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipconcat,mean,99,0.4459,0.0026,893473.0,2.0955,0.2687,0.8051,0.0025,0.7249,0.002,0.9834,0.0023,0.8346,0.002,0.9573,0.0017 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipsum,add,99,0.4436,0.004,1874780.0,2.3463,0.3182,0.8041,0.0037,0.7232,0.0039,0.9855,0.001,0.8342,0.0027,0.9586,0.0024 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipsum,max,99,0.4586,0.0047,1874780.0,2.1979,0.0715,0.8003,0.0021,0.7192,0.0025,0.9855,0.001,0.8315,0.0013,0.9493,0.0031 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipsum,mean,99,0.4446,0.0027,1874780.0,2.4211,0.2125,0.8106,0.001,0.7314,0.0008,0.9817,0.001,0.8382,0.0009,0.9569,0.0018 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipconcat,add,99,0.4499,0.0083,691361.0,1.9843,0.1594,0.7855,0.0036,0.7042,0.0029,0.9847,0.0027,0.8211,0.0029,0.9583,0.0043 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipconcat,max,99,0.4589,0.0071,691361.0,2.4854,0.0521,0.7781,0.0049,0.6966,0.0044,0.9854,0.0021,0.8162,0.0036,0.9548,0.0033 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipconcat,mean,99,0.4482,0.0026,691361.0,2.3862,0.0524,0.795,0.002,0.7146,0.0024,0.9823,0.0013,0.8273,0.0012,0.9578,0.0017 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipsum,add,99,0.4518,0.0023,1722035.0,1.8446,0.0632,0.7942,0.0007,0.713,0.0009,0.9848,0.0012,0.8272,0.0005,0.9545,0.002 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipsum,max,99,0.4662,0.0045,1722035.0,2.4426,0.0191,0.7904,0.002,0.7101,0.0019,0.9815,0.0013,0.8241,0.0015,0.9442,0.0033 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipsum,mean,99,0.443,0.002,1722035.0,1.9423,0.0966,0.8129,0.0008,0.7349,0.0011,0.9788,0.0015,0.8395,0.0006,0.9567,0.0017 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipconcat,add,99,0.4451,0.0027,618136.0,1.8515,0.082,0.7964,0.0021,0.7157,0.0024,0.9833,0.0011,0.8285,0.0012,0.9568,0.0024 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipconcat,max,99,0.4541,0.0037,618136.0,2.3955,0.1041,0.7948,0.0034,0.7137,0.0033,0.9848,0.0007,0.8276,0.0024,0.9523,0.0026 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipsum,add,99,0.4528,0.0021,1613809.0,2.8244,0.8671,0.7961,0.003,0.716,0.003,0.9815,0.0003,0.828,0.0021,0.9515,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipsum,max,99,0.4647,0.0028,1613809.0,2.4555,0.4942,0.7982,0.0007,0.7183,0.0004,0.981,0.0011,0.8293,0.0006,0.9428,0.0023 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipsum,mean,99,0.4484,0.0035,1613809.0,2.6499,0.1768,0.8196,0.0023,0.7428,0.0026,0.9778,0.0018,0.8442,0.0017,0.9526,0.0027 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipconcat,add,99,0.452,0.0038,546490.0,2.2286,0.3116,0.7843,0.0024,0.7036,0.0022,0.9827,0.0019,0.82,0.0018,0.9557,0.0021 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipconcat,max,99,0.4587,0.0074,546490.0,2.4811,0.2048,0.7781,0.0036,0.6968,0.0026,0.985,0.0033,0.8161,0.0029,0.9544,0.0048 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipconcat,mean,99,0.4471,0.001,546490.0,2.185,0.182,0.8009,0.0031,0.7214,0.0034,0.9807,0.0003,0.8313,0.0021,0.9563,0.0004 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipsum,add,99,0.4581,0.0014,1521017.0,2.0504,0.1345,0.7904,0.0015,0.7097,0.0014,0.9827,0.0011,0.8242,0.001,0.9494,0.0011 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipsum,max,99,0.4707,0.0021,1521017.0,2.389,0.4581,0.7894,0.0023,0.7101,0.0025,0.9784,0.0012,0.8229,0.0016,0.9393,0.0011 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipsum,mean,99,0.4481,0.0017,1521017.0,1.9922,0.1126,0.8138,0.0036,0.7375,0.0044,0.9747,0.0012,0.8396,0.0024,0.9517,0.0016 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipconcat,add,99,0.4501,0.0043,502041.0,2.3856,0.3565,0.7958,0.0029,0.7156,0.0029,0.982,0.0008,0.8278,0.0021,0.953,0.0029 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipconcat,max,99,0.4548,0.0037,502041.0,2.4886,0.0768,0.7989,0.0069,0.7182,0.0071,0.9839,0.0008,0.8303,0.0048,0.9513,0.0024 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipconcat,mean,99,0.4454,0.0005,502041.0,2.5822,0.1082,0.81,0.0028,0.7315,0.0032,0.9797,0.0013,0.8376,0.002,0.9557,0.0009 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipsum,add,99,0.4605,0.0038,1445369.0,2.5906,0.0437,0.7879,0.0013,0.708,0.0012,0.98,0.0011,0.8221,0.0011,0.9463,0.003 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipsum,max,99,0.4712,0.0026,1445369.0,2.3415,0.1647,0.7975,0.0005,0.7188,0.0001,0.9774,0.0017,0.8284,0.0006,0.9363,0.0023 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipsum,mean,99,0.4495,0.0025,1445369.0,2.6444,0.0795,0.8179,0.0028,0.7418,0.0029,0.9755,0.0015,0.8427,0.0021,0.9512,0.0024 -PyG,CoauthorPhysics,link_pred,True,,,1,8,2,skipconcat,mean,99,0.4475,0.0067,473473.0,2.0223,0.072,0.799,0.0028,0.7196,0.0024,0.9797,0.0019,0.8297,0.0022,0.956,0.004 -PyG,CoauthorPhysics,link_pred,True,,,1,8,2,skipsum,add,99,0.4625,0.0014,1377041.0,2.0884,0.2788,0.7842,0.0016,0.7042,0.0017,0.9801,0.0004,0.8195,0.001,0.9464,0.0012 -PyG,CoauthorPhysics,link_pred,True,,,1,8,2,skipsum,max,99,0.4717,0.0011,1377041.0,2.261,0.354,0.7889,0.0031,0.7098,0.0034,0.9776,0.0008,0.8224,0.0021,0.9369,0.0007 -PyG,CoauthorPhysics,link_pred,True,,,1,8,2,skipsum,mean,99,0.4482,0.0032,1377041.0,2.3,0.6579,0.8189,0.0044,0.7434,0.0054,0.9744,0.0012,0.8433,0.0031,0.9515,0.0024 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipconcat,add,99,0.454,0.0042,432298.0,2.2001,0.1516,0.7932,0.0044,0.7138,0.0048,0.979,0.0009,0.8256,0.0031,0.9497,0.0025 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipconcat,max,99,0.4557,0.0046,432298.0,2.4041,0.1435,0.7997,0.0061,0.7192,0.0056,0.9833,0.0028,0.8308,0.0047,0.9508,0.0041 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipconcat,mean,99,0.4457,0.0033,432298.0,2.0326,0.2038,0.8098,0.0022,0.7313,0.0025,0.9795,0.0006,0.8374,0.0015,0.9551,0.0021 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipsum,add,99,0.4653,0.0027,1328209.0,2.0982,0.1739,0.7862,0.0012,0.7071,0.001,0.9768,0.0012,0.8204,0.001,0.9419,0.0019 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipsum,max,99,0.4753,0.0032,1328209.0,2.8593,0.3489,0.7956,0.0022,0.7172,0.0018,0.9761,0.0015,0.8269,0.0018,0.932,0.0031 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipsum,mean,99,0.4505,0.0026,1328209.0,2.3981,0.2084,0.8156,0.0022,0.7401,0.0029,0.9727,0.0017,0.8406,0.0015,0.9494,0.0023 -PyG,CoauthorPhysics,link_pred,True,,,2,2,2,skipconcat,add,99,0.4432,0.0034,999591.0,2.5787,0.2772,0.7938,0.0017,0.7123,0.0017,0.9855,0.0015,0.8269,0.0013,0.9601,0.0022 -PyG,CoauthorPhysics,link_pred,True,,,2,2,2,skipconcat,max,99,0.4547,0.0056,999591.0,2.4155,0.2289,0.7855,0.0046,0.7039,0.0042,0.9859,0.0015,0.8213,0.0034,0.9556,0.0029 -PyG,CoauthorPhysics,link_pred,True,,,2,2,2,skipconcat,mean,99,0.4499,0.006,999591.0,2.1692,0.056,0.7948,0.0051,0.7145,0.005,0.9823,0.0011,0.8273,0.0037,0.9564,0.0025 -PyG,CoauthorPhysics,link_pred,True,,,2,2,2,skipsum,max,99,0.4587,0.0037,1874780.0,2.6405,0.1771,0.7952,0.0033,0.7145,0.0035,0.9831,0.0006,0.8276,0.0023,0.9495,0.0019 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipconcat,add,99,0.4424,0.0029,873441.0,2.266,0.2447,0.8034,0.0054,0.7233,0.0055,0.9829,0.0022,0.8333,0.0039,0.9582,0.0023 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipconcat,max,99,0.4497,0.0034,873441.0,2.284,0.3517,0.8029,0.0043,0.7216,0.0045,0.9864,0.0006,0.8335,0.0031,0.9556,0.0023 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipconcat,mean,99,0.4441,0.0023,873441.0,1.7612,0.0873,0.8054,0.0015,0.725,0.001,0.9841,0.0017,0.8349,0.0013,0.9581,0.0013 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipsum,add,99,0.4471,0.0029,1722035.0,2.6623,0.1723,0.8035,0.0041,0.7237,0.0044,0.982,0.0005,0.8333,0.0028,0.9549,0.0016 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipsum,max,99,0.4564,0.0021,1722035.0,2.6768,0.3179,0.8006,0.0006,0.72,0.0006,0.9836,0.0001,0.8314,0.0004,0.9501,0.0016 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipsum,mean,99,0.4488,0.0013,1722035.0,2.5684,0.311,0.8158,0.0011,0.7379,0.0014,0.9793,0.0007,0.8417,0.0007,0.953,0.0006 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipconcat,add,99,0.451,0.0051,679384.0,2.0613,0.2208,0.7891,0.0022,0.7088,0.0017,0.9814,0.0021,0.8231,0.0018,0.9547,0.0031 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipconcat,max,99,0.4619,0.0078,679384.0,2.0547,0.0603,0.7805,0.0031,0.6996,0.0021,0.9834,0.0033,0.8176,0.0026,0.951,0.0049 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipconcat,mean,99,0.4462,0.005,679384.0,2.3947,0.0823,0.8008,0.0035,0.7214,0.0031,0.98,0.0018,0.8311,0.0027,0.9568,0.0026 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipsum,add,99,0.4572,0.0016,1613809.0,2.55,0.3084,0.7963,0.0033,0.717,0.0035,0.9791,0.0006,0.8278,0.0023,0.9481,0.0012 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipsum,max,99,0.4649,0.0012,1613809.0,2.4111,0.2588,0.7966,0.0022,0.7168,0.0023,0.9808,0.0007,0.8283,0.0016,0.9441,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipsum,mean,99,0.4462,0.0031,1613809.0,2.5026,0.1139,0.8186,0.0031,0.7419,0.0035,0.9772,0.0018,0.8434,0.0023,0.9538,0.0023 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipconcat,add,99,0.4469,0.003,603841.0,1.9801,0.0728,0.7988,0.0026,0.719,0.0025,0.9807,0.0011,0.8297,0.0019,0.9545,0.0021 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipconcat,max,99,0.4555,0.006,603841.0,2.3953,0.1398,0.7975,0.0011,0.7169,0.0015,0.9832,0.0019,0.8292,0.0007,0.9503,0.0048 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipconcat,mean,99,0.4495,0.0006,603841.0,2.1984,0.2633,0.8112,0.0035,0.7327,0.0039,0.9799,0.0005,0.8384,0.0025,0.9527,0.0006 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipsum,add,99,0.4565,0.0019,1521017.0,2.4487,0.2453,0.7967,0.0044,0.7174,0.0043,0.9789,0.001,0.828,0.0032,0.948,0.0009 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipsum,max,99,0.4654,0.0019,1521017.0,2.2278,0.1996,0.799,0.0019,0.7192,0.0021,0.981,0.0001,0.8299,0.0014,0.942,0.0016 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipsum,mean,99,0.4479,0.0017,1521017.0,1.8693,0.0503,0.8213,0.0008,0.7448,0.0009,0.9776,0.0012,0.8455,0.0006,0.9529,0.0008 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipconcat,add,99,0.4577,0.0079,548253.0,1.9851,0.1683,0.787,0.0056,0.7076,0.0051,0.9782,0.0027,0.8212,0.0042,0.9504,0.0041 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipconcat,max,99,0.458,0.0068,548253.0,2.3561,0.2006,0.7843,0.0051,0.7035,0.0046,0.9831,0.0017,0.8201,0.0037,0.9512,0.0051 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipconcat,mean,99,0.4477,0.0018,548253.0,2.4069,0.38,0.7977,0.0026,0.7188,0.0029,0.9782,0.001,0.8286,0.0018,0.9551,0.0013 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipsum,add,99,0.4617,0.0033,1445369.0,2.1638,0.2429,0.7923,0.001,0.7133,0.0016,0.9774,0.0019,0.8247,0.0004,0.9449,0.0029 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipsum,max,99,0.4679,0.0003,1445369.0,2.2684,0.3112,0.792,0.0033,0.7125,0.0037,0.9791,0.0015,0.8248,0.0022,0.9407,0.0003 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipsum,mean,99,0.4495,0.0015,1445369.0,2.4481,0.2833,0.8182,0.0009,0.7426,0.0006,0.9741,0.0014,0.8427,0.0009,0.9504,0.0008 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipconcat,add,99,0.4531,0.0023,503336.0,2.3537,0.1637,0.8017,0.0014,0.723,0.0015,0.9784,0.0013,0.8315,0.001,0.9496,0.0017 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipconcat,max,99,0.4559,0.0045,503336.0,1.9223,0.1722,0.7984,0.0058,0.7179,0.0059,0.9831,0.0005,0.8299,0.0041,0.95,0.0029 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipconcat,mean,99,0.4457,0.0013,503336.0,2.0178,0.0778,0.8102,0.0038,0.732,0.0042,0.9789,0.0003,0.8376,0.0028,0.9549,0.001 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipsum,add,99,0.463,0.0014,1377041.0,1.9964,0.1959,0.7889,0.0038,0.7099,0.0041,0.9772,0.0005,0.8224,0.0026,0.943,0.0015 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipsum,max,99,0.4679,0.002,1377041.0,2.173,0.0311,0.7966,0.0009,0.7177,0.0006,0.9777,0.0012,0.8277,0.0008,0.9391,0.0018 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipsum,mean,99,0.4506,0.0018,1377041.0,2.4329,0.2455,0.8234,0.0006,0.7478,0.0007,0.976,0.0007,0.8468,0.0005,0.9503,0.0015 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipconcat,add,99,0.4605,0.0027,474561.0,2.0462,0.1063,0.7844,0.0023,0.7055,0.0022,0.9767,0.0007,0.8192,0.0015,0.9477,0.0007 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipconcat,max,99,0.4613,0.0084,474561.0,2.0361,0.1414,0.783,0.0069,0.7027,0.0061,0.9811,0.0041,0.8189,0.0053,0.9486,0.0062 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipconcat,mean,99,0.4482,0.0028,474561.0,2.122,0.1541,0.7983,0.0039,0.7195,0.0039,0.9779,0.0013,0.829,0.0029,0.9546,0.0017 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipsum,add,99,0.4676,0.0028,1328209.0,2.1565,0.1926,0.786,0.0004,0.7072,0.0002,0.9761,0.0013,0.8201,0.0004,0.9402,0.0023 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipsum,max,99,0.4742,0.0036,1328209.0,2.0255,0.0636,0.7886,0.0039,0.7098,0.0039,0.9764,0.0009,0.822,0.0028,0.9348,0.0019 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipsum,mean,99,0.4512,0.0013,1328209.0,2.0899,0.2356,0.8194,0.0023,0.7441,0.0029,0.9738,0.0018,0.8435,0.0017,0.9495,0.0013 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipconcat,add,99,0.4588,0.0015,433081.0,1.986,0.2548,0.791,0.0034,0.7124,0.0035,0.9759,0.0018,0.8236,0.0023,0.945,0.001 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipconcat,max,99,0.4595,0.0048,433081.0,1.8853,0.1308,0.8004,0.0029,0.7205,0.0028,0.9817,0.0009,0.8311,0.0021,0.9468,0.0038 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipconcat,mean,99,0.4475,0.005,433081.0,1.9782,0.1034,0.8115,0.0048,0.7338,0.0056,0.978,0.0013,0.8384,0.0033,0.9532,0.004 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipsum,add,99,0.4699,0.0015,1276929.0,1.9002,0.1492,0.7853,0.0024,0.7072,0.0025,0.9739,0.0018,0.8194,0.0017,0.9374,0.002 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipsum,max,99,0.4719,0.0044,1276929.0,1.7477,0.0455,0.7945,0.0003,0.7159,0.0004,0.9766,0.0003,0.8262,0.0002,0.9348,0.0033 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipsum,mean,99,0.4511,0.0032,1276929.0,1.8561,0.1458,0.8221,0.0037,0.7477,0.0044,0.9725,0.0004,0.8454,0.0027,0.9487,0.0018 -PyG,Cora,link_pred,True,,,1,2,2,skipconcat,add,99,0.4763,0.0188,338046.0,0.0257,0.001,0.7612,0.0046,0.6769,0.0042,1.0,0.0,0.8073,0.003,0.9739,0.0045 -PyG,Cora,link_pred,True,,,1,2,2,skipconcat,max,99,0.5239,0.0061,338046.0,0.0245,0.0005,0.7567,0.0036,0.6727,0.0033,1.0,0.0,0.8043,0.0023,0.9609,0.0013 -PyG,Cora,link_pred,True,,,1,2,2,skipconcat,mean,19,2.3662,1.3604,338046.0,0.031,0.0088,0.7386,0.0197,0.6575,0.0166,0.9976,0.0025,0.7925,0.0128,0.8879,0.0405 -PyG,Cora,link_pred,True,,,1,2,2,skipsum,add,79,0.8698,0.5648,517261.0,0.0296,0.0067,0.7581,0.0079,0.6746,0.0062,0.9972,0.0039,0.8048,0.0057,0.9514,0.0289 -PyG,Cora,link_pred,True,,,1,2,2,skipsum,max,99,0.4697,0.0094,517261.0,0.0237,0.0014,0.7588,0.0038,0.6746,0.0034,1.0,0.0,0.8057,0.0024,0.9692,0.005 -PyG,Cora,link_pred,True,,,1,2,2,skipsum,mean,79,0.4356,0.0111,517261.0,0.0236,0.0012,0.7636,0.003,0.679,0.0027,1.0,0.0,0.8088,0.0019,0.9856,0.0042 -PyG,Cora,link_pred,True,,,1,2,3,skipconcat,add,99,0.4399,0.0086,320949.0,0.0226,0.0012,0.7718,0.006,0.6867,0.0056,1.0,0.0,0.8142,0.004,0.9789,0.0045 -PyG,Cora,link_pred,True,,,1,2,3,skipconcat,max,99,0.448,0.0028,320949.0,0.0244,0.0006,0.7655,0.0019,0.6807,0.0017,1.0,0.0,0.81,0.0012,0.9765,0.0018 -PyG,Cora,link_pred,True,,,1,2,3,skipconcat,mean,79,0.441,0.0115,320949.0,0.0302,0.0038,0.7693,0.0047,0.6843,0.0043,1.0,0.0,0.8126,0.0031,0.9801,0.0065 -PyG,Cora,link_pred,True,,,1,2,3,skipsum,add,99,0.441,0.0063,485362.0,0.0271,0.0046,0.7713,0.0053,0.6862,0.005,1.0,0.0,0.8139,0.0035,0.9791,0.0036 -PyG,Cora,link_pred,True,,,1,2,3,skipsum,max,99,0.4566,0.0065,485362.0,0.0247,0.0012,0.7594,0.0047,0.6751,0.0043,1.0,0.0,0.8061,0.0031,0.9714,0.0043 -PyG,Cora,link_pred,True,,,1,2,3,skipsum,mean,99,0.4347,0.0084,485362.0,0.0368,0.008,0.7723,0.0022,0.6871,0.0021,1.0,0.0,0.8145,0.0015,0.9805,0.0045 -PyG,Cora,link_pred,True,,,1,4,2,skipconcat,add,99,0.4707,0.0015,286405.0,0.0279,0.0016,0.7649,0.0028,0.6802,0.0026,1.0,0.0,0.8097,0.0018,0.9721,0.0013 -PyG,Cora,link_pred,True,,,1,4,2,skipconcat,max,99,0.5121,0.031,286405.0,0.0282,0.0038,0.7584,0.0022,0.6742,0.002,1.0,0.0,0.8054,0.0014,0.9599,0.0085 -PyG,Cora,link_pred,True,,,1,4,2,skipconcat,mean,19,1.9993,1.0895,286405.0,0.0286,0.0012,0.7323,0.0196,0.6536,0.0158,0.9901,0.0055,0.7874,0.0131,0.8943,0.0307 -PyG,Cora,link_pred,True,,,1,4,2,skipsum,add,79,0.4501,0.0033,458293.0,0.0278,0.0011,0.7726,0.0045,0.6874,0.0042,1.0,0.0,0.8147,0.003,0.9747,0.0014 -PyG,Cora,link_pred,True,,,1,4,2,skipsum,max,99,0.4743,0.01,458293.0,0.0303,0.0022,0.7603,0.0019,0.6759,0.0018,1.0,0.0,0.8066,0.0013,0.9593,0.0061 -PyG,Cora,link_pred,True,,,1,4,2,skipsum,mean,79,0.4358,0.0107,458293.0,0.0298,0.004,0.7799,0.007,0.6944,0.0067,1.0,0.0,0.8196,0.0047,0.9775,0.0056 -PyG,Cora,link_pred,True,,,1,4,3,skipconcat,add,79,0.4455,0.0086,276018.0,0.0261,0.001,0.7678,0.0022,0.6829,0.002,1.0,0.0,0.8116,0.0014,0.9746,0.0061 -PyG,Cora,link_pred,True,,,1,4,3,skipconcat,max,99,0.4563,0.0071,276018.0,0.0589,0.0058,0.761,0.0031,0.6767,0.0028,1.0,0.0,0.8071,0.002,0.9728,0.0038 -PyG,Cora,link_pred,True,,,1,4,3,skipconcat,mean,79,0.4491,0.0066,276018.0,0.0318,0.0019,0.7811,0.0088,0.6956,0.0086,1.0,0.0,0.8204,0.0059,0.9681,0.0038 -PyG,Cora,link_pred,True,,,1,4,3,skipsum,add,99,0.4413,0.0012,440833.0,0.0315,0.0041,0.7724,0.005,0.6872,0.0048,1.0,0.0,0.8146,0.0033,0.9753,0.0002 -PyG,Cora,link_pred,True,,,1,4,3,skipsum,max,99,0.4761,0.0053,440833.0,0.0309,0.0048,0.7598,0.0007,0.6755,0.0007,1.0,0.0,0.8063,0.0005,0.9538,0.0054 -PyG,Cora,link_pred,True,,,1,4,3,skipsum,mean,79,0.4502,0.0019,440833.0,0.0318,0.0034,0.7863,0.0055,0.7007,0.0056,0.9996,0.0006,0.8239,0.0037,0.9654,0.0024 -PyG,Cora,link_pred,True,,,1,6,2,skipconcat,add,99,0.4676,0.0033,260228.0,0.028,0.0022,0.7628,0.005,0.6783,0.0046,1.0,0.0,0.8083,0.0032,0.9719,0.0044 -PyG,Cora,link_pred,True,,,1,6,2,skipconcat,max,99,0.5189,0.0163,260228.0,0.0307,0.0065,0.763,0.0061,0.6785,0.0056,1.0,0.0,0.8084,0.0039,0.9538,0.0056 -PyG,Cora,link_pred,True,,,1,6,2,skipconcat,mean,39,0.5719,0.0822,260228.0,0.0338,0.0058,0.7701,0.0066,0.6855,0.0064,0.9984,0.0011,0.8129,0.0042,0.94,0.0216 -PyG,Cora,link_pred,True,,,1,6,2,skipsum,add,99,0.4539,0.0088,424843.0,0.0303,0.0011,0.7594,0.008,0.6752,0.0073,1.0,0.0,0.8061,0.0052,0.9741,0.0043 -PyG,Cora,link_pred,True,,,1,6,2,skipsum,max,99,0.4827,0.0023,424843.0,0.0341,0.0024,0.7618,0.0021,0.6775,0.002,0.9996,0.0006,0.8076,0.0013,0.9498,0.0043 -PyG,Cora,link_pred,True,,,1,6,2,skipsum,mean,99,0.4505,0.0045,424843.0,0.032,0.0073,0.7784,0.0046,0.6932,0.0048,0.9992,0.0011,0.8185,0.0029,0.9664,0.0049 -PyG,Cora,link_pred,True,,,1,6,3,skipconcat,add,79,0.4526,0.0114,257671.0,0.0337,0.003,0.7723,0.0081,0.6872,0.0076,1.0,0.0,0.8145,0.0053,0.9685,0.007 -PyG,Cora,link_pred,True,,,1,6,3,skipconcat,max,99,0.4643,0.0113,257671.0,0.0359,0.0041,0.7663,0.0074,0.6815,0.0069,1.0,0.0,0.8106,0.0048,0.9669,0.0046 -PyG,Cora,link_pred,True,,,1,6,3,skipconcat,mean,79,0.4445,0.0072,257671.0,0.0299,0.0026,0.7756,0.0055,0.6903,0.0052,1.0,0.0,0.8168,0.0037,0.9727,0.0036 -PyG,Cora,link_pred,True,,,1,6,3,skipsum,add,79,0.4474,0.0102,412033.0,0.0273,0.0017,0.7634,0.0071,0.6789,0.0065,1.0,0.0,0.8087,0.0046,0.9733,0.0043 -PyG,Cora,link_pred,True,,,1,6,3,skipsum,max,99,0.4812,0.0036,412033.0,0.0344,0.0009,0.7663,0.0058,0.682,0.0056,0.998,0.002,0.8103,0.0037,0.9461,0.0028 -PyG,Cora,link_pred,True,,,1,6,3,skipsum,mean,79,0.4501,0.007,412033.0,0.0331,0.0006,0.7848,0.01,0.7002,0.0086,0.9964,0.0042,0.8224,0.0074,0.9612,0.0065 -PyG,Cora,link_pred,True,,,1,8,2,skipconcat,add,99,0.465,0.0047,250049.0,0.0325,0.0023,0.7662,0.0041,0.6815,0.0039,0.9996,0.0006,0.8104,0.0026,0.9702,0.0067 -PyG,Cora,link_pred,True,,,1,8,2,skipconcat,max,99,0.6134,0.1575,250049.0,0.0365,0.0028,0.762,0.0066,0.6777,0.0061,0.9996,0.0006,0.8077,0.0044,0.9362,0.0293 -PyG,Cora,link_pred,True,,,1,8,2,skipconcat,mean,79,0.906,0.5074,250049.0,0.0336,0.0049,0.7622,0.0148,0.6792,0.0119,0.9945,0.007,0.8071,0.0107,0.9256,0.0377 -PyG,Cora,link_pred,True,,,1,8,2,skipsum,add,99,0.4517,0.0033,399561.0,0.0318,0.001,0.7594,0.0057,0.6751,0.0052,1.0,0.0,0.806,0.0037,0.9726,0.0022 -PyG,Cora,link_pred,True,,,1,8,2,skipsum,max,99,0.4866,0.0162,399561.0,0.0354,0.0008,0.7636,0.0121,0.6795,0.0114,0.9988,0.001,0.8087,0.0077,0.9433,0.0064 -PyG,Cora,link_pred,True,,,1,8,2,skipsum,mean,79,0.4585,0.001,399561.0,0.0367,0.0039,0.7855,0.0055,0.7014,0.0044,0.9945,0.0045,0.8226,0.0044,0.9516,0.0035 -PyG,Cora,link_pred,True,,,1,8,3,skipconcat,add,79,0.4694,0.0148,243784.0,0.0368,0.0022,0.7702,0.0071,0.6854,0.0063,0.9992,0.0011,0.813,0.0048,0.9577,0.0134 -PyG,Cora,link_pred,True,,,1,8,3,skipconcat,max,79,0.469,0.0093,243784.0,0.0352,0.0004,0.7664,0.0048,0.6816,0.0045,1.0,0.0,0.8106,0.0031,0.9603,0.0031 -PyG,Cora,link_pred,True,,,1,8,3,skipconcat,mean,79,0.4555,0.0115,243784.0,0.0346,0.0006,0.7741,0.011,0.6889,0.0105,1.0,0.0,0.8158,0.0073,0.9654,0.0033 -PyG,Cora,link_pred,True,,,1,8,3,skipsum,add,99,0.4513,0.0038,392621.0,0.037,0.005,0.7616,0.0034,0.6772,0.0031,1.0,0.0,0.8075,0.0022,0.9714,0.0011 -PyG,Cora,link_pred,True,,,1,8,3,skipsum,max,79,0.4923,0.0132,392621.0,0.0399,0.0012,0.7568,0.0098,0.6739,0.0089,0.9957,0.0024,0.8037,0.0064,0.9336,0.0082 -PyG,Cora,link_pred,True,,,1,8,3,skipsum,mean,79,0.4594,0.0046,392621.0,0.038,0.0011,0.7827,0.0042,0.699,0.0032,0.9929,0.0054,0.8204,0.0034,0.9509,0.0048 -PyG,Cora,link_pred,True,,,2,2,2,skipconcat,add,79,0.4566,0.0064,336301.0,0.0282,0.0016,0.7651,0.0047,0.6804,0.0044,1.0,0.0,0.8098,0.0031,0.9769,0.0046 -PyG,Cora,link_pred,True,,,2,2,2,skipconcat,max,99,0.5187,0.0128,336301.0,0.0277,0.0029,0.7622,0.005,0.6777,0.0047,1.0,0.0,0.8079,0.0033,0.9548,0.007 -PyG,Cora,link_pred,True,,,2,2,2,skipconcat,mean,79,0.5626,0.1629,336301.0,0.0248,0.0027,0.7663,0.0145,0.6819,0.0131,0.9992,0.0011,0.8105,0.0097,0.9504,0.039 -PyG,Cora,link_pred,True,,,2,2,2,skipsum,add,79,0.45,0.0082,485362.0,0.0285,0.0042,0.7642,0.0015,0.6795,0.0014,1.0,0.0,0.8092,0.001,0.978,0.0035 -PyG,Cora,link_pred,True,,,2,2,2,skipsum,max,99,0.4632,0.0067,485362.0,0.0317,0.0036,0.7672,0.0041,0.6823,0.0039,1.0,0.0,0.8112,0.0027,0.969,0.0046 -PyG,Cora,link_pred,True,,,2,2,2,skipsum,mean,99,0.4436,0.0171,485362.0,0.0263,0.0021,0.7659,0.0034,0.6811,0.0031,1.0,0.0,0.8103,0.0022,0.9793,0.0071 -PyG,Cora,link_pred,True,,,2,2,3,skipconcat,add,79,0.4427,0.0134,314881.0,0.0337,0.0124,0.7717,0.0067,0.6866,0.0063,1.0,0.0,0.8142,0.0044,0.9745,0.0062 -PyG,Cora,link_pred,True,,,2,2,3,skipconcat,max,99,0.4613,0.0034,314881.0,0.0257,0.0032,0.7559,0.0038,0.672,0.0034,1.0,0.0,0.8038,0.0025,0.9742,0.0013 -PyG,Cora,link_pred,True,,,2,2,3,skipconcat,mean,99,0.4418,0.0071,314881.0,0.0254,0.001,0.7723,0.0051,0.6871,0.0048,1.0,0.0,0.8145,0.0034,0.9767,0.0056 -PyG,Cora,link_pred,True,,,2,2,3,skipsum,add,99,0.4371,0.0013,458293.0,0.0277,0.0015,0.7733,0.0082,0.6881,0.0078,1.0,0.0,0.8152,0.0055,0.979,0.0026 -PyG,Cora,link_pred,True,,,2,2,3,skipsum,max,79,0.4571,0.0086,458293.0,0.0269,0.001,0.7649,0.0071,0.6803,0.0065,1.0,0.0,0.8097,0.0046,0.9695,0.0044 -PyG,Cora,link_pred,True,,,2,2,3,skipsum,mean,79,0.4324,0.0055,458293.0,0.025,0.0018,0.7786,0.0046,0.6931,0.0044,1.0,0.0,0.8187,0.0031,0.9805,0.0013 -PyG,Cora,link_pred,True,,,2,4,2,skipconcat,add,79,0.4637,0.0053,281410.0,0.0346,0.0046,0.7674,0.0053,0.6825,0.0049,1.0,0.0,0.8113,0.0034,0.9715,0.0036 -PyG,Cora,link_pred,True,,,2,4,2,skipconcat,max,99,0.5691,0.1039,281410.0,0.0295,0.0012,0.7554,0.0022,0.6716,0.002,0.9996,0.0006,0.8034,0.0014,0.9413,0.025 -PyG,Cora,link_pred,True,,,2,4,2,skipconcat,mean,99,0.8604,0.4115,281410.0,0.0267,0.0015,0.7699,0.0053,0.6862,0.0036,0.9949,0.0056,0.8122,0.0044,0.9254,0.0356 -PyG,Cora,link_pred,True,,,2,4,2,skipsum,add,99,0.4418,0.0016,440833.0,0.0316,0.0098,0.7702,0.0059,0.6852,0.0055,1.0,0.0,0.8132,0.0039,0.978,0.0014 -PyG,Cora,link_pred,True,,,2,4,2,skipsum,max,99,0.4743,0.0059,440833.0,0.0319,0.0032,0.7597,0.0048,0.6754,0.0044,1.0,0.0,0.8063,0.0032,0.9595,0.0024 -PyG,Cora,link_pred,True,,,2,4,2,skipsum,mean,99,0.4426,0.0035,440833.0,0.0379,0.0042,0.7794,0.0051,0.6939,0.0049,1.0,0.0,0.8193,0.0034,0.9721,0.002 -PyG,Cora,link_pred,True,,,2,4,3,skipconcat,add,99,0.4441,0.0072,268705.0,0.0362,0.004,0.7746,0.0073,0.6893,0.0069,1.0,0.0,0.8161,0.0049,0.973,0.0046 -PyG,Cora,link_pred,True,,,2,4,3,skipconcat,max,99,0.4608,0.0045,268705.0,0.0326,0.0034,0.7654,0.0048,0.6807,0.0044,1.0,0.0,0.81,0.0032,0.9675,0.0024 -PyG,Cora,link_pred,True,,,2,4,3,skipconcat,mean,79,0.4431,0.0052,268705.0,0.0305,0.0023,0.7757,0.0005,0.6904,0.0004,1.0,0.0,0.8168,0.0003,0.9731,0.0026 -PyG,Cora,link_pred,True,,,2,4,3,skipsum,add,99,0.4429,0.0033,424843.0,0.029,0.0011,0.7681,0.0007,0.6832,0.0007,1.0,0.0,0.8118,0.0005,0.9749,0.0013 -PyG,Cora,link_pred,True,,,2,4,3,skipsum,max,79,0.4784,0.0091,424843.0,0.0318,0.0045,0.7586,0.0046,0.6744,0.0041,1.0,0.0,0.8055,0.003,0.9522,0.0095 -PyG,Cora,link_pred,True,,,2,4,3,skipsum,mean,79,0.4478,0.0033,424843.0,0.0274,0.0009,0.7785,0.0032,0.6935,0.0033,0.9984,0.0015,0.8184,0.002,0.9654,0.0043 -PyG,Cora,link_pred,True,,,2,6,2,skipconcat,add,99,0.4588,0.0063,261991.0,0.0309,0.0023,0.7723,0.008,0.6872,0.0076,1.0,0.0,0.8146,0.0054,0.9715,0.0023 -PyG,Cora,link_pred,True,,,2,6,2,skipconcat,max,99,0.4993,0.0305,261991.0,0.035,0.0053,0.7617,0.0076,0.6773,0.0069,1.0,0.0,0.8076,0.0049,0.9562,0.0149 -PyG,Cora,link_pred,True,,,2,6,2,skipconcat,mean,79,0.5301,0.108,261991.0,0.034,0.0012,0.7763,0.0067,0.6911,0.006,0.9992,0.0011,0.8171,0.0046,0.9442,0.031 -PyG,Cora,link_pred,True,,,2,6,2,skipsum,add,99,0.4482,0.0026,412033.0,0.0304,0.0035,0.7652,0.0021,0.6805,0.0019,1.0,0.0,0.8098,0.0013,0.9761,0.0027 -PyG,Cora,link_pred,True,,,2,6,2,skipsum,max,99,0.4836,0.0074,412033.0,0.0298,0.0015,0.7612,0.0083,0.6769,0.0075,0.9996,0.0006,0.8072,0.0055,0.9492,0.0089 -PyG,Cora,link_pred,True,,,2,6,2,skipsum,mean,79,0.4479,0.0069,412033.0,0.0343,0.0053,0.7863,0.0031,0.7011,0.0029,0.998,0.0015,0.8237,0.0022,0.964,0.0058 -PyG,Cora,link_pred,True,,,2,6,3,skipconcat,add,99,0.4592,0.0129,258966.0,0.0348,0.0019,0.7776,0.004,0.6922,0.0039,1.0,0.0,0.8181,0.0027,0.9602,0.0113 -PyG,Cora,link_pred,True,,,2,6,3,skipconcat,max,99,0.47,0.0015,258966.0,0.0478,0.0193,0.7686,0.0015,0.6837,0.0014,1.0,0.0,0.8121,0.001,0.9618,0.0021 -PyG,Cora,link_pred,True,,,2,6,3,skipconcat,mean,79,0.4531,0.0035,258966.0,0.0338,0.0016,0.7789,0.0045,0.6935,0.0043,0.9996,0.0006,0.8189,0.0031,0.9627,0.0025 -PyG,Cora,link_pred,True,,,2,6,3,skipsum,add,99,0.4491,0.0051,399561.0,0.0338,0.0037,0.765,0.0024,0.6803,0.0022,1.0,0.0,0.8097,0.0016,0.9724,0.0028 -PyG,Cora,link_pred,True,,,2,6,3,skipsum,max,99,0.4775,0.0037,399561.0,0.033,0.0025,0.7603,0.004,0.6764,0.0037,0.9984,0.0006,0.8064,0.0025,0.9467,0.0048 -PyG,Cora,link_pred,True,,,2,6,3,skipsum,mean,79,0.4619,0.0039,399561.0,0.0413,0.0058,0.7827,0.0057,0.6996,0.0057,0.9913,0.0072,0.8203,0.0042,0.9492,0.0049 -PyG,Cora,link_pred,True,,,2,8,2,skipconcat,add,99,0.4737,0.0036,251137.0,0.0419,0.0102,0.7639,0.003,0.6793,0.0028,1.0,0.0,0.809,0.002,0.9651,0.0052 -PyG,Cora,link_pred,True,,,2,8,2,skipconcat,max,99,0.5734,0.0996,251137.0,0.0312,0.0025,0.761,0.0026,0.6767,0.0027,0.9992,0.0011,0.8069,0.0015,0.9333,0.028 -PyG,Cora,link_pred,True,,,2,8,2,skipconcat,mean,79,0.4641,0.0162,251137.0,0.0346,0.0029,0.7796,0.0053,0.6941,0.0051,1.0,0.0,0.8194,0.0036,0.9596,0.01 -PyG,Cora,link_pred,True,,,2,8,2,skipsum,add,99,0.445,0.0067,392621.0,0.0341,0.0025,0.7702,0.0038,0.6852,0.0035,1.0,0.0,0.8132,0.0025,0.9746,0.0026 -PyG,Cora,link_pred,True,,,2,8,2,skipsum,max,99,0.4915,0.011,392621.0,0.0404,0.0047,0.7628,0.0066,0.6788,0.006,0.998,0.0006,0.808,0.0043,0.9399,0.0036 -PyG,Cora,link_pred,True,,,2,8,2,skipsum,mean,79,0.4513,0.0063,392621.0,0.0399,0.0018,0.7867,0.0052,0.702,0.0046,0.9964,0.0016,0.8237,0.0038,0.9577,0.0038 -PyG,Cora,link_pred,True,,,2,8,3,skipconcat,add,79,0.4632,0.0129,244567.0,0.0401,0.0029,0.7733,0.0027,0.6882,0.0022,0.9992,0.0011,0.815,0.0019,0.9582,0.0109 -PyG,Cora,link_pred,True,,,2,8,3,skipconcat,max,99,0.4701,0.0055,244567.0,0.0418,0.0042,0.768,0.0009,0.6831,0.0009,1.0,0.0,0.8117,0.0007,0.9583,0.0054 -PyG,Cora,link_pred,True,,,2,8,3,skipconcat,mean,79,0.4472,0.0089,244567.0,0.0401,0.0045,0.7825,0.0052,0.6971,0.0051,0.9996,0.0006,0.8213,0.0035,0.965,0.0098 -PyG,Cora,link_pred,True,,,2,8,3,skipsum,add,99,0.4509,0.0052,383233.0,0.0351,0.0031,0.7677,0.002,0.683,0.0019,0.9996,0.0006,0.8115,0.0013,0.9682,0.003 -PyG,Cora,link_pred,True,,,2,8,3,skipsum,max,99,0.4951,0.0152,383233.0,0.0408,0.0052,0.7636,0.0107,0.6806,0.0098,0.9941,0.001,0.8079,0.0072,0.9289,0.0092 -PyG,Cora,link_pred,True,,,2,8,3,skipsum,mean,99,0.4679,0.0132,383233.0,0.0371,0.0049,0.7759,0.0027,0.6942,0.002,0.9866,0.0075,0.8149,0.0027,0.9463,0.0108 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipconcat,add,79,0.5734,0.0126,204186.0,0.6806,0.0153,0.7335,0.0068,0.6548,0.0059,0.9882,0.0007,0.7876,0.0044,0.8572,0.0171 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipconcat,max,79,0.588,0.0111,204186.0,0.8176,0.0238,0.7286,0.0058,0.651,0.0042,0.9854,0.0044,0.784,0.0044,0.8362,0.0108 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipconcat,mean,79,0.5873,0.0096,204186.0,0.754,0.0109,0.7224,0.0068,0.6449,0.0056,0.9901,0.0023,0.7811,0.0043,0.83,0.0186 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipsum,add,39,0.5906,0.0108,210901.0,0.7209,0.0256,0.7307,0.0101,0.656,0.0045,0.9698,0.0217,0.7826,0.0102,0.8302,0.0207 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipsum,max,59,0.5911,0.0121,210901.0,0.6768,0.0076,0.7252,0.0044,0.6484,0.0028,0.984,0.0047,0.7817,0.0035,0.8297,0.0138 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipsum,mean,79,0.5896,0.0079,210901.0,0.7874,0.0381,0.7234,0.0023,0.6457,0.0016,0.9896,0.0024,0.7815,0.0018,0.8306,0.0095 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipconcat,add,99,0.5679,0.0027,207789.0,0.7812,0.0333,0.7302,0.0091,0.6511,0.0078,0.9924,0.0007,0.7863,0.0056,0.8574,0.0014 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipconcat,max,79,0.5825,0.0043,207789.0,0.8096,0.0108,0.7224,0.0046,0.6454,0.0032,0.9873,0.0103,0.7805,0.0041,0.833,0.0129 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipconcat,mean,99,0.5914,0.009,207789.0,0.8119,0.0215,0.7158,0.005,0.64,0.0039,0.9868,0.0018,0.7764,0.0032,0.8199,0.0149 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipsum,add,79,0.5732,0.0074,210742.0,0.8094,0.0075,0.7333,0.0043,0.6543,0.0034,0.9892,0.0058,0.7876,0.0033,0.8544,0.0103 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipsum,max,59,0.5879,0.0204,210742.0,0.7958,0.0121,0.7164,0.0076,0.6394,0.0062,0.9929,0.0,0.7779,0.0046,0.8304,0.0153 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipsum,mean,99,0.5972,0.0068,210742.0,0.6785,0.0017,0.7091,0.0074,0.6341,0.0057,0.9892,0.0017,0.7727,0.0047,0.8134,0.0136 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipconcat,add,79,0.5717,0.0071,206365.0,0.8331,0.0193,0.743,0.0067,0.6618,0.0063,0.9943,0.0023,0.7947,0.004,0.8681,0.0031 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipconcat,max,79,0.5865,0.0035,206365.0,0.6716,0.0055,0.7323,0.0031,0.6531,0.0037,0.991,0.0047,0.7873,0.0012,0.8463,0.0083 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipconcat,mean,79,0.5885,0.0045,206365.0,0.8248,0.0434,0.7277,0.0038,0.649,0.0037,0.992,0.0024,0.7846,0.002,0.8433,0.0016 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipsum,add,99,0.5653,0.006,208513.0,0.8164,0.0205,0.7395,0.0048,0.66,0.0044,0.9882,0.0013,0.7914,0.0028,0.8667,0.0054 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipsum,max,99,0.578,0.0048,208513.0,0.7755,0.0479,0.7287,0.0064,0.6502,0.0061,0.9901,0.0042,0.7849,0.0035,0.8517,0.0069 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipsum,mean,79,0.594,0.0071,208513.0,0.7821,0.036,0.7151,0.0063,0.6396,0.0066,0.9859,0.0076,0.7758,0.0026,0.8279,0.0101 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipconcat,add,99,0.5605,0.0044,208398.0,0.665,0.0064,0.7333,0.01,0.6539,0.0086,0.9915,0.0,0.7881,0.0062,0.865,0.0006 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipconcat,max,59,0.5806,0.0136,208398.0,0.7768,0.0295,0.7195,0.0059,0.6426,0.0049,0.9892,0.0029,0.7791,0.0037,0.8397,0.0152 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipconcat,mean,39,0.5976,0.0158,208398.0,0.8142,0.014,0.7077,0.0079,0.6329,0.0058,0.9891,0.0033,0.7719,0.0053,0.8215,0.0209 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipsum,add,79,0.5691,0.009,208993.0,0.7784,0.0214,0.7342,0.0105,0.6563,0.009,0.984,0.0093,0.7874,0.0073,0.853,0.0187 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipsum,max,39,0.5952,0.0176,208993.0,0.6734,0.0009,0.7112,0.0119,0.6363,0.0106,0.9877,0.0073,0.7738,0.0063,0.8304,0.0167 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipsum,mean,99,0.6001,0.0073,208993.0,0.6826,0.0115,0.7085,0.0041,0.6335,0.0033,0.9896,0.0029,0.7725,0.0026,0.8141,0.0048 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipconcat,add,79,0.5708,0.0089,203648.0,0.779,0.0599,0.7407,0.0022,0.6599,0.0017,0.9934,0.0013,0.793,0.0016,0.8679,0.0059 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipconcat,max,79,0.5853,0.0088,203648.0,0.8099,0.0505,0.7321,0.0069,0.6529,0.0071,0.9915,0.0058,0.7873,0.0034,0.8433,0.002 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipconcat,mean,59,0.588,0.0056,203648.0,0.6787,0.0067,0.7242,0.0046,0.6465,0.0042,0.9896,0.0029,0.782,0.0027,0.8319,0.0106 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipsum,add,99,0.5763,0.0068,208183.0,0.7364,0.0153,0.7319,0.005,0.6556,0.0065,0.9779,0.0155,0.7848,0.0031,0.8488,0.0139 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipsum,max,59,0.5843,0.0127,208183.0,0.7957,0.0212,0.721,0.0069,0.6437,0.0056,0.9901,0.002,0.7802,0.0043,0.846,0.0167 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipsum,mean,79,0.5848,0.0057,208183.0,0.7649,0.0121,0.721,0.0047,0.6435,0.0035,0.991,0.0071,0.7803,0.0037,0.8333,0.0141 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipconcat,add,79,0.5637,0.0181,209371.0,0.729,0.0234,0.7387,0.0064,0.6582,0.0055,0.9934,0.0007,0.7918,0.0042,0.8674,0.0196 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipconcat,max,99,0.5794,0.0074,209371.0,0.7887,0.0224,0.7267,0.0155,0.6478,0.0136,0.9953,0.0018,0.7847,0.0094,0.8405,0.0136 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipconcat,mean,99,0.5908,0.0088,209371.0,0.8207,0.0393,0.7187,0.0094,0.6431,0.0083,0.9835,0.0084,0.7776,0.0056,0.8165,0.0174 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipsum,add,79,0.5707,0.0092,207793.0,0.7999,0.0426,0.7258,0.0067,0.6486,0.0054,0.9858,0.01,0.7824,0.005,0.8583,0.0115 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipsum,max,99,0.5776,0.0071,207793.0,0.8054,0.0058,0.7175,0.0039,0.6401,0.0033,0.9939,0.0037,0.7786,0.0024,0.8465,0.0092 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipsum,mean,59,0.5766,0.0137,207793.0,0.8057,0.0036,0.7174,0.0126,0.6407,0.0104,0.9911,0.0041,0.7782,0.008,0.8387,0.0186 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipconcat,add,99,0.5696,0.0042,205889.0,0.6879,0.0036,0.7464,0.0054,0.665,0.0046,0.9929,0.0011,0.7965,0.0037,0.8713,0.0014 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipconcat,max,79,0.5801,0.008,205889.0,0.6781,0.0063,0.74,0.0053,0.6597,0.0052,0.9915,0.0031,0.7922,0.0031,0.8574,0.0068 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipconcat,mean,79,0.5902,0.0078,205889.0,0.8033,0.0044,0.7266,0.0088,0.6482,0.0076,0.992,0.0017,0.784,0.0053,0.8397,0.0088 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipsum,add,59,0.5741,0.0058,206361.0,0.7907,0.0196,0.7228,0.0029,0.6445,0.0029,0.9934,0.0029,0.7818,0.0013,0.8562,0.01 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipsum,max,59,0.5828,0.0123,206361.0,0.6856,0.0041,0.7167,0.0069,0.6402,0.0051,0.9891,0.0041,0.7773,0.0048,0.8446,0.0168 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipsum,mean,79,0.5859,0.0023,206361.0,0.8069,0.0436,0.715,0.0018,0.6381,0.0009,0.9934,0.0035,0.7771,0.0017,0.8314,0.0031 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipconcat,add,79,0.5592,0.0093,206524.0,0.7746,0.0306,0.7382,0.0048,0.6574,0.0039,0.9948,0.0018,0.7917,0.0032,0.8688,0.0067 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipconcat,max,59,0.5783,0.015,206524.0,0.8277,0.0167,0.7177,0.0157,0.6406,0.0132,0.9934,0.0007,0.7788,0.0096,0.8343,0.0167 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipconcat,mean,99,0.5847,0.0094,206524.0,0.7709,0.0272,0.7137,0.0038,0.6382,0.0037,0.9872,0.005,0.7752,0.0019,0.8276,0.0076 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipsum,add,59,0.5822,0.0179,207701.0,0.6825,0.0176,0.725,0.0116,0.6483,0.0092,0.984,0.0063,0.7816,0.008,0.8391,0.0227 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipsum,max,59,0.5891,0.02,207701.0,0.7595,0.0238,0.7167,0.0106,0.6411,0.0076,0.9849,0.0125,0.7766,0.0081,0.8263,0.0247 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipsum,mean,79,0.5853,0.0035,207701.0,0.8345,0.0187,0.7137,0.0023,0.6372,0.002,0.9924,0.0007,0.7761,0.0013,0.8287,0.0055 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipconcat,add,99,0.5655,0.0053,205201.0,0.8008,0.0343,0.7404,0.0034,0.6603,0.0033,0.9901,0.0034,0.7922,0.002,0.858,0.0103 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipconcat,max,99,0.584,0.0068,205201.0,0.7554,0.0341,0.7209,0.0058,0.643,0.005,0.9934,0.0041,0.7807,0.0037,0.8384,0.0035 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipconcat,mean,99,0.589,0.0076,205201.0,0.7902,0.0406,0.7237,0.0024,0.6457,0.0022,0.9915,0.0011,0.7821,0.0014,0.8325,0.0079 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipsum,add,59,0.5846,0.0071,210742.0,0.8613,0.0211,0.7324,0.0089,0.6542,0.0073,0.9868,0.0024,0.7867,0.006,0.8496,0.0077 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipsum,max,59,0.5945,0.0094,210742.0,0.7734,0.0479,0.7151,0.0022,0.6394,0.0017,0.9868,0.0007,0.776,0.0014,0.8324,0.0057 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipsum,mean,79,0.5906,0.0069,210742.0,0.7949,0.0118,0.7226,0.0056,0.6449,0.0055,0.9915,0.0046,0.7814,0.0026,0.8242,0.0169 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipconcat,add,99,0.568,0.0063,204481.0,0.6762,0.007,0.736,0.0005,0.6582,0.0026,0.9821,0.0105,0.7881,0.0015,0.8535,0.004 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipconcat,max,99,0.5863,0.0021,204481.0,0.6801,0.0083,0.725,0.0057,0.6471,0.0054,0.9901,0.0069,0.7826,0.0034,0.8325,0.0038 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipconcat,mean,79,0.5967,0.0089,204481.0,0.8315,0.003,0.7097,0.0085,0.637,0.0033,0.9746,0.0234,0.7704,0.0095,0.8169,0.0078 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipsum,add,99,0.5702,0.0026,208513.0,0.7698,0.0338,0.731,0.0027,0.6522,0.0027,0.9901,0.0034,0.7864,0.0015,0.8535,0.0104 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipsum,max,99,0.5879,0.0021,208513.0,0.781,0.0405,0.7119,0.0004,0.636,0.0004,0.991,0.0017,0.7748,0.0005,0.8241,0.0022 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipsum,mean,99,0.5877,0.0119,208513.0,0.7921,0.0403,0.721,0.0135,0.6444,0.012,0.9877,0.0047,0.7799,0.008,0.826,0.0188 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipconcat,add,79,0.5682,0.007,202750.0,0.7951,0.0658,0.7416,0.0047,0.6612,0.0041,0.991,0.0007,0.7932,0.003,0.868,0.0037 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipconcat,max,59,0.5914,0.0057,202750.0,0.7643,0.037,0.7295,0.0038,0.6506,0.0028,0.9915,0.0051,0.7856,0.0029,0.8395,0.0116 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipconcat,mean,99,0.5914,0.0068,202750.0,0.7878,0.0508,0.7236,0.0112,0.6463,0.0097,0.9887,0.0023,0.7816,0.0068,0.8383,0.0072 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipsum,add,79,0.5687,0.0109,208993.0,0.8182,0.0191,0.7346,0.0021,0.6558,0.0005,0.9872,0.009,0.7881,0.0028,0.8621,0.0197 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipsum,max,79,0.5818,0.01,208993.0,0.7558,0.0314,0.7246,0.0048,0.6471,0.0035,0.9878,0.0134,0.7819,0.0045,0.8418,0.0135 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipsum,mean,79,0.5956,0.0142,208993.0,0.688,0.0132,0.7132,0.0042,0.6376,0.0019,0.9882,0.0097,0.7751,0.0042,0.8221,0.0156 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipconcat,add,59,0.5685,0.0117,202465.0,0.7554,0.0318,0.7329,0.0138,0.655,0.0117,0.9854,0.0067,0.7868,0.0093,0.8597,0.0141 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipconcat,max,99,0.5772,0.0021,202465.0,0.7469,0.0332,0.7241,0.0064,0.6453,0.0054,0.9953,0.0018,0.783,0.0039,0.8469,0.0101 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipconcat,mean,59,0.5943,0.0127,202465.0,0.79,0.0222,0.7099,0.0076,0.6363,0.0048,0.9802,0.0201,0.7716,0.0075,0.8232,0.0244 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipsum,add,99,0.5624,0.0111,208183.0,0.791,0.014,0.736,0.013,0.6563,0.0109,0.9915,0.002,0.7898,0.0085,0.8606,0.0106 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipsum,max,99,0.5849,0.004,208183.0,0.7643,0.0255,0.7161,0.0069,0.6404,0.0067,0.9863,0.0068,0.7765,0.0034,0.8312,0.0031 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipsum,mean,59,0.5916,0.0047,208183.0,0.6948,0.0064,0.7112,0.0048,0.6359,0.0035,0.9882,0.0027,0.7739,0.0033,0.8177,0.0073 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipconcat,add,99,0.588,0.0191,205411.0,0.6822,0.0094,0.7375,0.0011,0.6584,0.0016,0.9873,0.0101,0.7899,0.0022,0.8569,0.0199 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipconcat,max,79,0.5967,0.0086,205411.0,0.6819,0.0067,0.7249,0.009,0.6494,0.0081,0.9783,0.0177,0.7805,0.0067,0.8327,0.0155 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipconcat,mean,59,0.5998,0.0176,205411.0,0.7834,0.032,0.7222,0.0041,0.644,0.004,0.9939,0.0037,0.7815,0.002,0.8292,0.0142 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipsum,add,99,0.5693,0.0154,207793.0,0.7291,0.022,0.7336,0.0127,0.6538,0.0111,0.9938,0.0007,0.7887,0.0078,0.8609,0.0114 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipsum,max,99,0.5849,0.0008,207793.0,0.7918,0.0124,0.7181,0.0045,0.6409,0.0041,0.992,0.0029,0.7787,0.0024,0.8399,0.0014 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipsum,mean,99,0.5801,0.0123,207793.0,0.7206,0.0363,0.7182,0.0126,0.6412,0.0107,0.9915,0.0023,0.7788,0.0075,0.8415,0.0127 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipconcat,add,79,0.562,0.0068,210666.0,0.6871,0.0087,0.7337,0.0032,0.6543,0.0035,0.9915,0.0042,0.7883,0.0015,0.8653,0.0081 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipconcat,max,79,0.5755,0.0012,210666.0,0.6677,0.0055,0.7195,0.0093,0.6416,0.0082,0.9953,0.0035,0.7802,0.0051,0.8431,0.0038 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipconcat,mean,79,0.5825,0.0051,210666.0,0.8081,0.0164,0.712,0.0015,0.6357,0.0016,0.9934,0.0035,0.7753,0.0008,0.8334,0.0052 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipsum,add,99,0.5743,0.0069,206361.0,0.8055,0.004,0.7253,0.0049,0.6465,0.004,0.9943,0.0012,0.7835,0.0031,0.8591,0.0055 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipsum,max,39,0.6038,0.0236,206361.0,0.7313,0.0014,0.7025,0.0196,0.63,0.0153,0.9835,0.0155,0.7679,0.0131,0.8133,0.0308 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipsum,mean,79,0.5797,0.0039,206361.0,0.6872,0.0032,0.7218,0.0036,0.6439,0.0038,0.9929,0.004,0.7812,0.0016,0.8356,0.0099 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipconcat,add,59,0.581,0.003,206977.0,0.7403,0.0145,0.736,0.0098,0.6573,0.0085,0.9863,0.0018,0.7889,0.0062,0.8561,0.001 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipconcat,max,59,0.5864,0.0055,206977.0,0.8215,0.0202,0.7273,0.0099,0.6499,0.0085,0.9859,0.0093,0.7833,0.0066,0.8429,0.0142 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipconcat,mean,59,0.5933,0.0073,206977.0,0.6855,0.0066,0.7212,0.0097,0.6448,0.007,0.9854,0.0101,0.7795,0.0073,0.8362,0.0162 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipsum,add,59,0.584,0.0111,207701.0,0.7758,0.0289,0.7235,0.0059,0.6469,0.0045,0.9845,0.0064,0.7807,0.0044,0.8391,0.0129 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipsum,max,99,0.5707,0.0035,207701.0,0.6784,0.0067,0.727,0.002,0.6487,0.0015,0.9906,0.0017,0.784,0.0015,0.8532,0.0024 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipsum,mean,79,0.5802,0.0058,207701.0,0.8363,0.0187,0.7197,0.0057,0.6424,0.0048,0.9915,0.0011,0.7797,0.0036,0.8362,0.0126 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipconcat,add,59,0.5717,0.0114,207307.0,0.7708,0.0165,0.731,0.0087,0.6526,0.0073,0.9882,0.0086,0.7861,0.006,0.8521,0.013 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipconcat,max,79,0.5889,0.0086,207307.0,0.7485,0.0535,0.7221,0.0043,0.6445,0.0029,0.9906,0.0037,0.7809,0.0033,0.8247,0.0066 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipconcat,mean,99,0.5992,0.0157,207307.0,0.6819,0.0088,0.712,0.0096,0.6378,0.0072,0.9821,0.0134,0.7733,0.0073,0.8137,0.0183 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipsum,add,79,0.5601,0.0101,206593.0,0.8049,0.0401,0.7334,0.009,0.6541,0.007,0.9911,0.0041,0.788,0.0063,0.8679,0.0126 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipsum,max,39,0.588,0.0203,206593.0,0.7673,0.0407,0.7099,0.0122,0.6344,0.0094,0.9915,0.0031,0.7737,0.0078,0.8285,0.0313 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipsum,mean,99,0.5819,0.0039,206593.0,0.679,0.0104,0.7145,0.0053,0.6378,0.0043,0.9929,0.0031,0.7767,0.0033,0.8294,0.0102 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipconcat,add,79,0.5359,0.0161,202440.0,0.8066,0.0193,0.7644,0.0099,0.6805,0.0095,0.9974,0.0011,0.809,0.0064,0.8978,0.0083 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipconcat,max,99,0.5497,0.0051,202440.0,0.783,0.0112,0.7611,0.0084,0.6786,0.0085,0.9926,0.0033,0.8061,0.0052,0.886,0.0058 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipconcat,mean,99,0.5394,0.0099,202440.0,0.7788,0.0303,0.7625,0.0055,0.6796,0.0058,0.9935,0.0029,0.807,0.0033,0.8869,0.008 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipsum,add,59,0.539,0.015,206905.0,0.7603,0.0349,0.7591,0.0044,0.6767,0.0049,0.9926,0.0043,0.8048,0.0025,0.8956,0.0118 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipsum,max,59,0.5528,0.007,206905.0,0.7833,0.0509,0.7597,0.0013,0.6778,0.0018,0.9899,0.0022,0.8047,0.0006,0.8807,0.0068 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipsum,mean,59,0.5485,0.0126,206905.0,0.8036,0.0209,0.7512,0.0033,0.6693,0.0023,0.993,0.0033,0.7997,0.0027,0.8793,0.008 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipconcat,add,79,0.5253,0.0052,206313.0,0.7613,0.0223,0.769,0.0045,0.6848,0.0043,0.997,0.0006,0.8119,0.0029,0.9044,0.0011 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipconcat,max,99,0.5385,0.0067,206313.0,0.6713,0.0159,0.7598,0.0066,0.6773,0.0065,0.993,0.0017,0.8053,0.004,0.8862,0.0028 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipconcat,mean,99,0.5392,0.0091,206313.0,0.7782,0.0827,0.7575,0.0028,0.676,0.0007,0.9891,0.0083,0.8031,0.0031,0.8824,0.0083 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipsum,add,79,0.5448,0.0108,207160.0,0.8321,0.0237,0.7605,0.0045,0.6784,0.004,0.9909,0.0037,0.8053,0.0032,0.8905,0.0119 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipsum,max,79,0.5359,0.0075,207160.0,0.763,0.048,0.76,0.0028,0.6782,0.0031,0.99,0.0068,0.8049,0.0021,0.8877,0.0057 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipsum,mean,59,0.5556,0.0109,207160.0,0.7591,0.0579,0.7481,0.0012,0.6674,0.0012,0.9891,0.0038,0.797,0.001,0.871,0.0067 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipconcat,add,79,0.54,0.0035,205321.0,0.7802,0.0075,0.7631,0.0087,0.6795,0.0083,0.9965,0.0016,0.808,0.0055,0.8991,0.0026 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipconcat,max,79,0.5375,0.0129,205321.0,0.7573,0.0465,0.7627,0.0059,0.6802,0.0054,0.9917,0.0048,0.8069,0.0041,0.8923,0.0079 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipconcat,mean,99,0.5394,0.0111,205321.0,0.7697,0.047,0.7621,0.0031,0.6787,0.0028,0.9956,0.0035,0.8072,0.0022,0.8903,0.0059 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipsum,add,79,0.5281,0.0046,205255.0,0.6879,0.016,0.7592,0.001,0.6758,0.0009,0.9961,0.0,0.8053,0.0006,0.9084,0.0034 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipsum,max,59,0.5431,0.008,205255.0,0.6751,0.0044,0.7547,0.0028,0.6722,0.0025,0.9943,0.0035,0.8021,0.002,0.8913,0.0076 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipsum,mean,79,0.5423,0.0056,205255.0,0.808,0.021,0.7539,0.0019,0.6716,0.0012,0.9939,0.0038,0.8015,0.0017,0.8879,0.0034 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipconcat,add,59,0.5397,0.0022,207516.0,0.7951,0.0251,0.754,0.0048,0.6718,0.004,0.9935,0.0029,0.8016,0.0034,0.8965,0.0047 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipconcat,max,59,0.5501,0.0096,207516.0,0.7507,0.0107,0.7554,0.0047,0.6748,0.0046,0.986,0.0016,0.8012,0.0029,0.8808,0.009 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipconcat,mean,99,0.5379,0.01,207516.0,0.7278,0.0333,0.7618,0.0069,0.6788,0.0068,0.9943,0.0017,0.8068,0.0043,0.8874,0.0046 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipsum,add,79,0.5188,0.0132,205969.0,0.799,0.008,0.7565,0.0061,0.6744,0.0058,0.9917,0.0023,0.8028,0.0039,0.9111,0.0116 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipsum,max,99,0.5442,0.0143,205969.0,0.6991,0.0159,0.7533,0.0048,0.6707,0.0043,0.9952,0.0006,0.8013,0.0031,0.8763,0.0145 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipsum,mean,99,0.5476,0.0155,205969.0,0.8051,0.0059,0.7524,0.0083,0.671,0.0069,0.9908,0.0028,0.8001,0.0058,0.8729,0.0235 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipconcat,add,99,0.5271,0.0093,202910.0,0.6883,0.0075,0.7683,0.0009,0.684,0.0011,0.9974,0.0011,0.8115,0.0005,0.9114,0.0036 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipconcat,max,99,0.537,0.0067,202910.0,0.6831,0.0058,0.7677,0.0039,0.6843,0.004,0.9939,0.0013,0.8105,0.0025,0.8968,0.0049 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipconcat,mean,79,0.5382,0.0049,202910.0,0.7447,0.0151,0.7622,0.002,0.6792,0.0014,0.9939,0.0051,0.8069,0.0019,0.8928,0.0037 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipsum,add,99,0.537,0.0059,205357.0,0.7157,0.0306,0.7632,0.003,0.6795,0.0031,0.9965,0.0012,0.808,0.0018,0.8983,0.0085 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipsum,max,79,0.5482,0.0055,205357.0,0.7004,0.0197,0.756,0.0107,0.6734,0.0102,0.9948,0.0028,0.8031,0.0068,0.8868,0.0071 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipsum,mean,99,0.5515,0.0026,205357.0,0.7896,0.0188,0.7507,0.0054,0.6685,0.0055,0.9948,0.0028,0.7996,0.003,0.8793,0.0042 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipconcat,add,99,0.5298,0.0107,208741.0,0.7063,0.0089,0.7611,0.0067,0.6777,0.0061,0.9961,0.0018,0.8066,0.0044,0.9044,0.007 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipconcat,max,99,0.5397,0.0038,208741.0,0.7476,0.0417,0.7549,0.0047,0.6722,0.0046,0.9952,0.0027,0.8024,0.0029,0.8887,0.0017 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipconcat,mean,99,0.5465,0.0118,208741.0,0.8015,0.0053,0.7517,0.0106,0.6695,0.009,0.9948,0.0028,0.8003,0.0073,0.8839,0.0053 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipsum,add,79,0.5296,0.0098,205129.0,0.78,0.0178,0.762,0.0013,0.6784,0.0015,0.9965,0.0016,0.8072,0.0008,0.8989,0.0117 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipsum,max,79,0.544,0.0083,205129.0,0.6757,0.0051,0.7444,0.0074,0.6632,0.0073,0.9939,0.0033,0.7955,0.0042,0.8875,0.0086 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipsum,mean,79,0.543,0.0035,205129.0,0.7894,0.0454,0.7462,0.0039,0.6651,0.0039,0.9917,0.0023,0.7962,0.0022,0.8851,0.0038 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipconcat,add,99,0.5264,0.0143,205313.0,0.7323,0.0284,0.7706,0.0044,0.6867,0.0042,0.9957,0.0006,0.8127,0.0029,0.9136,0.0078 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipconcat,max,79,0.5424,0.0189,205313.0,0.7576,0.0397,0.76,0.0076,0.6776,0.0066,0.9922,0.0039,0.8053,0.0054,0.897,0.0127 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipconcat,mean,99,0.5516,0.0167,205313.0,0.7608,0.0038,0.7582,0.0055,0.6759,0.0046,0.9922,0.0029,0.804,0.0039,0.8864,0.0093 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipsum,add,99,0.5296,0.0077,203841.0,0.6849,0.0117,0.7587,0.0052,0.6754,0.005,0.9965,0.0012,0.8051,0.0032,0.9023,0.0035 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipsum,max,79,0.5407,0.0074,203841.0,0.6826,0.0111,0.7484,0.0097,0.6664,0.009,0.9952,0.0016,0.7982,0.0061,0.8927,0.005 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipsum,mean,99,0.5455,0.0063,203841.0,0.7778,0.0114,0.7478,0.0026,0.6671,0.0016,0.9895,0.0049,0.7969,0.0024,0.8799,0.0058 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipconcat,add,79,0.5257,0.0145,206038.0,0.6827,0.007,0.7657,0.0078,0.6819,0.0072,0.9965,0.0025,0.8096,0.0052,0.9032,0.0071 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipconcat,max,59,0.5392,0.0167,206038.0,0.7609,0.0118,0.7581,0.0056,0.6756,0.0063,0.993,0.0053,0.8041,0.0029,0.8909,0.0101 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipconcat,mean,99,0.5403,0.0143,206038.0,0.7421,0.0173,0.7568,0.0074,0.6743,0.0069,0.9935,0.0019,0.8034,0.0047,0.8833,0.0084 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipsum,add,79,0.5398,0.0129,205289.0,0.7174,0.019,0.7466,0.0038,0.6648,0.0035,0.9948,0.0018,0.797,0.0024,0.896,0.0094 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipsum,max,79,0.5514,0.002,205289.0,0.7155,0.0128,0.7391,0.0032,0.6591,0.003,0.9908,0.0039,0.7916,0.0019,0.8817,0.0025 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipsum,mean,79,0.5457,0.0109,205289.0,0.6975,0.0031,0.744,0.0074,0.6631,0.0068,0.9921,0.0039,0.7949,0.0046,0.8784,0.0115 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipconcat,add,59,0.5404,0.0152,203491.0,0.6809,0.002,0.7584,0.008,0.6754,0.0068,0.9952,0.0023,0.8047,0.0056,0.8939,0.0137 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipconcat,max,99,0.5423,0.0044,203491.0,0.7949,0.0156,0.7624,0.0031,0.6792,0.003,0.9948,0.0022,0.8072,0.002,0.8874,0.0034 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipconcat,mean,99,0.5417,0.0035,203491.0,0.7406,0.0206,0.7541,0.0062,0.6712,0.0055,0.9961,0.0011,0.802,0.004,0.8881,0.0043 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipsum,add,59,0.5339,0.0141,207160.0,0.7557,0.0404,0.7633,0.0026,0.6801,0.0024,0.9944,0.0006,0.8077,0.0018,0.8996,0.008 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipsum,max,99,0.5457,0.0041,207160.0,0.7534,0.0384,0.7547,0.005,0.6735,0.0059,0.9891,0.0062,0.8013,0.0024,0.8861,0.0007 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipsum,mean,99,0.5615,0.0097,207160.0,0.6815,0.0121,0.752,0.0032,0.6708,0.0025,0.9899,0.0022,0.7997,0.0024,0.8723,0.0113 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipconcat,add,79,0.537,0.0018,203041.0,0.8128,0.0207,0.7563,0.0042,0.674,0.0041,0.993,0.0017,0.803,0.0025,0.8926,0.0033 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipconcat,max,79,0.5558,0.0056,203041.0,0.7133,0.0459,0.7469,0.0159,0.667,0.0161,0.9882,0.0075,0.7963,0.0091,0.8769,0.0047 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipconcat,mean,79,0.5479,0.0071,203041.0,0.8115,0.0171,0.7489,0.0049,0.6675,0.0043,0.9922,0.0039,0.798,0.0034,0.8793,0.003 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipsum,add,79,0.5358,0.0125,205255.0,0.74,0.0599,0.758,0.0076,0.6752,0.0065,0.9943,0.0025,0.8043,0.0053,0.8979,0.0076 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipsum,max,79,0.5417,0.0149,205255.0,0.7952,0.0176,0.7586,0.0031,0.6765,0.0021,0.9913,0.0041,0.8042,0.0026,0.8775,0.0202 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipsum,mean,99,0.5431,0.0041,205255.0,0.776,0.038,0.7449,0.0003,0.6634,0.0008,0.9939,0.0025,0.7957,0.0002,0.8853,0.0006 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipconcat,add,99,0.5286,0.0043,201724.0,0.7915,0.0531,0.7671,0.002,0.6833,0.002,0.9961,0.0011,0.8105,0.0012,0.9099,0.0033 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipconcat,max,79,0.5364,0.0025,201724.0,0.8217,0.0208,0.7652,0.0015,0.6818,0.0019,0.9943,0.0022,0.809,0.0006,0.8965,0.004 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipconcat,mean,99,0.5374,0.0087,201724.0,0.7739,0.0173,0.7625,0.0029,0.679,0.0028,0.9961,0.0018,0.8075,0.0019,0.8927,0.0074 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipsum,add,79,0.5203,0.0113,205969.0,0.8173,0.0207,0.7653,0.0084,0.6819,0.0079,0.9948,0.0032,0.8091,0.0056,0.9079,0.0086 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipsum,max,79,0.538,0.0105,205969.0,0.8584,0.0327,0.7577,0.0085,0.6747,0.0079,0.9957,0.0016,0.8044,0.0054,0.8925,0.0061 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipsum,mean,99,0.5346,0.0044,205969.0,0.7939,0.031,0.7525,0.0043,0.6704,0.0043,0.9934,0.0019,0.8006,0.0025,0.893,0.0046 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipconcat,add,99,0.5434,0.0269,201601.0,0.7906,0.0226,0.7641,0.0085,0.6804,0.008,0.9965,0.0006,0.8086,0.0055,0.8952,0.018 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipconcat,max,99,0.5391,0.0011,201601.0,0.7688,0.0053,0.7569,0.0073,0.6745,0.007,0.993,0.0027,0.8034,0.0046,0.8907,0.002 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipconcat,mean,99,0.5446,0.0026,201601.0,0.8057,0.0096,0.7557,0.0051,0.6733,0.0053,0.9935,0.0032,0.8026,0.0028,0.8857,0.0026 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipsum,add,79,0.5271,0.0046,205357.0,0.6674,0.0071,0.7563,0.0008,0.6739,0.0016,0.9935,0.0037,0.8031,0.0001,0.9013,0.0061 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipsum,max,79,0.537,0.0018,205357.0,0.6685,0.0059,0.7526,0.0046,0.6714,0.005,0.9895,0.0039,0.8,0.0024,0.8915,0.0045 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipsum,mean,99,0.5448,0.0079,205357.0,0.7838,0.0355,0.7477,0.0044,0.6662,0.0045,0.993,0.0033,0.7974,0.0025,0.8799,0.0081 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipconcat,add,79,0.5278,0.0022,204673.0,0.8514,0.0309,0.764,0.0025,0.6809,0.0015,0.9939,0.0038,0.8082,0.0023,0.9084,0.0029 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipconcat,max,99,0.5498,0.0078,204673.0,0.8189,0.033,0.7602,0.0016,0.6778,0.0019,0.9922,0.0049,0.8054,0.0013,0.8859,0.0093 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipconcat,mean,99,0.555,0.0091,204673.0,0.8544,0.0022,0.7623,0.0034,0.6797,0.002,0.9922,0.0047,0.8068,0.0029,0.8783,0.0095 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipsum,add,79,0.5365,0.0076,205129.0,0.8401,0.0195,0.758,0.0045,0.6749,0.0046,0.9956,0.0027,0.8045,0.0026,0.898,0.0072 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipsum,max,79,0.539,0.0043,205129.0,0.825,0.015,0.7497,0.0051,0.6675,0.0051,0.9952,0.0043,0.799,0.0029,0.8954,0.0023 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipsum,mean,79,0.5428,0.007,205129.0,0.8231,0.032,0.7527,0.0043,0.6715,0.0047,0.99,0.0064,0.8001,0.0025,0.8866,0.0018 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipconcat,add,79,0.525,0.0123,210036.0,0.8557,0.0058,0.765,0.0084,0.6817,0.0084,0.9948,0.0022,0.8089,0.0052,0.9071,0.0054 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipconcat,max,99,0.5366,0.0069,210036.0,0.8286,0.0177,0.7524,0.007,0.6704,0.0068,0.993,0.0023,0.8005,0.0042,0.8951,0.0037 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipconcat,mean,99,0.5376,0.0031,210036.0,0.8237,0.0266,0.7523,0.0043,0.6703,0.0043,0.993,0.0027,0.8004,0.0025,0.8852,0.0025 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipsum,add,39,0.5647,0.0372,203841.0,0.755,0.0217,0.7474,0.014,0.667,0.0103,0.9882,0.0111,0.7964,0.0107,0.8699,0.0292 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipsum,max,59,0.544,0.01,203841.0,0.7932,0.0296,0.7476,0.0103,0.6662,0.0092,0.993,0.0055,0.7974,0.0066,0.8857,0.0067 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipsum,mean,99,0.5453,0.0093,203841.0,0.8275,0.0204,0.7491,0.0051,0.6681,0.0039,0.9904,0.0033,0.7979,0.0038,0.8802,0.0076 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipconcat,add,79,0.5251,0.0028,206401.0,0.8369,0.0418,0.7673,0.0073,0.684,0.0068,0.9944,0.0006,0.8104,0.0048,0.905,0.0032 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipconcat,max,79,0.5363,0.0047,206401.0,0.8316,0.0263,0.7609,0.0042,0.6785,0.0034,0.9917,0.0023,0.8058,0.003,0.8941,0.0035 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipconcat,mean,99,0.5435,0.006,206401.0,0.8088,0.0253,0.7597,0.0028,0.6769,0.0028,0.9939,0.0031,0.8053,0.0017,0.8867,0.003 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipsum,add,79,0.5395,0.0169,205289.0,0.7808,0.0102,0.7527,0.0092,0.671,0.0061,0.9917,0.0099,0.8004,0.0075,0.8952,0.0174 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipsum,max,99,0.5464,0.0041,205289.0,0.8396,0.0267,0.7483,0.0038,0.6661,0.0028,0.9956,0.0025,0.7982,0.0028,0.8893,0.0043 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipsum,mean,79,0.5463,0.0112,205289.0,0.763,0.0446,0.7452,0.0043,0.664,0.0034,0.9926,0.0023,0.7957,0.003,0.8809,0.0133 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipconcat,add,59,0.5355,0.0073,206821.0,0.681,0.017,0.7596,0.0023,0.6773,0.0022,0.9917,0.0027,0.8049,0.0015,0.8944,0.0033 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipconcat,max,79,0.5522,0.0122,206821.0,0.7929,0.0286,0.754,0.006,0.6728,0.0063,0.9895,0.0047,0.8009,0.0034,0.8817,0.006 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipconcat,mean,99,0.5398,0.0048,206821.0,0.7907,0.0544,0.7491,0.0089,0.6672,0.0088,0.9948,0.0037,0.7986,0.0052,0.8873,0.005 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipsum,add,99,0.5393,0.0097,204289.0,0.6859,0.0082,0.7452,0.0033,0.6632,0.003,0.9965,0.0016,0.7964,0.002,0.8922,0.0122 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipsum,max,99,0.54,0.0025,204289.0,0.8003,0.0103,0.7478,0.002,0.6661,0.0021,0.9939,0.0025,0.7976,0.0012,0.8884,0.0059 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipsum,mean,99,0.5482,0.002,204289.0,0.6764,0.0047,0.7424,0.008,0.6611,0.0073,0.9952,0.0031,0.7944,0.0048,0.8796,0.0053 -PyG,TU_DD,link_pred,True,,,1,2,2,skipconcat,add,0,19.3265,13.5797,207678.0,1.1991,0.0459,0.6227,0.1012,0.5798,0.0715,0.9573,0.0314,0.7207,0.0626,0.6981,0.1662 -PyG,TU_DD,link_pred,True,,,1,2,2,skipconcat,max,99,0.5095,0.0134,207678.0,1.2261,0.056,0.7652,0.0031,0.6805,0.0028,0.9999,0.0002,0.8099,0.0021,0.9485,0.0058 -PyG,TU_DD,link_pred,True,,,1,2,2,skipconcat,mean,99,0.5295,0.0136,207678.0,0.9751,0.0056,0.7623,0.0028,0.6782,0.0026,0.9986,0.0003,0.8077,0.0018,0.9263,0.0093 -PyG,TU_DD,link_pred,True,,,1,2,2,skipsum,add,99,6.9806,9.1168,218893.0,1.1688,0.0447,0.705,0.0827,0.638,0.0589,0.9621,0.0488,0.7669,0.0584,0.82,0.1322 -PyG,TU_DD,link_pred,True,,,1,2,2,skipsum,max,99,0.497,0.0019,218893.0,0.9678,0.0119,0.7689,0.001,0.684,0.0009,1.0,0.0,0.8123,0.0006,0.9517,0.0015 -PyG,TU_DD,link_pred,True,,,1,2,2,skipsum,mean,99,0.5267,0.0041,218893.0,1.2268,0.0136,0.7639,0.0024,0.6797,0.0021,0.9985,0.0003,0.8087,0.0016,0.9243,0.0032 -PyG,TU_DD,link_pred,True,,,1,2,3,skipconcat,add,99,0.5362,0.0064,210741.0,1.1963,0.023,0.7529,0.0049,0.6705,0.0041,0.9945,0.0027,0.801,0.0034,0.9066,0.0055 -PyG,TU_DD,link_pred,True,,,1,2,3,skipconcat,max,99,0.5121,0.0052,210741.0,1.2726,0.0115,0.7607,0.0,0.6765,0.0001,0.9994,0.0006,0.8069,0.0001,0.9368,0.0017 -PyG,TU_DD,link_pred,True,,,1,2,3,skipconcat,mean,99,0.5373,0.0079,210741.0,1.2344,0.0202,0.7533,0.0018,0.671,0.0012,0.994,0.0018,0.8011,0.0014,0.9058,0.0079 -PyG,TU_DD,link_pred,True,,,1,2,3,skipsum,add,99,0.539,0.0015,217906.0,1.2293,0.0111,0.7529,0.0019,0.6719,0.0017,0.9883,0.0011,0.8,0.0014,0.8994,0.0033 -PyG,TU_DD,link_pred,True,,,1,2,3,skipsum,max,99,0.5167,0.0065,217906.0,1.1528,0.0444,0.7558,0.0051,0.6728,0.0048,0.9959,0.001,0.8031,0.0033,0.9246,0.004 -PyG,TU_DD,link_pred,True,,,1,2,3,skipsum,mean,99,0.5389,0.0042,217906.0,1.2266,0.0307,0.7522,0.0046,0.6708,0.0036,0.9907,0.0024,0.8,0.0034,0.9007,0.0038 -PyG,TU_DD,link_pred,True,,,1,4,2,skipconcat,add,79,9.2468,12.3386,208453.0,1.2387,0.035,0.7053,0.0933,0.6387,0.0679,0.9757,0.0305,0.771,0.06,0.8212,0.1454 -PyG,TU_DD,link_pred,True,,,1,4,2,skipconcat,max,99,0.4891,0.0073,208453.0,1.1673,0.064,0.7749,0.0035,0.6896,0.0033,1.0,0.0,0.8163,0.0023,0.9571,0.0029 -PyG,TU_DD,link_pred,True,,,1,4,2,skipconcat,mean,79,0.5193,0.0078,208453.0,1.1694,0.0479,0.768,0.0029,0.6834,0.0027,0.9988,0.0006,0.8115,0.002,0.9338,0.006 -PyG,TU_DD,link_pred,True,,,1,4,2,skipsum,add,0,7.3559,9.6381,215029.0,1.1981,0.0152,0.6964,0.0797,0.6318,0.0563,0.9548,0.0484,0.7601,0.0563,0.8061,0.1312 -PyG,TU_DD,link_pred,True,,,1,4,2,skipsum,max,99,0.4904,0.0042,215029.0,0.9935,0.0042,0.7698,0.0029,0.6851,0.0027,0.9986,0.0009,0.8127,0.002,0.9488,0.0018 -PyG,TU_DD,link_pred,True,,,1,4,2,skipsum,mean,99,0.5192,0.0051,215029.0,1.1891,0.0844,0.7638,0.0008,0.6803,0.0012,0.9954,0.0027,0.8082,0.0004,0.9193,0.0058 -PyG,TU_DD,link_pred,True,,,1,4,3,skipconcat,add,99,0.5294,0.0052,210162.0,1.2288,0.0372,0.7604,0.0024,0.6772,0.0021,0.9951,0.0007,0.8059,0.0016,0.9118,0.0047 -PyG,TU_DD,link_pred,True,,,1,4,3,skipconcat,max,79,0.5004,0.014,210162.0,1.1651,0.0551,0.7642,0.0045,0.6798,0.0038,0.9988,0.0014,0.809,0.0031,0.9412,0.013 -PyG,TU_DD,link_pred,True,,,1,4,3,skipconcat,mean,99,0.5306,0.0071,210162.0,1.198,0.0283,0.7566,0.0005,0.6738,0.0009,0.9947,0.0018,0.8034,0.0002,0.9124,0.007 -PyG,TU_DD,link_pred,True,,,1,4,3,skipsum,add,99,0.5392,0.0012,215041.0,1.0068,0.0057,0.7496,0.0045,0.671,0.0042,0.9798,0.0032,0.7965,0.0028,0.8907,0.0027 -PyG,TU_DD,link_pred,True,,,1,4,3,skipsum,max,99,0.4947,0.0044,215041.0,1.001,0.0144,0.7664,0.0015,0.6821,0.0009,0.9977,0.0019,0.8102,0.0012,0.9395,0.0031 -PyG,TU_DD,link_pred,True,,,1,4,3,skipsum,mean,99,0.5302,0.0087,215041.0,1.1184,0.0244,0.7586,0.0037,0.6775,0.0027,0.9869,0.0057,0.8035,0.0031,0.9014,0.0102 -PyG,TU_DD,link_pred,True,,,1,6,2,skipconcat,add,99,0.5237,0.0056,205124.0,1.164,0.0536,0.7695,0.0044,0.6853,0.0036,0.9965,0.0023,0.8121,0.0032,0.9212,0.0076 -PyG,TU_DD,link_pred,True,,,1,6,2,skipconcat,max,99,0.4901,0.0021,205124.0,1.2065,0.0572,0.7754,0.0046,0.69,0.0044,1.0,0.0,0.8166,0.0031,0.9557,0.0009 -PyG,TU_DD,link_pred,True,,,1,6,2,skipconcat,mean,99,0.518,0.0063,205124.0,1.1755,0.0293,0.7691,0.0022,0.6843,0.0019,0.9992,0.0008,0.8123,0.0015,0.9312,0.0052 -PyG,TU_DD,link_pred,True,,,1,6,2,skipsum,add,99,0.5344,0.0012,213835.0,1.1955,0.0057,0.7564,0.0012,0.6775,0.0013,0.9786,0.0006,0.8007,0.0007,0.8965,0.0001 -PyG,TU_DD,link_pred,True,,,1,6,2,skipsum,max,99,0.4778,0.0021,213835.0,1.0114,0.0069,0.7758,0.0018,0.6911,0.0016,0.9973,0.0009,0.8164,0.0013,0.9504,0.0005 -PyG,TU_DD,link_pred,True,,,1,6,2,skipsum,mean,99,0.5165,0.007,213835.0,1.0252,0.0058,0.7692,0.0025,0.6864,0.0028,0.9913,0.0021,0.8111,0.0013,0.9154,0.0042 -PyG,TU_DD,link_pred,True,,,1,6,3,skipconcat,add,99,0.5242,0.002,210631.0,1.1776,0.0351,0.7644,0.0025,0.6808,0.002,0.9955,0.0011,0.8086,0.0018,0.9168,0.0023 -PyG,TU_DD,link_pred,True,,,1,6,3,skipconcat,max,99,0.4919,0.005,210631.0,1.2076,0.0477,0.7707,0.0013,0.6857,0.0013,0.9995,0.0002,0.8133,0.0008,0.9456,0.0018 -PyG,TU_DD,link_pred,True,,,1,6,3,skipconcat,mean,99,0.5251,0.0033,210631.0,1.0176,0.0136,0.7601,0.0032,0.6768,0.0032,0.9956,0.0012,0.8058,0.0019,0.9165,0.0039 -PyG,TU_DD,link_pred,True,,,1,6,3,skipsum,add,99,0.5493,0.0098,213121.0,1.1988,0.0495,0.7427,0.0101,0.6678,0.0068,0.9659,0.0112,0.7897,0.0084,0.8755,0.0139 -PyG,TU_DD,link_pred,True,,,1,6,3,skipsum,max,79,0.4999,0.0103,213121.0,0.9936,0.0111,0.764,0.0059,0.6822,0.0031,0.9882,0.0105,0.8072,0.0055,0.9277,0.0154 -PyG,TU_DD,link_pred,True,,,1,6,3,skipsum,mean,99,0.5232,0.0009,213121.0,0.9967,0.011,0.7595,0.0042,0.6787,0.0031,0.9856,0.004,0.8039,0.0032,0.9067,0.0025 -PyG,TU_DD,link_pred,True,,,1,8,2,skipconcat,add,99,0.5275,0.0064,207041.0,1.0853,0.0401,0.7657,0.0024,0.6823,0.0023,0.9943,0.0017,0.8093,0.0016,0.9191,0.0058 -PyG,TU_DD,link_pred,True,,,1,8,2,skipconcat,max,79,0.4833,0.0104,207041.0,1.2145,0.0281,0.777,0.0032,0.6916,0.0031,1.0,0.0,0.8177,0.0022,0.9577,0.0042 -PyG,TU_DD,link_pred,True,,,1,8,2,skipconcat,mean,99,0.514,0.0061,207041.0,1.2091,0.0362,0.77,0.0014,0.6853,0.0013,0.9987,0.0007,0.8128,0.0009,0.9337,0.0052 -PyG,TU_DD,link_pred,True,,,1,8,2,skipsum,add,79,0.5433,0.0034,211401.0,1.2152,0.0357,0.7461,0.004,0.6694,0.0044,0.9728,0.0035,0.7931,0.0022,0.8856,0.0014 -PyG,TU_DD,link_pred,True,,,1,8,2,skipsum,max,99,0.4852,0.0044,211401.0,1.2225,0.0457,0.7737,0.0055,0.6894,0.0051,0.9966,0.0004,0.815,0.0037,0.9459,0.0032 -PyG,TU_DD,link_pred,True,,,1,8,2,skipsum,mean,99,0.5258,0.0092,211401.0,1.2381,0.0411,0.7594,0.0063,0.6776,0.0052,0.9897,0.0035,0.8045,0.0046,0.9076,0.0093 -PyG,TU_DD,link_pred,True,,,1,8,3,skipconcat,add,99,0.5325,0.003,207496.0,1.1828,0.035,0.7595,0.0024,0.6781,0.0022,0.988,0.0036,0.8042,0.0017,0.9053,0.0061 -PyG,TU_DD,link_pred,True,,,1,8,3,skipconcat,max,99,0.4833,0.0045,207496.0,1.2097,0.036,0.7764,0.0054,0.6911,0.0051,0.9996,0.0006,0.8172,0.0036,0.9524,0.0032 -PyG,TU_DD,link_pred,True,,,1,8,3,skipconcat,mean,99,0.5233,0.0059,207496.0,1.2636,0.0059,0.7623,0.0073,0.6787,0.0064,0.9964,0.0018,0.8074,0.005,0.9191,0.0073 -PyG,TU_DD,link_pred,True,,,1,8,3,skipsum,add,99,0.548,0.003,212525.0,0.9912,0.0038,0.7448,0.0003,0.6698,0.0009,0.9659,0.0051,0.791,0.0011,0.8765,0.0032 -PyG,TU_DD,link_pred,True,,,1,8,3,skipsum,max,99,0.4847,0.009,212525.0,1.2656,0.0058,0.7727,0.0029,0.6884,0.0022,0.9962,0.0027,0.8142,0.0024,0.9405,0.0063 -PyG,TU_DD,link_pred,True,,,1,8,3,skipsum,mean,99,0.5223,0.0035,212525.0,1.2573,0.022,0.7606,0.0012,0.6798,0.0015,0.9854,0.0024,0.8046,0.0006,0.9056,0.0016 -PyG,TU_DD,link_pred,True,,,2,2,2,skipconcat,add,99,0.5395,0.0094,208621.0,1.2465,0.0304,0.7609,0.005,0.6772,0.0041,0.997,0.0022,0.8066,0.0036,0.9143,0.0073 -PyG,TU_DD,link_pred,True,,,2,2,2,skipconcat,max,99,0.5133,0.0058,208621.0,1.2456,0.0158,0.7645,0.0045,0.6799,0.004,0.9996,0.0006,0.8093,0.003,0.9417,0.0027 -PyG,TU_DD,link_pred,True,,,2,2,2,skipconcat,mean,99,0.5341,0.0082,208621.0,1.2223,0.0106,0.7619,0.003,0.6778,0.0027,0.9986,0.0006,0.8075,0.002,0.9193,0.0061 -PyG,TU_DD,link_pred,True,,,2,2,2,skipsum,add,99,0.5325,0.0032,217906.0,1.1778,0.0717,0.7591,0.001,0.6759,0.0008,0.9959,0.0006,0.8053,0.0008,0.9136,0.0042 -PyG,TU_DD,link_pred,True,,,2,2,2,skipsum,max,99,0.5024,0.005,217906.0,1.225,0.0199,0.764,0.0015,0.6794,0.0014,0.9997,0.0002,0.809,0.001,0.9456,0.0026 -PyG,TU_DD,link_pred,True,,,2,2,2,skipsum,mean,99,0.5277,0.0036,217906.0,1.1568,0.0727,0.7633,0.0029,0.6792,0.0027,0.9981,0.0005,0.8083,0.0019,0.9192,0.0037 -PyG,TU_DD,link_pred,True,,,2,2,3,skipconcat,add,99,0.5443,0.0011,207361.0,0.9793,0.0033,0.75,0.0004,0.6684,0.0005,0.9924,0.0035,0.7988,0.0008,0.9002,0.005 -PyG,TU_DD,link_pred,True,,,2,2,3,skipconcat,max,99,0.5251,0.0063,207361.0,1.2272,0.0316,0.7545,0.0036,0.6713,0.0031,0.9972,0.0019,0.8024,0.0026,0.9238,0.0078 -PyG,TU_DD,link_pred,True,,,2,2,3,skipconcat,mean,99,0.5444,0.0029,207361.0,1.1725,0.0766,0.7501,0.0027,0.6686,0.002,0.9916,0.0026,0.7987,0.0021,0.899,0.0051 -PyG,TU_DD,link_pred,True,,,2,2,3,skipsum,add,99,0.531,0.009,215029.0,1.2569,0.0313,0.7584,0.0035,0.6761,0.0024,0.9923,0.0033,0.8042,0.0028,0.9062,0.0103 -PyG,TU_DD,link_pred,True,,,2,2,3,skipsum,max,79,0.5092,0.0063,215029.0,0.9825,0.0185,0.7594,0.0014,0.6758,0.0016,0.9974,0.0016,0.8056,0.0008,0.9325,0.0073 -PyG,TU_DD,link_pred,True,,,2,2,3,skipsum,mean,99,0.5308,0.0055,215029.0,1.2219,0.036,0.7579,0.0029,0.6749,0.0023,0.9953,0.0014,0.8043,0.002,0.9089,0.0064 -PyG,TU_DD,link_pred,True,,,2,4,2,skipconcat,add,0,9.0961,12.1174,204802.0,1.1742,0.0241,0.7019,0.0873,0.6356,0.0628,0.969,0.0382,0.767,0.0582,0.8187,0.1459 -PyG,TU_DD,link_pred,True,,,2,4,2,skipconcat,max,79,0.4972,0.0111,204802.0,1.2043,0.0437,0.7722,0.0056,0.6872,0.0053,0.9996,0.0003,0.8144,0.0037,0.9521,0.0069 -PyG,TU_DD,link_pred,True,,,2,4,2,skipconcat,mean,99,0.5257,0.0117,204802.0,1.2118,0.0395,0.7638,0.0033,0.6796,0.0027,0.9978,0.0014,0.8085,0.0023,0.9242,0.0099 -PyG,TU_DD,link_pred,True,,,2,4,2,skipsum,add,99,0.5348,0.0073,215041.0,1.1662,0.0445,0.7572,0.0047,0.6764,0.0041,0.9865,0.0011,0.8025,0.0033,0.9001,0.0066 -PyG,TU_DD,link_pred,True,,,2,4,2,skipsum,max,99,0.4893,0.001,215041.0,1.1398,0.0301,0.7727,0.001,0.6878,0.0009,0.9989,0.0008,0.8146,0.0008,0.9486,0.001 -PyG,TU_DD,link_pred,True,,,2,4,2,skipsum,mean,99,0.5259,0.0065,215041.0,1.0976,0.0515,0.7598,0.005,0.6772,0.0042,0.9931,0.0015,0.8052,0.0035,0.9128,0.0051 -PyG,TU_DD,link_pred,True,,,2,4,3,skipconcat,add,99,0.5416,0.0093,204193.0,1.0942,0.065,0.7526,0.005,0.6714,0.0039,0.9892,0.006,0.7999,0.0038,0.8971,0.0119 -PyG,TU_DD,link_pred,True,,,2,4,3,skipconcat,max,99,0.5024,0.006,204193.0,1.1789,0.0199,0.7664,0.0015,0.6817,0.0014,0.9996,0.0003,0.8106,0.001,0.9397,0.0038 -PyG,TU_DD,link_pred,True,,,2,4,3,skipconcat,mean,99,0.537,0.006,204193.0,1.0377,0.0118,0.7529,0.0032,0.6712,0.0025,0.9915,0.0038,0.8005,0.0025,0.9041,0.0083 -PyG,TU_DD,link_pred,True,,,2,4,3,skipsum,add,99,0.5291,0.0041,213835.0,1.1713,0.0135,0.7532,0.0031,0.6734,0.0015,0.9837,0.0063,0.7995,0.003,0.9003,0.0079 -PyG,TU_DD,link_pred,True,,,2,4,3,skipsum,max,99,0.4883,0.0071,213835.0,1.1503,0.07,0.7682,0.0036,0.684,0.0029,0.9969,0.0022,0.8113,0.0027,0.9426,0.0045 -PyG,TU_DD,link_pred,True,,,2,4,3,skipsum,mean,99,0.5186,0.0044,213835.0,1.0102,0.014,0.7635,0.0016,0.6807,0.0018,0.9924,0.0017,0.8075,0.0009,0.9141,0.0044 -PyG,TU_DD,link_pred,True,,,2,6,2,skipconcat,add,99,0.5293,0.0029,206887.0,1.0486,0.0345,0.7658,0.0045,0.6817,0.0044,0.9972,0.001,0.8098,0.0028,0.9212,0.0037 -PyG,TU_DD,link_pred,True,,,2,6,2,skipconcat,max,99,0.4962,0.0141,206887.0,1.1487,0.0395,0.7737,0.0044,0.6884,0.0042,1.0,0.0,0.8154,0.0029,0.9505,0.0077 -PyG,TU_DD,link_pred,True,,,2,6,2,skipconcat,mean,99,0.5201,0.0082,206887.0,1.0273,0.01,0.7674,0.0011,0.6826,0.0009,0.9996,0.0003,0.8112,0.0008,0.9325,0.008 -PyG,TU_DD,link_pred,True,,,2,6,2,skipsum,add,99,0.5381,0.0054,213121.0,1.024,0.0131,0.7535,0.0041,0.6741,0.0036,0.9818,0.0017,0.7994,0.0028,0.8949,0.0057 -PyG,TU_DD,link_pred,True,,,2,6,2,skipsum,max,99,0.4947,0.0079,213121.0,1.0173,0.0033,0.7666,0.0027,0.6826,0.0021,0.9965,0.0019,0.8102,0.0021,0.9415,0.0062 -PyG,TU_DD,link_pred,True,,,2,6,2,skipsum,mean,99,0.524,0.0055,213121.0,1.1214,0.0587,0.763,0.0045,0.6808,0.0044,0.9904,0.0015,0.8069,0.0028,0.9088,0.0034 -PyG,TU_DD,link_pred,True,,,2,6,3,skipconcat,add,99,0.5317,0.0034,211926.0,1.1899,0.0162,0.7597,0.0026,0.6771,0.0024,0.9929,0.0021,0.8051,0.0019,0.9095,0.0042 -PyG,TU_DD,link_pred,True,,,2,6,3,skipconcat,max,99,0.492,0.0038,211926.0,1.1616,0.0227,0.7699,0.0025,0.6849,0.0023,0.9997,0.0004,0.8129,0.0017,0.9461,0.0041 -PyG,TU_DD,link_pred,True,,,2,6,3,skipconcat,mean,99,0.5281,0.0043,211926.0,1.0994,0.0438,0.7596,0.0028,0.6765,0.0024,0.9951,0.0008,0.8055,0.002,0.9133,0.0063 -PyG,TU_DD,link_pred,True,,,2,6,3,skipsum,add,99,0.5429,0.0099,211401.0,1.0131,0.0138,0.7472,0.006,0.6698,0.0033,0.9752,0.0098,0.7941,0.0055,0.886,0.0122 -PyG,TU_DD,link_pred,True,,,2,6,3,skipsum,max,99,0.4862,0.0028,211401.0,1.151,0.0188,0.7701,0.0048,0.6857,0.0046,0.9973,0.0003,0.8127,0.0032,0.9433,0.001 -PyG,TU_DD,link_pred,True,,,2,6,3,skipsum,mean,99,0.522,0.0032,211401.0,1.0257,0.0057,0.7592,0.0042,0.6774,0.0035,0.9901,0.002,0.8044,0.0031,0.9104,0.0033 -PyG,TU_DD,link_pred,True,,,2,8,2,skipconcat,add,79,0.5362,0.0068,208129.0,1.1445,0.0199,0.7631,0.0034,0.6798,0.0034,0.9948,0.0013,0.8077,0.002,0.9117,0.0056 -PyG,TU_DD,link_pred,True,,,2,8,2,skipconcat,max,99,0.4948,0.0047,208129.0,1.1552,0.0268,0.7755,0.0037,0.6901,0.0035,1.0,0.0,0.8166,0.0025,0.9511,0.0029 -PyG,TU_DD,link_pred,True,,,2,8,2,skipconcat,mean,99,0.5255,0.0078,208129.0,1.1059,0.0588,0.7653,0.0036,0.6811,0.0029,0.9977,0.0022,0.8096,0.0027,0.9248,0.009 -PyG,TU_DD,link_pred,True,,,2,8,2,skipsum,add,79,0.5435,0.0052,212525.0,1.0187,0.0075,0.7495,0.0032,0.6722,0.0018,0.9739,0.0053,0.7954,0.003,0.884,0.0079 -PyG,TU_DD,link_pred,True,,,2,8,2,skipsum,max,99,0.4844,0.0058,212525.0,1.1249,0.0368,0.7758,0.0028,0.6909,0.0031,0.9983,0.0021,0.8167,0.0017,0.9467,0.0051 -PyG,TU_DD,link_pred,True,,,2,8,2,skipsum,mean,99,0.5283,0.0069,212525.0,1.0866,0.0037,0.7561,0.0052,0.6762,0.0041,0.983,0.0057,0.8012,0.0041,0.902,0.0072 -PyG,TU_DD,link_pred,True,,,2,8,3,skipconcat,add,59,0.5403,0.012,208279.0,1.133,0.0419,0.7553,0.0045,0.6748,0.0035,0.9853,0.0046,0.801,0.0034,0.8981,0.0103 -PyG,TU_DD,link_pred,True,,,2,8,3,skipconcat,max,99,0.479,0.0035,208279.0,1.0111,0.022,0.7776,0.0026,0.6922,0.0024,0.9999,0.0002,0.8181,0.0018,0.9527,0.002 -PyG,TU_DD,link_pred,True,,,2,8,3,skipconcat,mean,99,0.522,0.0046,208279.0,1.1493,0.0467,0.7652,0.0041,0.682,0.0042,0.9937,0.0019,0.8088,0.0025,0.9148,0.0074 -PyG,TU_DD,link_pred,True,,,2,8,3,skipsum,add,99,0.5466,0.0027,211201.0,1.1554,0.0136,0.7436,0.007,0.6688,0.0063,0.9653,0.0054,0.7901,0.0048,0.8759,0.0035 -PyG,TU_DD,link_pred,True,,,2,8,3,skipsum,max,99,0.4783,0.008,211201.0,1.1265,0.038,0.7741,0.004,0.6895,0.0034,0.9973,0.0022,0.8153,0.003,0.9444,0.0062 -PyG,TU_DD,link_pred,True,,,2,8,3,skipsum,mean,99,0.5221,0.0029,211201.0,1.0119,0.0119,0.7619,0.0025,0.6808,0.0027,0.9865,0.0021,0.8056,0.0016,0.9039,0.0024 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipconcat,add,99,0.6585,0.0039,199336.0,0.995,0.029,0.6529,0.0027,0.6085,0.0023,0.8575,0.0023,0.7119,0.0019,0.7057,0.0038 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipconcat,max,79,0.6711,0.0035,199336.0,0.8823,0.0152,0.62,0.0083,0.5877,0.0067,0.8053,0.0179,0.6794,0.0076,0.6564,0.0075 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipconcat,mean,79,0.6729,0.0043,199336.0,0.9486,0.0231,0.6155,0.009,0.5829,0.0067,0.8126,0.0161,0.6788,0.0083,0.6486,0.0097 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipsum,add,79,0.6521,0.001,199801.0,0.9666,0.0167,0.6614,0.0013,0.6137,0.0017,0.8711,0.0063,0.7201,0.0016,0.7152,0.004 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipsum,max,99,0.6708,0.0042,199801.0,0.9199,0.0151,0.6206,0.0009,0.5872,0.0015,0.8119,0.0145,0.6814,0.0042,0.6552,0.0049 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipsum,mean,99,0.6694,0.001,199801.0,0.8871,0.0131,0.6196,0.0086,0.587,0.0088,0.8083,0.0104,0.68,0.0022,0.6586,0.0067 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipconcat,add,79,0.6539,0.0008,203689.0,0.9973,0.0212,0.6474,0.0014,0.6041,0.0014,0.8551,0.0141,0.708,0.0041,0.7046,0.0015 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipconcat,max,99,0.6733,0.0057,203689.0,0.9027,0.0188,0.6072,0.0084,0.5765,0.0049,0.8072,0.0254,0.6725,0.011,0.6421,0.0109 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipconcat,mean,79,0.6761,0.0038,203689.0,0.8932,0.0127,0.6088,0.0047,0.578,0.0033,0.8059,0.0164,0.6731,0.0063,0.6437,0.0047 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipsum,add,99,0.6524,0.0033,200792.0,0.8771,0.0084,0.6527,0.0095,0.6081,0.0062,0.8583,0.0135,0.7119,0.0088,0.7123,0.0102 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipsum,max,59,0.6692,0.0025,200792.0,0.9551,0.0158,0.6172,0.0078,0.5831,0.005,0.8219,0.0209,0.6821,0.0091,0.6572,0.0094 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipsum,mean,59,0.6733,0.0044,200792.0,0.9858,0.0372,0.6079,0.0078,0.577,0.0061,0.8086,0.006,0.6734,0.0052,0.6518,0.0081 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipconcat,add,99,0.6486,0.0034,203465.0,0.9298,0.0504,0.6729,0.0076,0.62,0.0057,0.8937,0.0054,0.7321,0.0057,0.7409,0.0051 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipconcat,max,99,0.6601,0.0064,203465.0,0.8933,0.0118,0.6489,0.0103,0.6038,0.0088,0.867,0.0013,0.7118,0.0058,0.7043,0.0097 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipconcat,mean,79,0.6664,0.0028,203465.0,0.9548,0.0098,0.633,0.0061,0.5968,0.0037,0.8197,0.0119,0.6907,0.0066,0.6754,0.0084 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipsum,add,99,0.648,0.0022,199463.0,1.0062,0.0691,0.6639,0.0044,0.6127,0.0029,0.891,0.0095,0.7261,0.0044,0.7283,0.0053 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipsum,max,99,0.6531,0.0035,199463.0,0.8679,0.0068,0.654,0.0027,0.6075,0.0018,0.8703,0.0078,0.7155,0.0032,0.7135,0.0074 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipsum,mean,99,0.66,0.0023,199463.0,0.9483,0.0329,0.6366,0.0024,0.5961,0.0024,0.8472,0.0086,0.6998,0.0024,0.6859,0.0044 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipconcat,add,99,0.6541,0.0042,205948.0,0.9717,0.0151,0.6518,0.006,0.6057,0.0032,0.8692,0.0127,0.7139,0.0065,0.7147,0.0043 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipconcat,max,79,0.6621,0.0017,205948.0,0.9905,0.0011,0.6334,0.0044,0.5948,0.0046,0.8371,0.0106,0.6954,0.0029,0.6835,0.0022 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipconcat,mean,99,0.6669,0.0017,205948.0,1.039,0.0076,0.6194,0.0084,0.5855,0.008,0.8195,0.0097,0.6829,0.0033,0.6613,0.0071 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipsum,add,79,0.646,0.0027,200593.0,1.0022,0.0384,0.661,0.0076,0.6118,0.0059,0.8812,0.004,0.7222,0.0053,0.728,0.001 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipsum,max,99,0.655,0.0024,200593.0,0.892,0.0073,0.6458,0.0043,0.6017,0.0038,0.863,0.0024,0.709,0.0023,0.7034,0.0041 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipsum,mean,79,0.6662,0.0031,200593.0,1.016,0.0189,0.633,0.0044,0.5947,0.0018,0.8355,0.0148,0.6948,0.0062,0.6752,0.0048 -PyG,TU_ENZYMES,link_pred,True,,,1,6,2,skipconcat,add,79,0.6453,0.0076,201598.0,1.0321,0.0018,0.6714,0.0062,0.6185,0.0034,0.8943,0.011,0.7313,0.0061,0.7458,0.016 -PyG,TU_ENZYMES,link_pred,True,,,1,6,2,skipconcat,max,99,0.649,0.0062,201598.0,0.9535,0.0384,0.6746,0.009,0.6218,0.0056,0.8912,0.0147,0.7325,0.0084,0.7365,0.0106 -PyG,TU_ENZYMES,link_pred,True,,,1,6,2,skipconcat,mean,99,0.6625,0.0045,201598.0,1.006,0.0443,0.6397,0.0105,0.6,0.008,0.8393,0.0143,0.6997,0.0086,0.6887,0.0117 -PyG,TU_ENZYMES,link_pred,True,,,1,6,2,skipsum,add,79,0.6477,0.0021,200333.0,0.8859,0.0091,0.6632,0.0051,0.6145,0.003,0.876,0.0098,0.7223,0.0053,0.7275,0.0054 -PyG,TU_ENZYMES,link_pred,True,,,1,6,2,skipsum,max,59,0.6424,0.0043,200333.0,0.8929,0.0112,0.6712,0.008,0.6194,0.0069,0.8885,0.0153,0.7299,0.0063,0.7379,0.0111 -PyG,TU_ENZYMES,link_pred,True,,,1,6,2,skipsum,mean,99,0.6537,0.0019,200333.0,1.0412,0.0475,0.6465,0.0053,0.6028,0.0037,0.8594,0.0117,0.7085,0.0052,0.7018,0.0048 -PyG,TU_ENZYMES,link_pred,True,,,1,6,3,skipconcat,add,99,0.6476,0.007,207621.0,1.0548,0.0686,0.6618,0.0052,0.6142,0.0027,0.8698,0.0149,0.72,0.0063,0.726,0.0157 -PyG,TU_ENZYMES,link_pred,True,,,1,6,3,skipconcat,max,79,0.6546,0.0039,207621.0,1.1559,0.2811,0.6533,0.0033,0.6087,0.0034,0.8583,0.0045,0.7123,0.0015,0.7073,0.009 -PyG,TU_ENZYMES,link_pred,True,,,1,6,3,skipconcat,mean,79,0.6658,0.0012,207621.0,1.2071,0.246,0.6269,0.0094,0.5906,0.0076,0.8279,0.0024,0.6894,0.006,0.6733,0.0015 -PyG,TU_ENZYMES,link_pred,True,,,1,6,3,skipsum,add,99,0.6384,0.0046,200393.0,1.0959,0.085,0.6679,0.0116,0.6167,0.0087,0.888,0.0111,0.7279,0.009,0.7416,0.0108 -PyG,TU_ENZYMES,link_pred,True,,,1,6,3,skipsum,max,99,0.6428,0.0052,200393.0,0.9103,0.0226,0.6691,0.0025,0.6153,0.0021,0.9026,0.0004,0.7318,0.0015,0.7382,0.0116 -PyG,TU_ENZYMES,link_pred,True,,,1,6,3,skipsum,mean,79,0.6573,0.0026,200393.0,0.8975,0.0251,0.6374,0.0059,0.5968,0.0048,0.8472,0.0042,0.7003,0.004,0.6908,0.0083 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipconcat,add,79,0.6417,0.0045,204289.0,1.1047,0.0844,0.6775,0.0116,0.6232,0.0085,0.8978,0.0095,0.7357,0.009,0.7535,0.0088 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipconcat,max,99,0.6401,0.002,204289.0,0.9413,0.0488,0.6802,0.0049,0.6257,0.0047,0.8975,0.008,0.7373,0.0031,0.7519,0.0025 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipconcat,mean,99,0.657,0.0033,204289.0,1.2271,0.1697,0.6479,0.0087,0.6055,0.0066,0.8494,0.0063,0.707,0.0066,0.6982,0.0102 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipsum,add,99,0.6443,0.0043,199361.0,1.2639,0.2452,0.6669,0.013,0.6141,0.0113,0.8994,0.0098,0.7298,0.0074,0.737,0.0053 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipsum,max,99,0.6326,0.0075,199361.0,1.4556,0.2641,0.6838,0.0049,0.6254,0.004,0.9162,0.0025,0.7434,0.0033,0.7652,0.0103 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipsum,mean,99,0.6558,0.0022,199361.0,1.2512,0.2425,0.6432,0.0049,0.6011,0.0041,0.8513,0.0061,0.7046,0.0035,0.697,0.0044 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipconcat,add,79,0.6452,0.0041,205174.0,1.2086,0.2676,0.6592,0.0094,0.6091,0.0067,0.8888,0.0077,0.7228,0.0073,0.7311,0.013 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipconcat,max,99,0.6561,0.0018,205174.0,1.1346,0.0459,0.6415,0.0042,0.5994,0.0034,0.8535,0.0041,0.7042,0.0029,0.6994,0.0011 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipconcat,mean,99,0.6674,0.0036,205174.0,1.3307,0.227,0.6286,0.0014,0.5921,0.0007,0.8265,0.0072,0.69,0.0025,0.6694,0.0013 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipsum,add,79,0.6529,0.0102,201001.0,1.2547,0.0959,0.6472,0.013,0.6033,0.0083,0.8594,0.0229,0.7089,0.0129,0.7125,0.0198 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipsum,max,99,0.6403,0.0032,201001.0,1.3897,0.2167,0.6694,0.0082,0.6151,0.0075,0.9062,0.0057,0.7327,0.0042,0.7455,0.0071 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipsum,mean,79,0.6595,0.0029,201001.0,1.4279,0.0709,0.6381,0.0062,0.5973,0.0037,0.847,0.0111,0.7006,0.0063,0.6843,0.0064 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipconcat,add,79,0.6587,0.002,200451.0,1.3581,0.1287,0.6555,0.0068,0.6096,0.0041,0.8652,0.0122,0.7152,0.0068,0.7101,0.0087 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipconcat,max,79,0.6701,0.002,200451.0,1.3084,0.2455,0.6202,0.0119,0.5869,0.007,0.8107,0.0246,0.6809,0.0133,0.6581,0.0068 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipconcat,mean,79,0.6702,0.0014,200451.0,1.3889,0.2593,0.6205,0.0093,0.5881,0.007,0.8048,0.0108,0.6795,0.0078,0.6624,0.0045 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipsum,add,79,0.6533,0.0026,200792.0,1.2884,0.1743,0.6587,0.0049,0.6116,0.0014,0.8698,0.0178,0.7181,0.007,0.719,0.0087 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipsum,max,99,0.67,0.0058,200792.0,1.3233,0.0899,0.6213,0.0133,0.5861,0.0108,0.8276,0.0108,0.6862,0.0084,0.6649,0.0105 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipsum,mean,99,0.6676,0.0033,200792.0,1.3158,0.1798,0.6197,0.0024,0.5869,0.0016,0.8086,0.0059,0.6801,0.0027,0.6631,0.0063 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipconcat,add,79,0.6573,0.0027,200481.0,1.1536,0.0126,0.6435,0.005,0.6011,0.004,0.8537,0.0023,0.7054,0.0033,0.7003,0.0041 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipconcat,max,79,0.6696,0.0023,200481.0,1.3869,0.0938,0.6113,0.0055,0.5793,0.0023,0.8121,0.0219,0.6762,0.0089,0.651,0.0033 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipconcat,mean,79,0.6694,0.0012,200481.0,1.4394,0.1156,0.6156,0.0065,0.5825,0.0049,0.8157,0.005,0.6796,0.0049,0.653,0.0045 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipsum,add,79,0.6523,0.0013,199463.0,1.444,0.0604,0.6479,0.0034,0.6047,0.0028,0.854,0.0024,0.7081,0.0024,0.7112,0.0021 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipsum,max,79,0.6675,0.0027,199463.0,1.1519,0.0471,0.6223,0.0128,0.5878,0.009,0.8186,0.0149,0.6843,0.0112,0.66,0.009 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipsum,mean,79,0.6688,0.0012,199463.0,1.1802,0.043,0.6188,0.0092,0.5869,0.0069,0.8026,0.0105,0.678,0.0077,0.6574,0.0044 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipconcat,add,79,0.65,0.0024,199900.0,1.0058,0.0334,0.6682,0.0061,0.6167,0.0046,0.8894,0.0043,0.7283,0.0045,0.732,0.0065 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipconcat,max,99,0.6527,0.0039,199900.0,1.1643,0.0343,0.6624,0.0076,0.6144,0.0035,0.8725,0.019,0.721,0.0089,0.7174,0.0124 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipconcat,mean,79,0.6656,0.0005,199900.0,1.0423,0.0243,0.635,0.0025,0.596,0.0025,0.8379,0.011,0.6965,0.0032,0.6793,0.0092 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipsum,add,39,0.6561,0.0054,200593.0,1.3407,0.1055,0.648,0.004,0.6053,0.0018,0.8513,0.0241,0.7073,0.0081,0.7079,0.0056 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipsum,max,79,0.6517,0.0024,200593.0,1.3036,0.0675,0.661,0.0029,0.6122,0.0012,0.8787,0.009,0.7216,0.0037,0.7195,0.004 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipsum,mean,99,0.6646,0.0052,200593.0,1.1333,0.0965,0.6384,0.0039,0.5979,0.0022,0.8453,0.0126,0.7004,0.0051,0.6829,0.0088 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipconcat,add,79,0.6498,0.0006,200065.0,1.1816,0.0639,0.6597,0.0087,0.6106,0.0058,0.8812,0.0103,0.7214,0.0076,0.7257,0.0063 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipconcat,max,79,0.6596,0.0065,200065.0,1.1674,0.0397,0.6423,0.0037,0.6015,0.004,0.8439,0.0126,0.7023,0.0033,0.6912,0.0081 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipconcat,mean,59,0.6648,0.0078,200065.0,1.1971,0.0444,0.6259,0.01,0.5908,0.008,0.8192,0.01,0.6865,0.0074,0.6754,0.0168 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipsum,add,79,0.6477,0.0021,200333.0,1.1398,0.0997,0.653,0.0043,0.6066,0.0021,0.8706,0.0106,0.715,0.005,0.7184,0.0062 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipsum,max,99,0.6501,0.0035,200333.0,1.1366,0.0707,0.6498,0.0044,0.6032,0.0032,0.876,0.0057,0.7144,0.0035,0.7121,0.0042 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipsum,mean,59,0.6665,0.0032,200333.0,1.1215,0.1252,0.6254,0.0041,0.5908,0.0027,0.8162,0.0059,0.6854,0.0039,0.6676,0.0075 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipconcat,add,99,15.3877,20.8529,203361.0,1.3201,0.1268,0.6255,0.0695,0.5855,0.0497,0.9057,0.0111,0.7096,0.0348,0.6781,0.0966 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipconcat,max,79,0.645,0.005,203361.0,1.212,0.033,0.6742,0.001,0.6207,0.0016,0.8959,0.0105,0.7333,0.0026,0.7409,0.0086 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipconcat,mean,59,0.6697,0.0105,203361.0,1.3114,0.1681,0.6351,0.003,0.5976,0.0024,0.8273,0.0017,0.6939,0.0022,0.6781,0.0126 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipsum,add,99,0.642,0.0021,200393.0,1.2304,0.0878,0.6658,0.0056,0.6153,0.0041,0.885,0.0047,0.7259,0.0044,0.7342,0.0013 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipsum,max,99,0.6394,0.008,200393.0,1.3888,0.0859,0.6687,0.0083,0.6151,0.0058,0.9016,0.0124,0.7313,0.007,0.7483,0.0158 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipsum,mean,99,0.6547,0.0042,200393.0,1.0563,0.0997,0.6413,0.004,0.6,0.0028,0.8472,0.0099,0.7025,0.0043,0.6994,0.0121 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipconcat,add,99,0.6423,0.0071,208916.0,1.1156,0.0141,0.6659,0.0112,0.6152,0.0079,0.8861,0.01,0.7262,0.0089,0.7389,0.0146 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipconcat,max,79,0.6533,0.0037,208916.0,1.2754,0.0792,0.652,0.0018,0.6067,0.0016,0.8643,0.0111,0.7129,0.0033,0.7091,0.0079 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipconcat,mean,79,0.66,0.0011,208916.0,1.2943,0.0845,0.6304,0.0073,0.5918,0.0061,0.8407,0.0016,0.6946,0.004,0.6832,0.0048 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipsum,add,59,0.6471,0.0011,199361.0,1.1649,0.0797,0.6531,0.0033,0.606,0.0035,0.8755,0.0095,0.7162,0.0025,0.7269,0.0013 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipsum,max,99,0.6436,0.0034,199361.0,1.2165,0.0693,0.6563,0.0068,0.6063,0.0057,0.8923,0.002,0.722,0.0037,0.7281,0.0094 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipsum,mean,99,0.6573,0.0017,199361.0,1.3276,0.0768,0.6361,0.0033,0.5951,0.0028,0.8516,0.0018,0.7006,0.0018,0.6871,0.0028 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipconcat,add,99,0.6441,0.0044,205377.0,1.2225,0.1226,0.677,0.0056,0.6231,0.0043,0.8959,0.0052,0.735,0.0041,0.7464,0.0067 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipconcat,max,99,0.6436,0.0037,205377.0,1.2643,0.1274,0.6751,0.0012,0.6212,0.0011,0.8978,0.0128,0.7342,0.0035,0.7501,0.0033 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipconcat,mean,99,0.6632,0.0049,205377.0,1.1366,0.0941,0.6435,0.0036,0.6041,0.0021,0.8328,0.0115,0.7002,0.0049,0.6908,0.0053 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipsum,add,79,0.6494,0.0094,201001.0,1.1427,0.0254,0.6545,0.0069,0.6081,0.0039,0.869,0.0143,0.7155,0.0073,0.7222,0.0182 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipsum,max,79,0.633,0.0057,201001.0,1.3491,0.1519,0.6816,0.0068,0.6236,0.0059,0.9165,0.002,0.7422,0.0041,0.7627,0.0095 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipsum,mean,59,0.6602,0.0035,201001.0,1.2303,0.0462,0.6343,0.0072,0.5933,0.0059,0.8543,0.0048,0.7003,0.0044,0.6856,0.0084 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipconcat,add,59,0.6396,0.0053,205957.0,1.3466,0.1138,0.6756,0.0071,0.6204,0.0062,0.9051,0.0032,0.7362,0.0041,0.7476,0.007 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipconcat,max,99,0.6513,0.0078,205957.0,1.1705,0.0821,0.6557,0.0132,0.6087,0.0103,0.8725,0.008,0.7171,0.0092,0.7161,0.0154 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipconcat,mean,99,0.6603,0.0042,205957.0,1.2383,0.0287,0.6381,0.0036,0.599,0.0048,0.8363,0.0123,0.698,0.0011,0.6873,0.003 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipsum,add,39,0.6549,0.0026,200193.0,1.2794,0.0786,0.6364,0.0081,0.5952,0.0057,0.8527,0.0116,0.701,0.007,0.7049,0.0053 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipsum,max,99,0.6348,0.0024,200193.0,1.1904,0.0453,0.6706,0.0017,0.6167,0.0009,0.9016,0.0131,0.7324,0.0038,0.7523,0.0069 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipsum,mean,99,0.6581,0.0029,200193.0,1.3051,0.0592,0.6392,0.0042,0.5984,0.002,0.8459,0.0135,0.7009,0.0056,0.6865,0.0104 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipconcat,add,99,0.6552,0.0021,199336.0,1.187,0.0439,0.6442,0.0002,0.6021,0.0013,0.8502,0.0089,0.705,0.0022,0.708,0.0013 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipconcat,max,99,0.6704,0.0019,199336.0,1.1608,0.0332,0.613,0.0021,0.5806,0.0009,0.8148,0.0076,0.678,0.0032,0.6583,0.0031 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipconcat,mean,79,0.6724,0.0021,199336.0,1.2925,0.0569,0.6062,0.0017,0.5774,0.0024,0.7927,0.0192,0.668,0.0057,0.6519,0.0029 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipsum,add,99,0.6537,0.0068,199801.0,1.2262,0.0381,0.6389,0.0058,0.5977,0.004,0.8504,0.0143,0.7019,0.0061,0.7087,0.0081 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipsum,max,99,0.6703,0.0045,199801.0,1.1071,0.0168,0.6115,0.0029,0.5794,0.0028,0.8139,0.0069,0.6769,0.002,0.6608,0.005 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipsum,mean,99,0.6694,0.0018,199801.0,1.1532,0.0327,0.6104,0.002,0.5796,0.0025,0.8041,0.0164,0.6736,0.0046,0.6558,0.0036 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipconcat,add,79,0.6544,0.0027,203689.0,1.2498,0.1426,0.6325,0.0011,0.5942,0.0027,0.8363,0.0148,0.6946,0.0034,0.7013,0.0031 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipconcat,max,79,0.6707,0.0021,203689.0,1.2544,0.139,0.6023,0.0049,0.5729,0.0051,0.8054,0.0115,0.6695,0.0007,0.6518,0.0059 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipconcat,mean,99,0.671,0.0039,203689.0,1.2292,0.125,0.6024,0.0048,0.573,0.0046,0.8043,0.0068,0.6692,0.0009,0.6494,0.0094 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipsum,add,99,0.6529,0.0031,200792.0,1.3093,0.0599,0.6368,0.0033,0.5969,0.0032,0.8429,0.0083,0.6988,0.0025,0.7049,0.0043 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipsum,max,99,0.6729,0.0044,200792.0,1.1727,0.0922,0.6045,0.0066,0.5745,0.0047,0.8058,0.0091,0.6708,0.0058,0.6499,0.0072 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipsum,mean,99,0.6693,0.0022,200792.0,1.2363,0.0597,0.6063,0.0054,0.5751,0.0034,0.8139,0.0137,0.674,0.0063,0.6563,0.0055 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipconcat,add,79,0.6474,0.0026,203465.0,1.2294,0.2464,0.6615,0.0055,0.6124,0.0028,0.8795,0.0136,0.722,0.0063,0.7334,0.0034 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipconcat,max,99,0.6601,0.0083,203465.0,1.1312,0.006,0.6444,0.0105,0.6007,0.0088,0.8619,0.0065,0.708,0.0064,0.7073,0.0105 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipconcat,mean,99,0.6644,0.0005,203465.0,1.1797,0.0421,0.6265,0.0045,0.5902,0.0026,0.8275,0.0167,0.689,0.0064,0.6795,0.0027 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipsum,add,79,0.6453,0.002,199463.0,1.1452,0.0329,0.6512,0.0033,0.6052,0.0022,0.87,0.0072,0.7138,0.0033,0.7295,0.0038 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipsum,max,99,0.6506,0.0025,199463.0,1.2901,0.0161,0.6544,0.0045,0.6076,0.0039,0.8717,0.0064,0.7161,0.0031,0.7218,0.0036 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipsum,mean,99,0.6608,0.0028,199463.0,1.3739,0.1816,0.6263,0.0054,0.5886,0.0043,0.8392,0.0075,0.6919,0.0041,0.688,0.0075 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipconcat,add,99,0.6467,0.0023,205948.0,1.2485,0.0792,0.6487,0.0007,0.6037,0.0017,0.866,0.0092,0.7114,0.002,0.7242,0.0035 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipconcat,max,99,0.6636,0.0029,205948.0,1.3697,0.123,0.6282,0.0054,0.5905,0.004,0.8366,0.0046,0.6924,0.0043,0.6886,0.0029 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipconcat,mean,99,0.6702,0.0032,205948.0,1.3056,0.1441,0.6131,0.0068,0.5803,0.0036,0.8168,0.0192,0.6785,0.0087,0.6622,0.0056 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipsum,add,99,0.6519,0.0125,200593.0,1.246,0.0435,0.6437,0.0223,0.6019,0.0131,0.8465,0.0466,0.7033,0.0245,0.7103,0.0324 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipsum,max,59,0.6531,0.0024,200593.0,1.1538,0.1078,0.6401,0.0051,0.5972,0.005,0.8616,0.0132,0.7053,0.0037,0.7093,0.0088 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipsum,mean,99,0.6604,0.0037,200593.0,1.1974,0.0451,0.6256,0.0064,0.5878,0.0035,0.8405,0.0155,0.6918,0.0075,0.6866,0.0109 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipconcat,add,99,0.6444,0.0045,201598.0,1.3814,0.2143,0.6658,0.0036,0.6154,0.0025,0.8844,0.006,0.7257,0.0032,0.745,0.0076 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipconcat,max,99,0.6483,0.0029,201598.0,1.2147,0.0711,0.6629,0.0049,0.6121,0.0058,0.8898,0.0118,0.7252,0.0013,0.7419,0.0006 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipconcat,mean,99,0.6646,0.0021,201598.0,1.3253,0.1588,0.6312,0.0014,0.5934,0.0015,0.8336,0.0031,0.6933,0.0008,0.6909,0.0051 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipsum,add,59,0.6416,0.0025,200333.0,1.2787,0.0654,0.6552,0.0078,0.6081,0.0066,0.8734,0.0112,0.717,0.0058,0.7361,0.0035 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipsum,max,99,0.6373,0.0081,200333.0,1.1745,0.0729,0.6646,0.007,0.613,0.0055,0.8934,0.0042,0.7271,0.0047,0.7499,0.0141 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipsum,mean,99,0.6604,0.0037,200333.0,1.3544,0.1321,0.6268,0.0049,0.5889,0.0043,0.8405,0.0034,0.6925,0.0025,0.6897,0.0061 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipconcat,add,99,0.6419,0.005,207621.0,1.1069,0.0708,0.6606,0.0078,0.6132,0.0036,0.8695,0.0198,0.7191,0.0093,0.7394,0.015 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipconcat,max,99,0.6538,0.0053,207621.0,1.0543,0.0629,0.6433,0.0097,0.5987,0.0066,0.8693,0.0139,0.7091,0.0085,0.7161,0.0159 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipconcat,mean,99,0.6637,0.0032,207621.0,1.2357,0.1348,0.624,0.0033,0.5876,0.0025,0.8316,0.0116,0.6886,0.0042,0.683,0.005 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipsum,add,99,0.6464,0.0094,200393.0,1.1678,0.115,0.6487,0.0151,0.605,0.0119,0.8578,0.0064,0.7095,0.0103,0.7185,0.0194 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipsum,max,99,0.6404,0.0078,200393.0,1.2917,0.1396,0.6608,0.01,0.6109,0.0095,0.8868,0.0059,0.7234,0.0046,0.7402,0.0148 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipsum,mean,99,0.6606,0.0014,200393.0,1.2443,0.1378,0.6266,0.0041,0.588,0.0035,0.846,0.0043,0.6938,0.0024,0.6862,0.0004 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipconcat,add,39,0.6427,0.0121,204289.0,1.0602,0.026,0.6712,0.0089,0.6199,0.0071,0.8856,0.0104,0.7292,0.0068,0.7486,0.0168 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipconcat,max,99,0.6427,0.0084,204289.0,1.4357,0.1685,0.6632,0.011,0.6105,0.0087,0.9024,0.0108,0.7283,0.0076,0.7523,0.0178 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipconcat,mean,79,0.6644,0.0023,204289.0,1.3593,0.0823,0.6309,0.0103,0.5909,0.0062,0.8504,0.0211,0.6972,0.0108,0.6924,0.0111 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipsum,add,59,0.635,0.0036,199361.0,1.1286,0.0311,0.6629,0.0051,0.6139,0.0054,0.8785,0.0148,0.7227,0.0041,0.747,0.0056 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipsum,max,99,0.6264,0.0082,199361.0,1.1466,0.0239,0.674,0.0071,0.6183,0.0058,0.9098,0.0143,0.7362,0.0059,0.7684,0.01 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipsum,mean,99,0.6552,0.0005,199361.0,1.2768,0.0332,0.6348,0.0057,0.5937,0.003,0.8536,0.0134,0.7003,0.0065,0.7,0.0067 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipconcat,add,99,0.6357,0.0069,205174.0,1.3035,0.0343,0.6605,0.0075,0.6109,0.0048,0.8839,0.0104,0.7225,0.0068,0.7471,0.0153 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipconcat,max,99,0.6544,0.0045,205174.0,1.3027,0.098,0.6471,0.0029,0.6001,0.0025,0.8822,0.0015,0.7143,0.0013,0.7235,0.0029 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipconcat,mean,99,0.6605,0.0002,205174.0,1.2249,0.0989,0.6292,0.0052,0.5912,0.0029,0.8371,0.0128,0.693,0.0062,0.6899,0.0022 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipsum,add,79,0.6472,0.0097,201001.0,1.1718,0.0623,0.6493,0.0145,0.6042,0.0099,0.8656,0.0161,0.7117,0.0123,0.7216,0.0219 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipsum,max,99,0.6327,0.0021,201001.0,1.3331,0.1043,0.6659,0.0054,0.6135,0.0022,0.8963,0.0169,0.7284,0.0068,0.7515,0.0051 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipsum,mean,99,0.654,0.0012,201001.0,1.3454,0.1154,0.6326,0.0038,0.5923,0.0012,0.8507,0.0161,0.6983,0.0061,0.7013,0.0021 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipconcat,add,99,0.654,0.0042,200451.0,1.2069,0.0555,0.6421,0.0018,0.6011,0.0015,0.8454,0.0068,0.7026,0.0023,0.7105,0.0067 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipconcat,max,59,0.6752,0.0053,200451.0,1.2777,0.1623,0.6059,0.013,0.5765,0.0104,0.7997,0.0052,0.67,0.0081,0.6541,0.0102 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipconcat,mean,99,0.6703,0.0049,200451.0,1.1135,0.0399,0.608,0.0082,0.5786,0.0069,0.7961,0.0091,0.6701,0.0053,0.6548,0.0125 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipsum,add,79,0.6591,0.004,200792.0,1.2701,0.0715,0.6357,0.0082,0.5957,0.0064,0.8451,0.0052,0.6988,0.0058,0.6978,0.0051 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipsum,max,99,0.6763,0.0054,200792.0,1.2479,0.0582,0.6087,0.0056,0.5775,0.0038,0.8106,0.0096,0.6744,0.0055,0.6507,0.0073 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipsum,mean,39,0.6713,0.0033,200792.0,1.178,0.036,0.6068,0.0084,0.5758,0.0047,0.8097,0.0232,0.673,0.0108,0.6563,0.0072 -PyG,TU_PROTEINS,link_pred,True,,,2,2,3,skipconcat,add,79,0.6555,0.004,200481.0,1.2288,0.0544,0.6344,0.0029,0.5951,0.0019,0.8411,0.0055,0.697,0.0029,0.6995,0.0086 -PyG,TU_PROTEINS,link_pred,True,,,2,2,3,skipconcat,max,59,0.6709,0.0031,200481.0,1.4643,0.1994,0.6073,0.004,0.5772,0.0045,0.8026,0.0103,0.6714,0.001,0.6511,0.0055 -PyG,TU_PROTEINS,link_pred,True,,,2,2,3,skipconcat,mean,99,0.6684,0.0024,200481.0,1.3475,0.175,0.6034,0.0048,0.5744,0.0041,0.799,0.0066,0.6683,0.0029,0.6525,0.0084 -PyG,TU_PROTEINS,link_pred,True,,,2,2,3,skipsum,add,99,0.6474,0.0006,199463.0,1.2731,0.1549,0.6463,0.008,0.6035,0.0049,0.8531,0.0142,0.7069,0.0081,0.7174,0.0039 -PyG,TU_PROTEINS,link_pred,True,,,2,2,3,skipsum,max,59,0.6677,0.0007,199463.0,1.2736,0.0521,0.6088,0.0034,0.5782,0.0009,0.805,0.0174,0.6729,0.0067,0.6613,0.0018 -PyG,TU_PROTEINS,link_pred,True,,,2,2,3,skipsum,mean,99,0.6683,0.0046,199463.0,1.3292,0.1478,0.6081,0.0077,0.5777,0.0066,0.8051,0.0174,0.6726,0.0063,0.661,0.0102 -PyG,TU_PROTEINS,link_pred,True,,,2,4,2,skipconcat,add,79,0.6447,0.0051,199900.0,1.2548,0.1178,0.659,0.0017,0.6124,0.0014,0.8662,0.0027,0.7175,0.0013,0.7332,0.0078 -PyG,TU_PROTEINS,link_pred,True,,,2,4,2,skipconcat,max,79,0.6612,0.0012,199900.0,1.2096,0.0189,0.6418,0.005,0.5989,0.0033,0.8584,0.0088,0.7055,0.0047,0.7048,0.0057 -PyG,TU_PROTEINS,link_pred,True,,,2,4,2,skipconcat,mean,99,0.6652,0.0039,199900.0,1.2855,0.0931,0.6248,0.0076,0.5897,0.0063,0.8209,0.0104,0.6863,0.0057,0.6798,0.0098 -PyG,TU_PROTEINS,link_pred,True,,,2,4,2,skipsum,add,99,0.6503,0.0079,200593.0,1.1815,0.0769,0.6445,0.0152,0.6012,0.0098,0.858,0.0305,0.7069,0.0155,0.7166,0.0219 -PyG,TU_PROTEINS,link_pred,True,,,2,4,2,skipsum,max,99,0.6529,0.0048,200593.0,1.283,0.0662,0.6423,0.0075,0.5975,0.0047,0.8717,0.0143,0.709,0.0075,0.7147,0.0096 -PyG,TU_PROTEINS,link_pred,True,,,2,4,2,skipsum,mean,99,0.6623,0.002,200593.0,1.1097,0.1074,0.6229,0.0042,0.5871,0.0026,0.8277,0.0098,0.6869,0.0046,0.6802,0.0068 -PyG,TU_PROTEINS,link_pred,True,,,2,4,3,skipconcat,add,99,0.6512,0.0147,200065.0,1.1085,0.0873,0.6446,0.0196,0.6039,0.0139,0.8404,0.0215,0.7028,0.0169,0.7092,0.0324 -PyG,TU_PROTEINS,link_pred,True,,,2,4,3,skipconcat,max,99,0.6586,0.0028,200065.0,1.109,0.0581,0.6318,0.0058,0.5918,0.0044,0.8497,0.0101,0.6977,0.005,0.6952,0.0043 -PyG,TU_PROTEINS,link_pred,True,,,2,4,3,skipconcat,mean,99,0.6659,0.0011,200065.0,1.119,0.1779,0.6176,0.0126,0.5832,0.0084,0.8238,0.0166,0.6829,0.0115,0.6701,0.0094 -PyG,TU_PROTEINS,link_pred,True,,,2,4,3,skipsum,add,59,0.6463,0.0054,200333.0,1.2264,0.1258,0.6503,0.0078,0.6059,0.0054,0.8604,0.0106,0.711,0.0068,0.7224,0.0102 -PyG,TU_PROTEINS,link_pred,True,,,2,4,3,skipsum,max,99,0.6508,0.0038,200333.0,1.2149,0.0335,0.6403,0.0039,0.5978,0.0047,0.8586,0.0119,0.7048,0.0016,0.7109,0.0058 -PyG,TU_PROTEINS,link_pred,True,,,2,4,3,skipsum,mean,99,0.6614,0.0017,200333.0,1.1744,0.0521,0.6236,0.0064,0.5864,0.0037,0.8385,0.0136,0.6901,0.007,0.6841,0.0036 -PyG,TU_PROTEINS,link_pred,True,,,2,6,2,skipconcat,add,99,0.6411,0.0053,203361.0,1.194,0.0711,0.6642,0.0072,0.6151,0.0059,0.8776,0.0065,0.7233,0.0051,0.7443,0.0067 -PyG,TU_PROTEINS,link_pred,True,,,2,6,2,skipconcat,max,79,0.6517,0.0064,203361.0,1.2109,0.0098,0.6564,0.0139,0.6066,0.0109,0.8914,0.0032,0.7218,0.0088,0.7361,0.0161 -PyG,TU_PROTEINS,link_pred,True,,,2,6,2,skipconcat,mean,99,0.6643,0.0037,203361.0,1.1992,0.0637,0.6232,0.0018,0.5863,0.0012,0.8373,0.0058,0.6896,0.0023,0.687,0.0036 -PyG,TU_PROTEINS,link_pred,True,,,2,6,2,skipsum,add,99,0.6386,0.0026,200393.0,1.2659,0.0483,0.6638,0.0064,0.6153,0.0037,0.8736,0.0117,0.7221,0.0065,0.7412,0.0043 -PyG,TU_PROTEINS,link_pred,True,,,2,6,2,skipsum,max,99,0.6417,0.0061,200393.0,1.1817,0.0437,0.6582,0.0087,0.6079,0.0071,0.8914,0.005,0.7229,0.0055,0.7416,0.0134 -PyG,TU_PROTEINS,link_pred,True,,,2,6,2,skipsum,mean,99,0.6599,0.0012,200393.0,1.2578,0.1824,0.6318,0.0039,0.592,0.0025,0.8475,0.0062,0.6971,0.0037,0.688,0.0049 -PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipconcat,add,59,0.6436,0.0005,208916.0,1.1673,0.0311,0.6576,0.01,0.6091,0.0066,0.8794,0.015,0.7197,0.009,0.7352,0.0069 -PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipconcat,max,99,0.6444,0.0035,208916.0,1.2015,0.034,0.6534,0.0104,0.6047,0.0074,0.8856,0.0085,0.7187,0.008,0.7366,0.0119 -PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipconcat,mean,99,0.6598,0.0038,208916.0,1.1633,0.1345,0.6288,0.0109,0.5907,0.007,0.8381,0.0167,0.693,0.0104,0.6869,0.0109 -PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipsum,add,99,0.6394,0.006,199361.0,1.3388,0.0799,0.655,0.0091,0.6071,0.0056,0.878,0.0165,0.7178,0.0089,0.736,0.0135 -PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipsum,max,99,0.635,0.0075,199361.0,1.2025,0.0635,0.664,0.0044,0.614,0.0046,0.8834,0.006,0.7245,0.0015,0.7441,0.0105 -PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipsum,mean,99,0.6542,0.0023,199361.0,1.2362,0.0695,0.6347,0.0023,0.5955,0.0007,0.8397,0.0112,0.6968,0.0041,0.6961,0.0068 -PyG,TU_PROTEINS,link_pred,True,,,2,8,2,skipconcat,add,99,0.6367,0.0033,205377.0,1.2223,0.0904,0.6765,0.0055,0.6223,0.0034,0.8982,0.0116,0.7352,0.0056,0.7618,0.0079 -PyG,TU_PROTEINS,link_pred,True,,,2,8,2,skipconcat,max,99,0.6458,0.0065,205377.0,1.2423,0.1827,0.6613,0.0127,0.6094,0.0083,0.8978,0.0179,0.726,0.011,0.7491,0.0195 -PyG,TU_PROTEINS,link_pred,True,,,2,8,2,skipconcat,mean,99,0.6606,0.003,205377.0,1.189,0.0468,0.6371,0.0112,0.5961,0.0072,0.8507,0.0172,0.7009,0.0106,0.6968,0.0121 -PyG,TU_PROTEINS,link_pred,True,,,2,8,2,skipsum,add,79,0.6405,0.007,201001.0,1.2081,0.0337,0.6563,0.0036,0.6091,0.0022,0.8731,0.0061,0.7175,0.0035,0.7378,0.0104 -PyG,TU_PROTEINS,link_pred,True,,,2,8,2,skipsum,max,99,0.6312,0.005,201001.0,1.266,0.0299,0.6713,0.0095,0.6172,0.0061,0.9024,0.015,0.733,0.0086,0.7568,0.0115 -PyG,TU_PROTEINS,link_pred,True,,,2,8,2,skipsum,mean,99,0.657,0.0021,201001.0,1.2598,0.1317,0.629,0.0057,0.5904,0.0037,0.8424,0.0128,0.6942,0.0061,0.6934,0.0055 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipconcat,add,59,0.6358,0.0024,205957.0,1.1269,0.045,0.6641,0.006,0.6127,0.0033,0.8919,0.0118,0.7264,0.0061,0.748,0.0045 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipconcat,max,99,0.6433,0.002,205957.0,1.3347,0.1832,0.6508,0.0028,0.6023,0.0005,0.888,0.0146,0.7177,0.0049,0.736,0.0048 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipconcat,mean,99,0.6634,0.006,205957.0,1.1475,0.1224,0.623,0.0085,0.5879,0.0059,0.8229,0.0145,0.6858,0.0082,0.6806,0.0137 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipsum,add,99,0.6404,0.0096,200193.0,1.1979,0.0498,0.6516,0.0154,0.6058,0.0101,0.8676,0.0215,0.7134,0.014,0.7322,0.0251 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipsum,max,99,0.6333,0.0056,200193.0,1.062,0.0863,0.6655,0.005,0.6129,0.0042,0.8987,0.0075,0.7287,0.0035,0.7532,0.0102 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipsum,mean,99,0.6554,0.0034,200193.0,1.1198,0.141,0.6351,0.0041,0.5944,0.0037,0.8512,0.008,0.6999,0.003,0.6986,0.0045 diff --git a/run/results/design_v2link_grid_round2link/agg/train_bestepoch.csv b/run/results/design_v2link_grid_round2link/agg/train_bestepoch.csv deleted file mode 100644 index efced11e..00000000 --- a/run/results/design_v2link_grid_round2link/agg/train_bestepoch.csv +++ /dev/null @@ -1,1052 +0,0 @@ -format,dataset,task,trans,feature,label,l_pre,l_mp,l_post,stage,agg,epoch,loss,loss_std,params,time_iter,time_iter_std,accuracy,accuracy_std,precision,precision_std,recall,recall_std,f1,f1_std,auc,auc_std -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipconcat,add,97,0.4909,0.0064,273444.0,0.4127,0.0858,0.768,0.0036,0.6927,0.003,0.9632,0.002,0.8059,0.0028,0.9233,0.0029 -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipconcat,max,96,0.4884,0.008,273444.0,0.4351,0.0358,0.7695,0.003,0.6901,0.0026,0.9783,0.001,0.8093,0.0021,0.9311,0.0045 -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipconcat,mean,84,0.4752,0.0047,273444.0,0.468,0.0728,0.7852,0.0013,0.7071,0.0018,0.9737,0.0017,0.8192,0.0007,0.937,0.0032 -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipsum,add,99,0.4866,0.0013,369409.0,0.3704,0.0504,0.7697,0.0017,0.6946,0.0017,0.9626,0.0006,0.807,0.0011,0.9217,0.0011 -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipsum,max,96,0.4837,0.0049,369409.0,0.4255,0.0293,0.7728,0.0044,0.6929,0.004,0.9799,0.0013,0.8118,0.0031,0.9302,0.0044 -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipsum,mean,96,0.474,0.0041,369409.0,0.3221,0.0247,0.7923,0.0027,0.7148,0.0025,0.9725,0.0015,0.824,0.002,0.9343,0.0031 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-PyG,AmazonComputers,link_pred,True,,,1,4,2,skipconcat,add,90,0.4862,0.0044,247777.0,0.3702,0.0137,0.7697,0.0015,0.6949,0.0012,0.9617,0.003,0.8068,0.0013,0.9251,0.0042 -PyG,AmazonComputers,link_pred,True,,,1,4,2,skipconcat,max,96,0.4789,0.0053,247777.0,0.3478,0.0553,0.7727,0.0015,0.6928,0.0011,0.9799,0.0014,0.8117,0.0012,0.9388,0.0042 -PyG,AmazonComputers,link_pred,True,,,1,4,2,skipconcat,mean,96,0.4618,0.0048,247777.0,0.3274,0.0182,0.7937,0.003,0.7157,0.0029,0.9744,0.0012,0.8253,0.0022,0.9454,0.002 -PyG,AmazonComputers,link_pred,True,,,1,4,2,skipsum,add,96,0.4902,0.0046,337747.0,0.3194,0.0708,0.7688,0.0026,0.6952,0.0026,0.9574,0.0023,0.8055,0.0019,0.9176,0.0031 -PyG,AmazonComputers,link_pred,True,,,1,4,2,skipsum,max,96,0.4847,0.0014,337747.0,0.3416,0.052,0.7729,0.0012,0.694,0.0012,0.9762,0.0002,0.8113,0.0008,0.9285,0.0007 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-PyG,AmazonComputers,link_pred,True,,,1,4,3,skipsum,mean,90,0.4519,0.0028,328945.0,0.4654,0.0201,0.8102,0.0032,0.7336,0.0031,0.9741,0.0016,0.8369,0.0025,0.9488,0.0021 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipconcat,add,99,0.4851,0.0041,232922.0,0.4294,0.1068,0.7712,0.0012,0.6962,0.0006,0.9622,0.0027,0.8079,0.0012,0.9263,0.0022 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipconcat,max,96,0.4789,0.0054,232922.0,0.3785,0.0147,0.7695,0.0011,0.6902,0.0014,0.978,0.0022,0.8093,0.0008,0.9387,0.0039 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipconcat,mean,96,0.4577,0.0067,232922.0,0.342,0.0505,0.7937,0.0039,0.7154,0.0037,0.9756,0.002,0.8254,0.0029,0.9482,0.0041 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipsum,add,99,0.4958,0.0045,320281.0,0.4136,0.0855,0.7635,0.0031,0.692,0.0022,0.9496,0.0034,0.8006,0.0027,0.9104,0.0037 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-PyG,AmazonComputers,link_pred,True,,,1,6,3,skipsum,max,89,0.4775,0.0016,313465.0,0.4329,0.0851,0.7791,0.0002,0.7002,0.0002,0.9763,0.0009,0.8155,0.0003,0.9322,0.0018 -PyG,AmazonComputers,link_pred,True,,,1,6,3,skipsum,mean,97,0.45,0.0018,313465.0,0.3422,0.024,0.8167,0.0007,0.7406,0.001,0.9748,0.0006,0.8417,0.0005,0.9509,0.0015 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipconcat,add,90,0.4889,0.0043,228737.0,0.3739,0.0288,0.7691,0.0007,0.6954,0.0001,0.9577,0.0021,0.8057,0.0008,0.9226,0.0021 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipconcat,max,90,0.4732,0.0039,228737.0,0.4058,0.0157,0.7719,0.0012,0.6924,0.0007,0.9787,0.002,0.811,0.0011,0.9423,0.0026 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipconcat,mean,94,0.4599,0.004,228737.0,0.4184,0.0643,0.7938,0.0042,0.7158,0.0038,0.9745,0.0023,0.8253,0.0033,0.9463,0.0026 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipsum,add,99,0.4937,0.0015,306321.0,0.3835,0.0368,0.7636,0.0001,0.6919,0.0008,0.9503,0.0026,0.8008,0.0004,0.9124,0.0018 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipsum,max,96,0.4848,0.0048,306321.0,0.421,0.0308,0.7701,0.0049,0.692,0.0042,0.9735,0.0026,0.809,0.0037,0.927,0.0042 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipsum,mean,94,0.4527,0.0015,306321.0,0.4636,0.0934,0.8128,0.0011,0.7375,0.0011,0.9714,0.0007,0.8385,0.0009,0.9477,0.0009 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipconcat,add,99,0.4768,0.0028,225802.0,0.399,0.0565,0.7753,0.0035,0.7008,0.0035,0.9609,0.0006,0.8105,0.0025,0.9274,0.0017 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipconcat,max,93,0.4611,0.0025,225802.0,0.4428,0.0667,0.7822,0.0024,0.7016,0.0023,0.9821,0.0004,0.8185,0.0017,0.9476,0.0013 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipconcat,mean,90,0.4497,0.0026,225802.0,0.4222,0.0265,0.8069,0.0034,0.7293,0.0037,0.9762,0.002,0.8349,0.0025,0.9511,0.0022 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipsum,add,97,0.4931,0.0019,303377.0,0.5141,0.073,0.7607,0.0024,0.6901,0.0016,0.9466,0.0035,0.7982,0.0022,0.911,0.0026 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipsum,max,96,0.475,0.0019,303377.0,0.4389,0.0806,0.7811,0.003,0.7019,0.003,0.9773,0.0008,0.817,0.002,0.9351,0.0011 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipsum,mean,90,0.4518,0.001,303377.0,0.5849,0.092,0.814,0.004,0.7386,0.0047,0.9718,0.0005,0.8393,0.0029,0.9483,0.0008 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipconcat,add,97,0.4752,0.0026,273031.0,0.3883,0.0519,0.7739,0.0008,0.6968,0.0004,0.9697,0.0015,0.8109,0.0008,0.9349,0.0021 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipconcat,max,96,0.4778,0.0019,273031.0,0.3281,0.0487,0.776,0.0008,0.6963,0.0008,0.9793,0.0005,0.8139,0.0006,0.9371,0.001 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipconcat,mean,96,0.4624,0.0054,273031.0,0.4147,0.0919,0.7922,0.0037,0.7132,0.0038,0.9777,0.0008,0.8247,0.0027,0.945,0.0031 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipsum,add,99,0.4834,0.0036,352828.0,0.3872,0.0437,0.774,0.0018,0.6988,0.0016,0.9633,0.0008,0.81,0.0014,0.9243,0.0025 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipsum,max,96,0.4797,0.0019,352828.0,0.4003,0.0806,0.7765,0.0032,0.6965,0.0033,0.9799,0.0008,0.8143,0.002,0.9337,0.0011 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipsum,mean,96,0.4614,0.0023,352828.0,0.3192,0.0204,0.7997,0.0035,0.7222,0.0037,0.9741,0.0011,0.8295,0.0025,0.9429,0.0024 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipconcat,add,97,0.4618,0.0048,261601.0,0.3572,0.0511,0.7822,0.0036,0.7038,0.0033,0.9747,0.0014,0.8174,0.0027,0.9424,0.0034 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipconcat,max,96,0.4688,0.0013,261601.0,0.4805,0.1232,0.7861,0.0022,0.7059,0.0025,0.9807,0.001,0.8209,0.0013,0.9412,0.0011 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipconcat,mean,96,0.4525,0.0036,261601.0,0.3238,0.0158,0.8,0.0018,0.7205,0.0017,0.9803,0.0007,0.8306,0.0014,0.9513,0.0027 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipsum,add,99,0.4768,0.0022,337747.0,0.3533,0.033,0.7772,0.0007,0.7013,0.0007,0.9656,0.0013,0.8125,0.0006,0.9286,0.0011 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipsum,max,96,0.4694,0.0013,337747.0,0.3636,0.0584,0.7842,0.001,0.7038,0.0012,0.9815,0.0009,0.8198,0.0005,0.9406,0.0015 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipsum,mean,96,0.4551,0.0011,337747.0,0.3602,0.0911,0.8069,0.0008,0.7299,0.0012,0.9743,0.0016,0.8346,0.0006,0.9464,0.0016 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipconcat,add,97,0.4772,0.0063,243448.0,0.3717,0.1013,0.7728,0.0037,0.6968,0.0032,0.966,0.0021,0.8096,0.0028,0.9325,0.0029 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipconcat,max,97,0.4741,0.0026,243448.0,0.3746,0.0793,0.7791,0.0016,0.6994,0.0014,0.9788,0.0008,0.8159,0.0012,0.9406,0.0018 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipconcat,mean,94,0.4574,0.0034,243448.0,0.4456,0.0886,0.7956,0.0043,0.717,0.0043,0.9768,0.0007,0.827,0.003,0.9486,0.0017 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipsum,add,97,0.4872,0.0012,328945.0,0.419,0.0409,0.7701,0.0015,0.6962,0.0014,0.9583,0.0012,0.8065,0.0011,0.9195,0.0013 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipsum,max,96,0.4814,0.0042,328945.0,0.4086,0.0857,0.7741,0.0045,0.6948,0.0038,0.9776,0.0022,0.8123,0.0033,0.9313,0.0036 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipsum,mean,96,0.4573,0.001,328945.0,0.4715,0.0377,0.8066,0.0036,0.7305,0.0041,0.9719,0.0004,0.8341,0.0025,0.9447,0.0009 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipconcat,add,97,0.4673,0.0019,236737.0,0.4304,0.0918,0.7799,0.0014,0.7025,0.0016,0.9709,0.0006,0.8152,0.0009,0.9374,0.0018 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipconcat,max,97,0.4608,0.0037,236737.0,0.4018,0.0211,0.7864,0.0062,0.7058,0.0064,0.9825,0.0007,0.8214,0.0041,0.9481,0.0022 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipconcat,mean,94,0.4523,0.0015,236737.0,0.4145,0.0615,0.8042,0.0028,0.7263,0.0036,0.9766,0.0018,0.833,0.0018,0.9501,0.0015 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipsum,add,96,0.4834,0.0019,320281.0,0.3886,0.0477,0.7685,0.0012,0.6949,0.0015,0.9574,0.0026,0.8053,0.0008,0.9204,0.0017 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipsum,max,96,0.4723,0.005,320281.0,0.3898,0.0598,0.7816,0.0048,0.7019,0.0043,0.9787,0.0022,0.8175,0.0036,0.937,0.0041 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipsum,mean,93,0.4486,0.0004,320281.0,0.4492,0.0873,0.8138,0.002,0.7375,0.0025,0.9743,0.0012,0.8395,0.0013,0.9514,0.0004 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipconcat,add,97,0.4848,0.0071,234685.0,0.4351,0.0888,0.7698,0.003,0.6951,0.0022,0.9611,0.0029,0.8067,0.0025,0.9264,0.0038 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipconcat,max,96,0.4736,0.0047,234685.0,0.397,0.0457,0.7727,0.0027,0.6929,0.0022,0.9798,0.0018,0.8117,0.002,0.9422,0.003 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipconcat,mean,88,0.4603,0.0012,234685.0,0.4313,0.0399,0.7926,0.0014,0.7145,0.0017,0.9746,0.0008,0.8245,0.0009,0.9471,0.0002 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipsum,add,97,0.4919,0.0033,313465.0,0.4038,0.0902,0.7652,0.0031,0.6932,0.003,0.9514,0.002,0.802,0.0023,0.9133,0.0025 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipsum,max,96,0.4805,0.0001,313465.0,0.4321,0.0424,0.7767,0.0004,0.6977,0.0006,0.9764,0.0009,0.8139,0.0002,0.9308,0.0005 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipsum,mean,96,0.4503,0.0018,313465.0,0.3503,0.0704,0.8122,0.002,0.7363,0.0026,0.973,0.0017,0.8382,0.0013,0.9495,0.0012 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipconcat,add,96,0.4698,0.0044,235656.0,0.3781,0.0352,0.7774,0.0021,0.701,0.0018,0.9673,0.0013,0.8129,0.0016,0.9347,0.0029 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipconcat,max,96,0.4638,0.0076,235656.0,0.3939,0.1058,0.7855,0.0085,0.7053,0.0087,0.9815,0.0003,0.8207,0.0058,0.9457,0.0039 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipconcat,mean,94,0.4478,0.0012,235656.0,0.3346,0.014,0.8076,0.0012,0.73,0.0011,0.9764,0.0006,0.8354,0.0009,0.9526,0.001 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipsum,add,96,0.4821,0.0033,306321.0,0.3961,0.0285,0.765,0.0023,0.6909,0.0019,0.959,0.0016,0.8032,0.0018,0.9225,0.0026 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipsum,max,96,0.4751,0.0033,306321.0,0.4159,0.0481,0.7816,0.0035,0.7022,0.0034,0.9779,0.0012,0.8174,0.0025,0.9352,0.0029 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipsum,mean,94,0.4472,0.0023,306321.0,0.4076,0.066,0.8173,0.0012,0.7415,0.0012,0.9741,0.0007,0.842,0.001,0.9524,0.0015 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipconcat,add,99,0.487,0.0046,229825.0,0.3415,0.0174,0.77,0.0023,0.6962,0.0019,0.9583,0.003,0.8065,0.002,0.9239,0.0025 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipconcat,max,95,0.4746,0.0044,229825.0,0.4189,0.0688,0.7718,0.0025,0.6921,0.0021,0.9794,0.0016,0.811,0.0019,0.9417,0.0029 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipconcat,mean,96,0.4568,0.0037,229825.0,0.4081,0.1022,0.7952,0.0015,0.7172,0.0014,0.9749,0.0011,0.8264,0.0011,0.948,0.0017 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipsum,add,99,0.4868,0.0054,303377.0,0.3962,0.0435,0.7675,0.0019,0.6941,0.001,0.9568,0.0034,0.8045,0.0018,0.9189,0.0043 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipsum,max,89,0.4816,0.0063,303377.0,0.3961,0.0528,0.7742,0.0041,0.6957,0.0036,0.975,0.0021,0.812,0.0031,0.9293,0.0051 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipsum,mean,97,0.4507,0.0009,303377.0,0.4718,0.0561,0.8094,0.001,0.7331,0.0014,0.973,0.0008,0.8362,0.0006,0.95,0.0004 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipconcat,add,95,0.4759,0.0025,226585.0,0.4087,0.0505,0.7766,0.0016,0.7021,0.0017,0.9609,0.0015,0.8114,0.0011,0.9282,0.0027 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipconcat,max,97,0.4597,0.0042,226585.0,0.3857,0.0522,0.7887,0.0041,0.7085,0.0045,0.9811,0.0013,0.8228,0.0027,0.9479,0.0021 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipconcat,mean,96,0.4486,0.0029,226585.0,0.3643,0.0227,0.8081,0.0038,0.7304,0.0042,0.9769,0.0,0.8358,0.0027,0.9521,0.0015 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipsum,add,97,0.4852,0.0036,297985.0,0.4813,0.0723,0.7645,0.005,0.6914,0.0038,0.9554,0.0046,0.8022,0.0041,0.9188,0.0048 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipsum,max,90,0.4759,0.0011,297985.0,0.4139,0.0326,0.7805,0.0021,0.7015,0.0023,0.9768,0.0005,0.8165,0.0014,0.9337,0.0012 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipsum,mean,90,0.4503,0.0025,297985.0,0.426,0.0437,0.8152,0.0041,0.7395,0.0048,0.9734,0.0007,0.8404,0.0029,0.95,0.001 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipconcat,add,94,0.4667,0.0018,271310.0,0.1808,0.028,0.7838,0.0016,0.7037,0.0017,0.9805,0.001,0.8193,0.001,0.9457,0.0009 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipconcat,max,99,0.461,0.003,271310.0,0.139,0.0142,0.7873,0.0021,0.7044,0.0021,0.9899,0.0004,0.8231,0.0015,0.9518,0.0016 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipconcat,mean,97,0.4593,0.0055,271310.0,0.1577,0.0279,0.799,0.002,0.7174,0.0021,0.9867,0.0002,0.8308,0.0014,0.9524,0.0022 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipsum,add,96,0.4637,0.003,364525.0,0.1796,0.0711,0.7871,0.0008,0.7069,0.0007,0.9812,0.0005,0.8217,0.0007,0.9447,0.0017 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipsum,max,96,0.465,0.0043,364525.0,0.1651,0.0277,0.7856,0.0031,0.703,0.0029,0.9891,0.0006,0.8219,0.0022,0.947,0.0034 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipsum,mean,99,0.4542,0.0037,364525.0,0.1366,0.0121,0.8114,0.0021,0.7305,0.0024,0.9867,0.0007,0.8395,0.0014,0.9516,0.0022 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipconcat,add,99,0.4512,0.0004,264533.0,0.1297,0.0012,0.7947,0.0031,0.714,0.0034,0.9831,0.002,0.8272,0.0021,0.952,0.0004 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipconcat,max,99,0.4506,0.0026,264533.0,0.1511,0.0135,0.8002,0.003,0.7176,0.0031,0.9901,0.0007,0.8321,0.0021,0.9558,0.0018 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipconcat,mean,97,0.4457,0.0051,264533.0,0.1394,0.0162,0.8126,0.0021,0.7316,0.0018,0.9875,0.0014,0.8405,0.0017,0.9575,0.0034 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipsum,add,96,0.4565,0.0025,348450.0,0.1338,0.0048,0.7918,0.0008,0.7111,0.0005,0.9829,0.0011,0.8252,0.0007,0.9488,0.0028 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipsum,max,90,0.4559,0.0017,348450.0,0.1789,0.0466,0.7958,0.004,0.7132,0.0043,0.9898,0.0007,0.829,0.0027,0.9522,0.0018 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipsum,mean,97,0.4424,0.0042,348450.0,0.1523,0.0157,0.8186,0.0018,0.7378,0.0022,0.9884,0.0004,0.8449,0.0012,0.9591,0.0026 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipconcat,add,99,0.4595,0.0045,246501.0,0.1371,0.0067,0.7867,0.003,0.7068,0.0029,0.9799,0.001,0.8212,0.0022,0.9485,0.0017 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipconcat,max,99,0.4541,0.0035,246501.0,0.1417,0.0147,0.7872,0.0024,0.7041,0.0025,0.9907,0.0004,0.8232,0.0016,0.9584,0.0015 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipconcat,mean,96,0.4433,0.0021,246501.0,0.1304,0.0148,0.8099,0.0027,0.7288,0.003,0.987,0.0003,0.8385,0.0019,0.96,0.0011 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipsum,add,96,0.4601,0.0017,333765.0,0.1557,0.019,0.7861,0.0019,0.7056,0.002,0.9817,0.0014,0.8211,0.0012,0.9461,0.0017 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipsum,max,99,0.4622,0.0028,333765.0,0.1753,0.0465,0.7893,0.0019,0.7066,0.0019,0.9894,0.0004,0.8244,0.0013,0.9488,0.0024 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipsum,mean,85,0.44,0.0022,333765.0,0.1519,0.0166,0.8223,0.0046,0.7427,0.0048,0.9863,0.0013,0.8474,0.0035,0.96,0.0016 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipconcat,add,99,0.45,0.0018,242306.0,0.1289,0.0075,0.7949,0.0024,0.7145,0.0026,0.9823,0.0009,0.8273,0.0016,0.9525,0.001 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipconcat,max,99,0.4416,0.002,242306.0,0.1431,0.0297,0.8034,0.0035,0.7206,0.0038,0.9912,0.0005,0.8345,0.0024,0.9626,0.0007 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipconcat,mean,96,0.4371,0.0023,242306.0,0.1494,0.0081,0.8198,0.0013,0.7391,0.001,0.9885,0.0015,0.8458,0.0011,0.9625,0.0019 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipsum,add,96,0.4563,0.0061,325249.0,0.1442,0.0146,0.7888,0.006,0.7081,0.0051,0.9827,0.0033,0.8231,0.0046,0.9489,0.005 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipsum,max,99,0.4512,0.0004,325249.0,0.1647,0.0107,0.8035,0.0019,0.7211,0.0021,0.9897,0.0007,0.8343,0.0014,0.9549,0.001 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipsum,mean,99,0.4345,0.0025,325249.0,0.1486,0.0251,0.8328,0.0017,0.7542,0.0017,0.9874,0.0012,0.8552,0.0013,0.9633,0.0016 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipconcat,add,99,0.4572,0.0016,232020.0,0.1463,0.0089,0.7863,0.0015,0.7063,0.001,0.9803,0.0022,0.821,0.0013,0.9505,0.0021 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipconcat,max,99,0.4516,0.0033,232020.0,0.1577,0.0074,0.7833,0.0007,0.7,0.0008,0.9914,0.0002,0.8206,0.0005,0.9607,0.0023 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipconcat,mean,99,0.437,0.0048,232020.0,0.1357,0.0084,0.8154,0.0033,0.7347,0.0037,0.9874,0.0006,0.8425,0.0024,0.963,0.0029 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipsum,add,96,0.4617,0.002,316827.0,0.1616,0.0041,0.7856,0.0021,0.7055,0.0018,0.9805,0.0014,0.8206,0.0017,0.945,0.0018 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipsum,max,96,0.4565,0.0016,316827.0,0.16,0.0142,0.7979,0.0016,0.7159,0.0018,0.9879,0.0009,0.8302,0.0011,0.9508,0.0014 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipsum,mean,99,0.4346,0.0012,316827.0,0.1468,0.012,0.8337,0.0007,0.7557,0.0012,0.9863,0.001,0.8557,0.0004,0.9623,0.0005 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipconcat,add,94,0.4475,0.0021,233591.0,0.1411,0.0212,0.7929,0.0015,0.7118,0.002,0.9844,0.0021,0.8262,0.001,0.9551,0.0016 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipconcat,max,96,0.4395,0.0051,233591.0,0.1439,0.0125,0.8007,0.005,0.7179,0.0052,0.9909,0.0007,0.8326,0.0034,0.9638,0.0026 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipconcat,mean,99,0.4355,0.0011,233591.0,0.1741,0.0516,0.8227,0.0011,0.7426,0.0011,0.9875,0.0005,0.8478,0.0009,0.9628,0.0006 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipsum,add,99,0.4559,0.0049,310209.0,0.1616,0.0089,0.7845,0.0045,0.7038,0.0047,0.9825,0.0011,0.8201,0.003,0.949,0.003 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipsum,max,96,0.4566,0.0011,310209.0,0.1764,0.0177,0.7973,0.0036,0.7149,0.0038,0.9892,0.0004,0.83,0.0025,0.951,0.0002 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipsum,mean,96,0.4331,0.0035,310209.0,0.161,0.0296,0.8364,0.0015,0.7585,0.0018,0.9871,0.0007,0.8578,0.001,0.9637,0.0023 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipconcat,add,94,0.4589,0.0047,228033.0,0.1907,0.0351,0.7878,0.0028,0.7079,0.0027,0.9801,0.0008,0.822,0.002,0.9506,0.0017 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipconcat,max,96,0.4481,0.0013,228033.0,0.172,0.0319,0.7872,0.0009,0.7042,0.0011,0.9904,0.0007,0.8232,0.0005,0.9608,0.0004 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipconcat,mean,99,0.4398,0.0024,228033.0,0.1541,0.017,0.8163,0.0056,0.736,0.0061,0.9868,0.0003,0.8431,0.004,0.9614,0.0007 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipsum,add,96,0.4641,0.0021,303241.0,0.2135,0.0613,0.7841,0.0028,0.7045,0.0028,0.9785,0.0021,0.8192,0.002,0.9426,0.0024 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipsum,max,96,0.4617,0.0019,303241.0,0.1876,0.02,0.7891,0.0018,0.7068,0.0015,0.9881,0.0013,0.8241,0.0014,0.9479,0.0016 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipsum,mean,99,0.4346,0.0007,303241.0,0.171,0.017,0.8336,0.0036,0.7556,0.0038,0.9863,0.001,0.8557,0.0028,0.963,0.0004 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipconcat,add,99,0.4495,0.0005,225208.0,0.1285,0.0043,0.7919,0.0014,0.7114,0.0015,0.9822,0.0016,0.8251,0.001,0.9527,0.0012 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipconcat,max,99,0.4415,0.004,225208.0,0.1652,0.0179,0.7974,0.0029,0.7146,0.0027,0.9905,0.0017,0.8302,0.0021,0.963,0.0028 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipconcat,mean,99,0.4331,0.0018,225208.0,0.1409,0.0067,0.8262,0.0027,0.7463,0.0029,0.9883,0.0011,0.8504,0.002,0.9643,0.0009 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipsum,add,96,0.4576,0.0025,300429.0,0.1804,0.0136,0.7832,0.0015,0.7035,0.0019,0.9792,0.0015,0.8188,0.0008,0.9463,0.0023 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipsum,max,99,0.4542,0.0023,300429.0,0.2174,0.0331,0.7974,0.0023,0.7147,0.0023,0.9902,0.0003,0.8302,0.0016,0.9538,0.0016 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipsum,mean,99,0.4303,0.0015,300429.0,0.1589,0.0086,0.8408,0.0025,0.7635,0.0028,0.9876,0.0006,0.8612,0.002,0.9658,0.0009 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipconcat,add,96,0.4539,0.0026,270941.0,0.1326,0.0123,0.7896,0.0008,0.7083,0.0008,0.9844,0.001,0.8238,0.0007,0.9538,0.0018 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipconcat,max,93,0.4573,0.0017,270941.0,0.1637,0.0344,0.792,0.0019,0.7091,0.0018,0.9902,0.0004,0.8264,0.0013,0.9541,0.0005 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipconcat,mean,99,0.4484,0.0054,270941.0,0.1472,0.0369,0.8057,0.0013,0.7241,0.0015,0.988,0.0006,0.8357,0.0008,0.9572,0.0031 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipsum,add,99,0.4555,0.0038,348450.0,0.1451,0.0203,0.7935,0.0028,0.7122,0.0028,0.9852,0.0009,0.8267,0.002,0.9513,0.0023 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipsum,max,99,0.4565,0.0015,348450.0,0.1464,0.008,0.7932,0.0027,0.7105,0.0029,0.9899,0.0008,0.8272,0.0017,0.9524,0.0007 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipsum,mean,85,0.4445,0.0027,348450.0,0.1635,0.0313,0.8154,0.0016,0.7346,0.0016,0.9876,0.0005,0.8425,0.0012,0.9578,0.0012 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipconcat,add,96,0.4433,0.0039,259841.0,0.1469,0.0045,0.7996,0.002,0.7182,0.0015,0.9862,0.0018,0.8311,0.0017,0.9584,0.0029 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipconcat,max,99,0.4488,0.0024,259841.0,0.1463,0.0231,0.801,0.0052,0.7184,0.0055,0.9902,0.0005,0.8326,0.0036,0.9571,0.0016 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipconcat,mean,99,0.4386,0.0021,259841.0,0.1385,0.0243,0.8193,0.0042,0.7381,0.0045,0.99,0.0002,0.8456,0.0031,0.9626,0.0011 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipsum,add,96,0.4495,0.0017,333765.0,0.129,0.0119,0.7978,0.0016,0.7166,0.0014,0.9852,0.0009,0.8297,0.0012,0.9541,0.0018 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipsum,max,99,0.4485,0.0013,333765.0,0.1476,0.0045,0.801,0.0029,0.7182,0.003,0.9906,0.001,0.8327,0.002,0.9577,0.0007 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipsum,mean,96,0.4363,0.004,333765.0,0.1342,0.011,0.8253,0.0026,0.7452,0.0027,0.9887,0.001,0.8498,0.002,0.9631,0.0025 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipconcat,add,99,0.4512,0.0018,242194.0,0.1304,0.0095,0.7901,0.0012,0.7091,0.0012,0.9838,0.0004,0.8242,0.0009,0.955,0.0011 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipconcat,max,96,0.4508,0.006,242194.0,0.1415,0.0111,0.7913,0.0058,0.7085,0.0058,0.9902,0.0008,0.826,0.0041,0.959,0.0028 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipconcat,mean,99,0.4418,0.0014,242194.0,0.14,0.0035,0.8098,0.0045,0.7282,0.0048,0.9886,0.0003,0.8387,0.0033,0.9615,0.0001 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipsum,add,99,0.4567,0.0033,325249.0,0.1608,0.0069,0.7935,0.0012,0.7134,0.0012,0.9811,0.0006,0.8261,0.0008,0.9485,0.002 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipsum,max,96,0.4553,0.0039,325249.0,0.1753,0.0196,0.7951,0.0013,0.7129,0.0013,0.9883,0.0007,0.8283,0.0009,0.9518,0.0025 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipsum,mean,96,0.4366,0.0043,325249.0,0.1713,0.0393,0.8258,0.0047,0.7458,0.0052,0.9885,0.0004,0.8502,0.0035,0.9624,0.0029 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipconcat,add,99,0.4463,0.002,235681.0,0.1455,0.0047,0.7958,0.0037,0.7143,0.0039,0.9858,0.0005,0.8284,0.0026,0.9562,0.0008 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipconcat,max,99,0.4429,0.0026,235681.0,0.1443,0.0119,0.8024,0.0006,0.7196,0.0007,0.991,0.0007,0.8338,0.0004,0.9617,0.0022 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipconcat,mean,85,0.4359,0.0021,235681.0,0.1433,0.0234,0.8229,0.004,0.7425,0.0041,0.9887,0.0011,0.8481,0.0031,0.9631,0.0008 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipsum,add,96,0.4467,0.0053,316827.0,0.1521,0.0161,0.7958,0.0044,0.7146,0.0041,0.9852,0.0018,0.8283,0.0032,0.956,0.0036 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipsum,max,96,0.449,0.0024,316827.0,0.1462,0.0063,0.8023,0.0028,0.7197,0.0031,0.9903,0.0005,0.8336,0.002,0.9566,0.0016 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipsum,mean,96,0.4331,0.0009,316827.0,0.143,0.0103,0.8346,0.0017,0.7567,0.0016,0.9864,0.0011,0.8564,0.0014,0.9642,0.0008 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipconcat,add,92,0.46,0.0081,233783.0,0.1674,0.0408,0.7869,0.002,0.7069,0.0014,0.9805,0.0025,0.8215,0.0018,0.9491,0.0045 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipconcat,max,99,0.4494,0.0064,233783.0,0.1447,0.0034,0.7903,0.0044,0.7073,0.0043,0.9904,0.001,0.8252,0.0031,0.9606,0.0031 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipconcat,mean,99,0.4392,0.0035,233783.0,0.1471,0.0129,0.8109,0.0055,0.7299,0.0058,0.9873,0.0007,0.8393,0.004,0.9622,0.0017 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipsum,add,94,0.4591,0.0004,310209.0,0.1665,0.0148,0.7856,0.002,0.705,0.0019,0.982,0.0012,0.8208,0.0014,0.9473,0.0007 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipsum,max,99,0.4554,0.0019,310209.0,0.1789,0.0274,0.7949,0.0035,0.7125,0.0035,0.9887,0.0005,0.8282,0.0024,0.953,0.0015 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipsum,mean,85,0.4329,0.0025,310209.0,0.1834,0.0091,0.8341,0.0013,0.7555,0.0018,0.9879,0.0013,0.8563,0.0009,0.9643,0.0014 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipconcat,add,99,0.4449,0.0016,234886.0,0.1466,0.0082,0.7965,0.0017,0.7151,0.002,0.9855,0.0006,0.8288,0.0011,0.9567,0.0012 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipconcat,max,91,0.4428,0.0042,234886.0,0.1911,0.0343,0.8025,0.0012,0.7198,0.0016,0.9909,0.001,0.8339,0.0007,0.9622,0.0014 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipconcat,mean,85,0.434,0.003,234886.0,0.1549,0.003,0.8251,0.0036,0.7454,0.004,0.9877,0.0018,0.8496,0.0027,0.9643,0.0011 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipsum,add,96,0.4517,0.0017,303241.0,0.1642,0.0229,0.7907,0.0025,0.7098,0.0022,0.9836,0.0012,0.8245,0.0019,0.9521,0.0014 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipsum,max,96,0.4532,0.0019,303241.0,0.1786,0.0175,0.7963,0.0024,0.7137,0.0026,0.9898,0.0008,0.8294,0.0017,0.9538,0.0013 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipsum,mean,99,0.4315,0.0024,303241.0,0.1872,0.0245,0.8371,0.0017,0.7594,0.002,0.9869,0.001,0.8583,0.0013,0.9654,0.0016 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipconcat,add,96,0.4611,0.0038,229121.0,0.1363,0.0071,0.7888,0.001,0.71,0.0009,0.9763,0.0011,0.8221,0.0007,0.9467,0.0019 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipconcat,max,99,0.4528,0.0046,229121.0,0.1988,0.0188,0.7851,0.0033,0.7024,0.0032,0.9892,0.0007,0.8215,0.0023,0.9587,0.0024 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipconcat,mean,93,0.4354,0.0008,229121.0,0.1779,0.0465,0.8158,0.0024,0.7353,0.0028,0.987,0.0007,0.8427,0.0016,0.9639,0.0013 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipsum,add,96,0.457,0.0028,300429.0,0.2134,0.0306,0.784,0.0009,0.7036,0.0008,0.9814,0.002,0.8196,0.0008,0.9482,0.0022 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipsum,max,96,0.4585,0.002,300429.0,0.2109,0.0296,0.7932,0.0039,0.7107,0.0039,0.989,0.0004,0.8271,0.0028,0.9503,0.0015 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipsum,mean,91,0.4346,0.0042,300429.0,0.1648,0.021,0.8353,0.0023,0.7575,0.0023,0.9863,0.0014,0.8569,0.0018,0.9633,0.0027 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipconcat,add,94,0.4499,0.0028,225991.0,0.1393,0.0142,0.7929,0.0032,0.7122,0.0031,0.9832,0.0006,0.826,0.0022,0.953,0.0016 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipconcat,max,96,0.4435,0.0025,225991.0,0.1585,0.0102,0.7985,0.0027,0.7156,0.003,0.991,0.0008,0.8311,0.0018,0.9615,0.0008 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipconcat,mean,99,0.4347,0.0024,225991.0,0.144,0.003,0.827,0.0037,0.7477,0.004,0.9871,0.0005,0.8509,0.0028,0.9633,0.0015 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipsum,add,88,0.4546,0.002,295169.0,0.1835,0.0505,0.7854,0.0024,0.7043,0.0023,0.9838,0.0016,0.8209,0.0017,0.9503,0.0023 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipsum,max,96,0.4537,0.0022,295169.0,0.2034,0.058,0.7973,0.0029,0.7148,0.0031,0.9894,0.0007,0.83,0.002,0.9537,0.0009 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipsum,mean,99,0.4306,0.0017,295169.0,0.1794,0.0275,0.8387,0.0041,0.7614,0.0051,0.9865,0.0019,0.8594,0.003,0.9652,0.0019 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipconcat,add,92,0.4436,0.0019,558236.0,0.09,0.0018,0.7617,0.0098,0.6773,0.009,1.0,0.0,0.8076,0.0064,0.9857,0.0043 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipconcat,max,98,0.4942,0.0025,558236.0,0.0995,0.0129,0.756,0.0031,0.672,0.0028,1.0,0.0,0.8038,0.002,0.9747,0.0032 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipconcat,mean,88,0.4676,0.0275,558236.0,0.0938,0.0062,0.7595,0.0082,0.6753,0.0074,1.0,0.0,0.8062,0.0053,0.9831,0.0055 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipsum,add,92,0.4456,0.0116,1021201.0,0.1084,0.0156,0.763,0.0007,0.6785,0.0007,1.0,0.0,0.8085,0.0005,0.9872,0.0044 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipsum,max,96,0.459,0.009,1021201.0,0.0909,0.0109,0.7645,0.0069,0.6799,0.0063,1.0,0.0,0.8094,0.0045,0.9734,0.003 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipsum,mean,87,0.4404,0.0119,1021201.0,0.1191,0.0395,0.7582,0.0024,0.6741,0.0022,1.0,0.0,0.8053,0.0016,0.9866,0.0037 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipconcat,add,98,0.422,0.0032,507089.0,0.0977,0.0076,0.766,0.0005,0.6812,0.0004,1.0,0.0,0.8104,0.0003,0.9893,0.002 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipconcat,max,93,0.4342,0.0037,507089.0,0.1028,0.0144,0.7657,0.0036,0.6809,0.0033,1.0,0.0,0.8102,0.0024,0.9844,0.002 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipconcat,mean,99,0.4389,0.0119,507089.0,0.1175,0.0064,0.7595,0.0054,0.6752,0.0049,1.0,0.0,0.8061,0.0034,0.9859,0.0051 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipsum,add,80,0.4199,0.0048,937092.0,0.1222,0.0154,0.7665,0.0034,0.6816,0.0032,1.0,0.0,0.8107,0.0023,0.9892,0.0004 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipsum,max,94,0.4487,0.0035,937092.0,0.0969,0.0055,0.7645,0.0038,0.6798,0.0035,1.0,0.0,0.8094,0.0025,0.9756,0.0016 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipsum,mean,96,0.4292,0.0065,937092.0,0.0953,0.0098,0.77,0.0027,0.6849,0.0025,1.0,0.0,0.813,0.0018,0.9838,0.003 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipconcat,add,77,0.4447,0.0094,418065.0,0.1616,0.0687,0.7639,0.0031,0.6793,0.0029,1.0,0.0,0.809,0.002,0.985,0.0045 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipconcat,max,88,0.4768,0.0183,418065.0,0.1154,0.0073,0.7756,0.0051,0.6902,0.0049,1.0,0.0,0.8167,0.0034,0.9698,0.0037 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipconcat,mean,92,0.4629,0.0061,418065.0,0.1014,0.0031,0.7645,0.0095,0.6799,0.0087,1.0,0.0,0.8094,0.0062,0.9805,0.0032 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipsum,add,92,0.4244,0.0085,869163.0,0.101,0.0057,0.7627,0.0027,0.6782,0.0025,1.0,0.0,0.8082,0.0017,0.9884,0.0024 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipsum,max,90,0.4717,0.0144,869163.0,0.0993,0.0022,0.7675,0.0099,0.6827,0.0093,1.0,0.0,0.8114,0.0065,0.9585,0.0029 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipsum,mean,90,0.4459,0.0111,869163.0,0.0962,0.0033,0.7683,0.0053,0.6834,0.0049,1.0,0.0,0.8119,0.0035,0.9773,0.0019 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipconcat,add,91,0.4319,0.0113,387248.0,0.1149,0.025,0.7627,0.0069,0.6782,0.0064,1.0,0.0,0.8082,0.0045,0.9864,0.0047 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipconcat,max,88,0.4546,0.0181,387248.0,0.1035,0.0151,0.7624,0.0087,0.6779,0.0081,1.0,0.0,0.808,0.0057,0.9725,0.0031 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipconcat,mean,98,0.4309,0.0047,387248.0,0.1015,0.0167,0.7763,0.003,0.6909,0.0028,1.0,0.0,0.8172,0.002,0.9818,0.0039 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipsum,add,87,0.4145,0.0052,822193.0,0.1176,0.031,0.7711,0.0078,0.6861,0.0074,1.0,0.0,0.8138,0.0052,0.9891,0.0018 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipsum,max,94,0.4674,0.0051,822193.0,0.0904,0.0063,0.7699,0.0017,0.6848,0.0016,1.0,0.0,0.813,0.0011,0.9553,0.0032 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipsum,mean,98,0.4458,0.0025,822193.0,0.0982,0.0072,0.7773,0.0032,0.6921,0.0027,0.9991,0.0013,0.8177,0.0023,0.9679,0.0036 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipconcat,add,90,0.4372,0.0085,353298.0,0.0783,0.0148,0.7658,0.0035,0.6811,0.0032,0.9995,0.0007,0.8101,0.0023,0.9847,0.0042 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipconcat,max,91,0.4914,0.0136,353298.0,0.0874,0.01,0.7616,0.0033,0.6771,0.003,1.0,0.0,0.8075,0.0022,0.9653,0.0028 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipconcat,mean,93,0.4565,0.0212,353298.0,0.0983,0.012,0.7679,0.0043,0.683,0.004,1.0,0.0,0.8117,0.0028,0.9769,0.0057 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipsum,add,95,0.4217,0.0058,781233.0,0.0924,0.004,0.7626,0.0076,0.6781,0.0071,1.0,0.0,0.8082,0.005,0.987,0.0004 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipsum,max,90,0.4815,0.0231,781233.0,0.0955,0.0041,0.7633,0.0038,0.6789,0.0033,0.9995,0.0007,0.8086,0.0025,0.9521,0.0094 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipsum,mean,98,0.4503,0.0021,781233.0,0.0966,0.0078,0.7826,0.003,0.6971,0.0029,0.9995,0.0007,0.8213,0.0021,0.9642,0.0009 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipconcat,add,88,0.432,0.0106,337121.0,0.0945,0.0046,0.7691,0.008,0.6842,0.0075,1.0,0.0,0.8124,0.0053,0.9815,0.0058 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipconcat,max,87,0.4513,0.0126,337121.0,0.0855,0.0259,0.7702,0.0029,0.6852,0.0027,1.0,0.0,0.8132,0.0019,0.972,0.0041 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipconcat,mean,95,0.4377,0.0109,337121.0,0.1058,0.0014,0.7722,0.0064,0.687,0.0061,1.0,0.0,0.8145,0.0043,0.9754,0.0037 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipsum,add,92,0.4201,0.0059,747993.0,0.1141,0.004,0.7644,0.0056,0.6799,0.0052,0.9995,0.0007,0.8093,0.0036,0.988,0.0016 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipsum,max,90,0.476,0.0154,747993.0,0.1043,0.0134,0.7706,0.0073,0.6856,0.0069,0.9995,0.0007,0.8133,0.0048,0.9494,0.0044 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipsum,mean,98,0.4512,0.0057,747993.0,0.1139,0.0123,0.7853,0.006,0.7004,0.0059,0.9973,0.0,0.8229,0.004,0.9588,0.0026 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipconcat,add,92,0.4357,0.0056,322689.0,0.0966,0.0042,0.7684,0.0109,0.6836,0.0101,1.0,0.0,0.812,0.0072,0.9826,0.0047 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipconcat,max,92,0.4946,0.0018,322689.0,0.1027,0.0029,0.7664,0.0036,0.6815,0.0034,1.0,0.0,0.8106,0.0024,0.9603,0.0045 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipconcat,mean,84,0.4532,0.0109,322689.0,0.1293,0.0245,0.77,0.0022,0.685,0.002,1.0,0.0,0.813,0.0014,0.9745,0.002 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipsum,add,90,0.4234,0.0058,717361.0,0.1341,0.0224,0.7616,0.008,0.6772,0.0073,1.0,0.0,0.8075,0.0052,0.9859,0.0012 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipsum,max,91,0.4724,0.0072,717361.0,0.0944,0.0145,0.7717,0.0019,0.6867,0.0016,0.9995,0.0007,0.8141,0.0013,0.9481,0.006 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipsum,mean,92,0.4522,0.0022,717361.0,0.1026,0.0143,0.7871,0.0057,0.7017,0.0058,0.9991,0.0007,0.8244,0.0038,0.9583,0.0014 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipconcat,add,90,0.4317,0.0086,305074.0,0.1005,0.0006,0.7733,0.008,0.6883,0.0076,0.9995,0.0007,0.8152,0.0054,0.9794,0.0056 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipconcat,max,92,0.4561,0.008,305074.0,0.097,0.0008,0.7707,0.0055,0.6857,0.0051,0.9995,0.0007,0.8134,0.0036,0.9655,0.0017 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipconcat,mean,93,0.4413,0.0019,305074.0,0.1032,0.0063,0.7777,0.0042,0.6924,0.0042,0.9995,0.0007,0.8181,0.0027,0.9713,0.0025 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipsum,add,77,0.42,0.0068,696801.0,0.1016,0.0034,0.7627,0.0048,0.6782,0.0044,1.0,0.0,0.8082,0.0031,0.9871,0.0028 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipsum,max,91,0.4848,0.0037,696801.0,0.0577,0.0009,0.7685,0.0072,0.6844,0.0071,0.9968,0.0013,0.8116,0.0047,0.9362,0.0005 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipsum,mean,91,0.4688,0.0039,696801.0,0.0989,0.0083,0.7695,0.0007,0.6863,0.0008,0.9931,0.0011,0.8117,0.0005,0.9428,0.0057 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipconcat,add,87,0.4415,0.016,551951.0,0.0531,0.0164,0.7649,0.0039,0.6801,0.0036,1.0,0.0,0.8096,0.0026,0.9855,0.0059 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipconcat,max,98,0.4809,0.0176,551951.0,0.1029,0.0062,0.7596,0.0056,0.6753,0.0051,1.0,0.0,0.8062,0.0036,0.9742,0.0029 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipconcat,mean,88,0.4581,0.0265,551951.0,0.1236,0.0214,0.7589,0.0062,0.6747,0.0057,1.0,0.0,0.8058,0.004,0.9824,0.0079 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipsum,add,93,0.4315,0.0088,937092.0,0.0946,0.0066,0.7605,0.0046,0.6762,0.0042,1.0,0.0,0.8068,0.003,0.9898,0.003 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipsum,max,92,0.4568,0.0037,937092.0,0.1075,0.0135,0.7635,0.004,0.6789,0.0036,1.0,0.0,0.8087,0.0026,0.974,0.0025 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipsum,mean,87,0.4311,0.0173,937092.0,0.1178,0.0313,0.7626,0.0079,0.6781,0.0073,1.0,0.0,0.8082,0.0052,0.9866,0.004 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipconcat,add,77,0.4232,0.004,496481.0,0.0927,0.0087,0.7709,0.0006,0.6858,0.0005,1.0,0.0,0.8136,0.0004,0.9875,0.0025 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipconcat,max,77,0.4409,0.0025,496481.0,0.1231,0.0093,0.7659,0.0039,0.6811,0.0036,1.0,0.0,0.8103,0.0026,0.9813,0.0038 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipconcat,mean,98,0.4316,0.0076,496481.0,0.0988,0.0053,0.7664,0.0057,0.6816,0.0053,1.0,0.0,0.8106,0.0038,0.9836,0.0029 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipsum,add,93,0.4173,0.0023,869163.0,0.094,0.0134,0.7671,0.0032,0.6822,0.003,1.0,0.0,0.8111,0.0021,0.9903,0.0011 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipsum,max,99,0.4478,0.0132,869163.0,0.1047,0.0111,0.7662,0.0027,0.6814,0.0025,1.0,0.0,0.8105,0.0018,0.9747,0.0079 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipsum,mean,89,0.4276,0.0098,869163.0,0.1079,0.0161,0.7746,0.0033,0.6892,0.0031,1.0,0.0,0.8161,0.0022,0.9833,0.0053 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipconcat,add,93,0.4322,0.0119,410800.0,0.0601,0.0074,0.7733,0.0029,0.6881,0.0027,1.0,0.0,0.8152,0.0019,0.9838,0.0045 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipconcat,max,96,0.4897,0.0015,410800.0,0.1017,0.0115,0.7605,0.0032,0.6762,0.0029,1.0,0.0,0.8068,0.0021,0.9652,0.0019 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipconcat,mean,98,0.4463,0.0087,410800.0,0.1103,0.0148,0.7771,0.0066,0.6917,0.0063,1.0,0.0,0.8178,0.0044,0.9759,0.0024 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipsum,add,91,0.4224,0.002,822193.0,0.1191,0.0132,0.7668,0.0022,0.6819,0.0021,1.0,0.0,0.8109,0.0014,0.9879,0.001 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipsum,max,87,0.4722,0.0075,822193.0,0.1018,0.0063,0.7724,0.0028,0.6872,0.0027,1.0,0.0,0.8146,0.0018,0.9569,0.0027 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipsum,mean,93,0.4382,0.0028,822193.0,0.0987,0.0013,0.7842,0.0067,0.6985,0.0066,1.0,0.0,0.8225,0.0045,0.9742,0.004 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipconcat,add,90,0.4245,0.0016,377665.0,0.0916,0.0032,0.7831,0.0009,0.6974,0.0008,1.0,0.0,0.8217,0.0006,0.9833,0.0024 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipconcat,max,96,0.4474,0.0101,377665.0,0.099,0.0006,0.7761,0.006,0.6907,0.0057,1.0,0.0,0.8171,0.004,0.969,0.0017 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipconcat,mean,91,0.4422,0.0009,377665.0,0.1031,0.0033,0.7724,0.0038,0.6872,0.0036,1.0,0.0,0.8146,0.0025,0.9743,0.0041 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipsum,add,90,0.4098,0.0116,781233.0,0.052,0.0019,0.7797,0.0077,0.6942,0.0074,1.0,0.0,0.8195,0.0051,0.9885,0.0026 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipsum,max,93,0.4611,0.0128,781233.0,0.1123,0.0119,0.7732,0.0093,0.6881,0.0087,1.0,0.0,0.8152,0.0061,0.9576,0.007 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipsum,mean,89,0.44,0.0098,781233.0,0.1294,0.006,0.786,0.0034,0.7006,0.003,0.9991,0.0013,0.8236,0.0025,0.9689,0.0065 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipconcat,add,93,0.4368,0.0077,355061.0,0.159,0.0664,0.7712,0.0102,0.6861,0.0096,1.0,0.0,0.8138,0.0068,0.9827,0.0031 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipconcat,max,90,0.4912,0.0062,355061.0,0.1526,0.0399,0.7628,0.0043,0.6783,0.004,1.0,0.0,0.8083,0.0028,0.9623,0.002 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipconcat,mean,98,0.4707,0.0098,355061.0,0.1066,0.0072,0.7634,0.0003,0.6788,0.0002,1.0,0.0,0.8087,0.0002,0.9691,0.0038 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipsum,add,87,0.422,0.0067,747993.0,0.1131,0.0085,0.7683,0.0038,0.6834,0.0036,1.0,0.0,0.8119,0.0025,0.9864,0.0029 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipsum,max,90,0.4725,0.0093,747993.0,0.1254,0.0162,0.7675,0.003,0.6826,0.0028,1.0,0.0,0.8114,0.002,0.9543,0.0053 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipsum,mean,87,0.4574,0.0028,747993.0,0.1198,0.0124,0.7822,0.0008,0.6969,0.0008,0.9986,0.0,0.8209,0.0006,0.9606,0.0012 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipconcat,add,90,0.4371,0.0037,338416.0,0.1084,0.0058,0.7786,0.0017,0.6932,0.0015,0.9995,0.0007,0.8187,0.0012,0.9748,0.0053 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipconcat,max,91,0.4629,0.0028,338416.0,0.1196,0.0138,0.7739,0.0039,0.6886,0.0037,1.0,0.0,0.8156,0.0026,0.963,0.0039 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipconcat,mean,89,0.4422,0.0041,338416.0,0.1198,0.017,0.7756,0.0006,0.6902,0.0006,1.0,0.0,0.8167,0.0004,0.97,0.0033 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipsum,add,90,0.42,0.0065,717361.0,0.1075,0.0098,0.7665,0.0005,0.6816,0.0005,1.0,0.0,0.8107,0.0004,0.9865,0.0024 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipsum,max,91,0.4728,0.0062,717361.0,0.1109,0.0153,0.7734,0.0057,0.6886,0.0059,0.9986,0.0019,0.8151,0.0036,0.9449,0.004 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipsum,mean,93,0.4679,0.0106,717361.0,0.1161,0.0158,0.7781,0.0087,0.6949,0.0071,0.9918,0.0051,0.8172,0.0066,0.9435,0.009 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipconcat,add,95,0.4469,0.0056,323777.0,0.103,0.0057,0.7619,0.0084,0.6775,0.0077,1.0,0.0,0.8077,0.0055,0.9789,0.0031 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipconcat,max,90,0.4913,0.0117,323777.0,0.1021,0.0034,0.7673,0.0082,0.6825,0.0077,1.0,0.0,0.8112,0.0054,0.9574,0.0007 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipconcat,mean,77,0.4622,0.0088,323777.0,0.1046,0.007,0.7715,0.0035,0.6864,0.0033,1.0,0.0,0.814,0.0023,0.9651,0.0053 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipsum,add,98,0.4219,0.0023,696801.0,0.0603,0.0038,0.7643,0.0062,0.6796,0.0057,1.0,0.0,0.8093,0.004,0.986,0.0016 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipsum,max,88,0.4706,0.0056,696801.0,0.0821,0.0248,0.7684,0.0038,0.6837,0.0032,0.9991,0.0013,0.8118,0.0027,0.9489,0.0022 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipsum,mean,93,0.4601,0.0047,696801.0,0.0836,0.021,0.7714,0.0058,0.6873,0.0056,0.9959,0.0011,0.8133,0.0038,0.9525,0.0027 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipconcat,add,92,0.4431,0.0127,305857.0,0.0938,0.0056,0.7801,0.007,0.6949,0.0062,0.9986,0.0019,0.8195,0.005,0.9686,0.0112 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipconcat,max,87,0.4584,0.0014,305857.0,0.1115,0.0136,0.7779,0.0035,0.6924,0.0034,1.0,0.0,0.8183,0.0024,0.9611,0.0009 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipconcat,mean,95,0.4579,0.0131,305857.0,0.1296,0.0209,0.7718,0.008,0.6868,0.0074,0.9995,0.0007,0.8142,0.0054,0.9619,0.0093 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipsum,add,98,0.4209,0.004,673793.0,0.0589,0.0044,0.7637,0.004,0.6791,0.0037,1.0,0.0,0.8089,0.0026,0.9866,0.0022 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipsum,max,88,0.4717,0.0045,673793.0,0.1284,0.028,0.7789,0.0027,0.6941,0.002,0.9973,0.0019,0.8185,0.0021,0.9402,0.0013 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipsum,mean,90,0.4652,0.0037,673793.0,0.1097,0.0131,0.7755,0.0077,0.6927,0.0079,0.9908,0.0026,0.8153,0.005,0.9442,0.0044 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipconcat,add,98,0.4371,0.0024,859130.0,1.1144,0.2066,0.7959,0.0013,0.7119,0.0013,0.9941,0.0001,0.8297,0.0009,0.9682,0.0014 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipconcat,max,98,0.451,0.006,859130.0,0.9616,0.1375,0.7873,0.0043,0.703,0.0042,0.9952,0.0004,0.8239,0.0029,0.9625,0.0022 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipconcat,mean,98,0.4345,0.0034,859130.0,0.9678,0.0387,0.8028,0.0019,0.719,0.002,0.9943,0.0007,0.8345,0.0013,0.9688,0.0017 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipsum,add,98,0.4424,0.003,1709845.0,1.0897,0.1158,0.806,0.0026,0.7232,0.0024,0.9914,0.0011,0.8363,0.002,0.9622,0.0018 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipsum,max,98,0.4549,0.001,1709845.0,0.9842,0.0402,0.7987,0.0009,0.7162,0.0014,0.9894,0.0022,0.8309,0.0005,0.9534,0.0016 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipsum,mean,98,0.4382,0.0003,1709845.0,1.1058,0.0215,0.8213,0.0009,0.7401,0.0012,0.9905,0.0008,0.8471,0.0006,0.9625,0.0006 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipconcat,add,98,0.4394,0.0024,761453.0,0.9791,0.0449,0.8105,0.0032,0.7288,0.0034,0.989,0.001,0.8392,0.0023,0.9618,0.0011 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipconcat,max,98,0.4447,0.0042,761453.0,0.966,0.2217,0.8091,0.0035,0.727,0.0037,0.9899,0.0008,0.8383,0.0025,0.9582,0.0027 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipconcat,mean,98,0.4372,0.0032,761453.0,1.162,0.0769,0.8226,0.003,0.7425,0.0028,0.9875,0.0016,0.8477,0.0024,0.9617,0.0026 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipsum,add,98,0.4454,0.003,1554390.0,1.0607,0.1273,0.8134,0.0035,0.7327,0.0037,0.9868,0.0013,0.841,0.0026,0.9569,0.0022 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipsum,max,98,0.4531,0.001,1554390.0,1.0014,0.1374,0.8103,0.001,0.7298,0.0011,0.9855,0.0002,0.8386,0.0007,0.9505,0.0005 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipsum,mean,98,0.4417,0.0006,1554390.0,0.9659,0.0988,0.8277,0.0009,0.7495,0.0014,0.9843,0.0017,0.851,0.0006,0.9575,0.0006 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipconcat,add,98,0.4408,0.0044,597981.0,1.025,0.1745,0.799,0.0013,0.716,0.0014,0.9913,0.0005,0.8314,0.0008,0.9642,0.0026 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipconcat,max,98,0.4503,0.0022,597981.0,0.9368,0.0933,0.7904,0.0024,0.7068,0.0024,0.9922,0.0011,0.8256,0.0016,0.9597,0.0005 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipconcat,mean,98,0.438,0.0028,597981.0,1.0898,0.2165,0.8071,0.0061,0.7249,0.0064,0.99,0.0014,0.8369,0.0043,0.9644,0.001 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipsum,add,98,0.4551,0.003,1430625.0,1.0656,0.0733,0.8061,0.0018,0.7254,0.0023,0.9852,0.0023,0.8355,0.0011,0.9515,0.0028 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipsum,max,98,0.4631,0.0038,1430625.0,1.1109,0.1349,0.8021,0.0029,0.7221,0.003,0.9823,0.0022,0.8323,0.002,0.9439,0.0014 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipsum,mean,98,0.4434,0.0028,1430625.0,0.8333,0.0657,0.8292,0.0048,0.7521,0.0048,0.9823,0.002,0.8519,0.0038,0.9553,0.0023 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipconcat,add,98,0.4453,0.0045,539246.0,0.9986,0.1123,0.8113,0.0028,0.7312,0.0026,0.9846,0.0012,0.8391,0.0022,0.9562,0.0033 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipconcat,max,98,0.45,0.0023,539246.0,1.1075,0.1722,0.8065,0.004,0.7251,0.0048,0.9874,0.0019,0.8362,0.0027,0.9536,0.0025 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipconcat,mean,98,0.4411,0.002,539246.0,0.9495,0.0655,0.8225,0.001,0.7435,0.0015,0.9845,0.001,0.8472,0.0007,0.9584,0.0016 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipsum,add,98,0.4542,0.0016,1343329.0,0.9737,0.2027,0.81,0.0017,0.7304,0.0021,0.9827,0.0008,0.838,0.0012,0.9501,0.001 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipsum,max,98,0.4662,0.0014,1343329.0,0.9977,0.1672,0.805,0.001,0.727,0.001,0.9766,0.0004,0.8335,0.0007,0.9389,0.0015 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipsum,mean,98,0.4474,0.0008,1343329.0,0.9788,0.1374,0.833,0.0032,0.7585,0.0034,0.977,0.0011,0.854,0.0025,0.9509,0.0008 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipconcat,add,98,0.4491,0.004,480480.0,0.9258,0.0404,0.7934,0.0028,0.7108,0.0032,0.9897,0.0013,0.8273,0.0018,0.9605,0.0032 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipconcat,max,98,0.4496,0.0077,480480.0,1.2335,0.0822,0.7914,0.0051,0.7082,0.0051,0.9911,0.001,0.8261,0.0035,0.9585,0.0037 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipconcat,mean,98,0.4398,0.0012,480480.0,1.0492,0.067,0.8097,0.0017,0.7288,0.0015,0.9864,0.0009,0.8383,0.0013,0.9611,0.0007 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipsum,add,98,0.463,0.0038,1268247.0,1.15,0.044,0.8006,0.0007,0.7204,0.001,0.9826,0.0017,0.8313,0.0004,0.9463,0.003 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipsum,max,98,0.4699,0.0021,1268247.0,1.2575,0.1015,0.7992,0.0022,0.7209,0.002,0.9764,0.0014,0.8294,0.0017,0.9365,0.0008 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipsum,mean,98,0.4474,0.0006,1268247.0,1.2309,0.0702,0.829,0.0044,0.7545,0.0051,0.9753,0.0003,0.8508,0.0033,0.9506,0.0002 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipconcat,add,98,0.4492,0.0027,445691.0,1.0625,0.0796,0.8069,0.0021,0.7269,0.0024,0.9834,0.0009,0.8359,0.0015,0.954,0.0021 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipconcat,max,98,0.4506,0.002,445691.0,1.1288,0.1195,0.8024,0.0038,0.7212,0.0043,0.9859,0.0022,0.8331,0.0026,0.9532,0.0009 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipconcat,mean,98,0.442,0.0036,445691.0,1.0756,0.083,0.8247,0.0026,0.7467,0.0033,0.983,0.0011,0.8487,0.0018,0.9571,0.003 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipsum,add,98,0.466,0.0038,1207089.0,1.0225,0.0821,0.7999,0.0015,0.7206,0.0016,0.9795,0.0016,0.8304,0.0012,0.9431,0.0025 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipsum,max,98,0.4704,0.0038,1207089.0,1.0152,0.0978,0.7985,0.0026,0.7218,0.0025,0.9714,0.0008,0.8282,0.0019,0.9336,0.0033 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipsum,mean,98,0.4495,0.0019,1207089.0,1.1096,0.1254,0.8327,0.0016,0.76,0.0014,0.9725,0.0037,0.8532,0.0015,0.9482,0.0023 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipconcat,add,98,0.4541,0.0012,421953.0,0.9913,0.0599,0.7958,0.0035,0.7141,0.0036,0.9865,0.0004,0.8285,0.0024,0.9573,0.0011 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipconcat,max,98,0.4552,0.0083,421953.0,1.0309,0.0606,0.7873,0.0062,0.7044,0.006,0.9903,0.0008,0.8232,0.0043,0.9559,0.0036 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipconcat,mean,98,0.4421,0.0038,421953.0,0.973,0.0868,0.8106,0.004,0.7311,0.0045,0.9828,0.0011,0.8384,0.0028,0.9584,0.0022 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipsum,add,98,0.4705,0.0053,1151641.0,1.0671,0.0719,0.7968,0.0023,0.7183,0.0017,0.9766,0.0027,0.8278,0.002,0.9389,0.0048 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipsum,max,98,0.473,0.0026,1151641.0,1.1053,0.0463,0.7934,0.0013,0.7165,0.0017,0.9711,0.0011,0.8246,0.0008,0.9328,0.0016 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipsum,mean,98,0.452,0.0022,1151641.0,0.972,0.0963,0.8296,0.0043,0.7568,0.0058,0.9715,0.002,0.8508,0.003,0.9466,0.0025 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipconcat,add,98,0.45,0.0027,388828.0,0.9782,0.0706,0.8056,0.0025,0.7253,0.0028,0.9838,0.0001,0.835,0.0017,0.9536,0.0016 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipconcat,max,98,0.4528,0.0021,388828.0,0.891,0.0945,0.8007,0.0036,0.7199,0.0041,0.9846,0.0011,0.8317,0.0025,0.9508,0.0015 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipconcat,mean,98,0.4409,0.0013,388828.0,0.9166,0.0959,0.8217,0.002,0.7434,0.0019,0.9826,0.0013,0.8464,0.0016,0.9575,0.0011 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipsum,add,98,0.4699,0.001,1112469.0,1.21,0.0727,0.7976,0.0006,0.7195,0.0003,0.9755,0.0013,0.8281,0.0006,0.9375,0.0008 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipsum,max,98,0.4787,0.0025,1112469.0,1.1715,0.0104,0.7933,0.0024,0.7183,0.0018,0.965,0.0038,0.8236,0.0022,0.9253,0.0032 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipsum,mean,98,0.4521,0.0017,1112469.0,1.1603,0.0759,0.8307,0.0014,0.7597,0.0014,0.9675,0.0006,0.8511,0.0011,0.945,0.0014 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipconcat,add,98,0.4387,0.0022,846641.0,1.0819,0.0559,0.8043,0.0055,0.7217,0.0058,0.9908,0.0003,0.8351,0.0038,0.9641,0.0018 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipconcat,max,98,0.4482,0.0034,846641.0,1.0906,0.0556,0.7965,0.0026,0.713,0.0027,0.9928,0.0002,0.8299,0.0018,0.9602,0.0016 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipconcat,mean,98,0.4366,0.0003,846641.0,0.8864,0.126,0.8122,0.0018,0.7302,0.002,0.9903,0.0007,0.8406,0.0013,0.9646,0.0004 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipsum,add,98,0.446,0.0035,1554390.0,0.9829,0.1016,0.8169,0.0023,0.7371,0.0024,0.9849,0.0015,0.8432,0.0017,0.9557,0.0019 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipsum,max,98,0.4534,0.0037,1554390.0,0.9977,0.0833,0.8044,0.0005,0.7231,0.0003,0.9867,0.0011,0.8346,0.0005,0.9518,0.0031 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipsum,mean,98,0.4399,0.0016,1554390.0,0.9203,0.0985,0.8285,0.0052,0.7507,0.006,0.9838,0.0012,0.8516,0.0038,0.9583,0.0015 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipconcat,add,98,0.4393,0.0031,744641.0,0.8925,0.0393,0.8167,0.0015,0.7363,0.0021,0.987,0.0016,0.8434,0.001,0.9608,0.0025 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipconcat,max,98,0.4455,0.0029,744641.0,0.9338,0.0666,0.8124,0.0029,0.7318,0.0041,0.9864,0.0029,0.8402,0.0017,0.9562,0.0033 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipconcat,mean,98,0.4378,0.0022,744641.0,1.1067,0.0997,0.8196,0.002,0.7389,0.0019,0.9886,0.0008,0.8457,0.0016,0.9618,0.0017 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipsum,add,98,0.4492,0.0008,1430625.0,1.029,0.0701,0.8146,0.0018,0.7351,0.0026,0.9838,0.0016,0.8414,0.0011,0.9536,0.0013 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipsum,max,98,0.456,0.0029,1430625.0,1.0379,0.0581,0.8079,0.0037,0.7277,0.0041,0.9842,0.0006,0.8367,0.0026,0.9481,0.0015 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipsum,mean,98,0.4443,0.0007,1430625.0,1.0507,0.0951,0.8303,0.0034,0.7536,0.0044,0.9816,0.0015,0.8526,0.0024,0.9544,0.0005 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipconcat,add,98,0.4422,0.003,587614.0,1.0557,0.0504,0.8028,0.0028,0.7209,0.003,0.9881,0.001,0.8337,0.002,0.9611,0.002 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipconcat,max,98,0.4531,0.0072,587614.0,1.0993,0.0847,0.7948,0.0048,0.7119,0.0047,0.9905,0.0014,0.8284,0.0035,0.9564,0.0036 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipconcat,mean,82,0.4411,0.0025,587614.0,0.976,0.0176,0.81,0.0012,0.7293,0.0012,0.9859,0.0008,0.8385,0.0008,0.9601,0.0013 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipsum,add,98,0.4573,0.0028,1343329.0,0.8743,0.0332,0.8059,0.0027,0.7269,0.0029,0.98,0.0016,0.8347,0.002,0.948,0.002 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipsum,max,98,0.463,0.0027,1343329.0,1.148,0.0771,0.8003,0.0038,0.7202,0.0044,0.982,0.0016,0.831,0.0024,0.9436,0.0017 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipsum,mean,98,0.4449,0.0009,1343329.0,1.0898,0.2017,0.8276,0.0009,0.7516,0.0006,0.9788,0.0012,0.8502,0.0008,0.9529,0.0013 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipconcat,add,98,0.4434,0.0034,526561.0,1.095,0.1043,0.8109,0.0049,0.7302,0.0054,0.9865,0.0006,0.8392,0.0035,0.9583,0.0015 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipconcat,max,98,0.4519,0.0018,526561.0,1.1255,0.1684,0.8025,0.0027,0.7215,0.0028,0.9854,0.0011,0.833,0.0019,0.9524,0.001 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipconcat,mean,98,0.4401,0.002,526561.0,0.9633,0.0845,0.8216,0.0026,0.7423,0.0028,0.9853,0.0012,0.8467,0.0019,0.9592,0.0018 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipsum,add,98,0.4598,0.0035,1268247.0,0.9976,0.1072,0.8085,0.0057,0.7303,0.0064,0.9786,0.0018,0.8364,0.0041,0.9456,0.0027 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipsum,max,98,0.4645,0.0028,1268247.0,1.2341,0.1042,0.8055,0.0019,0.7281,0.0024,0.9752,0.001,0.8337,0.0013,0.9391,0.0032 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipsum,mean,98,0.448,0.0015,1268247.0,0.8892,0.06,0.8297,0.0023,0.7543,0.0024,0.9778,0.0007,0.8516,0.0018,0.9511,0.0012 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipconcat,add,98,0.448,0.0036,482243.0,1.0407,0.0871,0.7998,0.0014,0.7181,0.0019,0.9871,0.0016,0.8314,0.0007,0.9592,0.0024 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipconcat,max,98,0.4501,0.0021,482243.0,1.0585,0.0656,0.7938,0.0034,0.7113,0.0031,0.9891,0.0014,0.8275,0.0025,0.9568,0.0018 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipconcat,mean,98,0.4406,0.0017,482243.0,1.1049,0.1148,0.8137,0.0037,0.7336,0.0044,0.9854,0.0013,0.8411,0.0025,0.9599,0.0016 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipsum,add,98,0.4654,0.0013,1207089.0,1.1023,0.1333,0.8059,0.0021,0.7276,0.0028,0.9782,0.0015,0.8345,0.0013,0.9429,0.0016 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipsum,max,98,0.4711,0.0008,1207089.0,1.1701,0.1622,0.7933,0.0019,0.715,0.0018,0.9754,0.0006,0.8251,0.0014,0.9359,0.0007 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipsum,mean,98,0.4478,0.0023,1207089.0,1.1517,0.0862,0.8311,0.0027,0.7573,0.0021,0.9744,0.003,0.8522,0.0023,0.9499,0.0028 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipconcat,add,92,0.4507,0.0074,446986.0,1.0529,0.1333,0.8057,0.005,0.7259,0.0048,0.9825,0.0017,0.8349,0.0038,0.9526,0.0044 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipconcat,max,98,0.452,0.0014,446986.0,1.0808,0.1096,0.804,0.0057,0.7234,0.006,0.9847,0.0,0.834,0.004,0.9515,0.0011 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipconcat,mean,98,0.4415,0.0027,446986.0,1.1666,0.1151,0.8241,0.0033,0.7465,0.0037,0.9816,0.0002,0.8481,0.0025,0.9568,0.0018 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipsum,add,98,0.4647,0.0022,1151641.0,1.0556,0.1345,0.8017,0.0034,0.7234,0.0039,0.9767,0.0016,0.8312,0.0024,0.9413,0.0022 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipsum,max,98,0.4713,0.0028,1151641.0,1.0668,0.2137,0.7999,0.0024,0.7233,0.0033,0.9713,0.0027,0.8292,0.0015,0.933,0.0029 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipsum,mean,98,0.4491,0.0013,1151641.0,0.995,0.0796,0.8295,0.003,0.7561,0.0042,0.973,0.0016,0.8509,0.002,0.9489,0.0013 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipconcat,add,98,0.4569,0.0006,423041.0,1.054,0.176,0.7971,0.0024,0.7168,0.0027,0.9823,0.0015,0.8288,0.0016,0.9532,0.0009 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipconcat,max,98,0.4537,0.0056,423041.0,1.2677,0.1999,0.794,0.0051,0.7119,0.0049,0.9876,0.0012,0.8274,0.0037,0.954,0.0029 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipconcat,mean,98,0.4406,0.0029,423041.0,1.2911,0.0299,0.8109,0.0025,0.731,0.0031,0.9839,0.001,0.8388,0.0017,0.9593,0.0023 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipsum,add,98,0.4687,0.0015,1112469.0,1.2746,0.0705,0.7995,0.002,0.7213,0.0023,0.9762,0.0009,0.8296,0.0014,0.9403,0.002 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipsum,max,98,0.472,0.0021,1112469.0,1.16,0.0616,0.7965,0.0036,0.7194,0.004,0.9722,0.0008,0.8269,0.0025,0.934,0.0011 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipsum,mean,98,0.449,0.0011,1112469.0,1.0998,0.0212,0.8288,0.0044,0.7558,0.0054,0.9717,0.0018,0.8502,0.0032,0.9484,0.0006 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipconcat,add,98,0.4539,0.0018,389611.0,1.0278,0.0099,0.8074,0.0022,0.7287,0.0026,0.9796,0.0012,0.8357,0.0015,0.9502,0.0023 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipconcat,max,98,0.455,0.0054,389611.0,0.9829,0.0441,0.8049,0.0058,0.7248,0.0057,0.9831,0.0016,0.8344,0.0043,0.9484,0.0037 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipconcat,mean,98,0.4437,0.0027,389611.0,0.8639,0.1216,0.8244,0.0034,0.7477,0.004,0.9793,0.0003,0.848,0.0025,0.9543,0.0019 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipsum,add,98,0.4677,0.0028,1070849.0,1.1176,0.0395,0.8004,0.0028,0.7224,0.0033,0.9759,0.0009,0.8303,0.0019,0.9394,0.0012 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipsum,max,98,0.4807,0.0015,1070849.0,1.2512,0.0969,0.7877,0.0015,0.7133,0.0012,0.9622,0.0015,0.8193,0.0013,0.9231,0.0016 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipsum,mean,98,0.4536,0.0024,1070849.0,1.1776,0.1214,0.8302,0.003,0.7593,0.0037,0.9669,0.0004,0.8506,0.0023,0.9442,0.0012 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipconcat,add,95,0.4502,0.0076,1015300.0,2.7603,0.3352,0.7836,0.0031,0.7016,0.0026,0.9869,0.0016,0.8202,0.0023,0.9596,0.0034 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipconcat,max,95,0.4655,0.0112,1015300.0,2.4264,0.0487,0.7755,0.0051,0.6939,0.0043,0.9862,0.0035,0.8146,0.0039,0.9539,0.0047 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipconcat,mean,90,0.4548,0.0158,1015300.0,2.6817,0.1881,0.7902,0.0054,0.7096,0.0042,0.9827,0.0043,0.8241,0.0043,0.9566,0.0074 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipsum,add,94,0.4426,0.0005,2067265.0,2.2271,0.1826,0.7931,0.0008,0.7107,0.0007,0.9886,0.0004,0.8269,0.0006,0.9617,0.0005 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipsum,max,95,0.4525,0.0033,2067265.0,2.6421,0.1247,0.7936,0.0014,0.7119,0.0017,0.9862,0.0021,0.8269,0.001,0.9556,0.0029 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipsum,mean,94,0.4431,0.0015,2067265.0,2.5701,0.2599,0.8038,0.0019,0.7238,0.002,0.9828,0.0004,0.8336,0.0013,0.9589,0.0007 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipconcat,add,94,0.4401,0.0027,893473.0,2.3785,0.52,0.7983,0.0041,0.7169,0.0042,0.9859,0.0006,0.8301,0.0029,0.9609,0.0022 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipconcat,max,95,0.4509,0.0065,893473.0,2.5088,0.6375,0.7943,0.0041,0.7124,0.0038,0.9869,0.0021,0.8275,0.003,0.9555,0.0049 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipconcat,mean,94,0.445,0.0015,893473.0,2.2743,0.519,0.8045,0.0037,0.7243,0.0032,0.9834,0.0023,0.8342,0.0029,0.9577,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipsum,add,94,0.4416,0.0024,1874780.0,2.2623,0.2079,0.8042,0.0022,0.7233,0.0023,0.9855,0.001,0.8343,0.0016,0.9593,0.002 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipsum,max,83,0.4564,0.0047,1874780.0,2.4441,0.163,0.8007,0.0029,0.7196,0.0034,0.9852,0.001,0.8318,0.0019,0.9502,0.0028 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipsum,mean,94,0.4423,0.0026,1874780.0,2.5363,0.1026,0.8119,0.0012,0.7328,0.0011,0.9817,0.001,0.8392,0.001,0.9576,0.0018 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipconcat,add,94,0.4476,0.0076,691361.0,1.8919,0.0849,0.7863,0.0042,0.705,0.0035,0.9847,0.0027,0.8217,0.0033,0.9589,0.0041 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipconcat,max,93,0.4559,0.0059,691361.0,2.2163,0.1036,0.7803,0.005,0.6988,0.0044,0.9854,0.0021,0.8177,0.0037,0.9555,0.0028 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipconcat,mean,95,0.4459,0.0038,691361.0,2.2729,0.1417,0.7956,0.0021,0.7153,0.0026,0.9823,0.0013,0.8278,0.0013,0.9586,0.0021 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipsum,add,94,0.45,0.0001,1722035.0,1.9398,0.1151,0.7942,0.0012,0.7131,0.0016,0.9848,0.0012,0.8272,0.0007,0.955,0.0012 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipsum,max,95,0.464,0.0032,1722035.0,2.4182,0.1043,0.7904,0.0013,0.7101,0.0011,0.9815,0.0013,0.824,0.001,0.9452,0.0027 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipsum,mean,95,0.4406,0.0032,1722035.0,1.9836,0.1378,0.8134,0.0008,0.7355,0.001,0.9788,0.0015,0.8399,0.0006,0.9575,0.0021 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipconcat,add,94,0.4434,0.003,618136.0,1.8179,0.0891,0.7957,0.0019,0.715,0.0023,0.9833,0.0011,0.828,0.0011,0.9574,0.0023 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipconcat,max,95,0.452,0.0031,618136.0,2.4681,0.1532,0.7953,0.0038,0.7141,0.0038,0.9848,0.0007,0.8279,0.0028,0.9532,0.0024 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipsum,add,94,0.4509,0.0028,1613809.0,2.1436,0.0653,0.7959,0.0024,0.7158,0.0025,0.9815,0.0003,0.8278,0.0017,0.9523,0.0016 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipsum,max,94,0.4629,0.0016,1613809.0,2.1053,0.4064,0.799,0.0018,0.7192,0.0016,0.981,0.0011,0.8299,0.0014,0.9436,0.0018 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipsum,mean,95,0.4465,0.0026,1613809.0,2.4911,0.0899,0.8199,0.0025,0.7431,0.0031,0.9778,0.0018,0.8444,0.0018,0.9536,0.0022 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipconcat,add,97,0.4504,0.004,546490.0,2.0959,0.208,0.7853,0.0031,0.7046,0.0027,0.9827,0.0019,0.8207,0.0024,0.9562,0.0019 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipconcat,max,94,0.4551,0.0059,546490.0,2.4594,0.1562,0.7798,0.0034,0.6984,0.0024,0.985,0.0033,0.8173,0.0028,0.9553,0.0042 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipconcat,mean,95,0.4449,0.0017,546490.0,2.2866,0.1594,0.8017,0.0026,0.7222,0.0028,0.9807,0.0003,0.8318,0.0018,0.957,0.0006 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipsum,add,94,0.4566,0.0029,1521017.0,2.1589,0.0368,0.7902,0.0014,0.7095,0.0012,0.9827,0.0011,0.8241,0.0011,0.95,0.0019 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipsum,max,95,0.4683,0.0011,1521017.0,2.117,0.0875,0.79,0.0031,0.7106,0.0033,0.9784,0.0012,0.8233,0.002,0.9402,0.0006 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipsum,mean,82,0.4457,0.0,1521017.0,2.4738,0.5273,0.8157,0.0041,0.7396,0.005,0.9744,0.0013,0.8409,0.0028,0.9524,0.001 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipconcat,add,95,0.4487,0.0036,502041.0,2.5524,0.244,0.795,0.0032,0.7148,0.0032,0.982,0.0008,0.8273,0.0023,0.9535,0.0026 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipconcat,max,95,0.4531,0.0035,502041.0,2.5736,0.2554,0.7992,0.0071,0.7185,0.0074,0.9839,0.0008,0.8306,0.005,0.9522,0.0022 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipconcat,mean,95,0.443,0.0011,502041.0,2.3651,0.1954,0.8099,0.0034,0.7314,0.0037,0.9797,0.0013,0.8375,0.0024,0.9567,0.0012 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipsum,add,94,0.4585,0.0039,1445369.0,2.4102,0.1113,0.7896,0.0012,0.7098,0.0009,0.9799,0.0011,0.8233,0.0009,0.947,0.0031 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipsum,max,95,0.4691,0.0021,1445369.0,2.427,0.0745,0.7977,0.0005,0.719,0.0002,0.9774,0.0017,0.8285,0.0005,0.9373,0.002 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipsum,mean,95,0.4475,0.003,1445369.0,2.199,0.1349,0.8181,0.0039,0.7419,0.0042,0.9755,0.0015,0.8428,0.0029,0.952,0.0024 -PyG,CoauthorPhysics,link_pred,True,,,1,8,2,skipconcat,mean,95,0.4458,0.0071,473473.0,2.086,0.1545,0.7992,0.0035,0.7198,0.0032,0.9797,0.0019,0.8299,0.0028,0.9565,0.0041 -PyG,CoauthorPhysics,link_pred,True,,,1,8,2,skipsum,add,94,0.4601,0.0014,1377041.0,2.0409,0.1017,0.7851,0.0015,0.7051,0.0016,0.98,0.0004,0.8201,0.0009,0.9472,0.0007 -PyG,CoauthorPhysics,link_pred,True,,,1,8,2,skipsum,max,95,0.4697,0.0023,1377041.0,2.2145,0.3063,0.7895,0.0026,0.7103,0.0029,0.9776,0.0008,0.8228,0.0016,0.9378,0.0013 -PyG,CoauthorPhysics,link_pred,True,,,1,8,2,skipsum,mean,94,0.4464,0.0028,1377041.0,2.055,0.34,0.8199,0.0049,0.7444,0.0059,0.9745,0.0011,0.844,0.0034,0.9522,0.0023 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipconcat,add,94,0.4523,0.0032,432298.0,2.0656,0.0865,0.7932,0.0041,0.7138,0.0045,0.979,0.0009,0.8256,0.0028,0.9504,0.0022 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipconcat,max,94,0.4526,0.0024,432298.0,2.5044,0.0464,0.8008,0.0053,0.7204,0.0047,0.9832,0.0027,0.8315,0.0041,0.9521,0.0032 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipconcat,mean,98,0.4438,0.003,432298.0,1.9434,0.0488,0.8104,0.0021,0.7319,0.0024,0.9795,0.0006,0.8378,0.0014,0.9558,0.0021 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipsum,add,95,0.4637,0.0018,1328209.0,2.085,0.0085,0.7872,0.0009,0.7082,0.0007,0.9768,0.0012,0.8211,0.0007,0.9424,0.0017 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipsum,max,95,0.4738,0.0032,1328209.0,2.7476,0.3823,0.7952,0.0015,0.7167,0.0012,0.9762,0.0015,0.8266,0.0013,0.933,0.0032 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipsum,mean,94,0.4486,0.0019,1328209.0,2.4511,0.2854,0.8162,0.0011,0.7409,0.0017,0.9727,0.0017,0.8411,0.0007,0.9501,0.0018 -PyG,CoauthorPhysics,link_pred,True,,,2,2,2,skipconcat,add,95,0.442,0.0019,999591.0,2.5413,0.3192,0.7931,0.0007,0.7116,0.001,0.9855,0.0015,0.8265,0.0004,0.9606,0.0018 -PyG,CoauthorPhysics,link_pred,True,,,2,2,2,skipconcat,max,94,0.4514,0.0033,999591.0,2.5609,0.1965,0.7869,0.0034,0.7053,0.003,0.9859,0.0015,0.8223,0.0026,0.9566,0.0022 -PyG,CoauthorPhysics,link_pred,True,,,2,2,2,skipconcat,mean,94,0.4472,0.0059,999591.0,1.8685,0.0855,0.7968,0.0052,0.7165,0.005,0.9823,0.0011,0.8286,0.0038,0.957,0.0025 -PyG,CoauthorPhysics,link_pred,True,,,2,2,2,skipsum,max,91,0.4568,0.0026,1874780.0,2.4616,0.1933,0.7959,0.0028,0.7153,0.003,0.9831,0.0006,0.8281,0.002,0.9502,0.0017 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipconcat,add,94,0.4404,0.0019,873441.0,2.2935,0.3228,0.8032,0.0055,0.7231,0.0058,0.9829,0.0022,0.8332,0.004,0.959,0.0021 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipconcat,max,95,0.448,0.0035,873441.0,2.1616,0.3612,0.8025,0.0042,0.7212,0.0044,0.9864,0.0006,0.8332,0.003,0.9564,0.002 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipconcat,mean,95,0.4422,0.0014,873441.0,1.9501,0.0628,0.8063,0.0015,0.726,0.0011,0.984,0.0017,0.8356,0.0012,0.9589,0.0013 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipsum,add,94,0.4456,0.0023,1722035.0,2.6885,0.1538,0.8039,0.0038,0.7241,0.0041,0.982,0.0005,0.8336,0.0027,0.9555,0.0013 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipsum,max,82,0.454,0.0018,1722035.0,2.4846,0.1863,0.8019,0.0003,0.7215,0.0004,0.9835,0.0002,0.8324,0.0002,0.9508,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipsum,mean,94,0.4469,0.0016,1722035.0,2.6333,0.2512,0.8165,0.0009,0.7388,0.0009,0.9793,0.0007,0.8422,0.0007,0.9538,0.0007 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipconcat,add,94,0.4492,0.0045,679384.0,1.9289,0.1791,0.7895,0.0026,0.7092,0.0022,0.9814,0.0021,0.8234,0.002,0.9553,0.0029 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipconcat,max,95,0.4588,0.008,679384.0,2.1324,0.2792,0.7805,0.003,0.6995,0.0021,0.9835,0.0033,0.8175,0.0025,0.9521,0.0049 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipconcat,mean,94,0.4436,0.0048,679384.0,2.1476,0.2016,0.8023,0.003,0.7231,0.0026,0.98,0.0018,0.8322,0.0024,0.9576,0.0026 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipsum,add,94,0.4555,0.0007,1613809.0,2.4777,0.3705,0.7967,0.0036,0.7174,0.0039,0.9791,0.0006,0.828,0.0025,0.9487,0.0003 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipsum,max,90,0.4622,0.0016,1613809.0,2.3429,0.3879,0.7972,0.0022,0.7175,0.0022,0.9807,0.0008,0.8287,0.0016,0.9452,0.0015 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipsum,mean,94,0.4438,0.0021,1613809.0,2.2471,0.2968,0.8201,0.0034,0.7436,0.0041,0.9772,0.0018,0.8446,0.0025,0.9548,0.0018 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipconcat,add,95,0.4461,0.0023,603841.0,1.9971,0.1934,0.7994,0.0027,0.7197,0.0025,0.9807,0.0011,0.8302,0.002,0.9548,0.0018 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipconcat,max,95,0.4538,0.0044,603841.0,2.4105,0.2463,0.7974,0.0012,0.7168,0.0014,0.9832,0.0019,0.8292,0.0009,0.9511,0.004 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipconcat,mean,95,0.448,0.0012,603841.0,2.2411,0.2764,0.8115,0.0028,0.7331,0.0032,0.9799,0.0005,0.8387,0.002,0.9536,0.0004 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipsum,add,94,0.455,0.0016,1521017.0,2.5015,0.3304,0.7974,0.0033,0.7182,0.0031,0.9789,0.001,0.8285,0.0025,0.9485,0.0009 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipsum,max,95,0.4639,0.001,1521017.0,2.2345,0.084,0.7989,0.0021,0.7191,0.0022,0.981,0.0001,0.8299,0.0015,0.9428,0.001 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipsum,mean,95,0.4462,0.0018,1521017.0,1.9,0.0114,0.8212,0.0006,0.7447,0.0005,0.9776,0.0012,0.8454,0.0005,0.9537,0.001 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipconcat,add,94,0.4553,0.0077,548253.0,2.2179,0.4238,0.7877,0.0062,0.7084,0.0057,0.9782,0.0027,0.8217,0.0046,0.9511,0.0038 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipconcat,max,94,0.456,0.0055,548253.0,2.3077,0.2638,0.7858,0.0047,0.705,0.0042,0.983,0.0018,0.8211,0.0035,0.9517,0.0047 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipconcat,mean,95,0.4449,0.0026,548253.0,2.5135,0.0876,0.7981,0.003,0.7192,0.0033,0.9782,0.001,0.8289,0.0021,0.956,0.0015 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipsum,add,94,0.4595,0.0024,1445369.0,2.3173,0.2474,0.7929,0.0014,0.714,0.002,0.9774,0.0019,0.8252,0.0008,0.9457,0.0026 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipsum,max,95,0.4658,0.0013,1445369.0,2.2771,0.1508,0.7926,0.0035,0.7131,0.0038,0.9791,0.0015,0.8252,0.0023,0.9416,0.0008 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipsum,mean,95,0.4473,0.0022,1445369.0,2.3162,0.1229,0.8183,0.0009,0.7428,0.0006,0.974,0.0014,0.8428,0.0008,0.9514,0.0012 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipconcat,add,94,0.4511,0.0016,503336.0,2.2591,0.0922,0.8013,0.0012,0.7226,0.0016,0.9784,0.0013,0.8312,0.0007,0.9504,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipconcat,max,95,0.4551,0.0047,503336.0,1.9249,0.119,0.798,0.0065,0.7176,0.0066,0.9831,0.0005,0.8296,0.0046,0.9504,0.0029 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipconcat,mean,94,0.444,0.0004,503336.0,2.6153,0.5837,0.8115,0.0026,0.7334,0.0028,0.9789,0.0003,0.8385,0.0019,0.9556,0.0007 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipsum,add,94,0.4607,0.0018,1377041.0,1.9604,0.0886,0.7899,0.0037,0.711,0.004,0.9772,0.0005,0.823,0.0025,0.9439,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipsum,max,95,0.4662,0.0018,1377041.0,2.0005,0.1721,0.7964,0.0008,0.7175,0.0005,0.9777,0.0012,0.8276,0.0007,0.94,0.0017 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipsum,mean,95,0.4488,0.0017,1377041.0,2.336,0.2344,0.824,0.0011,0.7485,0.0012,0.976,0.0007,0.8472,0.0008,0.9512,0.0013 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipconcat,add,94,0.4581,0.0026,474561.0,2.0778,0.1491,0.785,0.0018,0.7061,0.0018,0.9766,0.0007,0.8196,0.0013,0.9484,0.0003 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipconcat,max,97,0.4598,0.0084,474561.0,2.0062,0.1088,0.7831,0.008,0.7029,0.007,0.9811,0.0041,0.819,0.006,0.9492,0.0058 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipconcat,mean,95,0.4459,0.0028,474561.0,2.1227,0.2686,0.7989,0.0037,0.7201,0.0036,0.9779,0.0014,0.8294,0.0028,0.9553,0.0017 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipsum,add,94,0.4658,0.001,1328209.0,2.0797,0.1946,0.7874,0.0005,0.7086,0.0009,0.976,0.0013,0.8211,0.0002,0.9409,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipsum,max,95,0.4723,0.0036,1328209.0,1.9322,0.009,0.789,0.0038,0.7103,0.0037,0.9764,0.0009,0.8223,0.0027,0.9357,0.0021 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipsum,mean,95,0.4494,0.0023,1328209.0,2.0119,0.133,0.8204,0.0013,0.7452,0.0019,0.9739,0.0017,0.8443,0.0009,0.9501,0.0015 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipconcat,add,94,0.4574,0.0018,433081.0,2.014,0.2545,0.7909,0.0031,0.7123,0.0032,0.9759,0.0018,0.8235,0.0022,0.9456,0.001 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipconcat,max,82,0.4582,0.0043,433081.0,1.9069,0.0885,0.8,0.0022,0.72,0.0022,0.9817,0.0008,0.8307,0.0016,0.9473,0.0036 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipconcat,mean,94,0.4455,0.0049,433081.0,2.0165,0.1804,0.8126,0.0045,0.735,0.0053,0.9779,0.0013,0.8392,0.0031,0.954,0.0039 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipsum,add,94,0.4686,0.0006,1276929.0,2.0415,0.3277,0.7853,0.0022,0.7072,0.0025,0.9738,0.0017,0.8194,0.0014,0.9378,0.0013 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipsum,max,95,0.4712,0.003,1276929.0,2.1294,0.3786,0.7942,0.0005,0.7156,0.0005,0.9766,0.0003,0.826,0.0004,0.9353,0.0026 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipsum,mean,94,0.4499,0.0015,1276929.0,1.8413,0.1607,0.8225,0.004,0.7481,0.0047,0.9725,0.0004,0.8456,0.0029,0.9493,0.0014 -PyG,Cora,link_pred,True,,,1,2,2,skipconcat,add,96,0.4606,0.0082,338046.0,0.0277,0.0039,0.7649,0.0069,0.6802,0.0064,1.0,0.0,0.8097,0.0045,0.9787,0.0043 -PyG,Cora,link_pred,True,,,1,2,2,skipconcat,max,99,0.5239,0.0061,338046.0,0.0245,0.0005,0.7567,0.0036,0.6727,0.0033,1.0,0.0,0.8043,0.0023,0.9609,0.0013 -PyG,Cora,link_pred,True,,,1,2,2,skipconcat,mean,89,0.474,0.0272,338046.0,0.0241,0.0014,0.7621,0.0015,0.6776,0.0013,1.0,0.0,0.8079,0.0009,0.9773,0.0083 -PyG,Cora,link_pred,True,,,1,2,2,skipsum,add,96,0.4507,0.0112,517261.0,0.0282,0.0022,0.7692,0.0079,0.6843,0.0074,1.0,0.0,0.8125,0.0052,0.979,0.0014 -PyG,Cora,link_pred,True,,,1,2,2,skipsum,max,97,0.4616,0.0077,517261.0,0.0259,0.0065,0.7652,0.0035,0.6805,0.0033,1.0,0.0,0.8099,0.0023,0.9736,0.0042 -PyG,Cora,link_pred,True,,,1,2,2,skipsum,mean,95,0.431,0.0098,517261.0,0.0357,0.0171,0.767,0.0057,0.6821,0.0053,1.0,0.0,0.811,0.0038,0.9876,0.0028 -PyG,Cora,link_pred,True,,,1,2,3,skipconcat,add,93,0.4319,0.0096,320949.0,0.0282,0.0044,0.7649,0.0036,0.6802,0.0033,1.0,0.0,0.8097,0.0023,0.9843,0.0049 -PyG,Cora,link_pred,True,,,1,2,3,skipconcat,max,93,0.447,0.0066,320949.0,0.0268,0.0066,0.7601,0.0045,0.6757,0.0041,1.0,0.0,0.8065,0.0029,0.9793,0.0023 -PyG,Cora,link_pred,True,,,1,2,3,skipconcat,mean,96,0.4295,0.0096,320949.0,0.0262,0.0024,0.7709,0.0036,0.6858,0.0034,1.0,0.0,0.8136,0.0024,0.9837,0.0054 -PyG,Cora,link_pred,True,,,1,2,3,skipsum,add,96,0.4266,0.0052,485362.0,0.0248,0.0032,0.7714,0.0042,0.6863,0.004,1.0,0.0,0.814,0.0028,0.9829,0.0038 -PyG,Cora,link_pred,True,,,1,2,3,skipsum,max,90,0.452,0.0068,485362.0,0.0282,0.0032,0.7579,0.0044,0.6738,0.004,1.0,0.0,0.8051,0.0028,0.9754,0.0034 -PyG,Cora,link_pred,True,,,1,2,3,skipsum,mean,91,0.4273,0.01,485362.0,0.0285,0.0037,0.7728,0.0034,0.6876,0.0033,1.0,0.0,0.8149,0.0023,0.9834,0.004 -PyG,Cora,link_pred,True,,,1,4,2,skipconcat,add,96,0.4512,0.0066,286405.0,0.0261,0.0008,0.7656,0.008,0.6809,0.0075,1.0,0.0,0.8101,0.0053,0.9798,0.0013 -PyG,Cora,link_pred,True,,,1,4,2,skipconcat,max,87,0.4904,0.0155,286405.0,0.0288,0.0032,0.761,0.0053,0.6767,0.0048,1.0,0.0,0.8071,0.0034,0.9643,0.0023 -PyG,Cora,link_pred,True,,,1,4,2,skipconcat,mean,96,0.4507,0.0221,286405.0,0.0298,0.0032,0.7719,0.0016,0.6867,0.0015,1.0,0.0,0.8143,0.001,0.9774,0.0071 -PyG,Cora,link_pred,True,,,1,4,2,skipsum,add,96,0.4407,0.0071,458293.0,0.036,0.0019,0.7656,0.0058,0.6809,0.0054,1.0,0.0,0.8101,0.0038,0.9797,0.0015 -PyG,Cora,link_pred,True,,,1,4,2,skipsum,max,88,0.4611,0.0106,458293.0,0.0281,0.0026,0.7675,0.0013,0.6826,0.0012,1.0,0.0,0.8113,0.0009,0.9623,0.0052 -PyG,Cora,link_pred,True,,,1,4,2,skipsum,mean,93,0.4298,0.0118,458293.0,0.0293,0.0022,0.777,0.0107,0.6917,0.0103,1.0,0.0,0.8177,0.0072,0.9813,0.0042 -PyG,Cora,link_pred,True,,,1,4,3,skipconcat,add,85,0.4332,0.002,276018.0,0.0304,0.0031,0.7742,0.0068,0.6889,0.0065,1.0,0.0,0.8158,0.0045,0.9793,0.0034 -PyG,Cora,link_pred,True,,,1,4,3,skipconcat,max,96,0.4452,0.0031,276018.0,0.03,0.0006,0.7724,0.0045,0.6872,0.0043,1.0,0.0,0.8146,0.003,0.9746,0.0009 -PyG,Cora,link_pred,True,,,1,4,3,skipconcat,mean,91,0.4354,0.0021,276018.0,0.0339,0.0043,0.7751,0.0031,0.6898,0.003,1.0,0.0,0.8164,0.0021,0.978,0.0013 -PyG,Cora,link_pred,True,,,1,4,3,skipsum,add,96,0.4327,0.0096,440833.0,0.0343,0.0031,0.7683,0.0006,0.6834,0.0006,1.0,0.0,0.8119,0.0004,0.979,0.0029 -PyG,Cora,link_pred,True,,,1,4,3,skipsum,max,98,0.464,0.0037,440833.0,0.0286,0.0012,0.7672,0.0052,0.6823,0.0048,1.0,0.0,0.8111,0.0034,0.9585,0.0033 -PyG,Cora,link_pred,True,,,1,4,3,skipsum,mean,91,0.4384,0.0072,440833.0,0.0293,0.004,0.7857,0.0073,0.7003,0.0072,0.9992,0.0006,0.8234,0.0049,0.9711,0.0004 -PyG,Cora,link_pred,True,,,1,6,2,skipconcat,add,96,0.453,0.0083,260228.0,0.0292,0.0033,0.7664,0.0061,0.6816,0.0057,1.0,0.0,0.8107,0.004,0.9763,0.0041 -PyG,Cora,link_pred,True,,,1,6,2,skipconcat,max,90,0.4864,0.005,260228.0,0.0333,0.0083,0.7695,0.0031,0.6845,0.0029,1.0,0.0,0.8127,0.002,0.9643,0.0017 -PyG,Cora,link_pred,True,,,1,6,2,skipconcat,mean,91,0.4561,0.0095,260228.0,0.0327,0.0056,0.7637,0.0048,0.6791,0.0045,1.0,0.0,0.8089,0.0032,0.9762,0.0041 -PyG,Cora,link_pred,True,,,1,6,2,skipsum,add,93,0.4423,0.0065,424843.0,0.0292,0.0003,0.7661,0.0045,0.6813,0.0042,1.0,0.0,0.8104,0.003,0.9773,0.0028 -PyG,Cora,link_pred,True,,,1,6,2,skipsum,max,96,0.474,0.0054,424843.0,0.0317,0.0043,0.7685,0.0053,0.6837,0.005,0.9996,0.0006,0.812,0.0034,0.9521,0.0028 -PyG,Cora,link_pred,True,,,1,6,2,skipsum,mean,91,0.4354,0.0056,424843.0,0.0297,0.0019,0.7836,0.0052,0.698,0.0051,1.0,0.0,0.8221,0.0035,0.9733,0.0025 -PyG,Cora,link_pred,True,,,1,6,3,skipconcat,add,95,0.4387,0.0132,257671.0,0.0305,0.0031,0.7746,0.0011,0.6893,0.0011,1.0,0.0,0.8161,0.0008,0.9755,0.009 -PyG,Cora,link_pred,True,,,1,6,3,skipconcat,max,81,0.4575,0.003,257671.0,0.0411,0.0052,0.7655,0.0041,0.6807,0.0039,1.0,0.0,0.81,0.0027,0.9708,0.0018 -PyG,Cora,link_pred,True,,,1,6,3,skipconcat,mean,96,0.4353,0.0071,257671.0,0.0302,0.0021,0.7772,0.0038,0.6918,0.0036,1.0,0.0,0.8178,0.0025,0.9769,0.0033 -PyG,Cora,link_pred,True,,,1,6,3,skipsum,add,96,0.4327,0.0056,412033.0,0.0292,0.0015,0.77,0.0027,0.685,0.0025,1.0,0.0,0.813,0.0018,0.9788,0.0031 -PyG,Cora,link_pred,True,,,1,6,3,skipsum,max,93,0.4684,0.007,412033.0,0.0362,0.0032,0.7655,0.0091,0.6814,0.0088,0.9976,0.0019,0.8097,0.0058,0.9507,0.0006 -PyG,Cora,link_pred,True,,,1,6,3,skipsum,mean,95,0.4429,0.0044,412033.0,0.0363,0.0046,0.7981,0.0006,0.7131,0.0013,0.9976,0.0025,0.8317,0.0003,0.9633,0.003 -PyG,Cora,link_pred,True,,,1,8,2,skipconcat,add,93,0.4615,0.0242,250049.0,0.0517,0.0146,0.7684,0.0067,0.6836,0.0063,0.9996,0.0006,0.8119,0.0044,0.9716,0.0084 -PyG,Cora,link_pred,True,,,1,8,2,skipconcat,max,91,0.5075,0.0308,250049.0,0.0329,0.0012,0.7592,0.004,0.6749,0.0037,1.0,0.0,0.8059,0.0026,0.958,0.0071 -PyG,Cora,link_pred,True,,,1,8,2,skipconcat,mean,93,0.4493,0.0125,250049.0,0.0327,0.006,0.7703,0.0085,0.6853,0.008,1.0,0.0,0.8133,0.0056,0.9746,0.0042 -PyG,Cora,link_pred,True,,,1,8,2,skipsum,add,95,0.4369,0.0056,399561.0,0.032,0.002,0.769,0.0018,0.684,0.0017,1.0,0.0,0.8124,0.0012,0.9761,0.0019 -PyG,Cora,link_pred,True,,,1,8,2,skipsum,max,92,0.4833,0.0069,399561.0,0.0392,0.0052,0.7588,0.0102,0.675,0.0092,0.9988,0.001,0.8055,0.0067,0.946,0.0025 -PyG,Cora,link_pred,True,,,1,8,2,skipsum,mean,92,0.4481,0.0027,399561.0,0.0344,0.004,0.7859,0.0032,0.7015,0.0035,0.9952,0.0025,0.823,0.0021,0.9609,0.0033 -PyG,Cora,link_pred,True,,,1,8,3,skipconcat,add,93,0.4511,0.0111,243784.0,0.0356,0.002,0.7704,0.0027,0.6855,0.0025,0.9992,0.0011,0.8131,0.0018,0.9678,0.0093 -PyG,Cora,link_pred,True,,,1,8,3,skipconcat,max,93,0.4582,0.007,243784.0,0.0352,0.0056,0.7662,0.0007,0.6814,0.0007,1.0,0.0,0.8105,0.0005,0.9686,0.0048 -PyG,Cora,link_pred,True,,,1,8,3,skipconcat,mean,86,0.4459,0.0076,243784.0,0.0347,0.0026,0.7779,0.0071,0.6925,0.0068,1.0,0.0,0.8183,0.0048,0.9702,0.0023 -PyG,Cora,link_pred,True,,,1,8,3,skipsum,add,96,0.4395,0.0034,392621.0,0.0347,0.0014,0.7689,0.0041,0.684,0.0038,1.0,0.0,0.8123,0.0027,0.9752,0.0001 -PyG,Cora,link_pred,True,,,1,8,3,skipsum,max,92,0.4729,0.0126,392621.0,0.04,0.0081,0.7703,0.0046,0.6863,0.0047,0.996,0.0024,0.8126,0.0029,0.9445,0.0079 -PyG,Cora,link_pred,True,,,1,8,3,skipsum,mean,96,0.4465,0.0023,392621.0,0.0386,0.0039,0.7887,0.0051,0.7051,0.004,0.9925,0.0049,0.8245,0.0041,0.958,0.0043 -PyG,Cora,link_pred,True,,,2,2,2,skipconcat,add,93,0.4456,0.0061,336301.0,0.0342,0.0106,0.7663,0.0021,0.6815,0.0019,1.0,0.0,0.8106,0.0014,0.9805,0.0025 -PyG,Cora,link_pred,True,,,2,2,2,skipconcat,max,91,0.4956,0.007,336301.0,0.029,0.006,0.7681,0.0033,0.6832,0.0031,1.0,0.0,0.8118,0.0022,0.9648,0.0009 -PyG,Cora,link_pred,True,,,2,2,2,skipconcat,mean,91,0.4583,0.0225,336301.0,0.0277,0.0038,0.7638,0.0081,0.6793,0.0074,1.0,0.0,0.809,0.0053,0.9768,0.0095 -PyG,Cora,link_pred,True,,,2,2,2,skipsum,add,93,0.4355,0.0058,485362.0,0.0283,0.0026,0.766,0.0028,0.6812,0.0026,1.0,0.0,0.8104,0.0018,0.9844,0.002 -PyG,Cora,link_pred,True,,,2,2,2,skipsum,max,93,0.4547,0.0087,485362.0,0.0286,0.0016,0.7594,0.0062,0.6751,0.0057,1.0,0.0,0.8061,0.004,0.9771,0.0019 -PyG,Cora,link_pred,True,,,2,2,2,skipsum,mean,93,0.4302,0.0075,485362.0,0.0293,0.0042,0.7703,0.0041,0.6853,0.0039,1.0,0.0,0.8132,0.0027,0.9853,0.0027 -PyG,Cora,link_pred,True,,,2,2,3,skipconcat,add,93,0.4355,0.0061,314881.0,0.0331,0.0115,0.7731,0.0032,0.688,0.003,1.0,0.0,0.8151,0.0021,0.9792,0.0049 -PyG,Cora,link_pred,True,,,2,2,3,skipconcat,max,96,0.4533,0.0025,314881.0,0.0327,0.0082,0.7617,0.005,0.6773,0.0046,1.0,0.0,0.8076,0.0033,0.9762,0.0025 -PyG,Cora,link_pred,True,,,2,2,3,skipconcat,mean,93,0.4361,0.0057,314881.0,0.0279,0.0009,0.7733,0.0017,0.688,0.0015,1.0,0.0,0.8152,0.0011,0.9798,0.0052 -PyG,Cora,link_pred,True,,,2,2,3,skipsum,add,95,0.4236,0.0089,458293.0,0.0302,0.0062,0.7793,0.0053,0.6938,0.0051,1.0,0.0,0.8192,0.0036,0.9837,0.0016 -PyG,Cora,link_pred,True,,,2,2,3,skipsum,max,95,0.4449,0.0058,458293.0,0.0297,0.0059,0.7697,0.0063,0.6847,0.0059,1.0,0.0,0.8129,0.0041,0.9754,0.0046 -PyG,Cora,link_pred,True,,,2,2,3,skipsum,mean,93,0.4285,0.0012,458293.0,0.0276,0.0011,0.7759,0.006,0.6906,0.0058,1.0,0.0,0.817,0.0041,0.9837,0.0009 -PyG,Cora,link_pred,True,,,2,4,2,skipconcat,add,93,0.4454,0.004,281410.0,0.0311,0.0026,0.7714,0.0059,0.6863,0.0056,1.0,0.0,0.814,0.0039,0.9782,0.0023 -PyG,Cora,link_pred,True,,,2,4,2,skipconcat,max,87,0.4853,0.007,281410.0,0.0291,0.0015,0.7604,0.0024,0.6761,0.0022,1.0,0.0,0.8067,0.0015,0.9639,0.0036 -PyG,Cora,link_pred,True,,,2,4,2,skipconcat,mean,96,0.4489,0.0158,281410.0,0.0295,0.0013,0.771,0.0022,0.6859,0.0021,1.0,0.0,0.8137,0.0015,0.9762,0.0058 -PyG,Cora,link_pred,True,,,2,4,2,skipsum,add,93,0.4392,0.0027,440833.0,0.0317,0.0035,0.7649,0.0004,0.6802,0.0003,1.0,0.0,0.8097,0.0002,0.9809,0.001 -PyG,Cora,link_pred,True,,,2,4,2,skipsum,max,95,0.4681,0.0067,440833.0,0.032,0.0022,0.7585,0.0051,0.6743,0.0047,1.0,0.0,0.8055,0.0033,0.9626,0.0029 -PyG,Cora,link_pred,True,,,2,4,2,skipsum,mean,92,0.4277,0.0101,440833.0,0.0355,0.0058,0.7897,0.0117,0.7042,0.0117,1.0,0.0,0.8264,0.008,0.9781,0.0023 -PyG,Cora,link_pred,True,,,2,4,3,skipconcat,add,93,0.437,0.0116,268705.0,0.0347,0.0031,0.7796,0.0079,0.6941,0.0077,1.0,0.0,0.8194,0.0054,0.9771,0.0051 -PyG,Cora,link_pred,True,,,2,4,3,skipconcat,max,93,0.4512,0.0038,268705.0,0.0369,0.0013,0.7725,0.0013,0.6873,0.0012,1.0,0.0,0.8147,0.0008,0.9705,0.0025 -PyG,Cora,link_pred,True,,,2,4,3,skipconcat,mean,96,0.4396,0.0038,268705.0,0.0305,0.0002,0.7742,0.0034,0.689,0.0032,1.0,0.0,0.8158,0.0022,0.9767,0.0025 -PyG,Cora,link_pred,True,,,2,4,3,skipsum,add,93,0.432,0.0041,424843.0,0.0289,0.0004,0.7685,0.0047,0.6837,0.0044,0.9996,0.0006,0.812,0.003,0.9798,0.0019 -PyG,Cora,link_pred,True,,,2,4,3,skipsum,max,87,0.4659,0.0024,424843.0,0.0305,0.0021,0.7661,0.0033,0.6814,0.003,1.0,0.0,0.8105,0.0021,0.9569,0.004 -PyG,Cora,link_pred,True,,,2,4,3,skipsum,mean,84,0.434,0.0033,424843.0,0.0283,0.0007,0.7918,0.0049,0.7064,0.0047,0.9988,0.0017,0.8275,0.0035,0.9705,0.0023 -PyG,Cora,link_pred,True,,,2,6,2,skipconcat,add,96,0.4439,0.0074,261991.0,0.0349,0.0033,0.7701,0.0048,0.6852,0.0045,0.9996,0.0006,0.8131,0.0031,0.9747,0.0014 -PyG,Cora,link_pred,True,,,2,6,2,skipconcat,max,98,0.4869,0.0191,261991.0,0.036,0.0039,0.7656,0.008,0.6809,0.0075,1.0,0.0,0.8101,0.0053,0.9611,0.0039 -PyG,Cora,link_pred,True,,,2,6,2,skipconcat,mean,96,0.4488,0.0161,261991.0,0.0339,0.0021,0.775,0.011,0.6898,0.0103,1.0,0.0,0.8164,0.0073,0.9728,0.0037 -PyG,Cora,link_pred,True,,,2,6,2,skipsum,add,96,0.4445,0.0115,412033.0,0.033,0.0038,0.7634,0.0034,0.6788,0.0031,1.0,0.0,0.8087,0.0022,0.9778,0.0043 -PyG,Cora,link_pred,True,,,2,6,2,skipsum,max,96,0.4656,0.0053,412033.0,0.0329,0.0026,0.7682,0.0072,0.6835,0.0069,0.9996,0.0006,0.8118,0.0047,0.9558,0.0057 -PyG,Cora,link_pred,True,,,2,6,2,skipsum,mean,95,0.4414,0.0032,412033.0,0.0311,0.0017,0.7856,0.0039,0.7,0.0037,0.9996,0.0006,0.8234,0.0027,0.9698,0.0024 -PyG,Cora,link_pred,True,,,2,6,3,skipconcat,add,96,0.4446,0.0157,258966.0,0.0366,0.0026,0.7807,0.0041,0.6952,0.0039,1.0,0.0,0.8202,0.0027,0.9675,0.0107 -PyG,Cora,link_pred,True,,,2,6,3,skipconcat,max,97,0.4607,0.0137,258966.0,0.0385,0.0028,0.7648,0.0068,0.6801,0.0063,1.0,0.0,0.8096,0.0045,0.9666,0.0051 -PyG,Cora,link_pred,True,,,2,6,3,skipconcat,mean,95,0.4483,0.0046,258966.0,0.0318,0.0025,0.7785,0.002,0.6931,0.002,0.9996,0.0006,0.8186,0.0013,0.9671,0.0047 -PyG,Cora,link_pred,True,,,2,6,3,skipsum,add,95,0.4369,0.0062,399561.0,0.0339,0.0054,0.7659,0.004,0.6811,0.0037,1.0,0.0,0.8103,0.0026,0.9775,0.0031 -PyG,Cora,link_pred,True,,,2,6,3,skipsum,max,89,0.472,0.0036,399561.0,0.0344,0.0007,0.7641,0.0024,0.6798,0.0023,0.9984,0.0006,0.8089,0.0015,0.9498,0.0035 -PyG,Cora,link_pred,True,,,2,6,3,skipsum,mean,87,0.4477,0.0058,399561.0,0.0371,0.0031,0.7888,0.0061,0.7051,0.0065,0.9929,0.0035,0.8246,0.0041,0.9588,0.0044 -PyG,Cora,link_pred,True,,,2,8,2,skipconcat,add,93,0.4559,0.009,251137.0,0.0384,0.005,0.7676,0.0035,0.6827,0.0032,1.0,0.0,0.8114,0.0023,0.9706,0.0064 -PyG,Cora,link_pred,True,,,2,8,2,skipconcat,max,95,0.4756,0.0138,251137.0,0.0335,0.0046,0.768,0.0084,0.6832,0.0079,1.0,0.0,0.8118,0.0056,0.9622,0.006 -PyG,Cora,link_pred,True,,,2,8,2,skipconcat,mean,81,0.4485,0.0096,251137.0,0.0342,0.0031,0.7758,0.003,0.6905,0.0028,0.9996,0.0006,0.8168,0.0021,0.9703,0.0056 -PyG,Cora,link_pred,True,,,2,8,2,skipsum,add,96,0.4354,0.007,392621.0,0.036,0.0032,0.7666,0.0034,0.6818,0.0031,1.0,0.0,0.8108,0.0023,0.9787,0.0016 -PyG,Cora,link_pred,True,,,2,8,2,skipsum,max,93,0.4757,0.0063,392621.0,0.0394,0.0028,0.7617,0.0075,0.6778,0.0068,0.998,0.0006,0.8073,0.005,0.9457,0.0031 -PyG,Cora,link_pred,True,,,2,8,2,skipsum,mean,92,0.4477,0.0031,392621.0,0.0366,0.0005,0.7842,0.0047,0.6997,0.0044,0.996,0.0015,0.8219,0.0034,0.961,0.002 -PyG,Cora,link_pred,True,,,2,8,3,skipconcat,add,96,0.4563,0.0093,244567.0,0.036,0.0021,0.772,0.0056,0.687,0.0051,0.9992,0.0011,0.8142,0.0038,0.9628,0.0094 -PyG,Cora,link_pred,True,,,2,8,3,skipconcat,max,93,0.4587,0.0085,244567.0,0.0384,0.0004,0.7744,0.0044,0.6892,0.0041,1.0,0.0,0.816,0.0029,0.9613,0.0033 -PyG,Cora,link_pred,True,,,2,8,3,skipconcat,mean,91,0.4528,0.001,244567.0,0.04,0.0062,0.7723,0.0046,0.6871,0.0043,1.0,0.0,0.8145,0.0031,0.9655,0.0042 -PyG,Cora,link_pred,True,,,2,8,3,skipsum,add,88,0.4417,0.0118,383233.0,0.0339,0.001,0.7745,0.0048,0.6893,0.0044,0.9996,0.0006,0.8159,0.0033,0.9712,0.0045 -PyG,Cora,link_pred,True,,,2,8,3,skipsum,max,93,0.4811,0.0123,383233.0,0.042,0.0032,0.7658,0.0004,0.6824,0.0007,0.9945,0.0015,0.8094,0.0001,0.9368,0.0075 -PyG,Cora,link_pred,True,,,2,8,3,skipsum,mean,93,0.4529,0.0044,383233.0,0.0362,0.0038,0.7877,0.0022,0.7048,0.0033,0.9901,0.0039,0.8234,0.001,0.9546,0.0041 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipconcat,add,88,0.565,0.0047,204186.0,0.6898,0.0032,0.7335,0.0083,0.6535,0.0077,0.9943,0.0031,0.7887,0.0047,0.8723,0.0061 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipconcat,max,90,0.5743,0.0033,204186.0,0.8258,0.0235,0.731,0.0043,0.6518,0.004,0.992,0.0017,0.7867,0.0024,0.8496,0.0051 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipconcat,mean,88,0.5809,0.0049,204186.0,0.776,0.0334,0.7254,0.0093,0.6467,0.0079,0.9939,0.0024,0.7835,0.0058,0.846,0.0083 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipsum,add,76,0.5562,0.0034,210901.0,0.7679,0.0355,0.7401,0.0058,0.66,0.0055,0.9906,0.0017,0.7922,0.0034,0.8741,0.0029 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipsum,max,79,0.5728,0.0022,210901.0,0.6782,0.0101,0.7276,0.0024,0.6495,0.002,0.9892,0.0024,0.7841,0.0016,0.8489,0.0027 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipsum,mean,76,0.5812,0.0016,210901.0,0.7867,0.0192,0.723,0.0036,0.6459,0.0027,0.9873,0.0046,0.7809,0.0027,0.8408,0.0029 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipconcat,add,83,0.5659,0.0046,207789.0,0.7638,0.046,0.7355,0.0064,0.6557,0.0059,0.992,0.0017,0.7895,0.0038,0.8609,0.0017 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipconcat,max,93,0.5827,0.0029,207789.0,0.7987,0.0049,0.7144,0.0046,0.6378,0.0034,0.9925,0.0035,0.7765,0.0033,0.8338,0.0033 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipconcat,mean,76,0.5822,0.0073,207789.0,0.8081,0.0227,0.7203,0.0063,0.6436,0.0053,0.9878,0.0059,0.7793,0.004,0.8323,0.0162 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipsum,add,96,0.5566,0.0022,210742.0,0.7951,0.0408,0.7407,0.0019,0.6596,0.002,0.9948,0.0014,0.7932,0.001,0.8662,0.0035 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipsum,max,98,0.5775,0.0077,210742.0,0.7863,0.0184,0.7228,0.0085,0.6448,0.0073,0.9924,0.0013,0.7817,0.0052,0.84,0.0096 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipsum,mean,98,0.583,0.0055,210742.0,0.6902,0.0134,0.717,0.0055,0.6399,0.0047,0.9929,0.0023,0.7782,0.003,0.8312,0.009 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipconcat,add,84,0.5628,0.0185,206365.0,0.819,0.0284,0.7479,0.0152,0.6666,0.0143,0.9934,0.0024,0.7977,0.0094,0.8748,0.0129 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipconcat,max,89,0.5743,0.0042,206365.0,0.6689,0.0072,0.7369,0.0052,0.6573,0.0046,0.9901,0.0,0.7901,0.0033,0.8544,0.0042 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipconcat,mean,89,0.5775,0.0029,206365.0,0.8103,0.035,0.7295,0.0008,0.6505,0.0012,0.992,0.0037,0.7857,0.0006,0.8503,0.0074 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipsum,add,97,0.5573,0.0083,208513.0,0.7932,0.0152,0.7371,0.0046,0.6571,0.0041,0.992,0.0007,0.7906,0.0029,0.8763,0.0062 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipsum,max,95,0.5715,0.0065,208513.0,0.7627,0.0286,0.7336,0.0049,0.6542,0.0043,0.9915,0.0011,0.7882,0.003,0.8599,0.0104 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipsum,mean,90,0.5834,0.0069,208513.0,0.8042,0.0081,0.7191,0.0037,0.6419,0.0037,0.9915,0.0042,0.7792,0.0017,0.8387,0.0089 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipconcat,add,95,0.559,0.0044,208398.0,0.6697,0.0028,0.7375,0.0032,0.6575,0.0024,0.9915,0.0023,0.7907,0.0023,0.8662,0.0023 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipconcat,max,95,0.5744,0.002,208398.0,0.7426,0.0172,0.7281,0.0003,0.6495,0.0005,0.991,0.0017,0.7847,0.0003,0.8451,0.0058 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipconcat,mean,95,0.5803,0.0039,208398.0,0.821,0.0232,0.7224,0.0041,0.6449,0.0038,0.9901,0.003,0.781,0.0023,0.8386,0.0023 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipsum,add,96,0.5544,0.0026,208993.0,0.7953,0.0528,0.7368,0.0076,0.6572,0.0074,0.9906,0.0035,0.7901,0.0042,0.8725,0.0048 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipsum,max,81,0.5733,0.0058,208993.0,0.6814,0.0065,0.7203,0.0073,0.643,0.0066,0.9911,0.0041,0.7799,0.0039,0.8494,0.0075 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipsum,mean,81,0.5797,0.0074,208993.0,0.6785,0.0036,0.7257,0.0062,0.6474,0.0052,0.9915,0.0,0.7833,0.0038,0.8362,0.0059 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipconcat,add,87,0.563,0.0114,203648.0,0.8115,0.0386,0.7386,0.007,0.6579,0.0063,0.9943,0.0031,0.7918,0.0044,0.8801,0.0071 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipconcat,max,87,0.5744,0.0111,203648.0,0.7956,0.0698,0.7369,0.01,0.657,0.0084,0.992,0.0017,0.7904,0.0066,0.8597,0.0056 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipconcat,mean,87,0.5812,0.0096,203648.0,0.6691,0.0039,0.7259,0.0064,0.6476,0.0055,0.9915,0.0011,0.7835,0.0039,0.8501,0.0063 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipsum,add,89,0.565,0.0056,208183.0,0.799,0.0292,0.736,0.0049,0.6559,0.0042,0.9929,0.0011,0.79,0.0031,0.8723,0.0092 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipsum,max,90,0.5673,0.0101,208183.0,0.7796,0.0487,0.7298,0.0115,0.6511,0.01,0.991,0.0017,0.7859,0.007,0.8601,0.013 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipsum,mean,90,0.5785,0.0037,208183.0,0.7771,0.0079,0.7269,0.0071,0.6484,0.0055,0.9915,0.0031,0.784,0.0048,0.8394,0.0064 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipconcat,add,89,0.5627,0.0109,209371.0,0.7883,0.059,0.7357,0.0083,0.6554,0.0075,0.9948,0.0018,0.7901,0.0051,0.8702,0.0146 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipconcat,max,89,0.5737,0.0118,209371.0,0.7852,0.0487,0.7298,0.0119,0.6502,0.0105,0.9953,0.0018,0.7865,0.0071,0.8443,0.016 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipconcat,mean,82,0.5806,0.0121,209371.0,0.7949,0.0456,0.7178,0.0088,0.6409,0.0073,0.991,0.0029,0.7784,0.0055,0.8366,0.0157 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipsum,add,80,0.5563,0.0091,207793.0,0.803,0.0099,0.7363,0.0053,0.6565,0.0053,0.9915,0.0031,0.7899,0.0029,0.8691,0.0092 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipsum,max,95,0.5683,0.0041,207793.0,0.8039,0.0052,0.7236,0.0077,0.6457,0.0063,0.991,0.0017,0.782,0.0048,0.8566,0.0045 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipsum,mean,99,0.5749,0.0115,207793.0,0.8067,0.0045,0.7193,0.0112,0.6422,0.0094,0.9915,0.0035,0.7795,0.0069,0.8429,0.0129 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipconcat,add,94,0.5569,0.0073,205889.0,0.6795,0.0138,0.7485,0.003,0.6668,0.003,0.9934,0.0033,0.798,0.0018,0.8775,0.0039 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipconcat,max,94,0.571,0.0077,205889.0,0.6748,0.0014,0.7419,0.0068,0.6618,0.0057,0.9892,0.0017,0.7931,0.0045,0.8629,0.0071 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipconcat,mean,95,0.5859,0.0126,205889.0,0.8076,0.0063,0.7288,0.0055,0.6502,0.0049,0.9906,0.0013,0.7851,0.0032,0.8476,0.0143 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipsum,add,87,0.5566,0.0044,206361.0,0.8048,0.0018,0.7393,0.0015,0.6587,0.0018,0.9934,0.0029,0.7921,0.0006,0.8734,0.0057 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipsum,max,74,0.5757,0.0093,206361.0,0.6772,0.015,0.7211,0.0078,0.6434,0.0063,0.9924,0.0017,0.7806,0.005,0.8575,0.0017 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipsum,mean,95,0.583,0.0042,206361.0,0.8269,0.0501,0.7087,0.007,0.6329,0.0051,0.9943,0.0035,0.7735,0.0048,0.8391,0.0079 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipconcat,add,85,0.5661,0.006,206524.0,0.7973,0.0294,0.732,0.0063,0.6521,0.0049,0.9948,0.0024,0.7878,0.0044,0.8675,0.0044 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipconcat,max,82,0.5748,0.0021,206524.0,0.8407,0.0684,0.7324,0.0064,0.6533,0.0055,0.9906,0.0013,0.7873,0.0041,0.8465,0.0051 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipconcat,mean,82,0.5823,0.0041,206524.0,0.7898,0.0298,0.7238,0.005,0.6467,0.0036,0.9868,0.0041,0.7813,0.0037,0.8376,0.0062 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipsum,add,83,0.5613,0.0036,207701.0,0.6687,0.004,0.7281,0.0015,0.6491,0.0009,0.9929,0.0031,0.785,0.0014,0.8669,0.0089 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipsum,max,90,0.5766,0.0012,207701.0,0.8284,0.0491,0.717,0.0013,0.6409,0.0014,0.9873,0.0061,0.7772,0.0014,0.8463,0.0013 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipsum,mean,96,0.5828,0.002,207701.0,0.8267,0.0221,0.7114,0.0013,0.6355,0.0011,0.992,0.0007,0.7747,0.0008,0.8289,0.0052 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipconcat,add,97,0.5632,0.0052,205201.0,0.8152,0.0323,0.7401,0.0048,0.6595,0.0045,0.9929,0.0023,0.7926,0.0028,0.8655,0.0059 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipconcat,max,98,0.5807,0.0041,205201.0,0.7807,0.0354,0.7266,0.0037,0.6475,0.0037,0.9948,0.0035,0.7844,0.0017,0.8453,0.0028 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipconcat,mean,95,0.5823,0.0056,205201.0,0.8396,0.0174,0.7201,0.0021,0.6425,0.0012,0.9925,0.0029,0.78,0.0017,0.8407,0.0078 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipsum,add,82,0.5605,0.011,210742.0,0.8456,0.0092,0.737,0.0126,0.6569,0.0111,0.9934,0.0027,0.7907,0.0079,0.8707,0.0061 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipsum,max,98,0.578,0.009,210742.0,0.8204,0.0761,0.7257,0.0051,0.6476,0.0039,0.9906,0.0017,0.7831,0.0034,0.8478,0.0067 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipsum,mean,80,0.5801,0.0147,210742.0,0.7827,0.0458,0.7277,0.0078,0.6491,0.0066,0.9915,0.0023,0.7846,0.005,0.8383,0.0115 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipconcat,add,74,0.5572,0.0111,204481.0,0.6773,0.0061,0.7406,0.0031,0.6605,0.0025,0.9901,0.0011,0.7924,0.0021,0.864,0.0103 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipconcat,max,98,0.5785,0.0082,204481.0,0.6884,0.0068,0.727,0.0044,0.6489,0.0046,0.9896,0.0057,0.7838,0.0021,0.8386,0.0123 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipconcat,mean,83,0.5831,0.0067,204481.0,0.8388,0.0033,0.7244,0.0076,0.6466,0.0064,0.9901,0.004,0.7823,0.0046,0.831,0.0117 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipsum,add,89,0.5594,0.0013,208513.0,0.7709,0.0447,0.739,0.0051,0.6592,0.0045,0.9901,0.003,0.7914,0.0033,0.8691,0.0015 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipsum,max,84,0.5797,0.0069,208513.0,0.7979,0.0172,0.7179,0.0106,0.6406,0.0097,0.9939,0.0057,0.779,0.0056,0.8425,0.0087 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipsum,mean,89,0.5791,0.005,208513.0,0.8088,0.0203,0.7238,0.008,0.646,0.0068,0.9906,0.0041,0.782,0.0051,0.8384,0.015 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipconcat,add,89,0.5624,0.0088,202750.0,0.7738,0.0344,0.7412,0.0054,0.6607,0.004,0.9915,0.0042,0.793,0.004,0.8738,0.0133 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipconcat,max,86,0.5857,0.0022,202750.0,0.7798,0.0056,0.7257,0.0044,0.6472,0.0043,0.9925,0.0041,0.7835,0.0022,0.8557,0.0062 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipconcat,mean,84,0.5798,0.0093,202750.0,0.7803,0.0378,0.732,0.0063,0.653,0.0056,0.9906,0.0041,0.787,0.0039,0.8481,0.0107 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipsum,add,96,0.5529,0.0026,208993.0,0.8166,0.0141,0.7395,0.0045,0.6591,0.0042,0.9925,0.0035,0.7921,0.0028,0.8774,0.0035 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipsum,max,81,0.572,0.0067,208993.0,0.7827,0.047,0.7314,0.0054,0.6526,0.0053,0.9901,0.004,0.7866,0.0027,0.8562,0.0088 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipsum,mean,77,0.5801,0.0042,208993.0,0.6828,0.0128,0.7241,0.0102,0.6464,0.0092,0.9901,0.0034,0.7821,0.0057,0.8408,0.0019 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipconcat,add,79,0.5605,0.0102,202465.0,0.7541,0.0123,0.7346,0.0051,0.6549,0.0038,0.9915,0.003,0.7888,0.0037,0.8676,0.0095 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipconcat,max,79,0.5753,0.0108,202465.0,0.7474,0.0244,0.7254,0.0049,0.6465,0.004,0.9948,0.0018,0.7837,0.0031,0.8475,0.0099 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipconcat,mean,99,0.5854,0.0017,202465.0,0.7941,0.0244,0.7145,0.0055,0.6381,0.005,0.9915,0.0046,0.7765,0.0029,0.836,0.0069 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipsum,add,99,0.5549,0.0031,208183.0,0.7797,0.0267,0.7396,0.0087,0.6591,0.0077,0.9929,0.0,0.7923,0.0055,0.8676,0.0016 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipsum,max,81,0.5745,0.0064,208183.0,0.7454,0.048,0.7204,0.0059,0.6427,0.0058,0.9934,0.0044,0.7804,0.0029,0.8543,0.0108 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipsum,mean,96,0.5761,0.0049,208183.0,0.6881,0.0064,0.7202,0.0065,0.6431,0.0056,0.9896,0.0013,0.7796,0.0038,0.8368,0.0076 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipconcat,add,97,0.5631,0.0058,205411.0,0.6827,0.0009,0.7385,0.0032,0.6579,0.0032,0.9934,0.0027,0.7916,0.0017,0.873,0.0064 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipconcat,max,83,0.5761,0.0031,205411.0,0.6757,0.0021,0.7356,0.0031,0.6561,0.0029,0.9906,0.0035,0.7893,0.002,0.8521,0.0016 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipconcat,mean,90,0.5807,0.0045,205411.0,0.797,0.0414,0.7203,0.0039,0.6428,0.0037,0.992,0.0027,0.7801,0.002,0.8445,0.0028 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipsum,add,99,0.5569,0.0106,207793.0,0.7406,0.0282,0.739,0.0075,0.6582,0.0069,0.9948,0.0018,0.7922,0.0046,0.8738,0.0095 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipsum,max,95,0.5707,0.0019,207793.0,0.799,0.0034,0.7221,0.0023,0.6441,0.0017,0.9924,0.0017,0.7812,0.0016,0.8575,0.0054 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipsum,mean,99,0.5801,0.0123,207793.0,0.7206,0.0363,0.7182,0.0126,0.6412,0.0107,0.9915,0.0023,0.7788,0.0075,0.8415,0.0127 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipconcat,add,99,0.5635,0.0094,210666.0,0.691,0.0042,0.7308,0.0047,0.6521,0.0052,0.9896,0.0077,0.7862,0.0024,0.8634,0.0086 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipconcat,max,99,0.5784,0.0045,210666.0,0.665,0.0027,0.7151,0.0081,0.6379,0.0069,0.9958,0.0035,0.7776,0.0048,0.8431,0.007 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipconcat,mean,82,0.5795,0.0075,210666.0,0.7824,0.0018,0.7182,0.0098,0.6409,0.009,0.9934,0.0047,0.7791,0.0053,0.8328,0.0044 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipsum,add,82,0.5563,0.0106,206361.0,0.8042,0.004,0.7381,0.0097,0.6579,0.0089,0.993,0.004,0.7913,0.0057,0.8727,0.0077 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipsum,max,95,0.5691,0.0051,206361.0,0.7442,0.0222,0.7267,0.0041,0.6486,0.0033,0.9896,0.0017,0.7836,0.0027,0.8552,0.0072 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipsum,mean,95,0.5774,0.0034,206361.0,0.6973,0.013,0.7183,0.004,0.641,0.003,0.9925,0.0035,0.7789,0.0029,0.8383,0.0073 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipconcat,add,89,0.5654,0.0119,206977.0,0.7883,0.0231,0.7424,0.0064,0.6618,0.0054,0.992,0.0052,0.7939,0.0044,0.8742,0.0107 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipconcat,max,86,0.574,0.0004,206977.0,0.8065,0.0079,0.7331,0.005,0.6533,0.0043,0.9934,0.0018,0.7882,0.0032,0.8526,0.0041 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipconcat,mean,95,0.5834,0.0055,206977.0,0.6855,0.0056,0.7255,0.0064,0.6472,0.005,0.9915,0.002,0.7832,0.0043,0.8486,0.0031 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipsum,add,98,0.5564,0.0071,207701.0,0.7803,0.0333,0.738,0.0032,0.6584,0.0032,0.9892,0.0017,0.7906,0.0017,0.8709,0.0085 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipsum,max,90,0.5686,0.0031,207701.0,0.6792,0.0108,0.7294,0.0051,0.6507,0.0043,0.9906,0.0013,0.7854,0.0031,0.859,0.0033 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipsum,mean,89,0.5842,0.0035,207701.0,0.8433,0.0222,0.7164,0.0023,0.64,0.0022,0.9897,0.0044,0.7773,0.0014,0.8383,0.0056 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipconcat,add,97,0.5588,0.0071,207307.0,0.7546,0.0129,0.738,0.003,0.6571,0.0025,0.9953,0.0024,0.7916,0.0021,0.871,0.0079 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipconcat,max,97,0.5803,0.0009,207307.0,0.7607,0.0146,0.7191,0.0061,0.6409,0.0047,0.9967,0.0018,0.7801,0.004,0.8359,0.0047 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipconcat,mean,89,0.5845,0.0027,207307.0,0.682,0.0121,0.724,0.0084,0.6466,0.0082,0.9887,0.0064,0.7818,0.0041,0.8313,0.0075 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipsum,add,89,0.551,0.0109,206593.0,0.8063,0.0375,0.7388,0.0096,0.6589,0.0083,0.9906,0.0007,0.7914,0.0061,0.8759,0.0084 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipsum,max,89,0.5723,0.0083,206593.0,0.7605,0.0412,0.7186,0.0114,0.6418,0.0092,0.9906,0.0035,0.7789,0.0074,0.8472,0.0139 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipsum,mean,89,0.5788,0.0075,206593.0,0.6744,0.019,0.7169,0.0107,0.6399,0.0088,0.9924,0.0007,0.7781,0.0065,0.8345,0.0116 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipconcat,add,91,0.5182,0.0045,202440.0,0.8027,0.0115,0.7722,0.0024,0.6885,0.0029,0.9943,0.0033,0.8137,0.0014,0.9097,0.001 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipconcat,max,91,0.5329,0.0065,202440.0,0.7805,0.0186,0.7698,0.0022,0.6866,0.0036,0.993,0.0063,0.8119,0.0005,0.8929,0.0023 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipconcat,mean,91,0.5313,0.003,202440.0,0.7711,0.0513,0.767,0.0016,0.684,0.0016,0.9926,0.0051,0.8099,0.0016,0.8924,0.0022 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipsum,add,91,0.5158,0.0058,206905.0,0.7819,0.0302,0.7679,0.0073,0.6843,0.0071,0.9952,0.0016,0.8109,0.0047,0.9109,0.0048 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipsum,max,91,0.5318,0.005,206905.0,0.7975,0.0379,0.759,0.0044,0.6766,0.004,0.9921,0.0011,0.8045,0.0029,0.8931,0.0026 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipsum,mean,84,0.5436,0.0042,206905.0,0.8182,0.0198,0.7627,0.0094,0.6796,0.0089,0.9943,0.0022,0.8073,0.0062,0.8865,0.0038 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipconcat,add,93,0.5212,0.0023,206313.0,0.7798,0.0163,0.7651,0.0011,0.6812,0.0011,0.9965,0.0006,0.8092,0.0006,0.9075,0.0021 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipconcat,max,93,0.535,0.003,206313.0,0.7136,0.0709,0.7588,0.0037,0.6765,0.0031,0.9921,0.0011,0.8045,0.0026,0.8898,0.0041 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipconcat,mean,93,0.5358,0.0019,206313.0,0.7793,0.0524,0.7575,0.0058,0.6747,0.0046,0.9948,0.0028,0.804,0.0042,0.8908,0.0026 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipsum,add,99,0.5195,0.0101,207160.0,0.8007,0.0037,0.7676,0.005,0.6842,0.0049,0.9939,0.0033,0.8105,0.0033,0.9088,0.0046 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipsum,max,99,0.5351,0.0103,207160.0,0.7512,0.0198,0.7645,0.0038,0.6825,0.0052,0.9896,0.0065,0.8078,0.0016,0.8901,0.006 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipsum,mean,82,0.5406,0.0075,207160.0,0.7504,0.0252,0.7537,0.0046,0.6715,0.0039,0.9934,0.0019,0.8014,0.0032,0.8892,0.0065 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipconcat,add,95,0.5239,0.0006,205321.0,0.7804,0.0061,0.7714,0.0046,0.6869,0.0046,0.9978,0.0012,0.8136,0.0029,0.9113,0.0029 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipconcat,max,95,0.5369,0.0022,205321.0,0.785,0.0339,0.7663,0.0056,0.6833,0.0051,0.9926,0.0059,0.8094,0.0041,0.8963,0.005 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipconcat,mean,95,0.5362,0.0029,205321.0,0.8005,0.0074,0.7651,0.0073,0.6814,0.0067,0.9956,0.0035,0.8091,0.0049,0.8924,0.0053 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipsum,add,91,0.5125,0.0092,205255.0,0.6758,0.0048,0.7684,0.0035,0.6842,0.0032,0.9974,0.0,0.8116,0.0023,0.9143,0.0065 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipsum,max,81,0.5366,0.0096,205255.0,0.6786,0.0033,0.7613,0.0031,0.6779,0.0027,0.9961,0.0029,0.8067,0.0022,0.8987,0.0067 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipsum,mean,81,0.5402,0.0046,205255.0,0.7975,0.0028,0.7591,0.0035,0.6763,0.0036,0.9943,0.0022,0.805,0.0021,0.8904,0.0062 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipconcat,add,99,0.5232,0.0066,207516.0,0.7634,0.0289,0.7637,0.0023,0.6802,0.0026,0.9957,0.0016,0.8082,0.0013,0.9084,0.005 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipconcat,max,81,0.5322,0.0074,207516.0,0.7762,0.0529,0.7651,0.0015,0.6832,0.0025,0.9887,0.0078,0.808,0.0015,0.8954,0.0068 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipconcat,mean,99,0.5396,0.0096,207516.0,0.7451,0.0531,0.7579,0.002,0.6754,0.0022,0.9935,0.0029,0.8041,0.0011,0.8886,0.0058 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipsum,add,94,0.5219,0.0064,205969.0,0.798,0.0059,0.7632,0.0019,0.68,0.0019,0.9944,0.0012,0.8077,0.0012,0.9098,0.0078 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipsum,max,99,0.5326,0.0062,205969.0,0.6986,0.0163,0.7566,0.004,0.6742,0.0043,0.9935,0.0029,0.8033,0.0022,0.8952,0.0066 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipsum,mean,94,0.5392,0.0041,205969.0,0.778,0.0155,0.7533,0.0,0.6713,0.0003,0.9926,0.0013,0.8009,0.0002,0.8889,0.0064 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipconcat,add,94,0.5196,0.0073,202910.0,0.6746,0.0119,0.7711,0.0054,0.6868,0.0052,0.9974,0.0011,0.8134,0.0035,0.9144,0.003 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipconcat,max,94,0.5306,0.0078,202910.0,0.6805,0.0096,0.7701,0.0097,0.6868,0.0093,0.9935,0.0019,0.8121,0.0063,0.8994,0.0045 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipconcat,mean,94,0.5299,0.0057,202910.0,0.7544,0.0207,0.7649,0.0036,0.6815,0.004,0.9948,0.0029,0.8089,0.0019,0.8967,0.0034 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipsum,add,84,0.5243,0.0062,205357.0,0.781,0.0152,0.7666,0.0058,0.6829,0.006,0.9956,0.0025,0.8101,0.0035,0.9121,0.0006 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipsum,max,97,0.534,0.0043,205357.0,0.6925,0.0085,0.7608,0.0053,0.6777,0.0049,0.9948,0.0011,0.8062,0.0035,0.8968,0.0006 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipsum,mean,97,0.5403,0.0047,205357.0,0.7932,0.0374,0.7621,0.0048,0.6789,0.005,0.9948,0.0022,0.807,0.0028,0.8863,0.0048 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipconcat,add,91,0.5179,0.0012,208741.0,0.7199,0.0133,0.7658,0.0078,0.6821,0.0069,0.9961,0.0018,0.8097,0.0054,0.9091,0.0017 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipconcat,max,91,0.5315,0.0015,208741.0,0.7819,0.0457,0.7623,0.0041,0.6794,0.0042,0.9939,0.0041,0.807,0.0025,0.8938,0.0021 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipconcat,mean,96,0.5376,0.0007,208741.0,0.7803,0.0219,0.76,0.0019,0.6773,0.0016,0.9935,0.0032,0.8054,0.0015,0.8892,0.002 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipsum,add,97,0.5252,0.0023,205129.0,0.8059,0.045,0.7625,0.0058,0.6788,0.0055,0.997,0.0016,0.8077,0.0038,0.9071,0.0027 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipsum,max,87,0.5356,0.0034,205129.0,0.6912,0.0052,0.75,0.0046,0.6679,0.0035,0.9943,0.0035,0.7991,0.0035,0.8934,0.003 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipsum,mean,96,0.5455,0.0035,205129.0,0.7534,0.043,0.7502,0.0043,0.6688,0.004,0.9917,0.0013,0.7988,0.0027,0.8851,0.0029 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipconcat,add,99,0.5264,0.0143,205313.0,0.7323,0.0284,0.7706,0.0044,0.6867,0.0042,0.9957,0.0006,0.8127,0.0029,0.9136,0.0078 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipconcat,max,99,0.5329,0.0124,205313.0,0.7362,0.0389,0.7667,0.0037,0.6838,0.0025,0.9922,0.0049,0.8096,0.0032,0.9033,0.0084 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipconcat,mean,99,0.5424,0.0103,205313.0,0.7404,0.0264,0.7601,0.0036,0.6775,0.0031,0.9926,0.0023,0.8053,0.0025,0.8921,0.0067 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipsum,add,88,0.5272,0.0074,203841.0,0.679,0.0056,0.7599,0.0023,0.6767,0.0018,0.9957,0.0016,0.8057,0.0017,0.9093,0.004 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipsum,max,88,0.5331,0.0072,203841.0,0.6871,0.0176,0.7592,0.0048,0.6764,0.0054,0.9939,0.0041,0.805,0.0025,0.8983,0.0072 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipsum,mean,92,0.5422,0.0047,203841.0,0.7932,0.0049,0.7548,0.0052,0.6729,0.0042,0.9917,0.0038,0.8018,0.0039,0.8833,0.0042 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipconcat,add,97,0.5222,0.0066,206038.0,0.6844,0.014,0.7632,0.0054,0.6795,0.0056,0.9965,0.0022,0.808,0.0033,0.905,0.0032 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipconcat,max,96,0.5384,0.0063,206038.0,0.792,0.0176,0.7544,0.007,0.6724,0.0065,0.9921,0.0022,0.8016,0.0045,0.8898,0.0059 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipconcat,mean,99,0.5411,0.0141,206038.0,0.7443,0.0153,0.7578,0.0081,0.6754,0.0076,0.9935,0.0019,0.8041,0.0051,0.8847,0.0093 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipsum,add,87,0.5227,0.0058,205289.0,0.7547,0.0634,0.7613,0.0072,0.6782,0.007,0.9952,0.0016,0.8066,0.0045,0.9048,0.0033 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipsum,max,87,0.5367,0.0062,205289.0,0.7124,0.0124,0.7552,0.0016,0.6729,0.0021,0.9935,0.0032,0.8023,0.0007,0.8919,0.0027 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipsum,mean,99,0.5401,0.0029,205289.0,0.6981,0.0032,0.7484,0.0032,0.6667,0.0038,0.9935,0.0039,0.7979,0.0015,0.8843,0.0036 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipconcat,add,91,0.5219,0.0093,203491.0,0.6798,0.0048,0.7666,0.005,0.6824,0.0047,0.9974,0.0,0.8104,0.0033,0.9069,0.0053 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipconcat,max,77,0.54,0.0113,203491.0,0.8008,0.0357,0.7648,0.0092,0.6821,0.009,0.9926,0.0017,0.8085,0.0058,0.893,0.0014 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipconcat,mean,97,0.536,0.0012,203491.0,0.7289,0.0036,0.7636,0.0042,0.6802,0.0044,0.9952,0.0023,0.8081,0.0024,0.8929,0.0019 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipsum,add,99,0.5242,0.0108,207160.0,0.7908,0.0189,0.7659,0.007,0.6826,0.007,0.9943,0.0017,0.8095,0.0044,0.909,0.0032 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipsum,max,84,0.5377,0.0058,207160.0,0.7431,0.0403,0.7612,0.0066,0.6781,0.0066,0.9943,0.0027,0.8063,0.004,0.8933,0.0023 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipsum,mean,99,0.5403,0.011,207160.0,0.6653,0.0102,0.762,0.0043,0.679,0.0041,0.9939,0.0035,0.8068,0.0028,0.8875,0.0061 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipconcat,add,82,0.5206,0.0132,203041.0,0.811,0.0236,0.7702,0.0133,0.6874,0.0139,0.9926,0.0041,0.8121,0.0084,0.9044,0.0081 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipconcat,max,80,0.5373,0.005,203041.0,0.6814,0.0079,0.7584,0.0127,0.6774,0.013,0.9882,0.0075,0.8036,0.0076,0.8859,0.0057 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipconcat,mean,88,0.5438,0.0035,203041.0,0.806,0.0167,0.7517,0.0053,0.6694,0.0051,0.9948,0.0022,0.8003,0.0032,0.8869,0.0034 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipsum,add,88,0.5206,0.0059,205255.0,0.7169,0.0299,0.7634,0.0036,0.6798,0.0032,0.9961,0.0011,0.8081,0.0025,0.9091,0.0034 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipsum,max,93,0.5367,0.0005,205255.0,0.7851,0.0161,0.7523,0.0045,0.6709,0.0036,0.9904,0.0027,0.7999,0.0033,0.889,0.0014 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipsum,mean,88,0.5409,0.0063,205255.0,0.749,0.0207,0.747,0.0032,0.6652,0.0029,0.9948,0.0022,0.7973,0.0021,0.8882,0.0058 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipconcat,add,99,0.5223,0.0074,201724.0,0.7766,0.0332,0.7691,0.0055,0.685,0.0053,0.9965,0.0006,0.8119,0.0036,0.9128,0.0053 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipconcat,max,99,0.5371,0.0032,201724.0,0.8321,0.0218,0.7621,0.0039,0.6788,0.004,0.9952,0.0023,0.8071,0.0024,0.8972,0.0033 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipconcat,mean,96,0.5423,0.01,201724.0,0.7879,0.0508,0.7607,0.0036,0.6771,0.0034,0.997,0.0006,0.8064,0.0023,0.8939,0.0046 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipsum,add,99,0.5204,0.0112,205969.0,0.8148,0.0258,0.7677,0.0009,0.6841,0.0014,0.9948,0.0028,0.8106,0.0005,0.9109,0.0075 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipsum,max,90,0.5331,0.0077,205969.0,0.824,0.0202,0.7596,0.0069,0.6767,0.0064,0.9943,0.0017,0.8053,0.0045,0.8986,0.0036 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipsum,mean,92,0.5374,0.0085,205969.0,0.7972,0.0302,0.7604,0.01,0.6778,0.0086,0.993,0.0033,0.8056,0.0071,0.8895,0.0073 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipconcat,add,90,0.5224,0.0023,201601.0,0.7775,0.0233,0.7637,0.0016,0.6799,0.0018,0.9965,0.0016,0.8083,0.0008,0.9083,0.0013 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipconcat,max,90,0.534,0.0046,201601.0,0.8194,0.0662,0.7563,0.0033,0.674,0.0036,0.993,0.0027,0.803,0.0018,0.8941,0.0036 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipconcat,mean,94,0.5406,0.006,201601.0,0.8159,0.036,0.7568,0.0047,0.6744,0.0049,0.993,0.0038,0.8033,0.0027,0.8886,0.0031 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipsum,add,84,0.5199,0.0054,205357.0,0.659,0.0032,0.7655,0.0068,0.6825,0.0073,0.9935,0.0039,0.809,0.0041,0.9097,0.0031 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipsum,max,93,0.5239,0.0046,205357.0,0.6688,0.0068,0.7699,0.0038,0.686,0.003,0.9952,0.0023,0.8122,0.0028,0.8988,0.004 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipsum,mean,93,0.5331,0.0042,205357.0,0.7825,0.0202,0.7587,0.0103,0.6762,0.0095,0.9934,0.0029,0.8046,0.0067,0.8851,0.0035 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipconcat,add,97,0.5151,0.0013,204673.0,0.8508,0.0368,0.7758,0.0012,0.692,0.0019,0.9943,0.0035,0.816,0.0005,0.9113,0.0015 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipconcat,max,90,0.5337,0.0037,204673.0,0.8141,0.0047,0.7684,0.0032,0.6855,0.003,0.9922,0.0039,0.8108,0.0023,0.8975,0.0036 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipconcat,mean,97,0.54,0.004,204673.0,0.8509,0.0029,0.7689,0.0028,0.6859,0.0036,0.9922,0.0037,0.8111,0.0013,0.8892,0.004 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipsum,add,88,0.5239,0.0036,205129.0,0.8524,0.0028,0.7644,0.0048,0.6807,0.0053,0.9961,0.0037,0.8087,0.0027,0.9095,0.0031 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipsum,max,91,0.5351,0.003,205129.0,0.8477,0.008,0.7522,0.0032,0.6695,0.0036,0.9961,0.0032,0.8008,0.0016,0.8975,0.003 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipsum,mean,99,0.5403,0.0068,205129.0,0.8344,0.0182,0.7523,0.0019,0.6711,0.0023,0.9895,0.0056,0.7998,0.0015,0.8867,0.0019 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipconcat,add,99,0.5205,0.0064,210036.0,0.8437,0.0337,0.761,0.0109,0.678,0.0106,0.9948,0.0022,0.8064,0.0069,0.9087,0.0009 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipconcat,max,95,0.53,0.0085,210036.0,0.8341,0.025,0.7586,0.0046,0.6761,0.0036,0.993,0.0035,0.8045,0.0034,0.8975,0.0072 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipconcat,mean,95,0.5391,0.0064,210036.0,0.8133,0.0226,0.7533,0.0023,0.6712,0.0026,0.993,0.0027,0.801,0.0012,0.8855,0.0103 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipsum,add,95,0.5194,0.0051,203841.0,0.7601,0.0198,0.7607,0.0054,0.6774,0.0044,0.9956,0.0038,0.8062,0.0039,0.9096,0.0045 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipsum,max,87,0.5281,0.0017,203841.0,0.7975,0.0512,0.7576,0.002,0.6751,0.001,0.993,0.0062,0.8038,0.0022,0.8933,0.0033 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipsum,mean,95,0.5391,0.0036,203841.0,0.8278,0.0233,0.7509,0.0014,0.6695,0.0005,0.9908,0.0032,0.7991,0.0014,0.8828,0.0042 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipconcat,add,86,0.5328,0.0143,206401.0,0.8517,0.036,0.7713,0.0038,0.6873,0.0037,0.9957,0.0006,0.8132,0.0024,0.9084,0.0014 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipconcat,max,88,0.5373,0.0057,206401.0,0.835,0.0201,0.765,0.0017,0.6817,0.002,0.9939,0.0023,0.8087,0.0009,0.8968,0.0023 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipconcat,mean,96,0.545,0.01,206401.0,0.8177,0.0168,0.7624,0.0078,0.6795,0.0066,0.9935,0.0029,0.807,0.0056,0.8888,0.0092 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipsum,add,99,0.5268,0.0081,205289.0,0.8086,0.0113,0.7601,0.0022,0.6763,0.0023,0.9978,0.0012,0.8062,0.0013,0.9091,0.0055 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipsum,max,87,0.532,0.0058,205289.0,0.8329,0.0234,0.7545,0.0051,0.6723,0.0055,0.9935,0.0039,0.8018,0.0026,0.8995,0.0011 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipsum,mean,99,0.541,0.0051,205289.0,0.7857,0.023,0.75,0.0032,0.668,0.003,0.9939,0.0006,0.799,0.002,0.8873,0.0046 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipconcat,add,88,0.5168,0.0019,206821.0,0.6758,0.0056,0.7635,0.0079,0.6798,0.0075,0.9965,0.0006,0.8082,0.0051,0.9103,0.0035 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipconcat,max,96,0.5334,0.0078,206821.0,0.7527,0.0113,0.7596,0.0061,0.6772,0.0056,0.9922,0.0029,0.805,0.004,0.8933,0.0047 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipconcat,mean,87,0.5363,0.0021,206821.0,0.7704,0.0463,0.7601,0.0024,0.6774,0.0019,0.9935,0.0039,0.8055,0.002,0.889,0.0034 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipsum,add,95,0.5185,0.0082,204289.0,0.7014,0.0231,0.7621,0.0067,0.6782,0.006,0.9978,0.0006,0.8075,0.0045,0.9074,0.0048 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipsum,max,95,0.5302,0.0077,204289.0,0.8102,0.0589,0.7547,0.0021,0.6723,0.0022,0.9939,0.0017,0.8021,0.0011,0.8964,0.009 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipsum,mean,95,0.5344,0.0063,204289.0,0.6795,0.0038,0.7534,0.0053,0.6706,0.0044,0.9961,0.0018,0.8016,0.0038,0.8872,0.0049 -PyG,TU_DD,link_pred,True,,,1,2,2,skipconcat,add,91,0.5263,0.0067,207678.0,1.2378,0.0165,0.7641,0.0047,0.68,0.0041,0.9979,0.0009,0.8089,0.0032,0.9242,0.0054 -PyG,TU_DD,link_pred,True,,,1,2,2,skipconcat,max,88,0.5007,0.0068,207678.0,1.232,0.0441,0.7701,0.003,0.6851,0.0029,1.0,0.0,0.8131,0.002,0.952,0.0027 -PyG,TU_DD,link_pred,True,,,1,2,2,skipconcat,mean,92,0.5232,0.0088,207678.0,1.033,0.0601,0.765,0.0034,0.6805,0.0032,0.9992,0.0,0.8096,0.0023,0.9309,0.0045 -PyG,TU_DD,link_pred,True,,,1,2,2,skipsum,add,94,0.5224,0.0062,218893.0,1.1698,0.0783,0.7632,0.0035,0.6794,0.0027,0.9968,0.0021,0.8081,0.0026,0.921,0.0072 -PyG,TU_DD,link_pred,True,,,1,2,2,skipsum,max,88,0.4893,0.0067,218893.0,0.9791,0.0138,0.7685,0.0056,0.6837,0.0051,0.9996,0.0003,0.812,0.0037,0.9544,0.0042 -PyG,TU_DD,link_pred,True,,,1,2,2,skipsum,mean,88,0.5193,0.0022,218893.0,1.1617,0.0274,0.7623,0.002,0.6784,0.0017,0.9973,0.0009,0.8075,0.0014,0.9275,0.0029 -PyG,TU_DD,link_pred,True,,,1,2,3,skipconcat,add,99,0.5362,0.0064,210741.0,1.1963,0.023,0.7529,0.0049,0.6705,0.0041,0.9945,0.0027,0.801,0.0034,0.9066,0.0055 -PyG,TU_DD,link_pred,True,,,1,2,3,skipconcat,max,94,0.5082,0.0035,210741.0,1.2733,0.0099,0.7654,0.0043,0.6808,0.004,0.9996,0.0003,0.8099,0.0029,0.938,0.0018 -PyG,TU_DD,link_pred,True,,,1,2,3,skipconcat,mean,99,0.5373,0.0079,210741.0,1.2344,0.0202,0.7533,0.0018,0.671,0.0012,0.994,0.0018,0.8011,0.0014,0.9058,0.0079 -PyG,TU_DD,link_pred,True,,,1,2,3,skipsum,add,94,0.5351,0.0063,217906.0,1.2101,0.0128,0.752,0.0042,0.6713,0.0037,0.9878,0.0007,0.7994,0.0029,0.902,0.0044 -PyG,TU_DD,link_pred,True,,,1,2,3,skipsum,max,92,0.5102,0.0098,217906.0,1.2194,0.0226,0.7582,0.0026,0.6752,0.0025,0.9954,0.0017,0.8045,0.0017,0.9288,0.006 -PyG,TU_DD,link_pred,True,,,1,2,3,skipsum,mean,96,0.5361,0.0036,217906.0,1.2332,0.0239,0.7525,0.0016,0.671,0.0017,0.9909,0.0012,0.8001,0.0009,0.9027,0.0037 -PyG,TU_DD,link_pred,True,,,1,4,2,skipconcat,add,92,0.5188,0.0084,208453.0,1.2017,0.0252,0.769,0.0021,0.6845,0.002,0.998,0.0002,0.812,0.0013,0.926,0.0079 -PyG,TU_DD,link_pred,True,,,1,4,2,skipconcat,max,92,0.4848,0.0073,208453.0,1.2308,0.0318,0.7775,0.0047,0.6921,0.0045,1.0,0.0,0.818,0.0031,0.9578,0.0033 -PyG,TU_DD,link_pred,True,,,1,4,2,skipconcat,mean,94,0.5134,0.0045,208453.0,1.2107,0.0349,0.7653,0.002,0.6807,0.0018,0.9992,0.0005,0.8098,0.0014,0.939,0.0046 -PyG,TU_DD,link_pred,True,,,1,4,2,skipsum,add,94,0.5297,0.0087,215029.0,1.209,0.0688,0.7608,0.0032,0.6792,0.0019,0.9884,0.0047,0.8051,0.0028,0.9065,0.0067 -PyG,TU_DD,link_pred,True,,,1,4,2,skipsum,max,92,0.4826,0.0032,215029.0,0.982,0.0069,0.7723,0.0025,0.6874,0.0024,0.999,0.0005,0.8144,0.0016,0.9521,0.0037 -PyG,TU_DD,link_pred,True,,,1,4,2,skipsum,mean,92,0.5133,0.0049,215029.0,1.1501,0.058,0.7664,0.0025,0.6831,0.0025,0.9941,0.0018,0.8097,0.0016,0.9233,0.0043 -PyG,TU_DD,link_pred,True,,,1,4,3,skipconcat,add,92,0.5243,0.0037,210162.0,1.2312,0.0426,0.7588,0.0051,0.6758,0.0045,0.9949,0.0008,0.8048,0.0034,0.9151,0.0042 -PyG,TU_DD,link_pred,True,,,1,4,3,skipconcat,max,92,0.4891,0.0103,210162.0,1.1336,0.0253,0.7691,0.0039,0.6842,0.0036,0.9993,0.0005,0.8123,0.0026,0.9479,0.0099 -PyG,TU_DD,link_pred,True,,,1,4,3,skipconcat,mean,92,0.5244,0.0012,210162.0,1.1917,0.0316,0.76,0.0038,0.6769,0.0036,0.9948,0.0012,0.8056,0.0024,0.9151,0.0036 -PyG,TU_DD,link_pred,True,,,1,4,3,skipsum,add,87,0.5342,0.0044,215041.0,1.0134,0.0181,0.7506,0.0027,0.6713,0.0021,0.982,0.0019,0.7974,0.0021,0.8938,0.0038 -PyG,TU_DD,link_pred,True,,,1,4,3,skipsum,max,92,0.4917,0.0058,215041.0,1.002,0.0143,0.7648,0.0039,0.6808,0.0038,0.9974,0.0018,0.8093,0.0024,0.9425,0.0036 -PyG,TU_DD,link_pred,True,,,1,4,3,skipsum,mean,88,0.5251,0.0108,215041.0,1.1565,0.0473,0.7593,0.004,0.6782,0.0025,0.987,0.0052,0.804,0.0034,0.9048,0.0125 -PyG,TU_DD,link_pred,True,,,1,6,2,skipconcat,add,92,0.5173,0.0084,205124.0,1.2,0.0401,0.7697,0.0052,0.6855,0.0043,0.9964,0.0026,0.8123,0.0039,0.9261,0.0104 -PyG,TU_DD,link_pred,True,,,1,6,2,skipconcat,max,92,0.4809,0.0055,205124.0,1.1995,0.0635,0.7803,0.0035,0.6947,0.0033,1.0,0.0,0.8199,0.0024,0.9587,0.0018 -PyG,TU_DD,link_pred,True,,,1,6,2,skipconcat,mean,92,0.5124,0.0095,205124.0,1.1435,0.0417,0.7702,0.0054,0.6854,0.0049,0.999,0.001,0.813,0.0037,0.9347,0.0064 -PyG,TU_DD,link_pred,True,,,1,6,2,skipsum,add,87,0.5294,0.0029,213835.0,1.1775,0.0058,0.7572,0.0044,0.678,0.0033,0.9794,0.0035,0.8013,0.0034,0.9001,0.002 -PyG,TU_DD,link_pred,True,,,1,6,2,skipsum,max,92,0.4783,0.0022,213835.0,1.0115,0.0067,0.7737,0.0042,0.6891,0.0039,0.9976,0.0008,0.8151,0.0029,0.9508,0.002 -PyG,TU_DD,link_pred,True,,,1,6,2,skipsum,mean,99,0.5165,0.007,213835.0,1.0252,0.0058,0.7692,0.0025,0.6864,0.0028,0.9913,0.0021,0.8111,0.0013,0.9154,0.0042 -PyG,TU_DD,link_pred,True,,,1,6,3,skipconcat,add,94,0.5173,0.0041,210631.0,1.1276,0.0255,0.7667,0.0015,0.6832,0.001,0.9947,0.0016,0.81,0.0012,0.9202,0.004 -PyG,TU_DD,link_pred,True,,,1,6,3,skipconcat,max,97,0.489,0.0019,210631.0,1.188,0.009,0.7761,0.0016,0.6908,0.0016,0.9995,0.0005,0.817,0.001,0.9485,0.0031 -PyG,TU_DD,link_pred,True,,,1,6,3,skipconcat,mean,92,0.5216,0.0051,210631.0,1.0072,0.01,0.7627,0.0029,0.6793,0.0033,0.9952,0.0028,0.8075,0.0015,0.9177,0.0033 -PyG,TU_DD,link_pred,True,,,1,6,3,skipsum,add,97,0.5357,0.0042,213121.0,1.2224,0.0284,0.7504,0.0058,0.6737,0.0049,0.9716,0.0046,0.7957,0.0042,0.8884,0.0056 -PyG,TU_DD,link_pred,True,,,1,6,3,skipsum,max,92,0.4813,0.0031,213121.0,1.0264,0.0259,0.7729,0.0042,0.6886,0.0038,0.9961,0.0008,0.8143,0.0029,0.9423,0.002 -PyG,TU_DD,link_pred,True,,,1,6,3,skipsum,mean,97,0.5156,0.0016,213121.0,1.0048,0.0119,0.7641,0.0016,0.683,0.0008,0.9857,0.0033,0.8069,0.0016,0.9109,0.0016 -PyG,TU_DD,link_pred,True,,,1,8,2,skipconcat,add,92,0.5228,0.0116,207041.0,1.0997,0.0262,0.7663,0.0055,0.683,0.0044,0.994,0.0032,0.8096,0.0041,0.9211,0.0102 -PyG,TU_DD,link_pred,True,,,1,8,2,skipconcat,max,92,0.4799,0.0144,207041.0,1.2076,0.0231,0.7824,0.0025,0.6968,0.0025,1.0,0.0,0.8213,0.0017,0.9586,0.0066 -PyG,TU_DD,link_pred,True,,,1,8,2,skipconcat,mean,92,0.5113,0.0105,207041.0,1.1914,0.0385,0.7691,0.0059,0.6845,0.0054,0.9987,0.001,0.8122,0.004,0.9359,0.007 -PyG,TU_DD,link_pred,True,,,1,8,2,skipsum,add,91,0.5355,0.0072,211401.0,1.2165,0.0234,0.7504,0.0055,0.6727,0.0042,0.9753,0.0039,0.7962,0.0042,0.8939,0.0066 -PyG,TU_DD,link_pred,True,,,1,8,2,skipsum,max,92,0.4782,0.0031,211401.0,1.2041,0.0421,0.7753,0.0024,0.6908,0.0024,0.9968,0.0007,0.8161,0.0016,0.949,0.0009 -PyG,TU_DD,link_pred,True,,,1,8,2,skipsum,mean,97,0.5147,0.0061,211401.0,1.2384,0.0383,0.7666,0.0046,0.6844,0.0036,0.9893,0.0034,0.8091,0.0036,0.9141,0.0073 -PyG,TU_DD,link_pred,True,,,1,8,3,skipconcat,add,92,0.5269,0.0047,207496.0,1.2054,0.0485,0.7616,0.003,0.6804,0.0023,0.9869,0.0042,0.8055,0.0025,0.9067,0.0072 -PyG,TU_DD,link_pred,True,,,1,8,3,skipconcat,max,92,0.4786,0.0035,207496.0,1.2195,0.0526,0.7772,0.0016,0.6919,0.0015,0.9996,0.0006,0.8178,0.0012,0.954,0.003 -PyG,TU_DD,link_pred,True,,,1,8,3,skipconcat,mean,92,0.5176,0.0031,207496.0,1.2479,0.0197,0.7633,0.0025,0.6799,0.0022,0.9954,0.0018,0.8079,0.0017,0.9211,0.0052 -PyG,TU_DD,link_pred,True,,,1,8,3,skipsum,add,97,0.5401,0.0034,212525.0,0.9756,0.0196,0.7446,0.0038,0.6693,0.0029,0.9671,0.0036,0.7911,0.003,0.8826,0.0034 -PyG,TU_DD,link_pred,True,,,1,8,3,skipsum,max,96,0.475,0.0045,212525.0,1.2656,0.0104,0.7766,0.0029,0.6919,0.0023,0.9973,0.0021,0.817,0.0022,0.9454,0.0034 -PyG,TU_DD,link_pred,True,,,1,8,3,skipsum,mean,97,0.5169,0.003,212525.0,1.2161,0.0398,0.7634,0.003,0.6823,0.0022,0.9861,0.0028,0.8065,0.0024,0.9085,0.0018 -PyG,TU_DD,link_pred,True,,,2,2,2,skipconcat,add,97,0.5339,0.008,208621.0,1.2719,0.0067,0.763,0.0019,0.679,0.0013,0.9974,0.0021,0.808,0.0016,0.9175,0.0075 -PyG,TU_DD,link_pred,True,,,2,2,2,skipconcat,max,92,0.5124,0.0071,208621.0,1.2275,0.012,0.7627,0.0032,0.6782,0.003,0.9997,0.0004,0.8082,0.0021,0.9431,0.0035 -PyG,TU_DD,link_pred,True,,,2,2,2,skipconcat,mean,99,0.5341,0.0082,208621.0,1.2223,0.0106,0.7619,0.003,0.6778,0.0027,0.9986,0.0006,0.8075,0.002,0.9193,0.0061 -PyG,TU_DD,link_pred,True,,,2,2,2,skipsum,add,92,0.5268,0.0069,217906.0,1.2429,0.0127,0.7605,0.0026,0.677,0.0024,0.9962,0.0002,0.8062,0.0017,0.9168,0.0055 -PyG,TU_DD,link_pred,True,,,2,2,2,skipsum,max,92,0.4967,0.0051,217906.0,1.2259,0.0073,0.7632,0.0041,0.6788,0.0038,0.9996,0.0,0.8085,0.0026,0.9494,0.0035 -PyG,TU_DD,link_pred,True,,,2,2,2,skipsum,mean,92,0.5228,0.003,217906.0,1.2085,0.0149,0.7619,0.0016,0.678,0.0017,0.9976,0.0013,0.8073,0.0009,0.923,0.0016 -PyG,TU_DD,link_pred,True,,,2,2,3,skipconcat,add,92,0.5408,0.0069,207361.0,0.9707,0.006,0.7532,0.0012,0.6716,0.0017,0.9912,0.0027,0.8007,0.0005,0.9012,0.0079 -PyG,TU_DD,link_pred,True,,,2,2,3,skipconcat,max,92,0.521,0.0066,207361.0,1.2344,0.0321,0.7535,0.0023,0.6705,0.0017,0.9969,0.0017,0.8017,0.0018,0.9269,0.0055 -PyG,TU_DD,link_pred,True,,,2,2,3,skipconcat,mean,92,0.5394,0.0055,207361.0,1.1478,0.0868,0.7539,0.0023,0.6724,0.0017,0.9902,0.0038,0.8009,0.0019,0.902,0.0068 -PyG,TU_DD,link_pred,True,,,2,2,3,skipsum,add,94,0.53,0.0075,215029.0,1.2598,0.0276,0.7571,0.0024,0.675,0.0017,0.9916,0.0034,0.8032,0.002,0.9068,0.0087 -PyG,TU_DD,link_pred,True,,,2,2,3,skipsum,max,91,0.5046,0.0039,215029.0,0.9806,0.0048,0.7561,0.0012,0.6727,0.0014,0.9975,0.0013,0.8035,0.0006,0.9359,0.0067 -PyG,TU_DD,link_pred,True,,,2,2,3,skipsum,mean,94,0.5281,0.0059,215029.0,1.1856,0.0417,0.7614,0.0028,0.6779,0.0027,0.9961,0.0005,0.8067,0.0017,0.912,0.0069 -PyG,TU_DD,link_pred,True,,,2,4,2,skipconcat,add,88,0.5231,0.0089,204802.0,1.0971,0.0471,0.7666,0.004,0.6825,0.0034,0.9973,0.0011,0.8104,0.0028,0.924,0.0078 -PyG,TU_DD,link_pred,True,,,2,4,2,skipconcat,max,88,0.4917,0.0087,204802.0,1.2143,0.0377,0.7731,0.0055,0.6879,0.0052,0.9999,0.0002,0.815,0.0037,0.9545,0.005 -PyG,TU_DD,link_pred,True,,,2,4,2,skipconcat,mean,99,0.5257,0.0117,204802.0,1.2118,0.0395,0.7638,0.0033,0.6796,0.0027,0.9978,0.0014,0.8085,0.0023,0.9242,0.0099 -PyG,TU_DD,link_pred,True,,,2,4,2,skipsum,add,95,0.5301,0.0047,215041.0,1.1572,0.018,0.7607,0.003,0.6795,0.0027,0.9869,0.0015,0.8048,0.002,0.9028,0.0065 -PyG,TU_DD,link_pred,True,,,2,4,2,skipsum,max,87,0.4817,0.005,215041.0,1.1674,0.0743,0.7701,0.0038,0.6854,0.0035,0.9986,0.0005,0.8128,0.0025,0.9532,0.0004 -PyG,TU_DD,link_pred,True,,,2,4,2,skipsum,mean,97,0.521,0.0044,215041.0,1.1178,0.0647,0.762,0.006,0.6792,0.0052,0.9932,0.0021,0.8067,0.0043,0.9151,0.0043 -PyG,TU_DD,link_pred,True,,,2,4,3,skipconcat,add,94,0.5358,0.0069,204193.0,1.0818,0.0544,0.7579,0.0074,0.6764,0.0054,0.9891,0.006,0.8034,0.0057,0.9006,0.0112 -PyG,TU_DD,link_pred,True,,,2,4,3,skipconcat,max,92,0.4982,0.0085,204193.0,1.1392,0.0494,0.7652,0.0037,0.6807,0.0035,0.9992,0.0006,0.8098,0.0023,0.9439,0.0043 -PyG,TU_DD,link_pred,True,,,2,4,3,skipconcat,mean,94,0.5296,0.0049,204193.0,1.0382,0.0063,0.7577,0.0065,0.6756,0.0052,0.9915,0.0039,0.8036,0.0048,0.9081,0.0084 -PyG,TU_DD,link_pred,True,,,2,4,3,skipsum,add,97,0.5272,0.0065,213835.0,1.1558,0.0356,0.7555,0.0034,0.6753,0.0018,0.9847,0.0059,0.8011,0.0031,0.9026,0.0087 -PyG,TU_DD,link_pred,True,,,2,4,3,skipsum,max,97,0.4858,0.0023,213835.0,1.1682,0.0161,0.7704,0.0019,0.6858,0.0018,0.9979,0.001,0.813,0.0013,0.9463,0.0016 -PyG,TU_DD,link_pred,True,,,2,4,3,skipsum,mean,88,0.513,0.008,213835.0,1.0221,0.0315,0.7613,0.0025,0.6786,0.0021,0.9929,0.0021,0.8062,0.0019,0.9184,0.008 -PyG,TU_DD,link_pred,True,,,2,6,2,skipconcat,add,88,0.5201,0.0051,206887.0,1.0102,0.0192,0.7688,0.003,0.6845,0.0028,0.9973,0.0011,0.8118,0.002,0.9254,0.0064 -PyG,TU_DD,link_pred,True,,,2,6,2,skipconcat,max,88,0.4895,0.0074,206887.0,1.1845,0.0076,0.7748,0.0021,0.6894,0.0021,1.0,0.0,0.8162,0.0014,0.9538,0.0053 -PyG,TU_DD,link_pred,True,,,2,6,2,skipconcat,mean,97,0.5147,0.0087,206887.0,1.029,0.0099,0.7692,0.0036,0.6843,0.0033,0.9996,0.0003,0.8124,0.0024,0.9361,0.0077 -PyG,TU_DD,link_pred,True,,,2,6,2,skipsum,add,97,0.5299,0.0059,213121.0,1.0272,0.0118,0.7575,0.0027,0.6776,0.0025,0.9824,0.0006,0.8021,0.0018,0.9006,0.006 -PyG,TU_DD,link_pred,True,,,2,6,2,skipsum,max,96,0.4819,0.0026,213121.0,1.0336,0.0177,0.7726,0.0031,0.6878,0.0031,0.9983,0.001,0.8145,0.0021,0.9502,0.0011 -PyG,TU_DD,link_pred,True,,,2,6,2,skipsum,mean,97,0.5217,0.0002,213121.0,1.1538,0.0403,0.7647,0.0047,0.6828,0.004,0.9888,0.002,0.8078,0.0034,0.9096,0.0013 -PyG,TU_DD,link_pred,True,,,2,6,3,skipconcat,add,99,0.5317,0.0034,211926.0,1.1899,0.0162,0.7597,0.0026,0.6771,0.0024,0.9929,0.0021,0.8051,0.0019,0.9095,0.0042 -PyG,TU_DD,link_pred,True,,,2,6,3,skipconcat,max,88,0.4925,0.0068,211926.0,1.1598,0.0381,0.7706,0.0047,0.6857,0.0043,0.9993,0.0005,0.8133,0.0031,0.9467,0.0051 -PyG,TU_DD,link_pred,True,,,2,6,3,skipconcat,mean,88,0.5265,0.0073,211926.0,1.1645,0.0192,0.7578,0.0029,0.6749,0.0024,0.995,0.0011,0.8042,0.002,0.9134,0.0082 -PyG,TU_DD,link_pred,True,,,2,6,3,skipsum,add,91,0.5303,0.0019,211401.0,1.0119,0.0174,0.7545,0.0033,0.6755,0.0025,0.9795,0.0022,0.7996,0.0024,0.8967,0.0029 -PyG,TU_DD,link_pred,True,,,2,6,3,skipsum,max,95,0.4816,0.0035,211401.0,1.1052,0.0232,0.7732,0.0045,0.6886,0.0043,0.9977,0.0003,0.8148,0.003,0.9458,0.002 -PyG,TU_DD,link_pred,True,,,2,6,3,skipsum,mean,95,0.5147,0.0023,211401.0,1.0238,0.0024,0.7638,0.0027,0.6816,0.0021,0.99,0.0022,0.8074,0.002,0.9145,0.0034 -PyG,TU_DD,link_pred,True,,,2,8,2,skipconcat,add,97,0.5296,0.0042,208129.0,1.1234,0.031,0.7664,0.0046,0.6824,0.0042,0.9967,0.0008,0.8101,0.0031,0.918,0.0043 -PyG,TU_DD,link_pred,True,,,2,8,2,skipconcat,max,87,0.4818,0.0078,208129.0,1.1419,0.0398,0.7796,0.0058,0.6942,0.0055,0.9996,0.0003,0.8194,0.0039,0.9557,0.0036 -PyG,TU_DD,link_pred,True,,,2,8,2,skipconcat,mean,87,0.5179,0.0104,208129.0,1.0813,0.041,0.7647,0.0025,0.6806,0.0021,0.9976,0.001,0.8091,0.0018,0.9288,0.0097 -PyG,TU_DD,link_pred,True,,,2,8,2,skipsum,add,97,0.5372,0.005,212525.0,1.0385,0.023,0.75,0.0071,0.6728,0.0054,0.9736,0.005,0.7957,0.0055,0.8896,0.0062 -PyG,TU_DD,link_pred,True,,,2,8,2,skipsum,max,96,0.478,0.0021,212525.0,1.1118,0.0452,0.7763,0.0019,0.6912,0.002,0.9987,0.001,0.817,0.0011,0.9495,0.0021 -PyG,TU_DD,link_pred,True,,,2,8,2,skipsum,mean,94,0.524,0.0057,212525.0,1.1103,0.0291,0.7577,0.0071,0.6777,0.0063,0.9829,0.0043,0.8022,0.0049,0.9051,0.0057 -PyG,TU_DD,link_pred,True,,,2,8,3,skipconcat,add,97,0.5259,0.0089,208279.0,1.1168,0.0592,0.7626,0.0042,0.6801,0.0031,0.9914,0.0034,0.8068,0.0033,0.9123,0.0091 -PyG,TU_DD,link_pred,True,,,2,8,3,skipconcat,max,99,0.479,0.0035,208279.0,1.0111,0.022,0.7776,0.0026,0.6922,0.0024,0.9999,0.0002,0.8181,0.0018,0.9527,0.002 -PyG,TU_DD,link_pred,True,,,2,8,3,skipconcat,mean,99,0.5195,0.0064,208279.0,1.1775,0.0078,0.7664,0.0024,0.683,0.0028,0.9942,0.0026,0.8097,0.0012,0.9168,0.0097 -PyG,TU_DD,link_pred,True,,,2,8,3,skipsum,add,97,0.5431,0.0018,211201.0,1.1572,0.0176,0.7487,0.0024,0.673,0.0022,0.9672,0.0025,0.7938,0.0018,0.8815,0.0015 -PyG,TU_DD,link_pred,True,,,2,8,3,skipsum,max,92,0.4746,0.0072,211201.0,1.2198,0.0137,0.7745,0.0061,0.6899,0.0055,0.9973,0.0014,0.8156,0.0043,0.9466,0.004 -PyG,TU_DD,link_pred,True,,,2,8,3,skipsum,mean,92,0.517,0.0012,211201.0,1.0147,0.0209,0.7642,0.0013,0.683,0.0017,0.9861,0.002,0.807,0.0006,0.9075,0.0031 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipconcat,add,97,0.6579,0.0014,199336.0,1.0095,0.017,0.6502,0.0029,0.6064,0.0019,0.8556,0.0063,0.7098,0.003,0.708,0.0033 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipconcat,max,86,0.669,0.0026,199336.0,0.887,0.0181,0.6136,0.0048,0.5814,0.003,0.811,0.0199,0.6772,0.0074,0.6574,0.004 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipconcat,mean,97,0.6696,0.0005,199336.0,0.9793,0.0393,0.6191,0.0024,0.5861,0.001,0.8108,0.0087,0.6804,0.0036,0.6595,0.0031 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipsum,add,83,0.6528,0.0008,199801.0,0.9668,0.0449,0.6513,0.0004,0.6067,0.0007,0.86,0.0023,0.7115,0.0004,0.713,0.0015 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipsum,max,97,0.6686,0.0048,199801.0,0.909,0.0213,0.6206,0.0077,0.5873,0.0041,0.811,0.0242,0.6811,0.0106,0.6624,0.0106 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipsum,mean,79,0.6663,0.0013,199801.0,0.8851,0.011,0.6275,0.0132,0.5931,0.0126,0.8148,0.0087,0.6864,0.006,0.6702,0.0062 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipconcat,add,89,0.6548,0.0015,203689.0,0.9842,0.0476,0.6453,0.006,0.6024,0.0039,0.8551,0.009,0.7068,0.0056,0.7033,0.0072 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipconcat,max,95,0.6688,0.0024,203689.0,0.8964,0.0173,0.6129,0.0066,0.5809,0.0057,0.8121,0.0267,0.677,0.0088,0.6505,0.0046 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipconcat,mean,95,0.6696,0.0006,203689.0,0.8825,0.0058,0.6107,0.0024,0.5794,0.002,0.8072,0.011,0.6746,0.0036,0.6506,0.002 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipsum,add,95,0.6504,0.0032,200792.0,0.9397,0.0479,0.6572,0.0111,0.611,0.0079,0.8654,0.0123,0.7163,0.0092,0.7153,0.0117 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipsum,max,87,0.6665,0.004,200792.0,0.961,0.0392,0.6191,0.01,0.5858,0.0059,0.8124,0.0208,0.6807,0.0111,0.6603,0.0122 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipsum,mean,83,0.6662,0.0011,200792.0,0.9947,0.0253,0.6194,0.0042,0.5858,0.0044,0.8151,0.0083,0.6817,0.0016,0.6624,0.0046 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipconcat,add,90,0.6431,0.0075,203465.0,0.9223,0.0232,0.6722,0.011,0.6188,0.0073,0.8964,0.0139,0.7322,0.0094,0.745,0.0132 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipconcat,max,88,0.6538,0.006,203465.0,0.907,0.0076,0.6537,0.0082,0.6094,0.0053,0.8559,0.012,0.7119,0.0077,0.7104,0.0124 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipconcat,mean,88,0.6629,0.0036,203465.0,0.9669,0.0619,0.6391,0.0061,0.6014,0.0042,0.8252,0.0104,0.6957,0.006,0.6816,0.0091 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipsum,add,89,0.6453,0.0008,199463.0,0.9343,0.0313,0.6687,0.0025,0.6173,0.0024,0.8883,0.0081,0.7284,0.0024,0.7352,0.0048 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipsum,max,98,0.6497,0.0056,199463.0,0.8712,0.0089,0.659,0.0062,0.6105,0.0049,0.8785,0.0058,0.7204,0.0045,0.7198,0.0104 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipsum,mean,89,0.6588,0.0039,199463.0,0.9574,0.0057,0.6426,0.0065,0.6016,0.0049,0.8445,0.0047,0.7027,0.005,0.6895,0.0067 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipconcat,add,80,0.648,0.001,205948.0,0.9215,0.0125,0.6552,0.0091,0.6094,0.0064,0.8649,0.0133,0.715,0.0081,0.7224,0.0073 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-PyG,TU_ENZYMES,link_pred,True,,,1,6,3,skipconcat,max,87,0.6524,0.003,207621.0,1.0828,0.0974,0.6486,0.0006,0.6041,0.0016,0.8621,0.0093,0.7104,0.0021,0.7119,0.0037 -PyG,TU_ENZYMES,link_pred,True,,,1,6,3,skipconcat,mean,88,0.6627,0.0021,207621.0,1.2066,0.2778,0.6321,0.0058,0.5957,0.0051,0.8227,0.0028,0.691,0.0032,0.6766,0.0047 -PyG,TU_ENZYMES,link_pred,True,,,1,6,3,skipsum,add,83,0.6381,0.005,200393.0,1.0554,0.0632,0.6668,0.01,0.6158,0.0067,0.8866,0.0117,0.7269,0.0086,0.7439,0.0109 -PyG,TU_ENZYMES,link_pred,True,,,1,6,3,skipsum,max,98,0.6384,0.0052,200393.0,0.944,0.0561,0.67,0.0072,0.6166,0.0056,0.8988,0.0061,0.7315,0.0051,0.7416,0.0126 -PyG,TU_ENZYMES,link_pred,True,,,1,6,3,skipsum,mean,88,0.6569,0.0012,200393.0,0.922,0.0375,0.6417,0.0081,0.6009,0.0076,0.8445,0.0056,0.7021,0.004,0.6946,0.0049 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipconcat,add,92,0.6381,0.0024,204289.0,1.2121,0.2174,0.6803,0.0074,0.6254,0.0059,0.8991,0.003,0.7377,0.0051,0.7559,0.0074 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipconcat,max,98,0.642,0.0018,204289.0,0.9511,0.0809,0.6777,0.0014,0.6229,0.0008,0.9008,0.0078,0.7365,0.0024,0.7521,0.0031 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipconcat,mean,81,0.66,0.0029,204289.0,1.2487,0.2171,0.6482,0.0048,0.6046,0.0034,0.8567,0.005,0.7089,0.004,0.6994,0.0014 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipsum,add,88,0.6335,0.0043,199361.0,1.1347,0.1742,0.6698,0.0094,0.6168,0.0064,0.8967,0.013,0.7308,0.008,0.7543,0.0112 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipsum,max,89,0.6301,0.002,199361.0,1.2234,0.1707,0.6813,0.0053,0.6238,0.0042,0.9141,0.002,0.7415,0.0036,0.7662,0.003 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipsum,mean,79,0.655,0.0033,199361.0,1.1806,0.2347,0.6428,0.0048,0.6017,0.0039,0.8445,0.0016,0.7027,0.0032,0.6977,0.0105 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipconcat,add,94,0.6431,0.0035,205174.0,1.2549,0.211,0.662,0.0043,0.6106,0.0033,0.8945,0.0051,0.7257,0.0032,0.7379,0.0073 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipconcat,max,98,0.6514,0.0025,205174.0,1.255,0.1846,0.6421,0.0072,0.6003,0.0063,0.8505,0.0049,0.7038,0.0042,0.7079,0.0065 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipconcat,mean,98,0.6605,0.0007,205174.0,1.3348,0.1589,0.6325,0.0015,0.5949,0.0009,0.8306,0.0073,0.6933,0.0025,0.68,0.0026 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipsum,add,90,0.6386,0.0013,201001.0,1.3491,0.2546,0.6636,0.0017,0.6126,0.0001,0.8899,0.0087,0.7257,0.003,0.74,0.0036 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipsum,max,87,0.6334,0.0015,201001.0,1.3832,0.1972,0.6785,0.006,0.6225,0.0044,0.907,0.0066,0.7383,0.0048,0.7549,0.008 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipsum,mean,84,0.6589,0.0014,201001.0,1.3418,0.2292,0.6379,0.0018,0.5969,0.0025,0.8496,0.0083,0.7012,0.0013,0.6898,0.0026 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipconcat,add,99,0.6558,0.0027,200451.0,1.2529,0.0369,0.6574,0.007,0.6113,0.0042,0.8643,0.012,0.7161,0.0069,0.7157,0.0009 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipconcat,max,98,0.6671,0.0039,200451.0,1.3646,0.1301,0.6206,0.006,0.5866,0.0029,0.8165,0.0174,0.6827,0.008,0.6613,0.0081 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipconcat,mean,79,0.6702,0.0014,200451.0,1.3889,0.2593,0.6205,0.0093,0.5881,0.007,0.8048,0.0108,0.6795,0.0078,0.6624,0.0045 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipsum,add,92,0.6497,0.0064,200792.0,1.4017,0.1704,0.6625,0.012,0.6148,0.0088,0.8706,0.0148,0.7206,0.01,0.7248,0.0114 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipsum,max,78,0.6684,0.003,200792.0,1.3226,0.1292,0.621,0.0104,0.5875,0.0071,0.8124,0.0147,0.6818,0.0097,0.6647,0.0106 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipsum,mean,78,0.6692,0.0028,200792.0,1.4956,0.034,0.6224,0.0028,0.5892,0.0021,0.808,0.0028,0.6815,0.0024,0.6648,0.0042 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipconcat,add,98,0.6535,0.0041,200481.0,1.0499,0.0444,0.65,0.0063,0.6061,0.0043,0.8564,0.008,0.7099,0.0055,0.7097,0.0067 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipconcat,max,98,0.668,0.0038,200481.0,1.3716,0.2285,0.6102,0.0023,0.5783,0.0014,0.8146,0.0252,0.6762,0.0078,0.6517,0.008 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipconcat,mean,95,0.6687,0.0023,200481.0,1.4398,0.2281,0.6159,0.0046,0.5839,0.0048,0.8072,0.0154,0.6776,0.0042,0.6531,0.0002 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipsum,add,98,0.6469,0.0032,199463.0,1.217,0.0739,0.6603,0.0038,0.6136,0.0026,0.8662,0.0047,0.7183,0.0034,0.7207,0.0064 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipsum,max,98,0.6647,0.005,199463.0,1.3258,0.1064,0.6198,0.0114,0.5861,0.0079,0.8146,0.0153,0.6817,0.0104,0.6627,0.0106 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipsum,mean,80,0.6689,0.0019,199463.0,1.2189,0.0738,0.6183,0.0058,0.5869,0.0042,0.7991,0.0068,0.6767,0.0052,0.6587,0.006 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipconcat,add,99,0.65,0.0024,199900.0,1.0993,0.1426,0.6661,0.0083,0.6154,0.0059,0.8853,0.0074,0.7261,0.0066,0.7297,0.0094 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipconcat,max,83,0.6525,0.004,199900.0,1.5132,0.2054,0.6584,0.0057,0.6119,0.0036,0.8665,0.009,0.7173,0.0054,0.7188,0.0088 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipconcat,mean,88,0.6632,0.0029,199900.0,1.0979,0.0664,0.6375,0.0027,0.5997,0.0004,0.8265,0.0135,0.6951,0.0051,0.6839,0.013 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipsum,add,87,0.6424,0.0044,200593.0,1.1656,0.0494,0.6678,0.0146,0.6169,0.0092,0.8855,0.021,0.7271,0.0134,0.7365,0.0147 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipsum,max,87,0.6476,0.0021,200593.0,1.3045,0.1376,0.6594,0.0027,0.6113,0.0025,0.8758,0.0056,0.72,0.0019,0.7244,0.0068 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipsum,mean,87,0.6581,0.0021,200593.0,1.1514,0.0658,0.6425,0.0066,0.6027,0.0049,0.8363,0.0155,0.7005,0.0068,0.693,0.0089 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipconcat,add,88,0.644,0.0023,200065.0,1.2737,0.1392,0.6699,0.0075,0.6181,0.0057,0.8888,0.0077,0.7292,0.0058,0.736,0.0078 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipconcat,max,88,0.6575,0.0003,200065.0,1.191,0.0743,0.6446,0.0029,0.6028,0.0051,0.8485,0.0174,0.7047,0.0026,0.6943,0.0051 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipconcat,mean,88,0.6606,0.0011,200065.0,1.2402,0.0542,0.6387,0.0018,0.6016,0.0012,0.8211,0.0031,0.6944,0.0017,0.6806,0.0079 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipsum,add,84,0.6426,0.0014,200333.0,1.1005,0.0122,0.665,0.0073,0.6156,0.0051,0.8787,0.0096,0.7239,0.0063,0.7292,0.0046 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipsum,max,84,0.6472,0.0043,200333.0,1.1748,0.1002,0.6584,0.0029,0.6103,0.0016,0.8763,0.0055,0.7195,0.003,0.7195,0.0094 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipsum,mean,84,0.6583,0.002,200333.0,1.0987,0.0821,0.6329,0.0038,0.5949,0.0033,0.8333,0.0097,0.6942,0.0036,0.686,0.0088 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipconcat,add,99,0.6427,0.0006,203361.0,1.379,0.1028,0.6761,0.0047,0.6216,0.0032,0.9002,0.005,0.7354,0.0039,0.7479,0.0034 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipconcat,max,88,0.6452,0.0045,203361.0,1.1874,0.175,0.6751,0.0063,0.6217,0.003,0.894,0.0142,0.7334,0.0069,0.7423,0.0103 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipconcat,mean,79,0.6622,0.0017,203361.0,1.2128,0.0718,0.6468,0.004,0.606,0.0039,0.8393,0.0053,0.7038,0.0022,0.692,0.0087 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipsum,add,83,0.6399,0.0031,200393.0,1.2343,0.095,0.6637,0.0058,0.6141,0.005,0.8812,0.0027,0.7238,0.0034,0.7401,0.007 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipsum,max,86,0.6357,0.0033,200393.0,1.2048,0.1882,0.6724,0.0051,0.6188,0.0053,0.8983,0.0065,0.7328,0.0017,0.7504,0.0033 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipsum,mean,98,0.6544,0.0027,200393.0,1.1274,0.143,0.6438,0.0059,0.6023,0.0041,0.8469,0.0135,0.7039,0.0061,0.701,0.0093 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipconcat,add,99,0.6412,0.006,208916.0,1.1278,0.0246,0.6695,0.0079,0.6176,0.0058,0.8907,0.0059,0.7294,0.0061,0.7417,0.0126 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipconcat,max,88,0.6526,0.0022,208916.0,1.4307,0.1511,0.6598,0.0032,0.6129,0.001,0.867,0.0114,0.7182,0.0045,0.7148,0.0058 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipconcat,mean,88,0.6623,0.0027,208916.0,1.302,0.103,0.6361,0.0012,0.5969,0.0006,0.8379,0.0063,0.6972,0.0022,0.6828,0.0057 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipsum,add,90,0.6361,0.0088,199361.0,1.2073,0.1826,0.6709,0.0089,0.6169,0.0043,0.9013,0.0202,0.7324,0.0097,0.7472,0.0188 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipsum,max,91,0.6424,0.0048,199361.0,1.308,0.1528,0.6667,0.0136,0.6141,0.0101,0.8975,0.0086,0.7292,0.0099,0.7311,0.0109 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipsum,mean,83,0.6568,0.0017,199361.0,1.3553,0.0807,0.6381,0.0056,0.5975,0.0043,0.8464,0.0031,0.7005,0.004,0.6903,0.0049 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipconcat,add,97,0.6412,0.004,205377.0,1.3841,0.2083,0.6769,0.0071,0.6208,0.0063,0.9095,0.0033,0.7379,0.0041,0.7536,0.0042 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipconcat,max,97,0.6418,0.0016,205377.0,1.3761,0.1264,0.681,0.0042,0.6251,0.0034,0.9043,0.0086,0.7392,0.0036,0.7552,0.0039 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipconcat,mean,95,0.6599,0.0023,205377.0,1.2335,0.0809,0.6499,0.0014,0.6078,0.0013,0.8456,0.001,0.7072,0.0007,0.7004,0.0053 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipsum,add,90,0.6363,0.0035,201001.0,1.3906,0.2876,0.6735,0.009,0.6195,0.0066,0.8994,0.008,0.7337,0.0069,0.7501,0.0065 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipsum,max,87,0.6273,0.002,201001.0,1.3022,0.1648,0.6858,0.0019,0.6266,0.0021,0.9195,0.0027,0.7453,0.0006,0.7726,0.0051 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipsum,mean,84,0.6576,0.0027,201001.0,1.1823,0.059,0.642,0.0034,0.5993,0.0043,0.8578,0.0113,0.7055,0.0009,0.6982,0.0071 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipconcat,add,92,0.6328,0.0062,205957.0,1.4228,0.2039,0.6856,0.009,0.6276,0.0072,0.9132,0.0043,0.7439,0.0062,0.7599,0.0126 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipconcat,max,87,0.6461,0.0031,205957.0,1.2677,0.1164,0.6599,0.0107,0.611,0.0075,0.8801,0.0111,0.7213,0.0086,0.7255,0.0103 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipconcat,mean,88,0.6554,0.0013,205957.0,1.2585,0.1212,0.642,0.0006,0.6026,0.0016,0.835,0.0138,0.6999,0.0038,0.6931,0.0046 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipsum,add,99,0.6411,0.002,200193.0,1.2226,0.0174,0.6585,0.007,0.6098,0.0048,0.8801,0.0114,0.7204,0.0063,0.7329,0.0026 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipsum,max,81,0.6341,0.0035,200193.0,1.1728,0.0663,0.672,0.005,0.6183,0.0046,0.8991,0.0166,0.7326,0.0051,0.7538,0.0085 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipsum,mean,85,0.6582,0.003,200193.0,1.309,0.0923,0.641,0.0084,0.5987,0.0052,0.8551,0.0147,0.7043,0.0084,0.6929,0.0132 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipconcat,add,98,0.6536,0.0022,199336.0,1.2497,0.0754,0.6452,0.0022,0.6026,0.001,0.8524,0.0125,0.706,0.0042,0.7118,0.0074 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipconcat,max,98,0.6695,0.0014,199336.0,1.1601,0.0424,0.6093,0.0053,0.5787,0.004,0.8029,0.0054,0.6726,0.0041,0.6586,0.0054 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipconcat,mean,99,0.671,0.0003,199336.0,1.2672,0.0832,0.6067,0.0011,0.5781,0.0017,0.79,0.0184,0.6675,0.0056,0.6529,0.0016 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipsum,add,94,0.6507,0.0005,199801.0,1.1657,0.094,0.6457,0.0026,0.6028,0.0028,0.8546,0.0085,0.7069,0.0023,0.7149,0.0017 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipsum,max,90,0.6641,0.0002,199801.0,1.217,0.0912,0.6131,0.0021,0.5806,0.0023,0.8148,0.0064,0.678,0.0014,0.6688,0.001 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipsum,mean,90,0.6667,0.001,199801.0,1.304,0.1235,0.6112,0.0023,0.5804,0.0017,0.8022,0.0114,0.6735,0.004,0.6615,0.0025 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipconcat,add,94,0.6529,0.002,203689.0,1.291,0.1588,0.6367,0.0047,0.5969,0.0023,0.8422,0.0174,0.6986,0.0068,0.7053,0.0051 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipconcat,max,84,0.6677,0.0007,203689.0,1.2036,0.1096,0.6045,0.0023,0.5733,0.0025,0.8171,0.0128,0.6738,0.0033,0.6586,0.001 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipconcat,mean,84,0.6683,0.0013,203689.0,1.0786,0.069,0.6076,0.0025,0.5775,0.0031,0.8026,0.0093,0.6716,0.0011,0.6537,0.0055 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipsum,add,84,0.6504,0.003,200792.0,1.3501,0.1152,0.6425,0.0046,0.6006,0.0033,0.851,0.004,0.7042,0.0036,0.7135,0.0052 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipsum,max,88,0.6667,0.0017,200792.0,1.2332,0.0868,0.6099,0.0029,0.5775,0.0024,0.819,0.0047,0.6773,0.0021,0.6639,0.0007 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipsum,mean,88,0.6677,0.0029,200792.0,1.1855,0.0343,0.6097,0.0024,0.5772,0.0011,0.8202,0.0115,0.6775,0.0042,0.661,0.005 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipconcat,add,89,0.6409,0.0042,203465.0,1.1856,0.0894,0.6636,0.0085,0.6145,0.006,0.8783,0.0085,0.7231,0.007,0.7404,0.0097 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipconcat,max,86,0.654,0.0048,203465.0,1.2002,0.1638,0.6479,0.0117,0.6031,0.0094,0.8663,0.0062,0.7111,0.0075,0.7156,0.0122 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipconcat,mean,89,0.6632,0.0032,203465.0,1.3745,0.0581,0.6261,0.0071,0.5905,0.0048,0.8233,0.0093,0.6877,0.0065,0.6812,0.0064 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipsum,add,94,0.6402,0.0009,199463.0,1.2081,0.0421,0.6568,0.0012,0.6093,0.0015,0.8744,0.0033,0.7182,0.0002,0.7392,0.0021 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipsum,max,94,0.6466,0.0035,199463.0,1.2463,0.1189,0.654,0.0047,0.607,0.0035,0.8737,0.0044,0.7163,0.0036,0.7275,0.0075 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipsum,mean,94,0.6601,0.0019,199463.0,1.1739,0.0464,0.6262,0.0043,0.5894,0.0031,0.8324,0.0145,0.6901,0.0055,0.6896,0.0066 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipconcat,add,98,0.645,0.0045,205948.0,1.2651,0.0783,0.6521,0.0074,0.6059,0.0062,0.8705,0.0028,0.7145,0.0044,0.7268,0.0069 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipconcat,max,90,0.6597,0.0008,205948.0,1.2566,0.1375,0.6305,0.0037,0.5925,0.0031,0.836,0.0031,0.6935,0.0023,0.6916,0.0022 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipconcat,mean,86,0.6666,0.004,205948.0,1.3221,0.1286,0.6151,0.0116,0.5819,0.0086,0.818,0.0097,0.68,0.0092,0.6666,0.0133 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipsum,add,91,0.6395,0.0041,200593.0,1.2958,0.0815,0.6638,0.012,0.6148,0.0074,0.8772,0.0208,0.7228,0.0116,0.7381,0.0119 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipsum,max,99,0.6484,0.0011,200593.0,1.2169,0.1382,0.6457,0.0004,0.6018,0.0021,0.8611,0.0139,0.7084,0.0034,0.7176,0.0021 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipsum,mean,93,0.6596,0.0019,200593.0,1.3828,0.1122,0.6299,0.0068,0.5911,0.0032,0.8419,0.0204,0.6945,0.009,0.689,0.0064 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipconcat,add,98,0.6346,0.0066,201598.0,1.2482,0.1296,0.6752,0.0091,0.6224,0.0083,0.8919,0.0039,0.7331,0.0051,0.7567,0.0107 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipconcat,max,98,0.642,0.0019,201598.0,1.3686,0.1101,0.6678,0.006,0.6155,0.0057,0.8944,0.008,0.7292,0.0033,0.7492,0.0058 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipconcat,mean,98,0.6586,0.0035,201598.0,1.1356,0.0196,0.6349,0.0099,0.5957,0.0083,0.8402,0.0081,0.6971,0.0062,0.6967,0.0073 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipsum,add,84,0.6374,0.002,200333.0,1.268,0.1271,0.6617,0.0049,0.6134,0.0032,0.8746,0.0079,0.721,0.0045,0.7407,0.005 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipsum,max,84,0.6312,0.0029,200333.0,1.0948,0.0099,0.6722,0.0033,0.6196,0.0016,0.8917,0.0071,0.7312,0.0035,0.7611,0.0089 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipsum,mean,84,0.655,0.0023,200333.0,1.1464,0.1427,0.629,0.0048,0.5914,0.0032,0.8346,0.0066,0.6922,0.0045,0.698,0.0038 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipconcat,add,94,0.6361,0.0073,207621.0,1.3691,0.222,0.6678,0.014,0.6177,0.0121,0.8819,0.0047,0.7265,0.0088,0.7476,0.0136 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipconcat,max,89,0.6493,0.0043,207621.0,1.104,0.0473,0.6448,0.0021,0.5996,0.0009,0.8717,0.0096,0.7105,0.0034,0.7215,0.0098 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipconcat,mean,89,0.6598,0.0018,207621.0,1.2621,0.058,0.6262,0.0052,0.5893,0.0025,0.8324,0.0156,0.69,0.007,0.6865,0.003 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipsum,add,94,0.639,0.0015,200393.0,1.1996,0.058,0.6612,0.0013,0.614,0.0008,0.8683,0.0044,0.7193,0.0017,0.7378,0.0004 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipsum,max,98,0.6376,0.0023,200393.0,1.1823,0.0065,0.6631,0.0021,0.6124,0.0026,0.8886,0.0051,0.725,0.0006,0.745,0.0034 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipsum,mean,92,0.6554,0.0012,200393.0,1.2854,0.2066,0.6276,0.0031,0.5893,0.0023,0.8416,0.004,0.6932,0.0024,0.6966,0.002 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipconcat,add,94,0.632,0.0026,204289.0,1.1856,0.0644,0.6802,0.0028,0.6257,0.0013,0.8975,0.0138,0.7373,0.0045,0.7666,0.0053 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipconcat,max,99,0.6427,0.0084,204289.0,1.4357,0.1685,0.6632,0.011,0.6105,0.0087,0.9024,0.0108,0.7283,0.0076,0.7523,0.0178 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipconcat,mean,99,0.6578,0.0037,204289.0,1.3388,0.0903,0.6409,0.0077,0.5989,0.0049,0.8532,0.0203,0.7037,0.0087,0.709,0.0114 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipsum,add,99,0.6319,0.0021,199361.0,1.17,0.0807,0.6647,0.0024,0.6143,0.0028,0.8854,0.0121,0.7253,0.003,0.7524,0.0033 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipsum,max,88,0.6249,0.0047,199361.0,1.3171,0.1039,0.6811,0.0022,0.6229,0.003,0.9187,0.0114,0.7423,0.0024,0.7735,0.0075 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipsum,mean,99,0.6536,0.0044,199361.0,1.2812,0.0604,0.6356,0.0042,0.5937,0.0045,0.8595,0.0112,0.7023,0.0024,0.703,0.0079 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipconcat,add,98,0.634,0.0029,205174.0,1.3115,0.0858,0.6634,0.0046,0.6131,0.0034,0.886,0.0089,0.7247,0.0041,0.7512,0.0072 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipconcat,max,98,0.6462,0.0028,205174.0,1.2638,0.0464,0.6535,0.0043,0.6053,0.0041,0.8822,0.0063,0.718,0.0022,0.7315,0.0044 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipconcat,mean,86,0.6597,0.0013,205174.0,1.1809,0.1193,0.6314,0.007,0.5932,0.0044,0.8363,0.0113,0.694,0.0069,0.6928,0.007 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipsum,add,96,0.6363,0.0019,201001.0,1.3858,0.2021,0.6553,0.0052,0.6074,0.0049,0.8785,0.0071,0.7182,0.003,0.7429,0.0035 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipsum,max,96,0.6281,0.0041,201001.0,1.2584,0.2044,0.6709,0.0086,0.6173,0.0043,0.899,0.02,0.7319,0.0093,0.7618,0.0099 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipsum,mean,96,0.6507,0.0027,201001.0,1.4528,0.1902,0.6367,0.0036,0.5948,0.0024,0.8575,0.0151,0.7023,0.0052,0.7079,0.003 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipconcat,add,94,0.6541,0.0017,200451.0,1.3427,0.2413,0.6486,0.0034,0.6063,0.0029,0.8477,0.004,0.7069,0.0024,0.7118,0.0031 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipconcat,max,84,0.6693,0.0024,200451.0,1.0908,0.1244,0.6101,0.0045,0.5788,0.0037,0.8088,0.0068,0.6747,0.0034,0.6604,0.0053 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipconcat,mean,81,0.6698,0.0016,200451.0,1.2193,0.0932,0.6124,0.0054,0.5822,0.0047,0.7968,0.0111,0.6727,0.0045,0.657,0.0066 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipsum,add,84,0.6489,0.0011,200792.0,1.2609,0.1481,0.6481,0.0052,0.6045,0.0046,0.8573,0.0011,0.709,0.0029,0.7186,0.0026 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipsum,max,88,0.6679,0.002,200792.0,1.2153,0.047,0.6175,0.004,0.5849,0.004,0.8097,0.0053,0.6792,0.0012,0.6634,0.0027 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipsum,mean,88,0.6674,0.0017,200792.0,1.2564,0.0837,0.6138,0.0032,0.5808,0.0007,0.818,0.0173,0.6792,0.0065,0.6654,0.0042 -PyG,TU_PROTEINS,link_pred,True,,,2,2,3,skipconcat,add,98,0.6515,0.0017,200481.0,1.3586,0.1455,0.642,0.0015,0.6006,0.0013,0.848,0.0012,0.7031,0.0009,0.7085,0.004 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-PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipconcat,max,90,0.6425,0.0059,208916.0,1.2281,0.0982,0.6599,0.0121,0.6099,0.009,0.8878,0.0092,0.7231,0.0089,0.7399,0.0128 -PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipconcat,mean,90,0.6602,0.0033,208916.0,1.2539,0.0552,0.6278,0.0098,0.5907,0.0062,0.8319,0.0162,0.6909,0.0096,0.685,0.009 -PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipsum,add,98,0.6351,0.0056,199361.0,1.2131,0.1322,0.6625,0.0132,0.6126,0.0094,0.8846,0.0115,0.7238,0.0103,0.7467,0.0128 -PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipsum,max,89,0.6346,0.0046,199361.0,1.1786,0.0786,0.6675,0.0018,0.6167,0.0018,0.8853,0.0029,0.727,0.0012,0.748,0.007 -PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipsum,mean,99,0.6541,0.0022,199361.0,1.2281,0.0638,0.6334,0.0042,0.5937,0.0032,0.8451,0.0057,0.6974,0.0033,0.6978,0.0045 -PyG,TU_PROTEINS,link_pred,True,,,2,8,2,skipconcat,add,98,0.6313,0.0039,205377.0,1.2371,0.1545,0.6768,0.0062,0.6223,0.0036,0.8997,0.0111,0.7357,0.006,0.7658,0.0095 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a/run/results/design_v2link_grid_round2link/agg/val.csv +++ /dev/null @@ -1,1052 +0,0 @@ -format,dataset,task,trans,feature,label,l_pre,l_mp,l_post,stage,agg,epoch,loss,loss_std,params,time_iter,time_iter_std,accuracy,accuracy_std,precision,precision_std,recall,recall_std,f1,f1_std,auc,auc_std -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipconcat,add,99,0.5077,0.009,273444.0,0.1442,0.0301,0.7691,0.0046,0.692,0.0045,0.9698,0.0006,0.8077,0.003,0.9294,0.0013 -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipconcat,max,99,0.4907,0.0084,273444.0,0.0996,0.0173,0.7675,0.0026,0.6873,0.0023,0.982,0.0008,0.8086,0.0019,0.9366,0.0039 -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipconcat,mean,99,0.4746,0.006,273444.0,0.1241,0.0303,0.7865,0.0002,0.7083,0.0003,0.9744,0.0007,0.8203,0.0002,0.9381,0.0033 -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipsum,add,99,0.5011,0.0032,369409.0,0.0957,0.0435,0.7694,0.0021,0.6929,0.0014,0.9679,0.0024,0.8077,0.0018,0.9247,0.0035 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-PyG,AmazonComputers,link_pred,True,,,1,4,2,skipsum,max,99,0.4906,0.0012,337747.0,0.1458,0.0332,0.7667,0.0034,0.6864,0.0033,0.9824,0.0007,0.8081,0.0022,0.9334,0.0005 -PyG,AmazonComputers,link_pred,True,,,1,4,2,skipsum,mean,99,0.4591,0.0027,337747.0,0.0933,0.0114,0.8059,0.0005,0.7286,0.0009,0.975,0.0015,0.834,0.0004,0.9449,0.0022 -PyG,AmazonComputers,link_pred,True,,,1,4,3,skipconcat,add,99,0.5143,0.0103,243384.0,0.1317,0.0378,0.7785,0.004,0.7011,0.0032,0.971,0.0035,0.8142,0.0033,0.9329,0.0035 -PyG,AmazonComputers,link_pred,True,,,1,4,3,skipconcat,max,99,0.4719,0.0031,243384.0,0.0961,0.0109,0.7791,0.0029,0.6971,0.0028,0.9873,0.001,0.8172,0.0019,0.9493,0.0021 -PyG,AmazonComputers,link_pred,True,,,1,4,3,skipconcat,mean,99,0.449,0.0021,243384.0,0.0783,0.0104,0.8093,0.0016,0.7311,0.0021,0.9787,0.0008,0.8369,0.001,0.953,0.0011 -PyG,AmazonComputers,link_pred,True,,,1,4,3,skipsum,add,99,0.5279,0.0044,328945.0,0.0903,0.0052,0.7719,0.0008,0.6971,0.0013,0.9619,0.0019,0.8084,0.0003,0.9185,0.002 -PyG,AmazonComputers,link_pred,True,,,1,4,3,skipsum,max,99,0.48,0.0032,328945.0,0.1417,0.0214,0.7767,0.0029,0.6958,0.0024,0.983,0.0015,0.8149,0.0022,0.9376,0.0026 -PyG,AmazonComputers,link_pred,True,,,1,4,3,skipsum,mean,99,0.4514,0.0031,328945.0,0.1424,0.0111,0.811,0.0023,0.7339,0.0025,0.9759,0.0014,0.8378,0.0016,0.9507,0.0019 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipconcat,add,99,0.7343,0.0833,232922.0,0.1254,0.0502,0.7598,0.0003,0.684,0.0021,0.9659,0.0088,0.8008,0.0016,0.9126,0.0097 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipconcat,max,99,0.4973,0.0062,232922.0,0.1383,0.021,0.7597,0.0011,0.6795,0.0013,0.9832,0.0009,0.8036,0.0006,0.9434,0.0028 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipconcat,mean,99,0.4577,0.0064,232922.0,0.0677,0.0176,0.7946,0.0029,0.7162,0.0031,0.976,0.0013,0.8261,0.002,0.9491,0.0036 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipsum,add,99,0.6466,0.0431,320281.0,0.1061,0.0106,0.7626,0.0023,0.6922,0.0039,0.9461,0.0062,0.7995,0.0009,0.8909,0.0088 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipsum,max,99,0.4969,0.0069,320281.0,0.1453,0.0188,0.7604,0.0043,0.6805,0.0043,0.9819,0.0021,0.8039,0.0027,0.9311,0.0022 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipsum,mean,99,0.4529,0.0019,320281.0,0.1177,0.0234,0.8128,0.0018,0.7364,0.0028,0.9744,0.0025,0.8388,0.001,0.9491,0.0015 -PyG,AmazonComputers,link_pred,True,,,1,6,3,skipconcat,add,99,0.5484,0.0392,234361.0,0.1364,0.0383,0.7737,0.0025,0.6974,0.0023,0.9672,0.0017,0.8104,0.0019,0.9268,0.0065 -PyG,AmazonComputers,link_pred,True,,,1,6,3,skipconcat,max,99,0.4721,0.0033,234361.0,0.0766,0.0099,0.7803,0.0089,0.6985,0.0091,0.9866,0.0011,0.8179,0.0058,0.9498,0.0013 -PyG,AmazonComputers,link_pred,True,,,1,6,3,skipconcat,mean,99,0.4503,0.0019,234361.0,0.0984,0.0128,0.807,0.0053,0.7288,0.0056,0.978,0.0005,0.8352,0.0038,0.9523,0.0008 -PyG,AmazonComputers,link_pred,True,,,1,6,3,skipsum,add,99,0.5636,0.0181,313465.0,0.1035,0.0237,0.767,0.0031,0.6931,0.003,0.9584,0.0033,0.8044,0.0023,0.911,0.0036 -PyG,AmazonComputers,link_pred,True,,,1,6,3,skipsum,max,99,0.4836,0.0039,313465.0,0.1456,0.0314,0.773,0.0024,0.6923,0.002,0.9831,0.0011,0.8125,0.0017,0.937,0.0034 -PyG,AmazonComputers,link_pred,True,,,1,6,3,skipsum,mean,99,0.4495,0.0036,313465.0,0.1276,0.0227,0.8182,0.0007,0.7414,0.0005,0.9773,0.0009,0.8432,0.0006,0.9527,0.0019 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipconcat,add,99,0.8458,0.0143,228737.0,0.076,0.0206,0.7494,0.0039,0.6729,0.0039,0.9709,0.0019,0.7948,0.0024,0.9059,0.0024 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipconcat,max,99,0.4884,0.0067,228737.0,0.1136,0.0085,0.7652,0.0043,0.6847,0.0039,0.9829,0.0016,0.8071,0.003,0.9462,0.0015 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipconcat,mean,99,0.4589,0.0029,228737.0,0.0962,0.0249,0.7956,0.0038,0.7176,0.0036,0.9749,0.0013,0.8267,0.0028,0.9479,0.0018 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipsum,add,99,0.6656,0.0556,306321.0,0.1352,0.0444,0.7586,0.0039,0.6872,0.0038,0.9495,0.0024,0.7973,0.0028,0.8914,0.0062 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipsum,max,99,0.4965,0.0074,306321.0,0.1674,0.0155,0.7616,0.0072,0.6821,0.0065,0.9799,0.0016,0.8043,0.005,0.9298,0.0054 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipsum,mean,99,0.4512,0.0016,306321.0,0.0779,0.0171,0.8147,0.001,0.7389,0.0013,0.9735,0.0016,0.8401,0.0007,0.95,0.0016 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipconcat,add,99,0.6551,0.0248,225802.0,0.1099,0.0304,0.763,0.0012,0.6873,0.002,0.965,0.0034,0.8028,0.0002,0.9105,0.0041 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipconcat,max,99,0.473,0.004,225802.0,0.1157,0.0059,0.7729,0.0038,0.6911,0.0036,0.987,0.0015,0.8129,0.0027,0.9514,0.0007 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipconcat,mean,99,0.4492,0.0025,225802.0,0.1454,0.0178,0.8089,0.003,0.7307,0.0034,0.9782,0.0004,0.8365,0.0021,0.9528,0.0018 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipsum,add,99,0.6075,0.0392,303377.0,0.1086,0.0054,0.7581,0.0075,0.688,0.0095,0.9449,0.0084,0.7962,0.0037,0.8966,0.0042 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipsum,max,99,0.4831,0.0021,303377.0,0.1494,0.0272,0.7746,0.0035,0.6933,0.0037,0.9848,0.0018,0.8138,0.0022,0.9395,0.0011 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipsum,mean,99,0.4512,0.0021,303377.0,0.1119,0.0273,0.8163,0.0046,0.7401,0.0056,0.9751,0.0015,0.8415,0.0032,0.9508,0.0014 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipconcat,add,99,0.4927,0.0043,273031.0,0.0708,0.0188,0.7751,0.0007,0.6963,0.0003,0.9757,0.0016,0.8127,0.0007,0.9405,0.002 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipconcat,max,99,0.4815,0.0033,273031.0,0.1244,0.0164,0.7756,0.0006,0.6951,0.0007,0.982,0.0006,0.814,0.0003,0.9412,0.002 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipconcat,mean,99,0.4627,0.0044,273031.0,0.1019,0.0208,0.7929,0.0032,0.7141,0.0035,0.9772,0.001,0.8252,0.0022,0.9454,0.0027 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipsum,add,99,0.4954,0.0053,352828.0,0.0985,0.0022,0.7758,0.0018,0.6988,0.0016,0.9695,0.0007,0.8121,0.0013,0.9278,0.0029 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipsum,max,99,0.4806,0.0011,352828.0,0.1057,0.0084,0.775,0.0034,0.6941,0.0036,0.9837,0.001,0.8139,0.0021,0.9379,0.0006 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipsum,mean,99,0.4613,0.0015,352828.0,0.1283,0.0243,0.8013,0.0023,0.7238,0.0028,0.9744,0.0011,0.8306,0.0015,0.9433,0.0015 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipconcat,add,99,0.4709,0.0042,261601.0,0.0937,0.0091,0.7852,0.0024,0.7054,0.0019,0.9794,0.0017,0.8201,0.0019,0.9463,0.0033 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipconcat,max,99,0.4708,0.0009,261601.0,0.1017,0.0036,0.7854,0.0027,0.7043,0.0031,0.9838,0.0009,0.8209,0.0018,0.9454,0.0006 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipconcat,mean,99,0.4519,0.0042,261601.0,0.0902,0.0071,0.801,0.0033,0.7213,0.0033,0.981,0.0006,0.8314,0.0024,0.9522,0.003 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipsum,add,99,0.4844,0.0013,337747.0,0.1038,0.0161,0.7804,0.0019,0.7023,0.0019,0.9732,0.0007,0.8159,0.0014,0.9325,0.0008 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipsum,max,99,0.4716,0.0015,337747.0,0.1046,0.0132,0.7825,0.0021,0.701,0.002,0.9852,0.0005,0.8192,0.0014,0.9439,0.0012 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipsum,mean,99,0.4542,0.0016,337747.0,0.0685,0.0158,0.8078,0.0014,0.7306,0.0015,0.9753,0.0004,0.8354,0.001,0.9478,0.0013 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipconcat,add,99,0.5911,0.0221,243448.0,0.1333,0.0444,0.7691,0.0039,0.691,0.0033,0.9737,0.0021,0.8084,0.0029,0.9311,0.0028 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipconcat,max,99,0.4805,0.0018,243448.0,0.1363,0.0273,0.7761,0.0017,0.6956,0.0018,0.9816,0.0005,0.8143,0.0011,0.9442,0.0019 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipconcat,mean,99,0.4571,0.0039,243448.0,0.0988,0.0122,0.7962,0.004,0.7176,0.004,0.9769,0.0009,0.8274,0.0029,0.9493,0.0019 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipsum,add,99,0.5577,0.0166,328945.0,0.1122,0.0125,0.7687,0.0063,0.6937,0.0074,0.9628,0.0056,0.8063,0.0037,0.9141,0.0028 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipsum,max,99,0.4864,0.0024,328945.0,0.1578,0.036,0.7697,0.0026,0.6893,0.0023,0.9817,0.0011,0.8099,0.0018,0.9347,0.0023 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipsum,mean,99,0.4572,0.0019,328945.0,0.1555,0.0431,0.8079,0.0046,0.7312,0.0049,0.9739,0.0013,0.8352,0.0034,0.946,0.0008 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipconcat,add,99,0.5141,0.0143,236737.0,0.1384,0.0289,0.7761,0.0058,0.6974,0.006,0.9757,0.0007,0.8133,0.0039,0.938,0.0002 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipconcat,max,99,0.4661,0.0021,236737.0,0.1031,0.0039,0.7833,0.0076,0.7016,0.0079,0.9866,0.0011,0.82,0.005,0.9513,0.0012 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipconcat,mean,99,0.4519,0.0001,236737.0,0.1085,0.0176,0.8055,0.0031,0.7272,0.0039,0.9781,0.0014,0.8342,0.002,0.9516,0.0007 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipsum,add,99,0.5236,0.0075,320281.0,0.1182,0.0252,0.7718,0.0026,0.6978,0.0033,0.9591,0.0034,0.8078,0.0015,0.9166,0.0018 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipsum,max,99,0.4756,0.0049,320281.0,0.134,0.0262,0.7793,0.0049,0.6983,0.0045,0.9836,0.0027,0.8167,0.0035,0.9403,0.0036 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipsum,mean,99,0.4482,0.0012,320281.0,0.1225,0.0306,0.8159,0.0011,0.7392,0.0016,0.9763,0.0011,0.8414,0.0007,0.953,0.0006 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipconcat,add,99,0.8141,0.1214,234685.0,0.1194,0.0273,0.7555,0.011,0.679,0.0109,0.9701,0.0048,0.7987,0.007,0.9107,0.005 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipconcat,max,99,0.4894,0.008,234685.0,0.1179,0.0126,0.7618,0.0068,0.6816,0.0063,0.9829,0.0008,0.805,0.0046,0.945,0.0018 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipconcat,mean,99,0.4595,0.0007,234685.0,0.1064,0.0163,0.7948,0.0009,0.7167,0.0011,0.9748,0.0011,0.8261,0.0006,0.9481,0.0003 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipsum,add,99,0.6199,0.005,313465.0,0.1123,0.016,0.7628,0.0019,0.6895,0.0005,0.9563,0.0048,0.8013,0.002,0.8997,0.0041 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipsum,max,99,0.4898,0.0019,313465.0,0.1284,0.0128,0.7683,0.0029,0.6877,0.003,0.983,0.0008,0.8093,0.0018,0.9349,0.0001 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipsum,mean,99,0.4501,0.0007,313465.0,0.1079,0.0072,0.8135,0.0026,0.7369,0.0031,0.9753,0.0007,0.8394,0.0017,0.9513,0.0006 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipconcat,add,99,0.5478,0.0181,235656.0,0.101,0.0173,0.7696,0.0054,0.6918,0.0047,0.9727,0.0028,0.8086,0.0041,0.931,0.0059 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipconcat,max,99,0.4725,0.0091,235656.0,0.0718,0.0198,0.7788,0.0098,0.6974,0.01,0.9856,0.001,0.8167,0.0065,0.9493,0.003 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipconcat,mean,99,0.4474,0.0008,235656.0,0.051,0.0026,0.8094,0.0008,0.7313,0.0009,0.978,0.0009,0.8369,0.0006,0.9542,0.0006 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipsum,add,99,0.5575,0.0195,306321.0,0.097,0.0104,0.7643,0.0058,0.6892,0.0059,0.9631,0.0048,0.8034,0.0039,0.9142,0.006 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipsum,max,99,0.481,0.0048,306321.0,0.1154,0.0094,0.7753,0.006,0.6943,0.0062,0.9841,0.0013,0.8141,0.0039,0.9392,0.0028 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipsum,mean,99,0.4467,0.0023,306321.0,0.0958,0.0036,0.8185,0.0011,0.7421,0.0012,0.9762,0.0012,0.8432,0.0008,0.9542,0.0012 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipconcat,add,99,0.8029,0.0284,229825.0,0.0982,0.0097,0.752,0.0054,0.6758,0.0058,0.9693,0.0031,0.7963,0.0031,0.9082,0.0038 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipconcat,max,99,0.5044,0.0201,229825.0,0.0981,0.0047,0.7555,0.01,0.6757,0.0092,0.9833,0.0008,0.8009,0.0064,0.9437,0.0031 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipconcat,mean,99,0.457,0.0034,229825.0,0.123,0.033,0.7969,0.0005,0.7188,0.0007,0.9755,0.0003,0.8277,0.0003,0.949,0.0015 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipsum,add,99,0.7002,0.0649,303377.0,0.0733,0.0158,0.753,0.003,0.6809,0.0045,0.9523,0.0077,0.794,0.0016,0.8892,0.0044 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipsum,max,99,0.497,0.012,303377.0,0.165,0.0397,0.7621,0.0116,0.6823,0.0107,0.9818,0.0012,0.805,0.0078,0.9311,0.0055 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipsum,mean,99,0.4497,0.0025,303377.0,0.0733,0.0148,0.8117,0.0031,0.7349,0.0035,0.9754,0.0015,0.8382,0.0023,0.9522,0.0014 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipconcat,add,99,0.6774,0.0468,226585.0,0.0762,0.0376,0.7684,0.0065,0.6924,0.0075,0.9663,0.0039,0.8067,0.0037,0.9135,0.0004 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipconcat,max,99,0.4668,0.0038,226585.0,0.1045,0.0126,0.7838,0.0047,0.7023,0.0049,0.9852,0.0007,0.8201,0.0032,0.9515,0.0021 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipconcat,mean,99,0.4486,0.0018,226585.0,0.125,0.0429,0.8091,0.0038,0.7308,0.0043,0.9788,0.0006,0.8368,0.0027,0.9537,0.0012 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipsum,add,99,0.6726,0.0235,297985.0,0.127,0.0182,0.755,0.0042,0.6827,0.0027,0.9532,0.0052,0.7955,0.0037,0.8914,0.0083 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipsum,max,99,0.4825,0.0033,297985.0,0.1556,0.0537,0.7752,0.0046,0.6945,0.0044,0.9828,0.0007,0.8139,0.0032,0.9368,0.0027 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipsum,mean,99,0.4493,0.0009,297985.0,0.1287,0.0325,0.817,0.0036,0.7403,0.0047,0.9765,0.0018,0.8422,0.0024,0.9527,0.0005 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipconcat,add,99,0.4912,0.007,271310.0,0.0403,0.0142,0.7824,0.002,0.7019,0.0019,0.9818,0.0002,0.8186,0.0014,0.9479,0.0019 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipconcat,max,99,0.4684,0.0007,271310.0,0.0456,0.0122,0.7823,0.0035,0.6999,0.0034,0.9887,0.0002,0.8196,0.0023,0.9528,0.0004 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipconcat,mean,99,0.4616,0.0038,271310.0,0.0429,0.0111,0.8003,0.002,0.7189,0.002,0.9862,0.0002,0.8315,0.0014,0.9516,0.0019 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipsum,add,99,0.4859,0.0029,364525.0,0.0427,0.0101,0.7862,0.0008,0.7057,0.0005,0.9816,0.001,0.8212,0.0007,0.9436,0.0018 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipsum,max,99,0.4682,0.0054,364525.0,0.0505,0.0141,0.7834,0.0036,0.7006,0.0034,0.9895,0.0008,0.8204,0.0026,0.9477,0.0037 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipsum,mean,99,0.4566,0.0046,364525.0,0.0381,0.0067,0.8111,0.002,0.7303,0.0022,0.9865,0.0006,0.8393,0.0015,0.9511,0.0021 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipconcat,add,99,0.4641,0.0037,264533.0,0.0294,0.0041,0.7961,0.0025,0.7146,0.0031,0.9862,0.0019,0.8287,0.0015,0.9548,0.001 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipconcat,max,99,0.4549,0.0014,264533.0,0.0297,0.0018,0.8009,0.002,0.7182,0.0024,0.9907,0.001,0.8327,0.0012,0.9567,0.0008 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipconcat,mean,99,0.4463,0.004,264533.0,0.0349,0.0117,0.8153,0.0029,0.7339,0.0028,0.9892,0.0013,0.8426,0.0022,0.958,0.0029 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipsum,add,99,0.4718,0.0018,348450.0,0.0262,0.0006,0.7933,0.0011,0.712,0.0012,0.9849,0.001,0.8265,0.0008,0.949,0.0018 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipsum,max,99,0.4591,0.0015,348450.0,0.0569,0.0171,0.7953,0.0067,0.7121,0.0071,0.9916,0.0006,0.8289,0.0046,0.9533,0.0005 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipsum,mean,99,0.4429,0.0025,348450.0,0.0267,0.0007,0.8213,0.002,0.7405,0.0025,0.9894,0.0009,0.847,0.0014,0.9596,0.0022 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipconcat,add,99,0.5494,0.0206,246501.0,0.0409,0.0142,0.7794,0.0103,0.6983,0.0095,0.9844,0.0023,0.817,0.0073,0.9468,0.0037 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipconcat,max,99,0.4656,0.0052,246501.0,0.034,0.0056,0.7817,0.0027,0.6992,0.0028,0.989,0.001,0.8192,0.0018,0.9584,0.0028 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipconcat,mean,99,0.4438,0.0022,246501.0,0.0309,0.005,0.8114,0.0019,0.7303,0.0022,0.9876,0.0007,0.8397,0.0012,0.9605,0.0015 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipsum,add,99,0.5344,0.0082,333765.0,0.0301,0.0006,0.7849,0.002,0.7037,0.0021,0.9841,0.0007,0.8206,0.0013,0.9387,0.0007 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipsum,max,99,0.4673,0.0038,333765.0,0.0407,0.0011,0.7868,0.0025,0.704,0.0025,0.9898,0.0005,0.8228,0.0016,0.949,0.0025 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipsum,mean,99,0.4403,0.0028,333765.0,0.0364,0.0062,0.8242,0.0049,0.7443,0.0052,0.9878,0.0008,0.8489,0.0037,0.9609,0.0015 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipconcat,add,99,0.5038,0.007,242306.0,0.0347,0.0054,0.7941,0.0049,0.7129,0.005,0.9851,0.0013,0.8271,0.0035,0.9497,0.0019 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipconcat,max,99,0.4489,0.0014,242306.0,0.0288,0.0005,0.8025,0.0022,0.7193,0.0024,0.9922,0.0004,0.834,0.0015,0.9631,0.0007 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipconcat,mean,99,0.4376,0.001,242306.0,0.0309,0.0055,0.8213,0.003,0.7407,0.0029,0.9889,0.0012,0.847,0.0023,0.9629,0.0011 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipsum,add,99,0.5024,0.0128,325249.0,0.0297,0.0005,0.7916,0.0066,0.7102,0.0057,0.9852,0.0036,0.8254,0.0051,0.9456,0.006 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipsum,max,99,0.4561,0.002,325249.0,0.0392,0.0018,0.8023,0.0036,0.7191,0.0036,0.992,0.0005,0.8338,0.0025,0.9561,0.001 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipsum,mean,99,0.4348,0.0011,325249.0,0.0348,0.0078,0.8347,0.0021,0.7557,0.0024,0.9893,0.0002,0.8568,0.0015,0.9641,0.0008 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipconcat,add,99,0.6394,0.0198,232020.0,0.0351,0.0087,0.7744,0.0056,0.6938,0.0053,0.9827,0.0007,0.8133,0.0039,0.9386,0.0019 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipconcat,max,99,0.4673,0.0036,232020.0,0.0365,0.0069,0.7745,0.0011,0.6921,0.0012,0.9892,0.0011,0.8144,0.0007,0.9598,0.0009 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipconcat,mean,99,0.4382,0.0049,232020.0,0.0347,0.0041,0.8164,0.0031,0.7356,0.0034,0.9876,0.0001,0.8432,0.0023,0.9631,0.0029 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipsum,add,99,0.5591,0.0112,316827.0,0.0316,0.0013,0.7843,0.0026,0.7037,0.0023,0.9822,0.0014,0.8199,0.002,0.9327,0.0026 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipsum,max,99,0.463,0.0036,316827.0,0.0573,0.0195,0.7951,0.0035,0.7122,0.0036,0.9903,0.0008,0.8286,0.0025,0.9518,0.0019 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipsum,mean,99,0.4348,0.0007,316827.0,0.0395,0.0022,0.8367,0.0015,0.7585,0.0017,0.9881,0.0007,0.8582,0.0011,0.9631,0.0002 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipconcat,add,99,0.5091,0.0094,233591.0,0.0336,0.0043,0.7916,0.0018,0.7096,0.0012,0.9872,0.0019,0.8257,0.0015,0.9504,0.001 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipconcat,max,99,0.4471,0.0053,233591.0,0.0315,0.0003,0.7977,0.0041,0.7146,0.0043,0.9913,0.001,0.8305,0.0028,0.9636,0.0035 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipconcat,mean,99,0.4368,0.002,233591.0,0.0475,0.0062,0.8245,0.0021,0.7443,0.0022,0.9887,0.0009,0.8492,0.0016,0.9629,0.0012 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipsum,add,99,0.5523,0.0212,310209.0,0.0452,0.0099,0.7818,0.0075,0.7006,0.0073,0.9843,0.0011,0.8185,0.0052,0.9376,0.0059 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipsum,max,99,0.4615,0.0009,310209.0,0.0391,0.001,0.7943,0.0026,0.7111,0.0029,0.9914,0.0007,0.8282,0.0017,0.9521,0.0002 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipsum,mean,99,0.4337,0.0027,310209.0,0.0364,0.0062,0.8383,0.001,0.7599,0.0014,0.989,0.0017,0.8594,0.0008,0.9642,0.0023 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipconcat,add,99,0.6931,0.022,228033.0,0.0387,0.0135,0.7704,0.0112,0.6897,0.011,0.9836,0.0017,0.8108,0.0073,0.9341,0.0021 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipconcat,max,99,0.4659,0.005,228033.0,0.0313,0.001,0.7776,0.0016,0.6951,0.0017,0.989,0.0009,0.8165,0.001,0.9601,0.0001 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipconcat,mean,99,0.4409,0.0032,228033.0,0.0431,0.004,0.8169,0.0049,0.7364,0.0052,0.9873,0.0007,0.8436,0.0036,0.9617,0.0013 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipsum,add,99,0.6274,0.0306,303241.0,0.0367,0.0044,0.7765,0.0079,0.6973,0.0081,0.9776,0.0021,0.814,0.0053,0.9214,0.0053 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipsum,max,99,0.4699,0.0007,303241.0,0.0577,0.0109,0.7842,0.0032,0.7011,0.0031,0.9906,0.0004,0.8211,0.0023,0.9487,0.0017 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipsum,mean,99,0.4354,0.0008,303241.0,0.0758,0.0275,0.8359,0.0031,0.7576,0.0035,0.988,0.0006,0.8576,0.0023,0.9634,0.0003 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipconcat,add,99,0.5902,0.0128,225208.0,0.0273,0.0014,0.778,0.0067,0.6978,0.0058,0.9808,0.0038,0.8154,0.005,0.9355,0.0047 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipconcat,max,99,0.4506,0.0034,225208.0,0.033,0.0046,0.7921,0.0018,0.7091,0.0018,0.9905,0.0013,0.8265,0.0013,0.962,0.0031 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipconcat,mean,99,0.4343,0.002,225208.0,0.0481,0.0125,0.828,0.0017,0.7478,0.002,0.9897,0.0005,0.8519,0.0011,0.9645,0.0016 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipsum,add,99,0.5803,0.0189,300429.0,0.0382,0.0075,0.7798,0.0023,0.7,0.0037,0.9795,0.0047,0.8164,0.0009,0.9302,0.0048 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipsum,max,99,0.4619,0.0039,300429.0,0.052,0.0083,0.7942,0.0046,0.7108,0.0046,0.9922,0.0008,0.8282,0.0033,0.9542,0.0022 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipsum,mean,99,0.4307,0.001,300429.0,0.0431,0.0092,0.8432,0.0035,0.7656,0.0038,0.9895,0.0009,0.8633,0.0028,0.9667,0.0009 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipconcat,add,99,0.4758,0.006,270941.0,0.0296,0.0026,0.787,0.0029,0.7055,0.0026,0.9854,0.0014,0.8223,0.0022,0.9554,0.0018 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipconcat,max,99,0.4655,0.001,270941.0,0.0402,0.0077,0.7884,0.0028,0.7061,0.0027,0.9883,0.0006,0.8237,0.002,0.9538,0.0002 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipconcat,mean,99,0.4503,0.0051,270941.0,0.0271,0.0012,0.8061,0.0018,0.7246,0.0019,0.9875,0.0006,0.8359,0.0013,0.9566,0.0033 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipsum,add,99,0.4742,0.0036,348450.0,0.0274,0.0009,0.7912,0.0015,0.7095,0.0015,0.986,0.0007,0.8252,0.0011,0.9511,0.0016 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipsum,max,99,0.4602,0.0028,348450.0,0.0371,0.0052,0.7934,0.004,0.7103,0.004,0.991,0.0004,0.8274,0.0029,0.9531,0.0022 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipsum,mean,99,0.445,0.0014,348450.0,0.0338,0.0042,0.8163,0.0009,0.7351,0.0009,0.9891,0.0006,0.8434,0.0008,0.9586,0.0009 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipconcat,add,99,0.4565,0.0042,259841.0,0.0251,0.0011,0.7975,0.0011,0.7156,0.0013,0.9871,0.002,0.8298,0.0009,0.9588,0.0031 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipconcat,max,99,0.4525,0.002,259841.0,0.0444,0.0059,0.8012,0.0053,0.7181,0.0056,0.9916,0.0007,0.833,0.0037,0.9583,0.0009 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipconcat,mean,99,0.4387,0.0013,259841.0,0.0344,0.012,0.8211,0.0037,0.7396,0.004,0.9912,0.0004,0.8471,0.0027,0.9631,0.0004 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipsum,add,99,0.4652,0.0027,333765.0,0.0245,0.0005,0.7962,0.0004,0.7145,0.0004,0.9868,0.0012,0.8288,0.0004,0.9539,0.0004 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipsum,max,99,0.4514,0.0022,333765.0,0.0377,0.0078,0.8015,0.0036,0.7184,0.0037,0.9918,0.0,0.8333,0.0025,0.9579,0.0007 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipsum,mean,99,0.4364,0.0039,333765.0,0.037,0.0133,0.8276,0.0029,0.7475,0.0031,0.9895,0.0004,0.8516,0.0021,0.9635,0.0024 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipconcat,add,99,0.5494,0.0232,242194.0,0.0339,0.0077,0.7833,0.005,0.7014,0.0047,0.9869,0.0012,0.82,0.0036,0.9512,0.002 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipconcat,max,99,0.4606,0.0068,242194.0,0.032,0.0051,0.7855,0.0063,0.703,0.0061,0.9888,0.0006,0.8218,0.0044,0.9591,0.0032 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipconcat,mean,99,0.4428,0.0015,242194.0,0.0275,0.0014,0.8118,0.0044,0.7306,0.0043,0.9878,0.0013,0.8399,0.0033,0.961,0.0007 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipsum,add,99,0.5315,0.0117,325249.0,0.0365,0.0059,0.7878,0.0036,0.7064,0.0037,0.9851,0.0006,0.8228,0.0025,0.9412,0.0034 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipsum,max,99,0.462,0.0034,325249.0,0.0421,0.0023,0.792,0.0014,0.7093,0.0015,0.9897,0.0002,0.8263,0.0009,0.9518,0.0026 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipsum,mean,99,0.4371,0.0056,325249.0,0.031,0.0014,0.8277,0.0064,0.7476,0.0069,0.9896,0.0011,0.8517,0.0048,0.963,0.0036 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipconcat,add,99,0.4921,0.0092,235681.0,0.0301,0.0033,0.7935,0.0048,0.7114,0.0046,0.9876,0.0017,0.8271,0.0035,0.954,0.0005 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipconcat,max,99,0.4488,0.0034,235681.0,0.0396,0.0116,0.8005,0.0026,0.7175,0.0027,0.9914,0.0005,0.8325,0.0018,0.9622,0.0016 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipconcat,mean,99,0.4365,0.0013,235681.0,0.0496,0.0093,0.8257,0.0043,0.7452,0.0045,0.9901,0.0009,0.8503,0.0032,0.9636,0.0005 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipsum,add,99,0.5096,0.0038,316827.0,0.0357,0.0072,0.7907,0.0011,0.7086,0.0007,0.9878,0.0014,0.8252,0.0009,0.9503,0.0026 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipsum,max,99,0.4549,0.0018,316827.0,0.0393,0.0014,0.7997,0.0033,0.7164,0.0034,0.992,0.0004,0.832,0.0023,0.957,0.0015 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipsum,mean,99,0.4337,0.0008,316827.0,0.042,0.0177,0.8368,0.0014,0.7584,0.0014,0.9883,0.0009,0.8583,0.0012,0.9647,0.0009 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipconcat,add,99,0.6586,0.0444,233783.0,0.0265,0.002,0.7773,0.0057,0.6967,0.0052,0.9825,0.002,0.8152,0.0041,0.9344,0.0074 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipconcat,max,99,0.4624,0.0065,233783.0,0.0312,0.0006,0.7829,0.0032,0.7005,0.0026,0.9884,0.0023,0.8199,0.0025,0.9605,0.0035 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipconcat,mean,99,0.4401,0.0038,233783.0,0.0274,0.0014,0.8125,0.006,0.7314,0.0062,0.9879,0.001,0.8405,0.0044,0.9623,0.002 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipsum,add,99,0.582,0.0372,310209.0,0.046,0.0131,0.7845,0.0024,0.7037,0.0031,0.9827,0.0021,0.8202,0.0014,0.9311,0.0048 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipsum,max,99,0.4627,0.0029,310209.0,0.0473,0.0055,0.7911,0.0042,0.7082,0.0042,0.9902,0.0003,0.8258,0.0029,0.9531,0.0011 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipsum,mean,99,0.4331,0.0002,310209.0,0.0311,0.0012,0.8365,0.0033,0.758,0.0037,0.9886,0.0007,0.8581,0.0025,0.9649,0.0002 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipconcat,add,99,0.5191,0.0159,234886.0,0.0477,0.0083,0.7941,0.0064,0.7126,0.0069,0.9857,0.0012,0.8272,0.0043,0.9484,0.0018 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipconcat,max,99,0.4499,0.0037,234886.0,0.0342,0.0028,0.7995,0.0045,0.7162,0.0048,0.9924,0.0009,0.8319,0.0031,0.9631,0.0016 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipconcat,mean,99,0.4347,0.0047,234886.0,0.0313,0.0031,0.8271,0.0052,0.7474,0.0056,0.9884,0.0012,0.8512,0.0039,0.9643,0.0025 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipsum,add,99,0.563,0.032,303241.0,0.0334,0.0038,0.7867,0.0034,0.7062,0.0028,0.9817,0.0029,0.8215,0.0027,0.9364,0.0052 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipsum,max,99,0.4572,0.0013,303241.0,0.045,0.0062,0.7953,0.0024,0.712,0.002,0.9918,0.0017,0.8289,0.0019,0.9547,0.0014 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipsum,mean,99,0.4315,0.0017,303241.0,0.0428,0.0037,0.8399,0.0007,0.7617,0.0013,0.9893,0.0019,0.8607,0.0005,0.9661,0.0013 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipconcat,add,99,0.71,0.0277,229121.0,0.0319,0.004,0.7755,0.0031,0.6957,0.0029,0.9792,0.0008,0.8135,0.0022,0.9289,0.0028 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipconcat,max,99,0.4695,0.0053,229121.0,0.0309,0.0011,0.7767,0.0033,0.6946,0.0031,0.9877,0.0014,0.8156,0.0024,0.9579,0.0025 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipconcat,mean,99,0.436,0.0023,229121.0,0.0344,0.0073,0.8187,0.0005,0.738,0.0008,0.9881,0.0008,0.8449,0.0002,0.9642,0.0019 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipsum,add,99,0.5838,0.039,300429.0,0.0508,0.0125,0.7808,0.0042,0.6996,0.0042,0.9846,0.0013,0.818,0.0028,0.9333,0.0058 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipsum,max,99,0.4679,0.0033,300429.0,0.0553,0.0022,0.7868,0.0086,0.7041,0.0086,0.9898,0.0003,0.8228,0.0058,0.9501,0.0014 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipsum,mean,99,0.4343,0.0047,300429.0,0.0449,0.0126,0.838,0.0042,0.7601,0.0051,0.9875,0.0003,0.8591,0.0031,0.9642,0.0028 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipconcat,add,99,0.5978,0.0231,225991.0,0.0264,0.0015,0.7844,0.0084,0.7032,0.0085,0.9844,0.0009,0.8204,0.0056,0.9361,0.0036 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipconcat,max,99,0.4517,0.0019,225991.0,0.0327,0.004,0.7948,0.003,0.7117,0.0031,0.9914,0.0007,0.8285,0.0019,0.9616,0.0008 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipconcat,mean,99,0.4352,0.0031,225991.0,0.0425,0.0205,0.8302,0.003,0.7507,0.0029,0.9887,0.0014,0.8534,0.0024,0.9638,0.0021 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipsum,add,99,0.6774,0.147,295169.0,0.0285,0.0022,0.7748,0.0061,0.6944,0.0068,0.9821,0.0047,0.8135,0.0037,0.9227,0.0104 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipsum,max,99,0.4627,0.0023,295169.0,0.0465,0.0026,0.792,0.0043,0.7086,0.0042,0.9919,0.0003,0.8266,0.003,0.9547,0.0009 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipsum,mean,99,0.4307,0.003,295169.0,0.0329,0.0012,0.8396,0.004,0.7617,0.005,0.9884,0.0016,0.8604,0.0029,0.966,0.0026 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipconcat,add,99,0.5734,0.0052,558236.0,0.087,0.0057,0.6926,0.0064,0.642,0.0028,0.8705,0.0175,0.7389,0.0078,0.8427,0.0129 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipconcat,max,99,0.646,0.0143,558236.0,0.1056,0.033,0.6855,0.0084,0.6395,0.0069,0.8507,0.0161,0.7301,0.0081,0.8166,0.0081 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipconcat,mean,99,0.6077,0.0368,558236.0,0.0834,0.0105,0.6952,0.0036,0.6419,0.0016,0.8829,0.0111,0.7434,0.0046,0.8406,0.0011 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipsum,add,99,0.5759,0.0271,1021201.0,0.083,0.0108,0.7023,0.0047,0.6487,0.0038,0.8822,0.0078,0.7476,0.0042,0.8494,0.0077 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipsum,max,99,0.6033,0.0103,1021201.0,0.0996,0.0357,0.6955,0.0121,0.6451,0.0103,0.8694,0.0065,0.7406,0.009,0.8187,0.0102 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipsum,mean,99,0.5454,0.0128,1021201.0,0.1039,0.0027,0.7038,0.0062,0.6496,0.006,0.8851,0.0066,0.7493,0.0042,0.855,0.0039 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipconcat,add,99,0.5345,0.0033,507089.0,0.0764,0.0073,0.71,0.0102,0.6561,0.0079,0.8829,0.0101,0.7528,0.0085,0.8528,0.0074 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipconcat,max,99,0.5728,0.0111,507089.0,0.0851,0.0121,0.6924,0.0036,0.647,0.004,0.8474,0.0027,0.7337,0.0018,0.8162,0.0087 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipconcat,mean,99,0.5528,0.008,507089.0,0.0927,0.0149,0.7011,0.0012,0.6495,0.0013,0.8734,0.0081,0.745,0.0024,0.8408,0.0016 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipsum,add,99,0.5339,0.0095,937092.0,0.1057,0.033,0.713,0.0018,0.6576,0.0021,0.8891,0.0064,0.756,0.0019,0.8533,0.0061 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipsum,max,99,0.5804,0.0169,937092.0,0.0829,0.0114,0.6881,0.0071,0.6421,0.0016,0.8496,0.0246,0.7313,0.0102,0.8127,0.0132 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipsum,mean,99,0.5414,0.0137,937092.0,0.0953,0.0169,0.709,0.0058,0.6554,0.0043,0.8814,0.0067,0.7518,0.005,0.8471,0.0064 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipconcat,add,99,0.5809,0.0138,418065.0,0.1081,0.0136,0.6901,0.0078,0.6431,0.0049,0.854,0.0125,0.7337,0.0077,0.8265,0.0107 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipconcat,max,99,0.6646,0.0533,418065.0,0.0863,0.0057,0.6821,0.0161,0.6368,0.0112,0.8471,0.021,0.7271,0.015,0.808,0.0246 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipconcat,mean,99,0.6179,0.0143,418065.0,0.1041,0.0089,0.6898,0.0038,0.6433,0.0017,0.8522,0.0096,0.7331,0.0046,0.8238,0.0017 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipsum,add,99,0.5581,0.0133,869163.0,0.1119,0.0397,0.704,0.0025,0.6524,0.0048,0.8738,0.0103,0.747,0.0007,0.8355,0.0049 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipsum,max,99,0.6205,0.025,869163.0,0.0991,0.0075,0.6846,0.0119,0.6405,0.0084,0.8416,0.0153,0.7274,0.011,0.7928,0.0176 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipsum,mean,99,0.5583,0.0087,869163.0,0.0819,0.0029,0.6964,0.017,0.651,0.0126,0.8467,0.0196,0.7361,0.0153,0.8296,0.0101 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipconcat,add,99,0.5459,0.0073,387248.0,0.1027,0.032,0.7033,0.0016,0.6529,0.0034,0.8683,0.01,0.7453,0.0019,0.8357,0.0051 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipconcat,max,99,0.601,0.0237,387248.0,0.0876,0.0099,0.6771,0.006,0.6347,0.0039,0.8343,0.0138,0.7209,0.0067,0.8014,0.0116 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipconcat,mean,99,0.5487,0.0111,387248.0,0.082,0.0105,0.7053,0.0054,0.6546,0.0048,0.8694,0.0036,0.7468,0.004,0.8411,0.0067 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipsum,add,99,0.5494,0.0075,822193.0,0.0882,0.0153,0.6984,0.0108,0.6497,0.0101,0.8617,0.0041,0.7408,0.0074,0.8304,0.0043 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipsum,max,99,0.6002,0.0024,822193.0,0.0771,0.0077,0.6839,0.0053,0.6446,0.0049,0.8196,0.0051,0.7216,0.0041,0.7893,0.0015 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipsum,mean,99,0.5503,0.0013,822193.0,0.0832,0.0029,0.6918,0.0025,0.6494,0.0035,0.8339,0.0052,0.7302,0.0012,0.8259,0.0033 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipconcat,add,99,0.589,0.0087,353298.0,0.0639,0.0209,0.6877,0.0103,0.6438,0.0067,0.8401,0.0213,0.7289,0.0111,0.8131,0.0128 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipconcat,max,99,0.6747,0.0093,353298.0,0.0669,0.0022,0.6729,0.0023,0.6313,0.0009,0.8313,0.0087,0.7176,0.0035,0.7983,0.009 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipconcat,mean,99,0.5878,0.0152,353298.0,0.0882,0.0148,0.7006,0.006,0.6496,0.0054,0.8712,0.0034,0.7442,0.0043,0.8321,0.0031 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipsum,add,99,0.5577,0.0098,781233.0,0.0778,0.0037,0.6986,0.0068,0.6487,0.0043,0.8664,0.0137,0.7419,0.0071,0.8334,0.0072 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipsum,max,99,0.6101,0.0143,781233.0,0.1025,0.0315,0.689,0.0069,0.6477,0.006,0.8292,0.0041,0.7272,0.0053,0.7903,0.0069 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipsum,mean,99,0.57,0.0055,781233.0,0.0834,0.012,0.693,0.0023,0.6532,0.0034,0.8233,0.01,0.7284,0.0028,0.8163,0.0046 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipconcat,add,99,0.5572,0.0028,337121.0,0.0804,0.0076,0.6927,0.0061,0.6465,0.0034,0.85,0.0117,0.7344,0.0065,0.8205,0.0051 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipconcat,max,99,0.5924,0.0332,337121.0,0.0793,0.0348,0.6882,0.0081,0.6445,0.0073,0.8397,0.0127,0.7292,0.007,0.807,0.0136 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipconcat,mean,99,0.566,0.0062,337121.0,0.0874,0.0111,0.696,0.0047,0.648,0.0046,0.858,0.0036,0.7383,0.0032,0.8257,0.0041 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipsum,add,99,0.5535,0.0079,747993.0,0.0902,0.0076,0.6937,0.0044,0.6455,0.0025,0.8595,0.0086,0.7373,0.0046,0.8261,0.005 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipsum,max,99,0.5939,0.0128,747993.0,0.0854,0.001,0.6757,0.0015,0.6412,0.0013,0.798,0.0078,0.7111,0.0028,0.783,0.0084 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipsum,mean,99,0.5566,0.009,747993.0,0.1073,0.032,0.6848,0.005,0.6471,0.0014,0.813,0.0215,0.7205,0.0084,0.8123,0.0123 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipconcat,add,99,0.5887,0.0196,322689.0,0.08,0.0041,0.6844,0.0197,0.6407,0.0117,0.8383,0.0363,0.7262,0.0212,0.8119,0.019 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipconcat,max,99,0.6702,0.0144,322689.0,0.1076,0.023,0.6794,0.0024,0.6359,0.0008,0.8394,0.0081,0.7236,0.0034,0.7997,0.0051 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipconcat,mean,99,0.6048,0.0277,322689.0,0.0995,0.018,0.6918,0.0088,0.6452,0.0079,0.8525,0.0034,0.7345,0.0063,0.8192,0.009 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipsum,add,99,0.572,0.0116,717361.0,0.0921,0.0172,0.6926,0.0086,0.646,0.0068,0.8522,0.0072,0.7349,0.007,0.8147,0.0087 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipsum,max,99,0.5999,0.0044,717361.0,0.0596,0.0034,0.6828,0.0078,0.646,0.0052,0.8086,0.0127,0.7182,0.0081,0.7916,0.0083 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipsum,mean,99,0.5636,0.0059,717361.0,0.074,0.0028,0.6878,0.0021,0.649,0.0025,0.8182,0.0066,0.7238,0.0022,0.8143,0.0039 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipconcat,add,99,0.5619,0.0014,305074.0,0.0777,0.0064,0.7029,0.0075,0.6552,0.0066,0.8569,0.0157,0.7425,0.0072,0.8226,0.0084 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipconcat,max,99,0.5885,0.015,305074.0,0.0876,0.0098,0.6923,0.0076,0.6467,0.0071,0.8481,0.0027,0.7338,0.0053,0.8155,0.0063 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipconcat,mean,99,0.5562,0.0125,305074.0,0.0847,0.004,0.6981,0.0156,0.6521,0.0099,0.8485,0.0249,0.7374,0.0156,0.8263,0.0157 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipsum,add,99,0.5543,0.0017,696801.0,0.0763,0.0021,0.7035,0.0023,0.6549,0.0016,0.8606,0.013,0.7438,0.0042,0.826,0.0063 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipsum,max,99,0.6009,0.0052,696801.0,0.0391,0.0033,0.6754,0.0036,0.639,0.0061,0.8068,0.0133,0.7131,0.002,0.7843,0.0045 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipsum,mean,99,0.5598,0.0065,696801.0,0.0773,0.0087,0.6894,0.006,0.6494,0.0025,0.8233,0.0157,0.726,0.0076,0.8119,0.0095 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipconcat,add,99,0.5768,0.0166,551951.0,0.0426,0.0148,0.6926,0.0051,0.6443,0.0042,0.8602,0.0034,0.7368,0.0039,0.8305,0.003 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipconcat,max,99,0.6462,0.0127,551951.0,0.0887,0.0089,0.6775,0.006,0.6346,0.0042,0.8372,0.009,0.7219,0.0056,0.8035,0.0061 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipconcat,mean,99,0.5898,0.0369,551951.0,0.0838,0.0095,0.6995,0.0087,0.6494,0.0061,0.8672,0.0117,0.7426,0.008,0.8327,0.0101 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipsum,add,99,0.5397,0.0033,937092.0,0.0862,0.013,0.7097,0.0014,0.6562,0.0008,0.8807,0.0077,0.7521,0.0025,0.8525,0.0061 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipsum,max,99,0.5985,0.0186,937092.0,0.1062,0.028,0.687,0.0116,0.6402,0.0098,0.854,0.01,0.7318,0.0091,0.8091,0.0161 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipsum,mean,99,0.542,0.0164,937092.0,0.0865,0.0096,0.7089,0.0033,0.6552,0.0027,0.8818,0.0036,0.7518,0.0027,0.8493,0.0088 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipconcat,add,99,0.5434,0.0058,496481.0,0.0955,0.0053,0.7074,0.0059,0.654,0.0054,0.8807,0.0049,0.7506,0.0044,0.8433,0.001 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipconcat,max,99,0.5765,0.0073,496481.0,0.1079,0.0159,0.6901,0.0071,0.6433,0.0044,0.8533,0.0135,0.7336,0.0074,0.8161,0.0084 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipconcat,mean,99,0.5495,0.0102,496481.0,0.0839,0.0029,0.7086,0.0047,0.6566,0.0021,0.8745,0.0107,0.75,0.0053,0.8392,0.0079 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipsum,add,99,0.5331,0.0149,869163.0,0.0845,0.0101,0.7081,0.0098,0.6549,0.0079,0.88,0.009,0.7509,0.0079,0.8531,0.0113 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipsum,max,99,0.5764,0.0081,869163.0,0.0879,0.0033,0.6962,0.0056,0.6495,0.0044,0.8525,0.0086,0.7373,0.0051,0.8118,0.0079 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipsum,mean,99,0.5281,0.0177,869163.0,0.0965,0.0051,0.7191,0.011,0.6663,0.0073,0.8778,0.0166,0.7575,0.0106,0.8553,0.0173 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipconcat,add,99,0.5859,0.0151,410800.0,0.0423,0.003,0.6794,0.0113,0.6373,0.0077,0.8324,0.0176,0.7219,0.0112,0.8178,0.0171 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipconcat,max,99,0.6537,0.0376,410800.0,0.0876,0.0047,0.6724,0.0152,0.6312,0.0109,0.8291,0.0189,0.7168,0.014,0.792,0.0185 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipconcat,mean,99,0.6116,0.0076,410800.0,0.0916,0.0156,0.678,0.0116,0.6373,0.0078,0.8262,0.0217,0.7195,0.0123,0.804,0.0103 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipsum,add,99,0.5627,0.0057,822193.0,0.0802,0.003,0.6917,0.0048,0.6448,0.0041,0.8536,0.0036,0.7347,0.0037,0.8284,0.0051 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipsum,max,99,0.6128,0.0137,822193.0,0.0849,0.0043,0.6882,0.0082,0.6466,0.0059,0.8302,0.0171,0.7269,0.0086,0.7935,0.0126 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipsum,mean,99,0.5644,0.018,822193.0,0.0864,0.0029,0.7005,0.0094,0.6549,0.0071,0.8478,0.0115,0.7389,0.0085,0.8264,0.0136 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipconcat,add,99,0.5552,0.0128,377665.0,0.0891,0.0105,0.7011,0.0054,0.6545,0.0036,0.8522,0.015,0.7403,0.0064,0.8271,0.0111 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipconcat,max,99,0.603,0.0087,377665.0,0.0798,0.0033,0.6817,0.0074,0.6387,0.0034,0.8361,0.0193,0.7242,0.0091,0.7981,0.0053 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipconcat,mean,99,0.5694,0.0161,377665.0,0.0835,0.0069,0.6938,0.0061,0.6473,0.0022,0.8515,0.017,0.7354,0.0077,0.8224,0.0121 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipsum,add,99,0.554,0.0056,781233.0,0.0381,0.0062,0.7031,0.0037,0.6535,0.0042,0.8646,0.0064,0.7444,0.0025,0.8308,0.0022 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipsum,max,99,0.5955,0.0107,781233.0,0.0978,0.0153,0.6831,0.0102,0.6424,0.0077,0.8262,0.0152,0.7227,0.0097,0.7898,0.0137 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipsum,mean,99,0.5602,0.0128,781233.0,0.1003,0.0196,0.6917,0.0103,0.651,0.0086,0.8266,0.0089,0.7284,0.0086,0.8181,0.0116 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipconcat,add,99,0.6013,0.0237,355061.0,0.1035,0.0206,0.678,0.0109,0.6376,0.0056,0.8244,0.0247,0.7189,0.0129,0.8029,0.0187 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipconcat,max,99,0.6603,0.0005,355061.0,0.0855,0.0125,0.6719,0.0053,0.6313,0.0039,0.8262,0.0065,0.7158,0.0049,0.7971,0.0028 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipconcat,mean,99,0.614,0.0152,355061.0,0.0901,0.0097,0.6855,0.0084,0.643,0.007,0.8342,0.008,0.7263,0.007,0.8071,0.0073 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipsum,add,99,0.5675,0.0105,747993.0,0.0911,0.0162,0.6956,0.0073,0.6483,0.0032,0.8551,0.0226,0.7373,0.0096,0.8204,0.0143 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipsum,max,99,0.6159,0.0151,747993.0,0.0985,0.0129,0.6798,0.0012,0.6428,0.0023,0.8097,0.0089,0.7166,0.0024,0.7808,0.0073 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipsum,mean,99,0.5757,0.0077,747993.0,0.1102,0.0191,0.6864,0.0079,0.6459,0.0046,0.8251,0.0161,0.7246,0.0089,0.8098,0.0094 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipconcat,add,99,0.5684,0.0034,338416.0,0.0887,0.012,0.6947,0.0038,0.6507,0.0038,0.8412,0.0023,0.7338,0.0025,0.8144,0.0039 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipconcat,max,99,0.6291,0.0189,338416.0,0.11,0.0214,0.6701,0.0106,0.6334,0.0067,0.8072,0.018,0.7098,0.0112,0.7856,0.0118 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipconcat,mean,99,0.5916,0.0062,338416.0,0.0799,0.0024,0.6931,0.007,0.6507,0.0027,0.8335,0.0189,0.7308,0.009,0.8049,0.008 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipsum,add,99,0.556,0.0022,717361.0,0.0845,0.0092,0.7004,0.0032,0.6532,0.0032,0.8547,0.0023,0.7405,0.0021,0.822,0.0025 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipsum,max,99,0.6158,0.0163,717361.0,0.0877,0.005,0.6698,0.0084,0.6341,0.0049,0.8024,0.0195,0.7083,0.01,0.7722,0.0073 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipsum,mean,99,0.5556,0.012,717361.0,0.0977,0.0281,0.6922,0.0102,0.6523,0.0078,0.8236,0.0128,0.728,0.0095,0.8148,0.0114 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipconcat,add,99,0.6139,0.0234,323777.0,0.0833,0.0048,0.6803,0.0107,0.6401,0.0088,0.824,0.0085,0.7205,0.0088,0.7975,0.0105 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipconcat,max,99,0.6715,0.0292,323777.0,0.0833,0.0061,0.6745,0.0087,0.6348,0.0067,0.8218,0.0118,0.7163,0.0079,0.7889,0.0105 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipconcat,mean,99,0.6246,0.0099,323777.0,0.0813,0.0008,0.6858,0.0045,0.6435,0.0031,0.8331,0.0062,0.7261,0.0044,0.8017,0.0039 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipsum,add,99,0.5784,0.0185,696801.0,0.0512,0.0209,0.6875,0.0079,0.6415,0.005,0.85,0.0122,0.7312,0.0077,0.8081,0.0087 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipsum,max,99,0.5929,0.0031,696801.0,0.0668,0.0144,0.6845,0.0047,0.6441,0.0071,0.8254,0.014,0.7234,0.003,0.7945,0.0037 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipsum,mean,99,0.5683,0.0072,696801.0,0.0631,0.0174,0.6803,0.0087,0.644,0.0078,0.8068,0.0095,0.7162,0.0072,0.8064,0.0068 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipconcat,add,99,0.5825,0.0047,305857.0,0.0802,0.0025,0.6829,0.0042,0.6444,0.0026,0.8163,0.0148,0.7202,0.0061,0.7945,0.0069 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipconcat,max,99,0.609,0.0214,305857.0,0.0863,0.0118,0.6862,0.0131,0.645,0.0084,0.828,0.021,0.7251,0.0133,0.7959,0.0107 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipconcat,mean,99,0.5889,0.0116,305857.0,0.1019,0.01,0.6849,0.0084,0.6466,0.0076,0.8156,0.007,0.7213,0.0068,0.8016,0.007 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipsum,add,99,0.5764,0.01,673793.0,0.0365,0.0012,0.6827,0.0018,0.6419,0.0006,0.8262,0.0111,0.7225,0.0038,0.7978,0.0085 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipsum,max,99,0.603,0.0082,673793.0,0.0979,0.0032,0.6705,0.0038,0.6377,0.0021,0.7896,0.0098,0.7055,0.0049,0.7773,0.0067 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipsum,mean,99,0.565,0.0022,673793.0,0.0955,0.0171,0.6812,0.0069,0.6439,0.0077,0.8116,0.0037,0.718,0.0038,0.8038,0.0006 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipconcat,add,99,0.4619,0.005,859130.0,1.1271,0.1955,0.7873,0.0023,0.7085,0.002,0.9763,0.0024,0.8211,0.0019,0.9529,0.0031 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipconcat,max,99,0.4701,0.0065,859130.0,0.9582,0.1259,0.7757,0.0054,0.6974,0.0051,0.9741,0.002,0.8128,0.0038,0.9455,0.0028 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipconcat,mean,99,0.4445,0.0039,859130.0,0.8114,0.0463,0.7947,0.0022,0.7163,0.0015,0.976,0.0025,0.8262,0.0019,0.9561,0.0025 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipsum,add,99,0.4662,0.0031,1709845.0,1.0602,0.0284,0.797,0.0023,0.7189,0.0027,0.9755,0.001,0.8277,0.0015,0.9481,0.0004 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipsum,max,99,0.4691,0.0023,1709845.0,0.9251,0.1792,0.7925,0.0027,0.7137,0.0026,0.9767,0.0009,0.8247,0.002,0.9432,0.0009 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipsum,mean,99,0.4441,0.0004,1709845.0,1.1554,0.1753,0.8177,0.0004,0.7408,0.0009,0.9773,0.0015,0.8428,0.0001,0.9547,0.0005 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipconcat,add,99,0.453,0.0034,761453.0,1.0031,0.1818,0.8056,0.0038,0.7271,0.0041,0.9785,0.0002,0.8343,0.0026,0.9526,0.0018 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipconcat,max,99,0.4548,0.0029,761453.0,0.9063,0.1294,0.8026,0.0044,0.7238,0.0048,0.9785,0.0004,0.8321,0.0031,0.95,0.0016 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipconcat,mean,99,0.4426,0.0045,761453.0,0.9308,0.0437,0.8199,0.0037,0.743,0.0037,0.978,0.0028,0.8445,0.003,0.9552,0.0039 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipsum,add,99,0.4613,0.0038,1554390.0,0.8762,0.0624,0.8087,0.0045,0.7313,0.0054,0.9762,0.0017,0.8362,0.0031,0.9476,0.0008 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipsum,max,99,0.4627,0.0017,1554390.0,1.0578,0.1492,0.806,0.0004,0.7276,0.0005,0.9783,0.0007,0.8345,0.0002,0.9447,0.0008 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipsum,mean,99,0.4454,0.0017,1554390.0,0.9204,0.0749,0.8272,0.0023,0.7517,0.0025,0.9772,0.0003,0.8497,0.0017,0.9528,0.0011 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipconcat,add,99,0.4776,0.0075,597981.0,0.9563,0.173,0.7865,0.0031,0.7081,0.0029,0.9746,0.0021,0.8203,0.0024,0.9484,0.0025 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipconcat,max,99,0.4675,0.0035,597981.0,1.1284,0.2136,0.7798,0.0053,0.7018,0.0048,0.9733,0.0022,0.8155,0.0039,0.9456,0.0017 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipconcat,mean,99,0.4465,0.0034,597981.0,0.9143,0.16,0.8026,0.0045,0.7252,0.0047,0.9747,0.0009,0.8316,0.0033,0.9542,0.0018 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipsum,add,99,0.4896,0.0051,1430625.0,1.1849,0.0619,0.7947,0.0018,0.7165,0.002,0.9753,0.0014,0.8261,0.0013,0.9386,0.0024 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipsum,max,99,0.4742,0.0018,1430625.0,0.9971,0.1207,0.7969,0.0032,0.7201,0.0035,0.9715,0.0011,0.8271,0.0022,0.9365,0.0017 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipsum,mean,99,0.4471,0.0027,1430625.0,0.9024,0.1456,0.8299,0.0024,0.7556,0.0024,0.975,0.0011,0.8514,0.002,0.9512,0.0022 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipconcat,add,99,0.4635,0.0046,539246.0,0.9362,0.1064,0.8051,0.0043,0.7273,0.0044,0.9764,0.0015,0.8336,0.0032,0.9477,0.0031 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipconcat,max,99,0.4591,0.0017,539246.0,0.9915,0.139,0.8009,0.0039,0.7222,0.0035,0.9778,0.0019,0.8308,0.003,0.9473,0.0016 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipconcat,mean,99,0.4441,0.0032,539246.0,0.8206,0.0383,0.8234,0.0022,0.7472,0.0027,0.9776,0.0006,0.847,0.0016,0.9543,0.002 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipsum,add,99,0.4722,0.0015,1343329.0,0.94,0.2017,0.8059,0.0029,0.7287,0.0035,0.975,0.001,0.834,0.0019,0.9415,0.0004 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipsum,max,99,0.4729,0.0024,1343329.0,0.8564,0.052,0.8032,0.0016,0.7267,0.0021,0.972,0.0016,0.8317,0.0011,0.9353,0.0011 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipsum,mean,99,0.4502,0.0009,1343329.0,1.0147,0.0376,0.8328,0.0016,0.7603,0.002,0.9719,0.0011,0.8532,0.0012,0.9484,0.0016 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipconcat,add,99,0.5108,0.005,480480.0,0.8849,0.007,0.7748,0.0017,0.6969,0.0009,0.9728,0.0028,0.812,0.0016,0.9423,0.0014 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipconcat,max,99,0.4667,0.0063,480480.0,1.1192,0.051,0.7811,0.0056,0.7029,0.0051,0.9738,0.004,0.8165,0.0042,0.9462,0.0043 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipconcat,mean,99,0.4448,0.0028,480480.0,1.0726,0.0534,0.8084,0.002,0.7315,0.0015,0.9748,0.0017,0.8358,0.0016,0.954,0.0022 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipsum,add,99,0.4989,0.0039,1268247.0,1.0445,0.033,0.7881,0.0018,0.7103,0.0021,0.9728,0.0009,0.8211,0.0012,0.933,0.0023 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipsum,max,99,0.4799,0.0016,1268247.0,1.1441,0.0685,0.7948,0.0006,0.7183,0.0005,0.9701,0.0008,0.8254,0.0006,0.9317,0.0009 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipsum,mean,99,0.4488,0.0019,1268247.0,1.0408,0.0949,0.8315,0.0044,0.7589,0.0053,0.9717,0.0006,0.8522,0.0034,0.9492,0.0013 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipconcat,add,99,0.4815,0.0018,445691.0,1.0243,0.0547,0.7949,0.0017,0.7171,0.0014,0.9743,0.002,0.8261,0.0014,0.943,0.0005 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipconcat,max,99,0.4609,0.0025,445691.0,1.0522,0.1056,0.7975,0.0047,0.7196,0.0045,0.9751,0.0031,0.8281,0.0035,0.9456,0.0021 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipconcat,mean,99,0.4448,0.0041,445691.0,1.0943,0.0961,0.8252,0.0023,0.7492,0.0024,0.9779,0.0007,0.8484,0.0018,0.9539,0.0024 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipsum,add,99,0.4956,0.0059,1207089.0,0.9166,0.0473,0.7916,0.0049,0.7145,0.005,0.9712,0.0024,0.8233,0.0035,0.9325,0.0027 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipsum,max,99,0.4762,0.0022,1207089.0,0.9223,0.0914,0.7961,0.0034,0.7197,0.0037,0.9702,0.0005,0.8264,0.0024,0.9321,0.002 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipsum,mean,99,0.4512,0.0008,1207089.0,0.916,0.0917,0.8343,0.0019,0.7633,0.0024,0.9693,0.0031,0.854,0.0015,0.9473,0.0016 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipconcat,add,99,0.525,0.0029,421953.0,0.9278,0.111,0.7745,0.0032,0.697,0.0027,0.9713,0.0019,0.8116,0.0025,0.9401,0.0014 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipconcat,max,99,0.4701,0.0079,421953.0,1.0027,0.0278,0.7796,0.0076,0.7017,0.0069,0.9731,0.0028,0.8154,0.0056,0.9446,0.0036 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipconcat,mean,99,0.4469,0.0054,421953.0,1.0388,0.0494,0.8102,0.0038,0.7338,0.0038,0.9738,0.0018,0.8369,0.003,0.9526,0.0031 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipsum,add,99,0.5101,0.0043,1151641.0,0.9531,0.0942,0.7854,0.0039,0.7082,0.0038,0.9709,0.0004,0.819,0.0027,0.9263,0.0036 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipsum,max,99,0.4832,0.0006,1151641.0,0.9677,0.1499,0.7902,0.0027,0.7141,0.0029,0.9681,0.001,0.8219,0.0018,0.929,0.0005 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipsum,mean,99,0.4517,0.0016,1151641.0,1.0354,0.0491,0.8328,0.0037,0.7611,0.0043,0.97,0.0006,0.8529,0.0028,0.9467,0.0012 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipconcat,add,99,0.4926,0.0025,388828.0,0.9379,0.1107,0.7888,0.0004,0.7106,0.0001,0.9745,0.0014,0.8219,0.0005,0.9413,0.0024 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipconcat,max,99,0.4649,0.0021,388828.0,0.793,0.0917,0.7959,0.0038,0.7183,0.0034,0.9737,0.0022,0.8267,0.0029,0.9424,0.0019 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipconcat,mean,99,0.4441,0.0023,388828.0,0.786,0.0589,0.8211,0.0014,0.745,0.0009,0.9763,0.0021,0.8451,0.0012,0.9541,0.0022 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipsum,add,99,0.499,0.0037,1112469.0,1.0536,0.0227,0.7936,0.0037,0.7169,0.0035,0.9708,0.0018,0.8247,0.0029,0.9283,0.0012 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipsum,max,99,0.4851,0.0015,1112469.0,0.986,0.0453,0.7932,0.0025,0.7174,0.0026,0.9676,0.0007,0.8239,0.0017,0.9252,0.001 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipsum,mean,99,0.4526,0.0019,1112469.0,0.9987,0.0537,0.8346,0.001,0.7645,0.0014,0.9672,0.0005,0.854,0.0008,0.9457,0.0012 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipconcat,add,99,0.4597,0.0033,846641.0,0.9121,0.0498,0.7961,0.0057,0.7176,0.0053,0.9766,0.0029,0.8273,0.0043,0.9526,0.0024 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipconcat,max,99,0.4624,0.0046,846641.0,1.0958,0.0864,0.7894,0.0042,0.7112,0.0033,0.9745,0.0038,0.8223,0.0035,0.9473,0.003 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipconcat,mean,99,0.4438,0.0018,846641.0,0.9492,0.0283,0.8072,0.0017,0.7301,0.0014,0.975,0.0017,0.8349,0.0015,0.9548,0.0016 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipsum,add,99,0.4657,0.0019,1554390.0,0.9556,0.0824,0.8062,0.0032,0.7289,0.0037,0.9753,0.0007,0.8342,0.0021,0.9468,0.0 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipsum,max,99,0.4651,0.0013,1554390.0,0.9507,0.0882,0.7975,0.003,0.7194,0.0032,0.9757,0.0018,0.8281,0.0022,0.943,0.0009 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipsum,mean,99,0.4441,0.0008,1554390.0,0.9613,0.1117,0.8279,0.0025,0.7529,0.003,0.9761,0.001,0.8501,0.0019,0.9533,0.0006 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipconcat,add,99,0.4513,0.0027,744641.0,0.8486,0.1155,0.8114,0.0024,0.7343,0.0025,0.976,0.0014,0.8381,0.0018,0.952,0.0012 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipconcat,max,99,0.4566,0.0032,744641.0,1.0188,0.1772,0.8063,0.0032,0.7285,0.0038,0.9766,0.0018,0.8345,0.0021,0.948,0.0022 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipconcat,mean,99,0.4434,0.0034,744641.0,1.1265,0.0507,0.8169,0.0036,0.7397,0.0036,0.978,0.0014,0.8423,0.0028,0.955,0.0021 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipsum,add,99,0.4627,0.0021,1430625.0,0.9556,0.0285,0.8098,0.0034,0.733,0.0041,0.9747,0.0019,0.8368,0.0023,0.9461,0.0011 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipsum,max,99,0.4642,0.001,1430625.0,0.9827,0.0868,0.8036,0.0039,0.725,0.0042,0.9785,0.0016,0.8328,0.0028,0.9434,0.001 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipsum,mean,99,0.448,0.0017,1430625.0,0.9942,0.0867,0.8298,0.0031,0.7549,0.0034,0.9767,0.0009,0.8516,0.0024,0.9511,0.001 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipconcat,add,99,0.4744,0.0057,587614.0,1.0123,0.0391,0.7929,0.0028,0.7147,0.0024,0.9752,0.0018,0.8249,0.0022,0.9487,0.0025 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipconcat,max,99,0.4655,0.0065,587614.0,1.1303,0.0528,0.788,0.0057,0.7095,0.0052,0.9755,0.0022,0.8215,0.0043,0.9463,0.0028 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipconcat,mean,99,0.4463,0.0024,587614.0,0.9261,0.1404,0.8083,0.002,0.7315,0.0019,0.974,0.0008,0.8355,0.0015,0.9531,0.0015 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipsum,add,99,0.4858,0.0059,1343329.0,0.7961,0.0527,0.7962,0.0028,0.7182,0.0027,0.9748,0.0008,0.8271,0.002,0.9398,0.0017 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipsum,max,99,0.4717,0.0012,1343329.0,1.1099,0.086,0.7967,0.0037,0.7189,0.0038,0.9746,0.0009,0.8274,0.0027,0.9379,0.0012 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipsum,mean,99,0.4479,0.0002,1343329.0,1.1233,0.1388,0.8292,0.002,0.7551,0.0026,0.9745,0.0011,0.8508,0.0014,0.9505,0.0002 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipconcat,add,99,0.4659,0.0042,526561.0,1.0216,0.0844,0.8011,0.0072,0.7234,0.0072,0.9752,0.0018,0.8306,0.0053,0.9481,0.0023 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipconcat,max,99,0.4611,0.0015,526561.0,1.1451,0.0399,0.7989,0.0031,0.7203,0.0028,0.9772,0.0019,0.8293,0.0024,0.9459,0.0015 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipconcat,mean,99,0.444,0.0027,526561.0,0.9105,0.0519,0.8203,0.0012,0.7437,0.0015,0.9777,0.0018,0.8447,0.0009,0.9544,0.0023 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipsum,add,99,0.4782,0.0027,1268247.0,1.0298,0.0621,0.8048,0.0046,0.7282,0.0049,0.9725,0.0024,0.8328,0.0034,0.9382,0.0032 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipsum,max,99,0.4707,0.0021,1268247.0,1.0968,0.2013,0.8048,0.0011,0.7285,0.0009,0.9717,0.0012,0.8327,0.001,0.9358,0.0015 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipsum,mean,99,0.4497,0.0,1268247.0,0.9001,0.0305,0.8311,0.0025,0.7578,0.003,0.9733,0.0012,0.8521,0.0019,0.949,0.0005 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipconcat,add,99,0.5011,0.0082,482243.0,0.9713,0.0563,0.7829,0.0045,0.7055,0.0048,0.9715,0.0008,0.8174,0.0029,0.9435,0.0016 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipconcat,max,99,0.4673,0.0032,482243.0,0.9949,0.0446,0.7847,0.0033,0.7066,0.0036,0.9738,0.0007,0.8189,0.0022,0.9455,0.0011 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipconcat,mean,99,0.4449,0.0034,482243.0,1.0152,0.0497,0.8127,0.0043,0.7365,0.0045,0.9737,0.0016,0.8387,0.0033,0.9531,0.0019 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipsum,add,99,0.5067,0.005,1207089.0,1.0709,0.1065,0.7913,0.0022,0.7138,0.0029,0.9724,0.0022,0.8233,0.0013,0.9314,0.0008 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipsum,max,99,0.4807,0.0019,1207089.0,1.1412,0.2032,0.7893,0.0012,0.7119,0.0014,0.9718,0.001,0.8218,0.0008,0.9321,0.0015 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipsum,mean,99,0.4491,0.0019,1207089.0,1.0301,0.0895,0.8322,0.0032,0.7601,0.0033,0.9709,0.0025,0.8526,0.0026,0.9487,0.0016 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipconcat,add,99,0.4818,0.0075,446986.0,0.931,0.1765,0.7929,0.0038,0.7153,0.0036,0.9732,0.0019,0.8245,0.0028,0.9416,0.0041 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipconcat,max,99,0.4604,0.0011,446986.0,1.0643,0.114,0.8007,0.0071,0.7225,0.0071,0.9764,0.0014,0.8305,0.0052,0.9457,0.0005 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipconcat,mean,99,0.4441,0.0027,446986.0,1.1011,0.0915,0.8245,0.0022,0.749,0.0025,0.9761,0.0017,0.8476,0.0017,0.9541,0.0022 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipsum,add,99,0.4871,0.0016,1151641.0,1.0533,0.1547,0.7976,0.0021,0.7205,0.0028,0.9724,0.0025,0.8277,0.0013,0.9339,0.0019 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipsum,max,99,0.478,0.0006,1151641.0,0.896,0.1934,0.7979,0.0016,0.7218,0.0021,0.9695,0.0011,0.8275,0.001,0.9306,0.0014 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipsum,mean,99,0.4497,0.0005,1151641.0,0.9731,0.1051,0.8339,0.0031,0.7618,0.0039,0.9716,0.0004,0.854,0.0023,0.9484,0.0003 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipconcat,add,99,0.5303,0.0145,423041.0,1.0601,0.1824,0.7736,0.0059,0.6962,0.0062,0.9711,0.0013,0.811,0.0038,0.9367,0.0008 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipconcat,max,99,0.4676,0.0042,423041.0,1.1668,0.092,0.7875,0.006,0.7095,0.0053,0.9739,0.0033,0.8209,0.0047,0.9441,0.0028 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipconcat,mean,99,0.4456,0.0012,423041.0,1.1626,0.1234,0.8086,0.0002,0.7324,0.0008,0.9727,0.0023,0.8356,0.0004,0.9526,0.0013 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipsum,add,99,0.5068,0.0022,1112469.0,1.0,0.1127,0.79,0.001,0.7128,0.0012,0.9716,0.0009,0.8223,0.0006,0.9297,0.0008 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipsum,max,99,0.4814,0.0023,1112469.0,1.0008,0.1015,0.7927,0.0059,0.7163,0.0067,0.9697,0.002,0.8239,0.0039,0.9308,0.0016 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipsum,mean,99,0.4496,0.0025,1112469.0,0.9959,0.0965,0.8318,0.0036,0.7598,0.0047,0.9704,0.0018,0.8523,0.0026,0.9486,0.0014 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipconcat,add,99,0.5031,0.0062,389611.0,0.9798,0.0616,0.7927,0.0009,0.7154,0.0012,0.9721,0.001,0.8243,0.0005,0.9378,0.0022 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipconcat,max,99,0.4662,0.0048,389611.0,0.9336,0.1452,0.7996,0.005,0.7218,0.0047,0.9752,0.0021,0.8296,0.0038,0.9428,0.004 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipconcat,mean,99,0.4466,0.0036,389611.0,0.8649,0.1831,0.8252,0.0027,0.7505,0.0032,0.9745,0.0005,0.8479,0.002,0.9513,0.0025 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipsum,add,99,0.5018,0.0099,1070849.0,1.1607,0.0915,0.7906,0.0042,0.7142,0.0047,0.9688,0.001,0.8223,0.0028,0.9278,0.0019 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipsum,max,99,0.4883,0.0021,1070849.0,1.1615,0.1031,0.7878,0.0023,0.7128,0.0024,0.9639,0.0003,0.8195,0.0017,0.921,0.0014 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipsum,mean,99,0.4548,0.0028,1070849.0,1.0829,0.065,0.8323,0.0029,0.7616,0.0032,0.9674,0.0007,0.8523,0.0022,0.9444,0.0017 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipconcat,add,99,0.4696,0.0084,1015300.0,2.5269,0.0491,0.7789,0.0022,0.6993,0.0019,0.9784,0.001,0.8157,0.0017,0.9546,0.0016 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipconcat,max,99,0.4718,0.011,1015300.0,2.5154,0.5289,0.7719,0.0047,0.6925,0.004,0.9783,0.0027,0.8109,0.0036,0.9508,0.0031 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipconcat,mean,99,0.4567,0.0148,1015300.0,2.1574,0.0469,0.788,0.0063,0.7096,0.0054,0.9751,0.0039,0.8214,0.005,0.953,0.0065 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipsum,add,99,0.4591,0.0011,2067265.0,2.3366,0.2268,0.7884,0.0007,0.7085,0.0005,0.9799,0.001,0.8224,0.0006,0.9548,0.0015 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipsum,max,99,0.456,0.0045,2067265.0,2.5222,0.2122,0.7914,0.0026,0.7108,0.0026,0.9826,0.0022,0.8249,0.0019,0.9547,0.0035 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipsum,mean,99,0.4442,0.0012,2067265.0,2.2271,0.0892,0.8024,0.0017,0.7239,0.0017,0.9777,0.0002,0.8319,0.0012,0.9564,0.0005 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipconcat,add,99,0.4491,0.0027,893473.0,2.1768,0.4234,0.7968,0.0047,0.7169,0.0048,0.981,0.0007,0.8284,0.0034,0.9572,0.0018 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipconcat,max,99,0.4529,0.0061,893473.0,2.3578,0.4953,0.7944,0.0038,0.7131,0.0034,0.9849,0.0019,0.8273,0.0029,0.9554,0.0044 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipconcat,mean,99,0.4442,0.0019,893473.0,1.9463,0.2835,0.8056,0.0033,0.7264,0.0029,0.9807,0.0021,0.8346,0.0026,0.9569,0.0011 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipsum,add,99,0.4519,0.0035,1874780.0,2.0702,0.1782,0.8023,0.0038,0.7228,0.0038,0.9805,0.0016,0.8322,0.0028,0.955,0.0027 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipsum,max,99,0.4584,0.0034,1874780.0,2.6978,0.7434,0.8001,0.0025,0.7189,0.0029,0.9854,0.0009,0.8313,0.0016,0.9515,0.002 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipsum,mean,99,0.4426,0.0019,1874780.0,2.1842,0.0612,0.8112,0.0003,0.7329,0.0002,0.9792,0.0007,0.8384,0.0003,0.9569,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipconcat,add,99,0.4847,0.0138,691361.0,1.6968,0.1178,0.779,0.0031,0.6993,0.0025,0.979,0.0027,0.8159,0.0025,0.9532,0.0033 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipconcat,max,99,0.4636,0.007,691361.0,2.3403,0.1059,0.7745,0.005,0.6945,0.0042,0.9799,0.0026,0.8129,0.0038,0.9534,0.0023 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipconcat,mean,99,0.4473,0.0028,691361.0,2.2511,0.0819,0.794,0.0021,0.715,0.0024,0.9778,0.0009,0.826,0.0014,0.9562,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipsum,add,99,0.4765,0.0031,1722035.0,1.8077,0.0966,0.7894,0.0013,0.7107,0.0009,0.9759,0.0016,0.8225,0.0011,0.945,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipsum,max,99,0.4669,0.0022,1722035.0,2.2621,0.1206,0.7897,0.0007,0.7095,0.0011,0.9811,0.0011,0.8235,0.0004,0.9465,0.0023 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipsum,mean,99,0.4411,0.0035,1722035.0,1.7338,0.1683,0.8142,0.0019,0.7372,0.0016,0.9766,0.0022,0.8401,0.0016,0.9568,0.0026 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipconcat,add,99,0.4634,0.0029,618136.0,1.7725,0.1042,0.7918,0.0037,0.7123,0.0041,0.9792,0.0016,0.8247,0.0025,0.9526,0.0023 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipconcat,max,99,0.4546,0.0026,618136.0,2.3025,0.1285,0.7934,0.004,0.7125,0.0038,0.9835,0.0015,0.8264,0.003,0.954,0.002 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipsum,add,99,0.4684,0.0038,1613809.0,1.8946,0.1155,0.7953,0.0036,0.7169,0.0036,0.976,0.001,0.8266,0.0027,0.946,0.0024 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipsum,max,99,0.4652,0.0019,1613809.0,2.2598,0.4255,0.7995,0.0015,0.7192,0.001,0.9828,0.0018,0.8306,0.0013,0.9455,0.0015 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipsum,mean,99,0.4452,0.0027,1613809.0,2.246,0.0479,0.8232,0.002,0.7465,0.0025,0.9786,0.0013,0.8469,0.0015,0.9549,0.002 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipconcat,add,99,0.5038,0.0082,546490.0,2.1704,0.347,0.7748,0.004,0.6957,0.0041,0.9771,0.0005,0.8127,0.0028,0.9482,0.0019 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipconcat,max,99,0.4618,0.0074,546490.0,2.3414,0.2506,0.7762,0.004,0.696,0.0035,0.9809,0.0021,0.8143,0.003,0.9545,0.0031 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipconcat,mean,99,0.4444,0.0,546490.0,2.3312,0.0978,0.8008,0.0025,0.7225,0.0026,0.9767,0.0009,0.8306,0.0018,0.956,0.0003 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipsum,add,99,0.4898,0.0048,1521017.0,2.1473,0.2808,0.7852,0.0011,0.7068,0.0014,0.9746,0.003,0.8194,0.0009,0.9388,0.0026 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipsum,max,99,0.4712,0.0017,1521017.0,2.3691,0.6541,0.7899,0.0031,0.7101,0.0034,0.9799,0.0007,0.8235,0.002,0.9425,0.0011 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipsum,mean,99,0.4446,0.0014,1521017.0,1.8106,0.1143,0.8173,0.0034,0.7413,0.0038,0.9748,0.0009,0.8422,0.0025,0.954,0.0011 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipconcat,add,99,0.4714,0.0031,502041.0,2.3226,0.2937,0.7899,0.0028,0.7108,0.0031,0.9776,0.0007,0.8231,0.0019,0.9476,0.0025 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipconcat,max,99,0.4552,0.0019,502041.0,2.2717,0.1249,0.7979,0.0065,0.7174,0.0064,0.9832,0.0011,0.8295,0.0046,0.9533,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipconcat,mean,99,0.4427,0.0017,502041.0,2.2245,0.2179,0.8116,0.0031,0.7334,0.0035,0.9792,0.002,0.8387,0.0023,0.9571,0.0017 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipsum,add,99,0.4811,0.0053,1445369.0,2.2949,0.1844,0.7881,0.0018,0.7101,0.0018,0.9738,0.0021,0.8213,0.0014,0.9392,0.0034 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipsum,max,99,0.4722,0.0002,1445369.0,1.9524,0.1142,0.7986,0.0011,0.7186,0.001,0.9813,0.0008,0.8297,0.0009,0.94,0.0007 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipsum,mean,99,0.4466,0.0014,1445369.0,2.1728,0.0593,0.8202,0.0039,0.7439,0.0043,0.9767,0.0005,0.8446,0.0029,0.9535,0.001 -PyG,CoauthorPhysics,link_pred,True,,,1,8,2,skipconcat,mean,99,0.4462,0.0058,473473.0,1.8633,0.054,0.7997,0.0029,0.7209,0.0028,0.9779,0.0009,0.83,0.0022,0.956,0.003 -PyG,CoauthorPhysics,link_pred,True,,,1,8,2,skipsum,add,99,0.5123,0.0042,1377041.0,1.9244,0.1967,0.7764,0.0018,0.698,0.0016,0.9741,0.0019,0.8133,0.0014,0.9343,0.0031 -PyG,CoauthorPhysics,link_pred,True,,,1,8,2,skipsum,max,99,0.4742,0.0041,1377041.0,1.9671,0.1613,0.7891,0.0035,0.709,0.0032,0.9808,0.0016,0.823,0.0026,0.9406,0.0031 -PyG,CoauthorPhysics,link_pred,True,,,1,8,2,skipsum,mean,99,0.4452,0.0026,1377041.0,2.0048,0.4702,0.8227,0.0043,0.7471,0.0051,0.9757,0.0008,0.8462,0.003,0.9536,0.0022 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipconcat,add,99,0.5,0.0043,432298.0,1.8401,0.1037,0.7814,0.004,0.7032,0.0046,0.9742,0.0022,0.8167,0.0024,0.9412,0.0022 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipconcat,max,99,0.4552,0.0037,432298.0,2.1348,0.2013,0.7996,0.0055,0.719,0.0052,0.9839,0.0017,0.8308,0.0041,0.9533,0.0028 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipconcat,mean,99,0.4428,0.003,432298.0,2.145,0.1532,0.8115,0.002,0.7335,0.0024,0.9785,0.0009,0.8385,0.0014,0.9564,0.002 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipsum,add,99,0.4945,0.0031,1328209.0,1.9039,0.1071,0.7872,0.0013,0.7099,0.0016,0.9715,0.0009,0.8203,0.0008,0.9343,0.001 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipsum,max,99,0.4772,0.0036,1328209.0,2.5173,0.2887,0.7954,0.0023,0.7158,0.0021,0.9799,0.0013,0.8273,0.0018,0.9357,0.0024 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipsum,mean,99,0.4479,0.0025,1328209.0,2.264,0.2274,0.8188,0.0019,0.7432,0.0025,0.9741,0.0016,0.8431,0.0012,0.9516,0.002 -PyG,CoauthorPhysics,link_pred,True,,,2,2,2,skipconcat,add,99,0.4562,0.0025,999591.0,2.3608,0.235,0.7905,0.0009,0.7104,0.0013,0.9807,0.0019,0.824,0.0005,0.9572,0.0022 -PyG,CoauthorPhysics,link_pred,True,,,2,2,2,skipconcat,max,99,0.456,0.0042,999591.0,2.3693,0.2424,0.7836,0.0041,0.7031,0.0035,0.9821,0.0022,0.8194,0.0031,0.9555,0.002 -PyG,CoauthorPhysics,link_pred,True,,,2,2,2,skipconcat,mean,99,0.4489,0.0041,999591.0,1.7993,0.0825,0.7948,0.005,0.7164,0.005,0.9761,0.0009,0.8263,0.0036,0.9542,0.0016 -PyG,CoauthorPhysics,link_pred,True,,,2,2,2,skipsum,max,99,0.4578,0.0013,1874780.0,2.3368,0.083,0.7954,0.0023,0.7151,0.0027,0.9821,0.0018,0.8276,0.0016,0.9515,0.0007 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipconcat,add,99,0.4506,0.0035,873441.0,2.2063,0.2979,0.8012,0.0057,0.7222,0.0057,0.9791,0.003,0.8312,0.0042,0.956,0.003 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipconcat,max,99,0.4499,0.0031,873441.0,2.3035,0.3542,0.8023,0.0039,0.7216,0.0042,0.9845,0.0003,0.8328,0.0027,0.9563,0.0018 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipconcat,mean,99,0.4424,0.0012,873441.0,1.6927,0.1319,0.8068,0.0009,0.7274,0.0006,0.9814,0.001,0.8355,0.0007,0.9581,0.0006 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipsum,add,99,0.4541,0.0024,1722035.0,2.5499,0.4518,0.8036,0.0044,0.7244,0.0047,0.9803,0.0007,0.8331,0.0031,0.9532,0.0012 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipsum,max,99,0.4557,0.0024,1722035.0,2.4437,0.1655,0.8028,0.0014,0.7221,0.0017,0.9845,0.0008,0.8331,0.0009,0.9522,0.0021 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipsum,mean,99,0.447,0.0016,1722035.0,2.2449,0.2701,0.8173,0.001,0.7401,0.0008,0.978,0.0019,0.8426,0.0009,0.9537,0.0015 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipconcat,add,99,0.4843,0.0052,679384.0,1.8975,0.1465,0.7834,0.002,0.7042,0.0017,0.9772,0.0013,0.8186,0.0016,0.9501,0.002 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipconcat,max,99,0.4643,0.0098,679384.0,1.9105,0.2021,0.7773,0.0041,0.6976,0.0034,0.979,0.0027,0.8147,0.0031,0.9512,0.0046 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipconcat,mean,99,0.4436,0.0037,679384.0,2.2587,0.4061,0.8024,0.0023,0.7242,0.0023,0.9767,0.0012,0.8317,0.0017,0.9562,0.0021 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipsum,add,99,0.4769,0.0017,1613809.0,2.4137,0.0628,0.7926,0.0039,0.7146,0.0039,0.9744,0.0007,0.8245,0.0028,0.9426,0.0006 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipsum,max,99,0.4636,0.0023,1613809.0,2.3297,0.1986,0.7979,0.0014,0.7179,0.0014,0.9815,0.0019,0.8292,0.0011,0.9473,0.002 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipsum,mean,99,0.4436,0.0016,1613809.0,2.1266,0.0507,0.8208,0.002,0.7444,0.0023,0.9773,0.0006,0.8451,0.0014,0.9552,0.001 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipconcat,add,99,0.4632,0.001,603841.0,1.8596,0.2435,0.794,0.0012,0.7151,0.0011,0.9775,0.0008,0.826,0.0009,0.9515,0.0015 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipconcat,max,99,0.4566,0.0043,603841.0,2.368,0.3142,0.7968,0.0011,0.7164,0.0016,0.9825,0.0016,0.8286,0.0006,0.9515,0.0039 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipconcat,mean,99,0.4472,0.0021,603841.0,2.0164,0.1836,0.8129,0.0023,0.735,0.0028,0.9788,0.0007,0.8395,0.0016,0.9539,0.0016 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipsum,add,99,0.4701,0.0014,1521017.0,2.105,0.0448,0.7954,0.0017,0.7175,0.0015,0.9744,0.0013,0.8264,0.0013,0.9437,0.0012 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipsum,max,99,0.4652,0.0016,1521017.0,2.1196,0.2049,0.8007,0.0013,0.7205,0.0014,0.9826,0.0001,0.8314,0.0009,0.9448,0.0013 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipsum,mean,99,0.4455,0.0002,1521017.0,1.6234,0.0604,0.8236,0.0012,0.7475,0.0014,0.9773,0.0012,0.8471,0.0009,0.9543,0.0005 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipconcat,add,99,0.515,0.0192,548253.0,2.1067,0.0777,0.7751,0.009,0.6965,0.0088,0.9756,0.0013,0.8127,0.0062,0.9451,0.0019 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipconcat,max,99,0.4621,0.009,548253.0,2.2864,0.3345,0.7824,0.0052,0.7023,0.0046,0.9803,0.0022,0.8184,0.0038,0.9511,0.0055 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipconcat,mean,99,0.4443,0.0013,548253.0,2.1564,0.2745,0.7999,0.0035,0.7218,0.0036,0.9763,0.0007,0.8299,0.0025,0.956,0.0005 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipsum,add,99,0.4957,0.0041,1445369.0,1.9473,0.1197,0.7859,0.0016,0.7077,0.0015,0.9741,0.0007,0.8198,0.0012,0.9376,0.0012 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipsum,max,99,0.4685,0.0023,1445369.0,2.1119,0.1718,0.7935,0.0037,0.7135,0.0037,0.9811,0.0017,0.8261,0.0027,0.9442,0.0022 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipsum,mean,99,0.4462,0.0019,1445369.0,2.0522,0.2776,0.8209,0.0013,0.7453,0.0011,0.975,0.0018,0.8448,0.0011,0.9529,0.0017 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipconcat,add,99,0.4916,0.008,503336.0,2.2182,0.1136,0.791,0.0045,0.7119,0.0047,0.9778,0.0013,0.8239,0.0031,0.9448,0.0016 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipconcat,max,99,0.4568,0.0041,503336.0,1.8768,0.1523,0.798,0.0063,0.7176,0.0061,0.9827,0.0013,0.8295,0.0046,0.952,0.0028 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipconcat,mean,99,0.4438,0.0003,503336.0,1.9763,0.102,0.8122,0.0023,0.7346,0.0025,0.9776,0.0003,0.8388,0.0017,0.9558,0.0006 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipsum,add,99,0.4891,0.0027,1377041.0,1.7203,0.047,0.7901,0.0044,0.7122,0.0045,0.9737,0.0005,0.8227,0.0031,0.9365,0.0024 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipsum,max,99,0.4678,0.0005,1377041.0,1.9948,0.0751,0.7987,0.0008,0.7187,0.001,0.9816,0.0004,0.8298,0.0006,0.9431,0.0006 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipsum,mean,99,0.4482,0.0008,1377041.0,2.3509,0.1985,0.8273,0.0009,0.7519,0.0006,0.977,0.0017,0.8498,0.0008,0.9525,0.0008 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipconcat,add,99,0.5635,0.0441,474561.0,1.8517,0.1464,0.7679,0.0104,0.6895,0.0097,0.9753,0.0019,0.8078,0.0071,0.9382,0.0034 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipconcat,max,99,0.4674,0.0094,474561.0,1.7435,0.1412,0.7793,0.0071,0.6996,0.0065,0.9791,0.0028,0.816,0.0052,0.9492,0.0045 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipconcat,mean,99,0.4453,0.0017,474561.0,1.9322,0.1386,0.8002,0.0036,0.7223,0.0034,0.9756,0.0014,0.83,0.0027,0.9552,0.001 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipsum,add,99,0.5076,0.0011,1328209.0,1.9322,0.1061,0.7826,0.0011,0.7051,0.0012,0.9714,0.0018,0.8171,0.0009,0.9312,0.0013 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipsum,max,99,0.4765,0.0018,1328209.0,2.094,0.602,0.788,0.003,0.7082,0.003,0.9795,0.0016,0.822,0.0022,0.9384,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipsum,mean,99,0.4478,0.0024,1328209.0,1.8494,0.1742,0.8236,0.0011,0.7482,0.0019,0.9755,0.0025,0.8469,0.0007,0.9522,0.0021 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipconcat,add,99,0.5099,0.0214,433081.0,1.8466,0.2646,0.7819,0.0053,0.7037,0.0046,0.9741,0.0031,0.8171,0.0041,0.9377,0.0042 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipconcat,max,99,0.4601,0.0056,433081.0,1.7283,0.1386,0.7994,0.0027,0.719,0.0026,0.9828,0.0009,0.8305,0.002,0.9495,0.0037 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipconcat,mean,99,0.445,0.0048,433081.0,1.8307,0.1404,0.813,0.0038,0.7356,0.0046,0.9772,0.0014,0.8394,0.0025,0.9547,0.0036 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipsum,add,99,0.501,0.0081,1276929.0,1.8321,0.227,0.7821,0.0018,0.7049,0.0021,0.9705,0.0012,0.8167,0.0012,0.9298,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipsum,max,99,0.4741,0.0016,1276929.0,2.0385,0.6733,0.7953,0.0019,0.7154,0.0015,0.9808,0.0016,0.8274,0.0015,0.938,0.0015 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipsum,mean,99,0.449,0.0014,1276929.0,1.6485,0.1043,0.8249,0.0039,0.7502,0.0047,0.9742,0.0008,0.8476,0.0027,0.9509,0.0006 -PyG,Cora,link_pred,True,,,1,2,2,skipconcat,add,99,0.6426,0.0263,338046.0,0.0142,0.0014,0.6856,0.0097,0.6394,0.0062,0.8511,0.0155,0.7302,0.0095,0.8026,0.0123 -PyG,Cora,link_pred,True,,,1,2,2,skipconcat,max,99,0.7573,0.0252,338046.0,0.0175,0.0049,0.6528,0.0103,0.6203,0.0063,0.7878,0.0203,0.694,0.0118,0.7483,0.0117 -PyG,Cora,link_pred,True,,,1,2,2,skipconcat,mean,99,0.6305,0.0531,338046.0,0.0172,0.0044,0.6888,0.01,0.6411,0.0037,0.8571,0.0295,0.7334,0.013,0.8155,0.0183 -PyG,Cora,link_pred,True,,,1,2,2,skipsum,add,99,0.6232,0.0082,517261.0,0.0164,0.0034,0.6829,0.0107,0.6395,0.0077,0.8379,0.013,0.7254,0.0098,0.7972,0.0113 -PyG,Cora,link_pred,True,,,1,2,2,skipsum,max,99,0.6272,0.0096,517261.0,0.0137,0.0003,0.6697,0.005,0.6285,0.0036,0.83,0.0069,0.7153,0.0047,0.7793,0.0103 -PyG,Cora,link_pred,True,,,1,2,2,skipsum,mean,99,0.5653,0.027,517261.0,0.0137,0.0005,0.6984,0.0087,0.6464,0.0047,0.8758,0.0162,0.7438,0.009,0.8387,0.0193 -PyG,Cora,link_pred,True,,,1,2,3,skipconcat,add,99,0.5695,0.0032,320949.0,0.0138,0.0006,0.7014,0.0031,0.6521,0.0037,0.8631,0.0031,0.743,0.0013,0.8233,0.0058 -PyG,Cora,link_pred,True,,,1,2,3,skipconcat,max,99,0.6065,0.0042,320949.0,0.0138,0.0001,0.6749,0.0019,0.6324,0.0022,0.8354,0.0051,0.7198,0.0017,0.7836,0.003 -PyG,Cora,link_pred,True,,,1,2,3,skipconcat,mean,99,0.5708,0.0227,320949.0,0.018,0.0032,0.6895,0.0124,0.6428,0.0078,0.8527,0.0202,0.733,0.0123,0.8238,0.0193 -PyG,Cora,link_pred,True,,,1,2,3,skipsum,add,99,0.5833,0.0055,485362.0,0.0129,0.0008,0.6917,0.0072,0.6446,0.0055,0.8546,0.007,0.7349,0.0062,0.817,0.0074 -PyG,Cora,link_pred,True,,,1,2,3,skipsum,max,99,0.5928,0.015,485362.0,0.0133,0.001,0.6914,0.0142,0.6458,0.0105,0.8477,0.0157,0.7331,0.0126,0.7929,0.0147 -PyG,Cora,link_pred,True,,,1,2,3,skipsum,mean,99,0.5418,0.0137,485362.0,0.0138,0.0006,0.711,0.0113,0.6586,0.0082,0.8764,0.0138,0.752,0.0102,0.8449,0.014 -PyG,Cora,link_pred,True,,,1,4,2,skipconcat,add,99,0.6338,0.0025,286405.0,0.0154,0.0008,0.6805,0.0048,0.6376,0.0028,0.8363,0.0087,0.7236,0.0051,0.8017,0.0053 -PyG,Cora,link_pred,True,,,1,4,2,skipconcat,max,99,0.6814,0.0208,286405.0,0.0168,0.0041,0.6671,0.0067,0.6279,0.006,0.8202,0.0069,0.7113,0.0051,0.7754,0.0063 -PyG,Cora,link_pred,True,,,1,4,2,skipconcat,mean,99,0.6206,0.0589,286405.0,0.0147,0.0003,0.6882,0.0103,0.6428,0.0064,0.8467,0.0174,0.7308,0.0106,0.8182,0.0203 -PyG,Cora,link_pred,True,,,1,4,2,skipsum,add,99,0.6365,0.0189,458293.0,0.0183,0.0033,0.6724,0.0093,0.6328,0.0048,0.8209,0.0213,0.7147,0.011,0.7818,0.0192 -PyG,Cora,link_pred,True,,,1,4,2,skipsum,max,99,0.6366,0.0087,458293.0,0.0157,0.0013,0.6632,0.0032,0.6242,0.0022,0.8203,0.0114,0.7089,0.0045,0.7677,0.0078 -PyG,Cora,link_pred,True,,,1,4,2,skipsum,mean,99,0.542,0.0096,458293.0,0.0168,0.0031,0.7144,0.0115,0.6628,0.0069,0.8726,0.0206,0.7533,0.0117,0.8501,0.0131 -PyG,Cora,link_pred,True,,,1,4,3,skipconcat,add,99,0.5804,0.0049,276018.0,0.0167,0.0027,0.6991,0.0049,0.6519,0.0044,0.8546,0.0036,0.7396,0.0037,0.8178,0.005 -PyG,Cora,link_pred,True,,,1,4,3,skipconcat,max,99,0.5992,0.0066,276018.0,0.0289,0.004,0.6805,0.0059,0.6375,0.0049,0.8366,0.0067,0.7236,0.0049,0.795,0.0057 -PyG,Cora,link_pred,True,,,1,4,3,skipconcat,mean,99,0.5508,0.0247,276018.0,0.0219,0.0064,0.7093,0.0142,0.6582,0.0082,0.87,0.0257,0.7494,0.0148,0.8413,0.0232 -PyG,Cora,link_pred,True,,,1,4,3,skipsum,add,99,0.6119,0.0025,440833.0,0.019,0.0027,0.69,0.0103,0.6455,0.0086,0.8433,0.0199,0.7311,0.0098,0.7959,0.0138 -PyG,Cora,link_pred,True,,,1,4,3,skipsum,max,99,0.6087,0.0157,440833.0,0.0159,0.0026,0.6783,0.0106,0.6355,0.0037,0.836,0.0339,0.7218,0.0148,0.7772,0.0173 -PyG,Cora,link_pred,True,,,1,4,3,skipsum,mean,99,0.5314,0.0075,440833.0,0.0179,0.0022,0.7274,0.0043,0.6738,0.0034,0.8817,0.01,0.7639,0.0045,0.8577,0.0106 -PyG,Cora,link_pred,True,,,1,6,2,skipconcat,add,99,0.653,0.0067,260228.0,0.0152,0.0015,0.6768,0.0071,0.6377,0.0073,0.8193,0.0067,0.7171,0.0045,0.7907,0.002 -PyG,Cora,link_pred,True,,,1,6,2,skipconcat,max,99,0.7004,0.0242,260228.0,0.0198,0.0022,0.6615,0.0072,0.6256,0.0042,0.8045,0.0158,0.7038,0.0084,0.7682,0.0147 -PyG,Cora,link_pred,True,,,1,6,2,skipconcat,mean,99,0.5994,0.0298,260228.0,0.0191,0.0029,0.6925,0.0069,0.6471,0.0032,0.8467,0.018,0.7335,0.0084,0.8201,0.0159 -PyG,Cora,link_pred,True,,,1,6,2,skipsum,add,99,0.6491,0.0326,424843.0,0.0179,0.0033,0.6767,0.0057,0.6397,0.0018,0.8089,0.019,0.7143,0.0084,0.7745,0.0136 -PyG,Cora,link_pred,True,,,1,6,2,skipsum,max,99,0.6313,0.0185,424843.0,0.0169,0.0015,0.6755,0.0093,0.6338,0.0057,0.831,0.0185,0.7191,0.01,0.7709,0.0174 -PyG,Cora,link_pred,True,,,1,6,2,skipsum,mean,99,0.5384,0.0096,424843.0,0.0147,0.0011,0.716,0.0111,0.6663,0.0086,0.8657,0.0115,0.753,0.0097,0.8509,0.0085 -PyG,Cora,link_pred,True,,,1,6,3,skipconcat,add,99,0.5947,0.0027,257671.0,0.0141,0.0017,0.6994,0.0027,0.6537,0.0034,0.848,0.0045,0.7383,0.0016,0.8093,0.008 -PyG,Cora,link_pred,True,,,1,6,3,skipconcat,max,99,0.6212,0.019,257671.0,0.0185,0.0029,0.6704,0.009,0.6315,0.0049,0.8184,0.019,0.7128,0.0103,0.7795,0.0167 -PyG,Cora,link_pred,True,,,1,6,3,skipconcat,mean,99,0.5506,0.0119,257671.0,0.0172,0.0016,0.7166,0.012,0.665,0.0071,0.8726,0.0216,0.7547,0.0124,0.8443,0.0156 -PyG,Cora,link_pred,True,,,1,6,3,skipsum,add,99,0.6179,0.0096,412033.0,0.0127,0.0002,0.68,0.0007,0.6396,0.0012,0.825,0.0084,0.7205,0.0025,0.7849,0.0062 -PyG,Cora,link_pred,True,,,1,6,3,skipsum,max,99,0.6046,0.0066,412033.0,0.0205,0.0042,0.6769,0.0033,0.6347,0.0014,0.8338,0.009,0.7207,0.0042,0.7829,0.0072 -PyG,Cora,link_pred,True,,,1,6,3,skipsum,mean,99,0.5393,0.0075,412033.0,0.0169,0.0013,0.7196,0.0082,0.6716,0.0043,0.8594,0.0164,0.7539,0.0089,0.8466,0.0118 -PyG,Cora,link_pred,True,,,1,8,2,skipconcat,add,99,0.6879,0.0281,250049.0,0.0172,0.0014,0.6762,0.0123,0.6375,0.0078,0.8165,0.0234,0.7159,0.0132,0.778,0.0176 -PyG,Cora,link_pred,True,,,1,8,2,skipconcat,max,99,0.7044,0.0375,250049.0,0.0195,0.003,0.6665,0.007,0.6278,0.0044,0.818,0.0171,0.7103,0.0083,0.7766,0.0097 -PyG,Cora,link_pred,True,,,1,8,2,skipconcat,mean,99,0.5985,0.0219,250049.0,0.0174,0.0033,0.6888,0.0096,0.645,0.0081,0.8401,0.0068,0.7298,0.0075,0.8213,0.0097 -PyG,Cora,link_pred,True,,,1,8,2,skipsum,add,99,0.6459,0.0188,399561.0,0.0152,0.0007,0.6715,0.0044,0.6339,0.0035,0.8121,0.0039,0.712,0.0037,0.7726,0.0071 -PyG,Cora,link_pred,True,,,1,8,2,skipsum,max,99,0.6328,0.0122,399561.0,0.0167,0.0012,0.6693,0.0083,0.6293,0.0054,0.824,0.0185,0.7136,0.0094,0.7676,0.0135 -PyG,Cora,link_pred,True,,,1,8,2,skipsum,mean,99,0.5349,0.007,399561.0,0.0222,0.0029,0.7255,0.0042,0.6762,0.0033,0.8657,0.0206,0.7591,0.0068,0.8539,0.012 -PyG,Cora,link_pred,True,,,1,8,3,skipconcat,add,99,0.6201,0.0216,243784.0,0.0163,0.0014,0.6851,0.0066,0.6437,0.0025,0.8291,0.0191,0.7247,0.0088,0.7937,0.0091 -PyG,Cora,link_pred,True,,,1,8,3,skipconcat,max,99,0.6174,0.011,243784.0,0.0246,0.0075,0.6763,0.0021,0.6367,0.0043,0.8218,0.0252,0.7173,0.0071,0.7881,0.0114 -PyG,Cora,link_pred,True,,,1,8,3,skipconcat,mean,99,0.5538,0.0073,243784.0,0.0189,0.0025,0.7076,0.0069,0.6605,0.0044,0.854,0.0114,0.7449,0.0069,0.8351,0.0093 -PyG,Cora,link_pred,True,,,1,8,3,skipsum,add,99,0.623,0.0076,392621.0,0.0213,0.0023,0.6829,0.0099,0.6417,0.0071,0.8278,0.0132,0.723,0.0094,0.7869,0.0107 -PyG,Cora,link_pred,True,,,1,8,3,skipsum,max,99,0.6083,0.0084,392621.0,0.0214,0.0023,0.6747,0.0081,0.6327,0.0038,0.8326,0.0212,0.7189,0.01,0.7783,0.0134 -PyG,Cora,link_pred,True,,,1,8,3,skipsum,mean,99,0.5224,0.0095,392621.0,0.0197,0.0062,0.7305,0.0112,0.6809,0.01,0.8679,0.0131,0.763,0.0097,0.8595,0.0101 -PyG,Cora,link_pred,True,,,2,2,2,skipconcat,add,99,0.607,0.0272,336301.0,0.0144,0.0013,0.6942,0.0101,0.65,0.0065,0.8414,0.0166,0.7334,0.0104,0.8087,0.0195 -PyG,Cora,link_pred,True,,,2,2,2,skipconcat,max,99,0.7317,0.0282,336301.0,0.0155,0.0012,0.6438,0.0103,0.6129,0.0077,0.7805,0.0123,0.6867,0.0096,0.7459,0.0139 -PyG,Cora,link_pred,True,,,2,2,2,skipconcat,mean,99,0.6078,0.0621,336301.0,0.0157,0.0054,0.6921,0.0176,0.6472,0.0112,0.8439,0.0291,0.7325,0.0181,0.8107,0.03 -PyG,Cora,link_pred,True,,,2,2,2,skipsum,add,99,0.5727,0.0149,485362.0,0.013,0.0007,0.7066,0.0145,0.6575,0.0118,0.8632,0.0152,0.7463,0.0121,0.8246,0.0132 -PyG,Cora,link_pred,True,,,2,2,2,skipsum,max,99,0.616,0.0041,485362.0,0.0156,0.0002,0.6708,0.0026,0.628,0.0016,0.8382,0.0082,0.718,0.0034,0.7845,0.0031 -PyG,Cora,link_pred,True,,,2,2,2,skipsum,mean,99,0.5593,0.0317,485362.0,0.0136,0.0004,0.7102,0.0175,0.6583,0.0125,0.8742,0.0261,0.7509,0.0165,0.8364,0.0291 -PyG,Cora,link_pred,True,,,2,2,3,skipconcat,add,99,0.5716,0.0154,314881.0,0.0177,0.0056,0.7073,0.0038,0.6594,0.0018,0.8571,0.0105,0.7454,0.0047,0.8222,0.0091 -PyG,Cora,link_pred,True,,,2,2,3,skipconcat,max,99,0.6146,0.0046,314881.0,0.0131,0.0015,0.6747,0.006,0.6343,0.0026,0.825,0.0206,0.7171,0.0088,0.7787,0.0111 -PyG,Cora,link_pred,True,,,2,2,3,skipconcat,mean,99,0.5617,0.0284,314881.0,0.0138,0.0014,0.7078,0.013,0.6582,0.008,0.8638,0.0214,0.7471,0.0131,0.8274,0.0221 -PyG,Cora,link_pred,True,,,2,2,3,skipsum,add,99,0.5756,0.0082,458293.0,0.0163,0.0028,0.7025,0.0059,0.6576,0.0036,0.8445,0.0098,0.7394,0.0061,0.8173,0.0063 -PyG,Cora,link_pred,True,,,2,2,3,skipsum,max,99,0.5918,0.0026,458293.0,0.0147,0.0016,0.6824,0.0084,0.6381,0.0059,0.8429,0.0141,0.7263,0.0082,0.7892,0.0056 -PyG,Cora,link_pred,True,,,2,2,3,skipsum,mean,99,0.5432,0.0151,458293.0,0.0126,0.0002,0.7168,0.0122,0.6652,0.0083,0.8723,0.0175,0.7548,0.0117,0.8446,0.0138 -PyG,Cora,link_pred,True,,,2,4,2,skipconcat,add,99,0.6377,0.0147,281410.0,0.0152,0.0007,0.6815,0.0102,0.6405,0.0076,0.8272,0.0144,0.722,0.0096,0.7937,0.0145 -PyG,Cora,link_pred,True,,,2,4,2,skipconcat,max,99,0.6713,0.019,281410.0,0.0159,0.0008,0.6592,0.0047,0.6243,0.0022,0.7994,0.0124,0.701,0.0062,0.7671,0.0159 -PyG,Cora,link_pred,True,,,2,4,2,skipconcat,mean,99,0.6065,0.0355,281410.0,0.0175,0.0044,0.6884,0.0157,0.6427,0.0101,0.8477,0.025,0.731,0.0158,0.8146,0.0181 -PyG,Cora,link_pred,True,,,2,4,2,skipsum,add,99,0.6357,0.0137,440833.0,0.0196,0.0065,0.6768,0.0035,0.6382,0.0034,0.8165,0.0043,0.7164,0.0026,0.7763,0.0051 -PyG,Cora,link_pred,True,,,2,4,2,skipsum,max,99,0.6337,0.0121,440833.0,0.0165,0.0028,0.6619,0.0123,0.6249,0.0102,0.8105,0.0085,0.7057,0.0097,0.7627,0.0125 -PyG,Cora,link_pred,True,,,2,4,2,skipsum,mean,99,0.5429,0.0181,440833.0,0.0203,0.0036,0.7154,0.0132,0.6632,0.0097,0.8751,0.0148,0.7546,0.0118,0.8501,0.0161 -PyG,Cora,link_pred,True,,,2,4,3,skipconcat,add,99,0.5879,0.0044,268705.0,0.0174,0.003,0.695,0.0075,0.6501,0.0072,0.8452,0.0031,0.7349,0.0051,0.8091,0.0052 -PyG,Cora,link_pred,True,,,2,4,3,skipconcat,max,99,0.6174,0.01,268705.0,0.0145,0.0034,0.672,0.0069,0.6334,0.0033,0.8164,0.0195,0.7133,0.0091,0.7814,0.0073 -PyG,Cora,link_pred,True,,,2,4,3,skipconcat,mean,99,0.5694,0.0042,268705.0,0.0164,0.0024,0.6976,0.0047,0.6513,0.0057,0.8515,0.0168,0.7379,0.0051,0.8226,0.0073 -PyG,Cora,link_pred,True,,,2,4,3,skipsum,add,99,0.5948,0.0128,424843.0,0.0137,0.0008,0.7015,0.0108,0.6551,0.006,0.8508,0.0213,0.7402,0.0118,0.8088,0.0192 -PyG,Cora,link_pred,True,,,2,4,3,skipsum,max,99,0.6086,0.0111,424843.0,0.0164,0.0031,0.6753,0.0156,0.6353,0.0095,0.8222,0.0305,0.7166,0.0171,0.7718,0.0168 -PyG,Cora,link_pred,True,,,2,4,3,skipsum,mean,99,0.5355,0.0077,424843.0,0.0144,0.0009,0.7259,0.0108,0.6766,0.0079,0.8653,0.0139,0.7594,0.0101,0.849,0.0117 -PyG,Cora,link_pred,True,,,2,6,2,skipconcat,add,99,0.6539,0.0052,261991.0,0.0148,0.003,0.682,0.0102,0.6412,0.0056,0.8259,0.0215,0.7218,0.0118,0.7886,0.0152 -PyG,Cora,link_pred,True,,,2,6,2,skipconcat,max,99,0.6809,0.0397,261991.0,0.0193,0.0029,0.6634,0.0149,0.627,0.0085,0.8054,0.0311,0.705,0.0174,0.7699,0.0282 -PyG,Cora,link_pred,True,,,2,6,2,skipconcat,mean,99,0.5985,0.0455,261991.0,0.0186,0.0018,0.6893,0.0189,0.646,0.0126,0.8366,0.0287,0.729,0.0189,0.8139,0.0242 -PyG,Cora,link_pred,True,,,2,6,2,skipsum,add,99,0.6622,0.0049,412033.0,0.0139,0.0016,0.6709,0.0041,0.6349,0.0037,0.8045,0.007,0.7097,0.0038,0.7648,0.0078 -PyG,Cora,link_pred,True,,,2,6,2,skipsum,max,99,0.6284,0.0196,412033.0,0.016,0.0015,0.6644,0.0088,0.6288,0.0069,0.8026,0.0092,0.7052,0.0078,0.7623,0.0171 -PyG,Cora,link_pred,True,,,2,6,2,skipsum,mean,99,0.5299,0.0082,412033.0,0.0158,0.0025,0.7261,0.0089,0.6748,0.0063,0.8729,0.0113,0.7612,0.0083,0.8563,0.0115 -PyG,Cora,link_pred,True,,,2,6,3,skipconcat,add,99,0.5939,0.0022,258966.0,0.0152,0.0008,0.6973,0.0058,0.652,0.0046,0.8461,0.0065,0.7365,0.005,0.8105,0.0069 -PyG,Cora,link_pred,True,,,2,6,3,skipconcat,max,99,0.5987,0.0152,258966.0,0.0209,0.0066,0.6857,0.0138,0.6416,0.0101,0.8411,0.0167,0.7279,0.0124,0.7973,0.0163 -PyG,Cora,link_pred,True,,,2,6,3,skipconcat,mean,99,0.5638,0.0178,258966.0,0.0153,0.0008,0.7057,0.0145,0.6576,0.0105,0.8584,0.023,0.7446,0.014,0.8285,0.0199 -PyG,Cora,link_pred,True,,,2,6,3,skipsum,add,99,0.6024,0.0209,399561.0,0.015,0.0003,0.7028,0.0168,0.6561,0.012,0.8521,0.0209,0.7413,0.0155,0.8028,0.0174 -PyG,Cora,link_pred,True,,,2,6,3,skipsum,max,99,0.6176,0.0058,399561.0,0.0142,0.0009,0.6637,0.0038,0.6258,0.0021,0.8145,0.0108,0.7078,0.005,0.765,0.0026 -PyG,Cora,link_pred,True,,,2,6,3,skipsum,mean,99,0.5354,0.0119,399561.0,0.0181,0.0032,0.7257,0.0112,0.6758,0.0056,0.8676,0.0227,0.7597,0.0122,0.8513,0.0156 -PyG,Cora,link_pred,True,,,2,8,2,skipconcat,add,99,0.6894,0.0173,251137.0,0.0186,0.0048,0.6673,0.0052,0.6321,0.0051,0.8007,0.0089,0.7064,0.0045,0.7721,0.0066 -PyG,Cora,link_pred,True,,,2,8,2,skipconcat,max,99,0.6996,0.0311,251137.0,0.0171,0.0028,0.6525,0.0153,0.6173,0.0106,0.802,0.0222,0.6975,0.0152,0.7597,0.0214 -PyG,Cora,link_pred,True,,,2,8,2,skipconcat,mean,99,0.6042,0.0499,251137.0,0.016,0.0005,0.6903,0.0168,0.647,0.0107,0.8369,0.0308,0.7297,0.0178,0.8077,0.0286 -PyG,Cora,link_pred,True,,,2,8,2,skipsum,add,99,0.6456,0.0227,392621.0,0.0162,0.0014,0.6739,0.0033,0.6359,0.0031,0.8133,0.006,0.7138,0.0029,0.7695,0.0106 -PyG,Cora,link_pred,True,,,2,8,2,skipsum,max,99,0.6372,0.0128,392621.0,0.0187,0.001,0.663,0.0117,0.6263,0.0092,0.8083,0.0184,0.7057,0.0112,0.7579,0.0146 -PyG,Cora,link_pred,True,,,2,8,2,skipsum,mean,99,0.5461,0.0078,392621.0,0.0202,0.0029,0.718,0.0082,0.67,0.0021,0.8591,0.0254,0.7527,0.011,0.8436,0.0147 -PyG,Cora,link_pred,True,,,2,8,3,skipconcat,add,99,0.6278,0.0111,244567.0,0.0185,0.0022,0.6852,0.0085,0.6457,0.0066,0.8212,0.02,0.7228,0.0095,0.7843,0.0079 -PyG,Cora,link_pred,True,,,2,8,3,skipconcat,max,99,0.6182,0.0051,244567.0,0.0219,0.0031,0.6717,0.0081,0.6312,0.007,0.8263,0.0039,0.7157,0.0059,0.7831,0.0068 -PyG,Cora,link_pred,True,,,2,8,3,skipconcat,mean,99,0.5824,0.0175,244567.0,0.0211,0.0027,0.6907,0.0125,0.6494,0.007,0.8284,0.025,0.728,0.014,0.8095,0.0189 -PyG,Cora,link_pred,True,,,2,8,3,skipsum,add,99,0.6212,0.0071,383233.0,0.015,0.0025,0.696,0.0066,0.6502,0.004,0.8483,0.0128,0.7361,0.007,0.7942,0.0078 -PyG,Cora,link_pred,True,,,2,8,3,skipsum,max,99,0.623,0.0093,383233.0,0.0195,0.0043,0.6644,0.0042,0.625,0.0005,0.8221,0.0194,0.71,0.0074,0.7604,0.011 -PyG,Cora,link_pred,True,,,2,8,3,skipsum,mean,99,0.5321,0.0039,383233.0,0.0143,0.0031,0.7253,0.0043,0.6778,0.005,0.859,0.0076,0.7577,0.0034,0.8515,0.0023 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipconcat,add,99,0.5952,0.002,204186.0,0.0048,0.0014,0.7181,0.0096,0.6543,0.0079,0.9253,0.0093,0.7665,0.0072,0.8131,0.0052 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipconcat,max,99,0.6026,0.005,204186.0,0.0047,0.0003,0.7224,0.0089,0.6612,0.0062,0.9122,0.0107,0.7666,0.0078,0.8009,0.0099 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipconcat,mean,99,0.5929,0.0037,204186.0,0.0045,0.0,0.7296,0.0024,0.6635,0.0021,0.9321,0.0009,0.7752,0.0017,0.8085,0.0037 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipsum,add,99,0.5928,0.003,210901.0,0.0044,0.0001,0.7113,0.007,0.6504,0.0046,0.9136,0.0087,0.7599,0.0061,0.8064,0.0007 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipsum,max,99,0.5993,0.0052,210901.0,0.0043,0.0002,0.7249,0.006,0.6648,0.0062,0.9076,0.0023,0.7674,0.0036,0.7917,0.0072 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipsum,mean,99,0.5886,0.0022,210901.0,0.0046,0.0001,0.7302,0.0033,0.6622,0.0029,0.94,0.0009,0.777,0.0022,0.8061,0.004 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipconcat,add,99,0.5728,0.0021,207789.0,0.0043,0.0003,0.7296,0.008,0.6595,0.0056,0.9491,0.008,0.7782,0.0066,0.8374,0.007 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipconcat,max,99,0.5888,0.0019,207789.0,0.0049,0.0006,0.7336,0.0026,0.6638,0.0026,0.9468,0.0058,0.7804,0.0021,0.8063,0.0005 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipconcat,mean,99,0.5805,0.0078,207789.0,0.0045,0.0004,0.7341,0.0028,0.6639,0.0018,0.948,0.0057,0.7809,0.0027,0.8154,0.0219 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipsum,add,99,0.5799,0.0043,210742.0,0.0042,0.0002,0.7178,0.0022,0.6537,0.0023,0.9261,0.0027,0.7664,0.0013,0.8231,0.0035 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipsum,max,99,0.5911,0.0036,210742.0,0.0046,0.0004,0.7296,0.0131,0.663,0.01,0.934,0.01,0.7755,0.0102,0.8015,0.0049 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipsum,mean,99,0.5823,0.0045,210742.0,0.0045,0.0002,0.7355,0.0031,0.6664,0.0034,0.943,0.0023,0.7809,0.0017,0.8098,0.0095 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipconcat,add,99,0.6043,0.0096,206365.0,0.005,0.0003,0.7092,0.0102,0.6484,0.0078,0.914,0.0104,0.7586,0.0082,0.8,0.0133 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipconcat,max,99,0.6147,0.0056,206365.0,0.0047,0.0002,0.713,0.0089,0.6574,0.0063,0.8899,0.0115,0.7561,0.0079,0.7807,0.0056 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipconcat,mean,99,0.6052,0.0101,206365.0,0.0053,0.0006,0.7215,0.0056,0.6581,0.0036,0.9219,0.0088,0.768,0.0051,0.7949,0.0087 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipsum,add,99,0.6062,0.007,208513.0,0.0048,0.0002,0.6937,0.0129,0.6393,0.0103,0.8895,0.0075,0.7439,0.0096,0.7855,0.0094 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipsum,max,99,0.5986,0.0045,208513.0,0.0055,0.0013,0.7268,0.0022,0.6647,0.0019,0.9152,0.0009,0.7701,0.0016,0.7963,0.0056 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipsum,mean,99,0.5962,0.001,208513.0,0.0051,0.0001,0.7277,0.0018,0.6624,0.0017,0.9291,0.009,0.7734,0.0026,0.8004,0.0036 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipconcat,add,99,0.5836,0.0042,208398.0,0.0044,0.0,0.7224,0.0058,0.6551,0.0046,0.9393,0.0074,0.7719,0.0046,0.8193,0.0038 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipconcat,max,99,0.5957,0.0028,208398.0,0.0052,0.0002,0.7238,0.0123,0.6599,0.0082,0.9234,0.0166,0.7697,0.0109,0.7991,0.0084 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipconcat,mean,99,0.5877,0.0043,208398.0,0.0051,0.0001,0.7317,0.0009,0.6628,0.0003,0.9435,0.0032,0.7786,0.0012,0.8121,0.0034 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipsum,add,99,0.5917,0.0096,208993.0,0.0047,0.0005,0.7052,0.0124,0.6459,0.0063,0.908,0.0246,0.7548,0.0128,0.8008,0.0153 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipsum,max,99,0.5968,0.0017,208993.0,0.0048,0.0001,0.7197,0.0076,0.6573,0.0051,0.9182,0.0098,0.7661,0.0067,0.7911,0.0025 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipsum,mean,99,0.5909,0.0042,208993.0,0.0048,0.0005,0.7288,0.0067,0.6598,0.005,0.9449,0.0093,0.777,0.0056,0.8011,0.0071 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipconcat,add,99,0.6148,0.0096,203648.0,0.0056,0.0006,0.7035,0.0092,0.6468,0.0075,0.8971,0.0049,0.7516,0.0067,0.7882,0.0086 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipconcat,max,99,0.6175,0.0067,203648.0,0.0063,0.0013,0.7179,0.0092,0.6617,0.0071,0.8918,0.0099,0.7597,0.0078,0.778,0.0086 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipconcat,mean,99,0.6065,0.0089,203648.0,0.0051,0.0002,0.7197,0.0022,0.6582,0.002,0.9144,0.0062,0.7654,0.0022,0.7933,0.0049 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipsum,add,99,0.6075,0.0083,208183.0,0.0049,0.0001,0.6922,0.0103,0.6373,0.0058,0.8922,0.0204,0.7434,0.0105,0.7834,0.0144 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipsum,max,99,0.6053,0.0004,208183.0,0.0055,0.0002,0.7126,0.0066,0.656,0.0036,0.8937,0.0162,0.7566,0.0074,0.7861,0.0033 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipsum,mean,99,0.6017,0.0058,208183.0,0.0057,0.0004,0.7259,0.0035,0.66,0.0011,0.9318,0.0111,0.7726,0.0043,0.789,0.0084 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipconcat,add,99,0.5899,0.0128,209371.0,0.0055,0.0002,0.7077,0.0117,0.6482,0.0067,0.908,0.0195,0.7564,0.0113,0.8102,0.0153 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipconcat,max,99,0.5955,0.0074,209371.0,0.0061,0.0004,0.7269,0.008,0.6626,0.0035,0.9246,0.0176,0.7719,0.0084,0.7976,0.0085 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipconcat,mean,99,0.5942,0.0057,209371.0,0.0058,0.0005,0.7323,0.008,0.6653,0.0049,0.9351,0.0166,0.7774,0.0078,0.7948,0.0074 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipsum,add,99,0.6081,0.0151,207793.0,0.0051,0.0002,0.6944,0.0196,0.6394,0.0106,0.8902,0.0366,0.7441,0.0199,0.7751,0.0249 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipsum,max,99,0.6011,0.0066,207793.0,0.0056,0.0002,0.7134,0.0125,0.6528,0.0085,0.9118,0.0153,0.7608,0.0108,0.7889,0.0094 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipsum,mean,99,0.5931,0.0056,207793.0,0.0054,0.0002,0.7231,0.0022,0.6564,0.0016,0.9363,0.0071,0.7718,0.0025,0.7956,0.007 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipconcat,add,99,0.6145,0.0017,205889.0,0.0052,0.0002,0.7,0.0038,0.644,0.0019,0.8941,0.0083,0.7487,0.0041,0.7902,0.005 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipconcat,max,99,0.6229,0.0011,205889.0,0.0058,0.0002,0.7063,0.0085,0.654,0.007,0.8763,0.01,0.749,0.007,0.7743,0.0038 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipconcat,mean,99,0.6141,0.0065,205889.0,0.0073,0.0013,0.7215,0.0024,0.662,0.0022,0.9054,0.0023,0.7648,0.0018,0.789,0.0074 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipsum,add,99,0.6143,0.0072,206361.0,0.0058,0.0005,0.6874,0.0084,0.6381,0.0041,0.8658,0.019,0.7346,0.0095,0.7656,0.013 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipsum,max,99,0.6105,0.0036,206361.0,0.0055,0.0002,0.7027,0.0066,0.6486,0.0041,0.885,0.0125,0.7485,0.0067,0.775,0.0079 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipsum,mean,99,0.6002,0.0052,206361.0,0.0065,0.0005,0.7209,0.0044,0.6557,0.0026,0.9303,0.0075,0.7692,0.0042,0.7885,0.0078 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipconcat,add,99,0.5962,0.0106,206524.0,0.0058,0.0003,0.7055,0.0092,0.6451,0.006,0.9136,0.0124,0.7562,0.0082,0.7991,0.0157 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipconcat,max,99,0.5939,0.0046,206524.0,0.0068,0.0004,0.7263,0.0036,0.6597,0.0044,0.9348,0.0094,0.7735,0.0025,0.8004,0.0061 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipconcat,mean,99,0.5914,0.0049,206524.0,0.0066,0.0001,0.7261,0.002,0.659,0.0015,0.937,0.0051,0.7738,0.0019,0.8016,0.0086 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipsum,add,99,0.6103,0.0118,207701.0,0.0053,0.0002,0.6767,0.0084,0.6281,0.0067,0.8662,0.0085,0.7282,0.0067,0.7656,0.0187 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipsum,max,99,0.608,0.011,207701.0,0.0068,0.0004,0.7045,0.0227,0.6475,0.0123,0.8959,0.0414,0.7516,0.0228,0.7726,0.0177 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipsum,mean,99,0.6016,0.0027,207701.0,0.0064,0.0,0.7151,0.0027,0.6534,0.0029,0.9163,0.0032,0.7628,0.0016,0.7817,0.0035 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipconcat,add,99,0.5862,0.0027,205201.0,0.0045,0.0003,0.7248,0.0051,0.6578,0.0049,0.9374,0.001,0.7731,0.003,0.8214,0.0025 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipconcat,max,99,0.5986,0.0044,205201.0,0.0049,0.0002,0.7266,0.0119,0.6627,0.0097,0.9234,0.0079,0.7716,0.0091,0.8019,0.0056 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipconcat,mean,99,0.5885,0.0027,205201.0,0.0048,0.0003,0.7292,0.0023,0.663,0.0012,0.9325,0.0107,0.775,0.0034,0.813,0.0007 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipsum,add,99,0.5859,0.0038,210742.0,0.0049,0.0005,0.7189,0.003,0.6556,0.0025,0.9223,0.0035,0.7664,0.0023,0.8193,0.0049 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipsum,max,99,0.5958,0.0079,210742.0,0.0045,0.0002,0.7273,0.0054,0.6637,0.0047,0.9216,0.0091,0.7716,0.0046,0.7998,0.0096 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipsum,mean,99,0.5883,0.005,210742.0,0.0046,0.0003,0.7338,0.0017,0.6653,0.0012,0.9412,0.0048,0.7795,0.0018,0.8099,0.0098 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipconcat,add,99,0.5721,0.0067,204481.0,0.0041,0.0003,0.7272,0.0044,0.6584,0.0026,0.9442,0.0067,0.7759,0.004,0.8386,0.0071 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipconcat,max,99,0.5857,0.0063,204481.0,0.0044,0.0002,0.7394,0.0051,0.6711,0.0054,0.9389,0.0032,0.7827,0.003,0.813,0.0081 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipconcat,mean,99,0.581,0.0056,204481.0,0.0045,0.0004,0.7299,0.0034,0.6611,0.0008,0.9434,0.0105,0.7774,0.0041,0.8115,0.0064 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipsum,add,99,0.5809,0.0048,208513.0,0.0044,0.0003,0.7183,0.005,0.6535,0.0041,0.9291,0.0054,0.7673,0.0038,0.8212,0.0074 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipsum,max,99,0.5842,0.0002,208513.0,0.0047,0.0002,0.7326,0.006,0.6632,0.0055,0.9453,0.0072,0.7795,0.0042,0.8112,0.0033 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipsum,mean,99,0.5817,0.0052,208513.0,0.0045,0.0002,0.7382,0.0062,0.6681,0.0043,0.9468,0.0066,0.7834,0.0052,0.81,0.0086 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipconcat,add,99,0.6077,0.0148,202750.0,0.0057,0.0011,0.7102,0.0113,0.649,0.0076,0.9156,0.014,0.7595,0.0099,0.7972,0.0159 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipconcat,max,99,0.6125,0.0084,202750.0,0.0048,0.0,0.7173,0.0091,0.6607,0.0064,0.8933,0.0121,0.7596,0.0082,0.7851,0.0075 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipconcat,mean,99,0.607,0.0116,202750.0,0.005,0.0003,0.7218,0.0058,0.6595,0.0042,0.9174,0.0058,0.7673,0.0048,0.7942,0.0075 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipsum,add,99,0.6003,0.0074,208993.0,0.0053,0.0002,0.7042,0.0048,0.6454,0.0033,0.9061,0.0125,0.7538,0.005,0.7927,0.0148 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipsum,max,99,0.5974,0.005,208993.0,0.0052,0.0001,0.7234,0.008,0.6614,0.0057,0.9155,0.009,0.768,0.0068,0.7947,0.0079 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipsum,mean,99,0.5943,0.0035,208993.0,0.0047,0.0004,0.7242,0.0051,0.6566,0.0051,0.9401,0.0097,0.7731,0.0037,0.7971,0.0047 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipconcat,add,99,0.582,0.0078,202465.0,0.0047,0.0001,0.7204,0.0077,0.655,0.0033,0.9314,0.018,0.7691,0.0084,0.8242,0.0087 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipconcat,max,99,0.5874,0.0077,202465.0,0.0053,0.0004,0.7326,0.0091,0.6644,0.0061,0.9397,0.0108,0.7784,0.0078,0.8094,0.012 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipconcat,mean,99,0.5856,0.0073,202465.0,0.0051,0.0002,0.7368,0.0089,0.6665,0.0034,0.9476,0.0216,0.7825,0.0096,0.8111,0.0039 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipsum,add,99,0.5952,0.0137,208183.0,0.0045,0.0002,0.6978,0.0093,0.6392,0.0064,0.9084,0.0103,0.7503,0.0078,0.794,0.0195 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipsum,max,99,0.5976,0.0059,208183.0,0.0048,0.0002,0.7131,0.007,0.653,0.0039,0.9095,0.0178,0.7601,0.0077,0.7901,0.0097 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipsum,mean,99,0.5849,0.0051,208183.0,0.0044,0.0002,0.7294,0.0061,0.6617,0.0044,0.9389,0.0094,0.7763,0.0053,0.8068,0.008 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipconcat,add,99,0.6071,0.0015,205411.0,0.0048,0.0002,0.7054,0.0045,0.648,0.0041,0.8997,0.0059,0.7533,0.0033,0.7944,0.0029 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipconcat,max,99,0.6154,0.0006,205411.0,0.0052,0.0002,0.7111,0.0103,0.6563,0.0064,0.8865,0.0172,0.7542,0.01,0.7783,0.0032 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipconcat,mean,99,0.6122,0.0043,205411.0,0.0065,0.0013,0.7237,0.0035,0.6621,0.0011,0.9137,0.0155,0.7677,0.0052,0.7862,0.0037 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipsum,add,99,0.6052,0.0077,207793.0,0.0053,0.0004,0.6913,0.0119,0.6382,0.0068,0.8827,0.0215,0.7408,0.0121,0.7806,0.0134 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipsum,max,99,0.6091,0.011,207793.0,0.006,0.0002,0.7076,0.0086,0.6495,0.0055,0.902,0.0119,0.7552,0.0079,0.7772,0.0149 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipsum,mean,99,0.6048,0.0106,207793.0,0.0057,0.0004,0.7159,0.004,0.6544,0.0022,0.9155,0.014,0.7632,0.0051,0.7848,0.0136 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipconcat,add,99,0.5915,0.0167,210666.0,0.005,0.0001,0.7114,0.0163,0.6494,0.0096,0.9186,0.0256,0.7608,0.0154,0.8064,0.0267 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipconcat,max,99,0.5939,0.0122,210666.0,0.0051,0.0002,0.722,0.0091,0.6578,0.0033,0.925,0.0243,0.7688,0.0104,0.7985,0.0144 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipconcat,mean,99,0.5944,0.0076,210666.0,0.0058,0.0,0.7355,0.0099,0.6657,0.0057,0.9457,0.0176,0.7814,0.0095,0.7954,0.0071 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipsum,add,99,0.6068,0.0165,206361.0,0.0051,0.0002,0.6908,0.0262,0.6377,0.0173,0.8824,0.0342,0.7403,0.0237,0.7758,0.0269 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipsum,max,99,0.6007,0.0032,206361.0,0.0054,0.0001,0.7089,0.0019,0.6523,0.0021,0.8948,0.0082,0.7545,0.0024,0.7843,0.0046 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipsum,mean,99,0.5914,0.003,206361.0,0.005,0.0002,0.7265,0.0046,0.6599,0.0029,0.9348,0.0086,0.7736,0.0043,0.7992,0.0058 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipconcat,add,99,0.6199,0.0113,206977.0,0.0057,0.0002,0.7015,0.0127,0.6447,0.0088,0.8974,0.0159,0.7504,0.0112,0.7845,0.0145 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipconcat,max,99,0.6158,0.0054,206977.0,0.0062,0.0002,0.7184,0.0047,0.6595,0.0028,0.9031,0.0075,0.7623,0.0045,0.7833,0.0024 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipconcat,mean,99,0.616,0.0036,206977.0,0.006,0.0004,0.7203,0.0048,0.66,0.0033,0.9088,0.0059,0.7646,0.0043,0.7861,0.003 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipsum,add,99,0.6092,0.0145,207701.0,0.0055,0.0001,0.692,0.0137,0.6404,0.0102,0.8759,0.0139,0.7399,0.0115,0.7749,0.0219 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipsum,max,99,0.6084,0.0045,207701.0,0.0055,0.0003,0.7009,0.0067,0.6465,0.0041,0.8865,0.0107,0.7477,0.0065,0.7738,0.0048 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipsum,mean,99,0.6066,0.0044,207701.0,0.0066,0.0007,0.7189,0.0042,0.6576,0.0013,0.9133,0.0172,0.7646,0.006,0.7753,0.0068 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipconcat,add,99,0.5966,0.0096,207307.0,0.0061,0.0005,0.7053,0.0166,0.6452,0.0126,0.9129,0.0133,0.756,0.013,0.8028,0.0182 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipconcat,max,99,0.6022,0.0029,207307.0,0.0067,0.0003,0.7227,0.0041,0.6581,0.0037,0.9269,0.0157,0.7696,0.0049,0.7874,0.0046 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipconcat,mean,99,0.6023,0.0073,207307.0,0.0058,0.0002,0.7187,0.0093,0.6557,0.0045,0.9208,0.0254,0.7659,0.0106,0.7914,0.0066 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipsum,add,99,0.6138,0.0117,206593.0,0.0061,0.0007,0.6832,0.0161,0.6334,0.0106,0.8691,0.0246,0.7328,0.0154,0.7654,0.0198 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipsum,max,99,0.6065,0.0044,206593.0,0.0062,0.0002,0.7092,0.0075,0.6504,0.006,0.9046,0.0104,0.7567,0.0062,0.7763,0.0066 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipsum,mean,99,0.5956,0.0047,206593.0,0.0058,0.0001,0.7203,0.0043,0.6535,0.0041,0.9382,0.0023,0.7703,0.0026,0.7948,0.0066 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipconcat,add,99,0.5507,0.005,202440.0,0.0046,0.0001,0.7294,0.0027,0.6585,0.001,0.9527,0.007,0.7788,0.003,0.8743,0.0045 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipconcat,max,99,0.5621,0.0059,202440.0,0.0043,0.0001,0.7517,0.0043,0.6826,0.0061,0.9411,0.0071,0.7912,0.0017,0.8566,0.0033 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipconcat,mean,99,0.5424,0.0033,202440.0,0.0045,0.0003,0.7484,0.0081,0.6752,0.0027,0.9573,0.0217,0.7918,0.009,0.8777,0.0069 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipsum,add,99,0.5519,0.0046,206905.0,0.0041,0.0004,0.7275,0.0112,0.6569,0.0059,0.952,0.0197,0.7774,0.0107,0.8728,0.0096 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipsum,max,99,0.5583,0.001,206905.0,0.0046,0.0003,0.7427,0.007,0.6749,0.0079,0.9369,0.0056,0.7846,0.0041,0.8571,0.0049 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipsum,mean,99,0.5478,0.0025,206905.0,0.0044,0.0003,0.7445,0.0037,0.6707,0.0006,0.9605,0.0171,0.7898,0.0054,0.8736,0.0023 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipconcat,add,99,0.5428,0.0031,206313.0,0.0044,0.0003,0.734,0.002,0.6612,0.0017,0.9594,0.0044,0.7829,0.0018,0.8796,0.0007 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipconcat,max,99,0.5493,0.0038,206313.0,0.0041,0.0003,0.7535,0.0172,0.6818,0.017,0.9524,0.0031,0.7946,0.0113,0.8666,0.0009 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipconcat,mean,99,0.5383,0.0032,206313.0,0.0045,0.0004,0.7508,0.0055,0.6748,0.0059,0.9686,0.0085,0.7954,0.0036,0.8796,0.0017 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipsum,add,99,0.5447,0.0012,207160.0,0.0043,0.0002,0.7292,0.005,0.6582,0.0024,0.9538,0.013,0.7788,0.0054,0.8735,0.0041 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipsum,max,99,0.5525,0.0031,207160.0,0.0042,0.0003,0.7531,0.0037,0.6845,0.0027,0.939,0.01,0.7918,0.0039,0.8583,0.0058 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipsum,mean,99,0.5383,0.0022,207160.0,0.0045,0.0001,0.7507,0.0058,0.675,0.0032,0.9672,0.0119,0.795,0.0056,0.8789,0.0037 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipconcat,add,99,0.5682,0.0073,205321.0,0.0048,0.0002,0.7275,0.0054,0.659,0.0033,0.9429,0.009,0.7758,0.005,0.8533,0.0076 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipconcat,max,99,0.5703,0.0063,205321.0,0.0047,0.0002,0.7356,0.0091,0.6695,0.0069,0.9309,0.01,0.7788,0.0075,0.8499,0.0046 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipconcat,mean,99,0.5575,0.0058,205321.0,0.0053,0.0002,0.7474,0.0049,0.6754,0.004,0.9527,0.0117,0.7904,0.0046,0.8646,0.0067 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipsum,add,99,0.5754,0.0028,205255.0,0.0041,0.0002,0.7027,0.0059,0.6419,0.0034,0.9171,0.0182,0.7551,0.0068,0.8321,0.0079 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipsum,max,99,0.5727,0.0083,205255.0,0.0045,0.0002,0.7277,0.0082,0.6647,0.0077,0.9192,0.0106,0.7715,0.006,0.8403,0.0105 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipsum,mean,99,0.5598,0.0063,205255.0,0.0053,0.0,0.738,0.0096,0.6691,0.0062,0.9418,0.0229,0.7823,0.0096,0.8555,0.0106 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipconcat,add,99,0.5579,0.0057,207516.0,0.0049,0.0002,0.7253,0.0094,0.6562,0.0052,0.9464,0.0182,0.775,0.0091,0.8575,0.0148 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipconcat,max,99,0.559,0.0076,207516.0,0.0055,0.0003,0.7428,0.0053,0.674,0.004,0.9404,0.0093,0.7852,0.0047,0.8563,0.004 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipconcat,mean,99,0.5479,0.0056,207516.0,0.0051,0.0001,0.742,0.0022,0.6707,0.0022,0.951,0.0143,0.7865,0.0037,0.8675,0.0103 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipsum,add,99,0.5616,0.0042,205969.0,0.005,0.0011,0.7081,0.0054,0.6453,0.0033,0.9242,0.0081,0.76,0.005,0.8484,0.0082 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipsum,max,99,0.5683,0.0059,205969.0,0.0046,0.0001,0.7295,0.0059,0.664,0.0062,0.9295,0.0047,0.7746,0.0035,0.8404,0.0061 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipsum,mean,99,0.5529,0.0034,205969.0,0.0052,0.0004,0.7428,0.0029,0.6719,0.0029,0.9492,0.0108,0.7868,0.0032,0.8586,0.007 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipconcat,add,99,0.5687,0.0045,202910.0,0.0046,0.0001,0.7224,0.0055,0.6541,0.0037,0.9439,0.0071,0.7728,0.0047,0.8586,0.007 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipconcat,max,99,0.5751,0.0051,202910.0,0.0053,0.0001,0.7332,0.0036,0.6699,0.0051,0.9196,0.0087,0.7751,0.0018,0.8417,0.0042 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipconcat,mean,99,0.5617,0.0033,202910.0,0.0053,0.0001,0.7343,0.0106,0.6666,0.0049,0.9372,0.022,0.779,0.0109,0.8572,0.0024 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipsum,add,99,0.5793,0.0023,205357.0,0.0047,0.0001,0.7012,0.0034,0.6417,0.0023,0.9111,0.0092,0.7531,0.0036,0.8239,0.0058 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipsum,max,99,0.5765,0.0079,205357.0,0.0055,0.0005,0.7216,0.0169,0.6622,0.0135,0.9051,0.0137,0.7648,0.0133,0.829,0.0105 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipsum,mean,99,0.5654,0.0021,205357.0,0.0055,0.0002,0.7313,0.0089,0.6656,0.0032,0.9294,0.0227,0.7756,0.01,0.8451,0.0099 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipconcat,add,99,0.555,0.0079,208741.0,0.0051,0.0005,0.7265,0.0025,0.6569,0.0002,0.9485,0.0103,0.7762,0.0035,0.8659,0.0112 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipconcat,max,99,0.5625,0.0053,208741.0,0.0055,0.0003,0.7429,0.0069,0.6752,0.0076,0.9365,0.0113,0.7846,0.0047,0.8495,0.0086 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipconcat,mean,99,0.5505,0.0025,208741.0,0.0057,0.0004,0.7454,0.0024,0.6744,0.0047,0.9496,0.0148,0.7885,0.0028,0.8647,0.0037 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipsum,add,99,0.5779,0.004,205129.0,0.0055,0.0009,0.7033,0.0107,0.6429,0.0053,0.9143,0.022,0.7548,0.0111,0.8206,0.0105 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipsum,max,99,0.5722,0.0018,205129.0,0.0052,0.0,0.7282,0.0096,0.6646,0.0097,0.9224,0.0166,0.7724,0.0071,0.829,0.0062 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipsum,mean,99,0.5556,0.002,205129.0,0.0055,0.0003,0.7351,0.0112,0.6661,0.0088,0.9429,0.0195,0.7806,0.0097,0.8536,0.0059 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipconcat,add,99,0.5755,0.0062,205313.0,0.006,0.0002,0.719,0.0078,0.6539,0.0047,0.9302,0.0158,0.7679,0.0076,0.847,0.0063 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipconcat,max,99,0.5811,0.0058,205313.0,0.0063,0.0003,0.7296,0.0068,0.6671,0.0055,0.9168,0.0072,0.7723,0.0054,0.8382,0.0032 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipconcat,mean,99,0.5677,0.0073,205313.0,0.0065,0.0005,0.7407,0.0057,0.6728,0.0015,0.9372,0.0177,0.7832,0.0069,0.8574,0.0084 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipsum,add,99,0.5763,0.0017,203841.0,0.0063,0.0011,0.717,0.0094,0.6528,0.0057,0.927,0.0147,0.7661,0.0088,0.8335,0.0121 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipsum,max,99,0.5846,0.008,203841.0,0.0057,0.0004,0.7142,0.0153,0.6553,0.0112,0.9041,0.0186,0.7598,0.013,0.8122,0.0149 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipsum,mean,99,0.5654,0.0004,203841.0,0.0058,0.0,0.7331,0.0034,0.6671,0.0008,0.9309,0.0109,0.7772,0.0042,0.8443,0.0052 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipconcat,add,99,0.5623,0.0018,206038.0,0.0054,0.0002,0.726,0.0078,0.6562,0.0046,0.9492,0.0116,0.776,0.0071,0.8519,0.0076 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipconcat,max,99,0.5649,0.0106,206038.0,0.0061,0.0,0.7451,0.0046,0.6751,0.0036,0.945,0.0062,0.7875,0.0038,0.8478,0.0118 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipconcat,mean,99,0.5553,0.0085,206038.0,0.0062,0.0001,0.7415,0.0111,0.6698,0.009,0.9527,0.0172,0.7865,0.0093,0.863,0.0056 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipsum,add,99,0.5786,0.0086,205289.0,0.0058,0.0007,0.7129,0.0125,0.6512,0.0098,0.9171,0.0087,0.7616,0.0095,0.8224,0.0155 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipsum,max,99,0.582,0.0076,205289.0,0.006,0.0008,0.7205,0.0066,0.6611,0.0076,0.9055,0.0064,0.7642,0.0035,0.8157,0.0078 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipsum,mean,99,0.559,0.0019,205289.0,0.0055,0.0002,0.7333,0.0039,0.6651,0.0044,0.94,0.011,0.7789,0.0033,0.8478,0.0029 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipconcat,add,99,0.5485,0.0058,203491.0,0.004,0.0004,0.7323,0.0076,0.6604,0.0041,0.9562,0.0147,0.7812,0.0074,0.8788,0.007 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipconcat,max,99,0.5608,0.0054,203491.0,0.0046,0.0002,0.7554,0.0016,0.6868,0.0031,0.939,0.0131,0.7933,0.003,0.8606,0.0056 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipconcat,mean,99,0.541,0.0049,203491.0,0.0042,0.0001,0.7409,0.0048,0.6688,0.0045,0.9548,0.0139,0.7865,0.0046,0.8841,0.0075 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipsum,add,99,0.5479,0.0046,207160.0,0.0044,0.0003,0.7298,0.0074,0.661,0.004,0.9432,0.013,0.7773,0.0071,0.8739,0.008 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipsum,max,99,0.5576,0.0044,207160.0,0.0044,0.0001,0.7388,0.0106,0.6709,0.0071,0.9372,0.0159,0.782,0.0095,0.8573,0.0043 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipsum,mean,99,0.5436,0.0057,207160.0,0.0041,0.0004,0.7521,0.0046,0.6786,0.001,0.958,0.0139,0.7944,0.0054,0.8745,0.0056 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipconcat,add,99,0.5421,0.009,203041.0,0.0042,0.0,0.7329,0.0065,0.6599,0.0037,0.9609,0.0129,0.7824,0.0063,0.8789,0.0126 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipconcat,max,99,0.551,0.0054,203041.0,0.0041,0.0002,0.7553,0.003,0.684,0.0036,0.9492,0.0158,0.795,0.0041,0.8648,0.0035 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipconcat,mean,99,0.5381,0.0045,203041.0,0.0048,0.0004,0.7462,0.0059,0.6716,0.0048,0.9637,0.016,0.7915,0.0058,0.884,0.0058 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipsum,add,99,0.5417,0.0051,205255.0,0.0041,0.0002,0.7298,0.0072,0.6588,0.0058,0.9538,0.0121,0.7792,0.0059,0.8791,0.0079 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipsum,max,99,0.5516,0.0031,205255.0,0.0045,0.0005,0.7344,0.0024,0.6671,0.0025,0.9362,0.018,0.7789,0.0047,0.8617,0.0036 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipsum,mean,99,0.5381,0.0022,205255.0,0.0047,0.0002,0.7464,0.0035,0.6722,0.0017,0.9619,0.0136,0.7913,0.0045,0.8801,0.0069 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipconcat,add,99,0.559,0.0052,201724.0,0.005,0.0002,0.7323,0.0038,0.6622,0.0025,0.9488,0.0065,0.78,0.0035,0.8694,0.0055 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipconcat,max,99,0.5632,0.0057,201724.0,0.0047,0.0002,0.747,0.0051,0.6785,0.0061,0.939,0.0072,0.7878,0.003,0.8586,0.0022 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipconcat,mean,99,0.5535,0.0067,201724.0,0.0054,0.0003,0.7505,0.0026,0.6772,0.0015,0.9577,0.0131,0.7933,0.0039,0.8701,0.0048 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipsum,add,99,0.5652,0.0039,205969.0,0.0048,0.0003,0.7055,0.0088,0.6429,0.0062,0.9249,0.0085,0.7585,0.0071,0.845,0.0112 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipsum,max,99,0.5702,0.0036,205969.0,0.0051,0.0003,0.7341,0.0056,0.6687,0.0067,0.9284,0.0061,0.7774,0.0027,0.8417,0.0025 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipsum,mean,99,0.555,0.0019,205969.0,0.0054,0.0006,0.7385,0.0037,0.6679,0.0027,0.9492,0.0065,0.784,0.0034,0.8597,0.0012 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipconcat,add,99,0.5486,0.0071,201601.0,0.005,0.0003,0.7285,0.0078,0.6568,0.0056,0.9573,0.0082,0.7791,0.0063,0.8743,0.0085 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipconcat,max,99,0.553,0.0041,201601.0,0.0052,0.0001,0.7451,0.0055,0.675,0.0073,0.9457,0.0095,0.7877,0.0025,0.8643,0.0014 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipconcat,mean,99,0.5442,0.0021,201601.0,0.0055,0.0003,0.7473,0.003,0.6739,0.004,0.9587,0.0102,0.7914,0.0025,0.8776,0.0042 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipsum,add,99,0.5634,0.0009,205357.0,0.004,0.0001,0.7085,0.0114,0.6459,0.0077,0.9228,0.0148,0.7599,0.0098,0.8464,0.0062 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipsum,max,99,0.5588,0.002,205357.0,0.0043,0.0001,0.7311,0.005,0.665,0.0018,0.9316,0.0137,0.776,0.0058,0.8498,0.0055 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipsum,mean,99,0.5496,0.0032,205357.0,0.0052,0.0002,0.7363,0.0023,0.6659,0.0025,0.9489,0.0117,0.7825,0.0031,0.8638,0.0086 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipconcat,add,99,0.5662,0.0032,204673.0,0.0061,0.0008,0.7271,0.0069,0.6588,0.0063,0.9422,0.0081,0.7754,0.0049,0.8593,0.0038 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipconcat,max,99,0.5732,0.0063,204673.0,0.0058,0.0003,0.7346,0.0063,0.671,0.005,0.9206,0.0061,0.7762,0.0051,0.8462,0.0026 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipconcat,mean,99,0.5664,0.0081,204673.0,0.006,0.0002,0.7498,0.0028,0.6807,0.0015,0.9411,0.0099,0.79,0.0034,0.8562,0.0112 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipsum,add,99,0.5738,0.0039,205129.0,0.0051,0.0001,0.7081,0.0127,0.6469,0.0076,0.916,0.0195,0.7583,0.0119,0.8369,0.0144 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipsum,max,99,0.5756,0.0018,205129.0,0.0058,0.0003,0.728,0.0095,0.6655,0.0093,0.9174,0.0079,0.7714,0.0063,0.8307,0.0068 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipsum,mean,99,0.5578,0.0027,205129.0,0.0056,0.0002,0.7399,0.0039,0.6705,0.0013,0.9435,0.0122,0.7839,0.0046,0.8539,0.002 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipconcat,add,99,0.5552,0.0057,210036.0,0.0057,0.0003,0.7264,0.0064,0.6553,0.0032,0.9552,0.0117,0.7773,0.0061,0.8608,0.0109 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipconcat,max,99,0.5572,0.0042,210036.0,0.0058,0.0002,0.75,0.0108,0.6772,0.0102,0.9559,0.0022,0.7927,0.0073,0.8555,0.0042 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipconcat,mean,99,0.5493,0.0045,210036.0,0.0062,0.0005,0.7501,0.0061,0.6765,0.0057,0.9587,0.0139,0.7932,0.0052,0.8674,0.0061 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipsum,add,99,0.5622,0.007,203841.0,0.0054,0.0002,0.7203,0.0049,0.6531,0.0017,0.9397,0.0133,0.7706,0.0056,0.8501,0.0145 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipsum,max,99,0.5718,0.002,203841.0,0.0056,0.0002,0.7248,0.0033,0.6599,0.0037,0.9277,0.0035,0.7712,0.0018,0.8315,0.0025 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipsum,mean,99,0.5557,0.0065,203841.0,0.0056,0.0002,0.7411,0.0078,0.6716,0.0037,0.9436,0.0176,0.7846,0.0081,0.8541,0.0174 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipconcat,add,99,0.5689,0.0116,206401.0,0.0064,0.0007,0.7215,0.0079,0.6549,0.0039,0.9365,0.0157,0.7708,0.008,0.8578,0.0142 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipconcat,max,99,0.5689,0.0062,206401.0,0.0064,0.0001,0.7408,0.0126,0.6754,0.0119,0.9281,0.0075,0.7818,0.009,0.8497,0.0058 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipconcat,mean,99,0.5592,0.0085,206401.0,0.0066,0.0004,0.7463,0.0022,0.6761,0.003,0.9457,0.0194,0.7884,0.0048,0.8634,0.0095 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipsum,add,99,0.5754,0.0082,205289.0,0.0056,0.0,0.7126,0.0094,0.6494,0.006,0.9241,0.0125,0.7628,0.0084,0.8329,0.007 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipsum,max,99,0.5791,0.0122,205289.0,0.0064,0.0,0.7189,0.0114,0.6598,0.0101,0.9048,0.0187,0.763,0.0094,0.8206,0.0141 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipsum,mean,99,0.5626,0.0041,205289.0,0.006,0.0002,0.739,0.0092,0.6691,0.0047,0.9453,0.0167,0.7836,0.0089,0.8474,0.0096 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipconcat,add,99,0.5625,0.0071,206821.0,0.0067,0.0016,0.7138,0.0094,0.6488,0.0047,0.9316,0.0185,0.7649,0.0094,0.8516,0.0168 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipconcat,max,99,0.5648,0.0038,206821.0,0.0064,0.0002,0.7375,0.0022,0.6699,0.0022,0.9365,0.0093,0.781,0.0028,0.8465,0.0035 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipconcat,mean,99,0.5528,0.0096,206821.0,0.0065,0.0003,0.7443,0.003,0.6727,0.0041,0.952,0.0121,0.7882,0.0029,0.8669,0.0118 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipsum,add,99,0.5712,0.0092,204289.0,0.0054,0.0003,0.7122,0.0101,0.6506,0.0079,0.9168,0.0072,0.7611,0.0078,0.8317,0.0135 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipsum,max,99,0.5756,0.0128,204289.0,0.0062,0.0003,0.719,0.0129,0.6572,0.0091,0.9157,0.0143,0.7652,0.011,0.825,0.0188 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipsum,mean,99,0.5587,0.0045,204289.0,0.0056,0.0002,0.7273,0.006,0.6606,0.0048,0.9347,0.0102,0.7741,0.0052,0.8487,0.0062 -PyG,TU_DD,link_pred,True,,,1,2,2,skipconcat,add,99,0.6312,0.0106,207678.0,0.0046,0.0002,0.674,0.0089,0.6294,0.0071,0.8464,0.0102,0.7219,0.0074,0.7736,0.0101 -PyG,TU_DD,link_pred,True,,,1,2,2,skipconcat,max,99,0.6313,0.0133,207678.0,0.0057,0.0011,0.6732,0.0044,0.6303,0.0021,0.8375,0.0126,0.7193,0.0057,0.7739,0.0095 -PyG,TU_DD,link_pred,True,,,1,2,2,skipconcat,mean,99,0.6436,0.0078,207678.0,0.0041,0.0002,0.6601,0.0088,0.6217,0.0064,0.8174,0.0105,0.7062,0.008,0.7487,0.0082 -PyG,TU_DD,link_pred,True,,,1,2,2,skipsum,add,99,0.6174,0.0022,218893.0,0.0045,0.0002,0.6746,0.0027,0.6298,0.0022,0.8471,0.002,0.7225,0.002,0.7812,0.0019 -PyG,TU_DD,link_pred,True,,,1,2,2,skipsum,max,99,0.6172,0.0034,218893.0,0.0043,0.0003,0.6733,0.0025,0.6286,0.0027,0.847,0.0047,0.7216,0.0017,0.7788,0.0047 -PyG,TU_DD,link_pred,True,,,1,2,2,skipsum,mean,99,0.6284,0.005,218893.0,0.0049,0.0001,0.6689,0.0032,0.6297,0.0015,0.8201,0.0083,0.7124,0.0041,0.7615,0.005 -PyG,TU_DD,link_pred,True,,,1,2,3,skipconcat,add,99,0.6215,0.0056,210741.0,0.0048,0.0001,0.6732,0.0026,0.6271,0.0024,0.8544,0.0025,0.7233,0.0019,0.7781,0.0053 -PyG,TU_DD,link_pred,True,,,1,2,3,skipconcat,max,99,0.6234,0.0048,210741.0,0.0056,0.0006,0.6708,0.0027,0.6252,0.0015,0.8528,0.0057,0.7215,0.003,0.7754,0.0046 -PyG,TU_DD,link_pred,True,,,1,2,3,skipconcat,mean,99,0.6311,0.0047,210741.0,0.005,0.0001,0.6665,0.0038,0.6243,0.0025,0.8359,0.0059,0.7148,0.0038,0.7573,0.0049 -PyG,TU_DD,link_pred,True,,,1,2,3,skipsum,add,99,0.6175,0.0035,217906.0,0.0049,0.0,0.671,0.0007,0.6259,0.0004,0.8501,0.0036,0.7209,0.0012,0.7787,0.0057 -PyG,TU_DD,link_pred,True,,,1,2,3,skipsum,max,99,0.6119,0.0034,217906.0,0.0049,0.0001,0.6712,0.0054,0.6252,0.0046,0.8547,0.0045,0.7222,0.004,0.7799,0.0042 -PyG,TU_DD,link_pred,True,,,1,2,3,skipsum,mean,99,0.6245,0.0047,217906.0,0.0048,0.0001,0.6672,0.0039,0.6258,0.0022,0.8317,0.0078,0.7142,0.0043,0.7612,0.0059 -PyG,TU_DD,link_pred,True,,,1,4,2,skipconcat,add,99,0.6179,0.0047,208453.0,0.0052,0.0001,0.685,0.0047,0.6365,0.0036,0.8628,0.0047,0.7326,0.0039,0.7927,0.0047 -PyG,TU_DD,link_pred,True,,,1,4,2,skipconcat,max,99,0.6123,0.0084,208453.0,0.0055,0.0001,0.6862,0.0031,0.6379,0.0014,0.8612,0.013,0.7329,0.0048,0.7994,0.0063 -PyG,TU_DD,link_pred,True,,,1,4,2,skipconcat,mean,99,0.6316,0.0102,208453.0,0.0055,0.0001,0.6736,0.0074,0.6301,0.0048,0.8403,0.0111,0.7202,0.0072,0.7722,0.0102 -PyG,TU_DD,link_pred,True,,,1,4,2,skipsum,add,99,0.6036,0.0081,215029.0,0.0053,0.0003,0.6828,0.0103,0.6341,0.0082,0.8651,0.0081,0.7318,0.0082,0.7971,0.0104 -PyG,TU_DD,link_pred,True,,,1,4,2,skipsum,max,99,0.6034,0.0049,215029.0,0.0045,0.0001,0.6785,0.0008,0.6291,0.0016,0.8697,0.0055,0.7301,0.001,0.7987,0.0049 -PyG,TU_DD,link_pred,True,,,1,4,2,skipsum,mean,99,0.6062,0.0034,215029.0,0.0053,0.0002,0.6833,0.003,0.6385,0.0019,0.845,0.0064,0.7274,0.0033,0.7891,0.0041 -PyG,TU_DD,link_pred,True,,,1,4,3,skipconcat,add,99,0.6114,0.0072,210162.0,0.0052,0.0001,0.6784,0.0088,0.6306,0.0068,0.8612,0.0075,0.7281,0.0072,0.7904,0.0085 -PyG,TU_DD,link_pred,True,,,1,4,3,skipconcat,max,99,0.6047,0.0011,210162.0,0.0056,0.0,0.684,0.0018,0.6343,0.0017,0.8693,0.003,0.7334,0.0013,0.7978,0.0015 -PyG,TU_DD,link_pred,True,,,1,4,3,skipconcat,mean,99,0.6192,0.0034,210162.0,0.0056,0.0001,0.6744,0.002,0.628,0.0016,0.8557,0.0077,0.7244,0.0027,0.7768,0.0036 -PyG,TU_DD,link_pred,True,,,1,4,3,skipsum,add,99,0.6051,0.0041,215041.0,0.0045,0.0001,0.6781,0.0055,0.6294,0.0042,0.8663,0.0051,0.7291,0.0045,0.7927,0.0062 -PyG,TU_DD,link_pred,True,,,1,4,3,skipsum,max,99,0.6003,0.0021,215041.0,0.0047,0.0002,0.6811,0.0022,0.6309,0.0018,0.873,0.0011,0.7325,0.0016,0.7988,0.0012 -PyG,TU_DD,link_pred,True,,,1,4,3,skipsum,mean,99,0.604,0.0044,215041.0,0.0054,0.0,0.6838,0.0037,0.6366,0.0033,0.8569,0.0013,0.7305,0.0025,0.7909,0.0038 -PyG,TU_DD,link_pred,True,,,1,6,2,skipconcat,add,99,0.6154,0.0036,205124.0,0.0057,0.0001,0.6814,0.0021,0.6339,0.002,0.859,0.002,0.7294,0.0013,0.7931,0.0034 -PyG,TU_DD,link_pred,True,,,1,6,2,skipconcat,max,99,0.6025,0.0052,205124.0,0.0066,0.0008,0.6925,0.0028,0.6424,0.0016,0.868,0.0049,0.7384,0.0028,0.8123,0.0028 -PyG,TU_DD,link_pred,True,,,1,6,2,skipconcat,mean,99,0.62,0.0028,205124.0,0.0061,0.0,0.6817,0.0021,0.6363,0.0016,0.8484,0.0042,0.7272,0.002,0.7862,0.0045 -PyG,TU_DD,link_pred,True,,,1,6,2,skipsum,add,99,0.6049,0.0067,213835.0,0.0054,0.0001,0.6793,0.0108,0.6288,0.0102,0.8762,0.0035,0.7321,0.0064,0.7984,0.006 -PyG,TU_DD,link_pred,True,,,1,6,2,skipsum,max,99,0.6015,0.0081,213835.0,0.0063,0.0013,0.6828,0.0066,0.6319,0.0054,0.8756,0.003,0.734,0.0047,0.808,0.0074 -PyG,TU_DD,link_pred,True,,,1,6,2,skipsum,mean,99,0.5968,0.0061,213835.0,0.0054,0.0001,0.6923,0.007,0.6437,0.005,0.8614,0.008,0.7368,0.0061,0.8024,0.0072 -PyG,TU_DD,link_pred,True,,,1,6,3,skipconcat,add,99,0.6112,0.0051,210631.0,0.006,0.0004,0.6834,0.0076,0.6335,0.0055,0.8698,0.0083,0.7331,0.0065,0.7941,0.0081 -PyG,TU_DD,link_pred,True,,,1,6,3,skipconcat,max,99,0.5954,0.0084,210631.0,0.0062,0.0002,0.6897,0.0108,0.6378,0.0073,0.8781,0.0141,0.7389,0.0097,0.8095,0.0113 -PyG,TU_DD,link_pred,True,,,1,6,3,skipconcat,mean,99,0.6109,0.0055,210631.0,0.0056,0.0001,0.68,0.0037,0.6321,0.003,0.8612,0.0041,0.7291,0.0029,0.7879,0.0041 -PyG,TU_DD,link_pred,True,,,1,6,3,skipsum,add,99,0.6086,0.0074,213121.0,0.006,0.0006,0.6784,0.0048,0.6285,0.0035,0.8724,0.0059,0.7307,0.0041,0.7932,0.0091 -PyG,TU_DD,link_pred,True,,,1,6,3,skipsum,max,99,0.5997,0.0041,213121.0,0.0053,0.0,0.6836,0.0068,0.6314,0.0061,0.8826,0.004,0.7362,0.0043,0.8029,0.0047 -PyG,TU_DD,link_pred,True,,,1,6,3,skipsum,mean,99,0.5898,0.0038,213121.0,0.0053,0.0,0.6937,0.0027,0.6439,0.0014,0.8668,0.0063,0.739,0.0031,0.8071,0.0046 -PyG,TU_DD,link_pred,True,,,1,8,2,skipconcat,add,99,0.616,0.0047,207041.0,0.0063,0.0001,0.6743,0.0048,0.6268,0.0033,0.8613,0.0076,0.7255,0.0045,0.7935,0.0061 -PyG,TU_DD,link_pred,True,,,1,8,2,skipconcat,max,99,0.5975,0.0083,207041.0,0.0069,0.0002,0.6939,0.0048,0.642,0.0038,0.877,0.0032,0.7413,0.0037,0.819,0.005 -PyG,TU_DD,link_pred,True,,,1,8,2,skipconcat,mean,99,0.6189,0.0028,207041.0,0.007,0.0001,0.6776,0.0027,0.633,0.0028,0.8453,0.0055,0.7239,0.0021,0.7858,0.0029 -PyG,TU_DD,link_pred,True,,,1,8,2,skipsum,add,99,0.6112,0.0056,211401.0,0.006,0.0002,0.6713,0.0065,0.6212,0.0052,0.8777,0.0063,0.7275,0.0048,0.7913,0.0071 -PyG,TU_DD,link_pred,True,,,1,8,2,skipsum,max,99,0.6041,0.0081,211401.0,0.007,0.0004,0.6801,0.0114,0.6293,0.0085,0.8767,0.0096,0.7327,0.009,0.8032,0.0102 -PyG,TU_DD,link_pred,True,,,1,8,2,skipsum,mean,99,0.5919,0.0043,211401.0,0.0068,0.0003,0.6917,0.0066,0.6419,0.0044,0.8671,0.0089,0.7376,0.0061,0.8066,0.0055 -PyG,TU_DD,link_pred,True,,,1,8,3,skipconcat,add,99,0.6126,0.0093,207496.0,0.0065,0.0004,0.6727,0.0099,0.6234,0.0077,0.8725,0.0062,0.7272,0.0074,0.7919,0.0104 -PyG,TU_DD,link_pred,True,,,1,8,3,skipconcat,max,99,0.5956,0.0069,207496.0,0.0074,0.0,0.6889,0.0049,0.6368,0.0037,0.8794,0.0043,0.7387,0.004,0.813,0.0069 -PyG,TU_DD,link_pred,True,,,1,8,3,skipconcat,mean,99,0.6078,0.0052,207496.0,0.0073,0.0,0.678,0.0039,0.6305,0.0014,0.86,0.0128,0.7276,0.0053,0.7935,0.0065 -PyG,TU_DD,link_pred,True,,,1,8,3,skipsum,add,99,0.6094,0.0071,212525.0,0.0052,0.0002,0.6696,0.0068,0.6202,0.0049,0.8752,0.0069,0.7259,0.0057,0.7914,0.0101 -PyG,TU_DD,link_pred,True,,,1,8,3,skipsum,max,99,0.6046,0.002,212525.0,0.007,0.0001,0.6825,0.0004,0.63,0.001,0.8842,0.0035,0.7358,0.0005,0.8009,0.0017 -PyG,TU_DD,link_pred,True,,,1,8,3,skipsum,mean,99,0.5883,0.006,212525.0,0.0071,0.0001,0.6929,0.0052,0.6424,0.004,0.8699,0.0062,0.739,0.0045,0.8106,0.0054 -PyG,TU_DD,link_pred,True,,,2,2,2,skipconcat,add,99,0.6305,0.0057,208621.0,0.0052,0.0005,0.6752,0.0036,0.6314,0.003,0.8421,0.0027,0.7217,0.0028,0.7746,0.0057 -PyG,TU_DD,link_pred,True,,,2,2,2,skipconcat,max,99,0.6294,0.0051,208621.0,0.0049,0.0001,0.6704,0.003,0.6267,0.0022,0.8431,0.0045,0.7189,0.0028,0.7747,0.0027 -PyG,TU_DD,link_pred,True,,,2,2,2,skipconcat,mean,99,0.6464,0.006,208621.0,0.0048,0.0001,0.6578,0.0052,0.6195,0.004,0.8179,0.0057,0.705,0.0046,0.7442,0.0048 -PyG,TU_DD,link_pred,True,,,2,2,2,skipsum,add,99,0.6192,0.0026,217906.0,0.0047,0.0002,0.6762,0.0066,0.6314,0.0054,0.8467,0.0045,0.7234,0.005,0.7775,0.0044 -PyG,TU_DD,link_pred,True,,,2,2,2,skipsum,max,99,0.6185,0.0025,217906.0,0.0048,0.0001,0.6716,0.0075,0.6263,0.0055,0.8509,0.0076,0.7215,0.0064,0.7773,0.0038 -PyG,TU_DD,link_pred,True,,,2,2,2,skipsum,mean,99,0.6321,0.0021,217906.0,0.0047,0.0,0.6653,0.0004,0.6264,0.0005,0.8189,0.0042,0.7099,0.0013,0.7566,0.0022 -PyG,TU_DD,link_pred,True,,,2,2,3,skipconcat,add,99,0.626,0.0066,207361.0,0.0041,0.0001,0.6715,0.0044,0.6265,0.0036,0.8498,0.0035,0.7212,0.0034,0.7708,0.0052 -PyG,TU_DD,link_pred,True,,,2,2,3,skipconcat,max,99,0.6214,0.0064,207361.0,0.005,0.0001,0.6696,0.005,0.6237,0.0039,0.8552,0.0058,0.7213,0.0042,0.7764,0.0053 -PyG,TU_DD,link_pred,True,,,2,2,3,skipconcat,mean,99,0.6274,0.0025,207361.0,0.0049,0.0001,0.6656,0.0059,0.6234,0.004,0.8362,0.009,0.7143,0.0057,0.7596,0.0044 -PyG,TU_DD,link_pred,True,,,2,2,3,skipsum,add,99,0.6174,0.0058,215029.0,0.0057,0.0007,0.6733,0.005,0.6279,0.0033,0.8506,0.0072,0.7225,0.0047,0.7771,0.0074 -PyG,TU_DD,link_pred,True,,,2,2,3,skipsum,max,99,0.6201,0.0026,215029.0,0.0042,0.0002,0.6694,0.0035,0.6239,0.0032,0.8532,0.0001,0.7207,0.0022,0.7716,0.0033 -PyG,TU_DD,link_pred,True,,,2,2,3,skipsum,mean,99,0.6278,0.0061,215029.0,0.0053,0.0004,0.6647,0.0042,0.6247,0.0022,0.8251,0.0095,0.711,0.0049,0.7563,0.0074 -PyG,TU_DD,link_pred,True,,,2,4,2,skipconcat,add,99,0.6195,0.003,204802.0,0.0051,0.0001,0.6792,0.002,0.6324,0.0011,0.8561,0.0059,0.7274,0.0025,0.7889,0.0037 -PyG,TU_DD,link_pred,True,,,2,4,2,skipconcat,max,99,0.6161,0.0025,204802.0,0.0061,0.0011,0.6797,0.0032,0.6328,0.0032,0.8565,0.0023,0.7279,0.0018,0.7933,0.0028 -PyG,TU_DD,link_pred,True,,,2,4,2,skipconcat,mean,99,0.6296,0.0053,204802.0,0.0055,0.0001,0.6691,0.003,0.627,0.0014,0.8347,0.0109,0.716,0.0044,0.7678,0.0065 -PyG,TU_DD,link_pred,True,,,2,4,2,skipsum,add,99,0.6065,0.0033,215041.0,0.0051,0.0001,0.6825,0.0043,0.6333,0.0029,0.867,0.0058,0.7319,0.0039,0.7967,0.0029 -PyG,TU_DD,link_pred,True,,,2,4,2,skipsum,max,99,0.6068,0.0018,215041.0,0.0053,0.0,0.6772,0.0014,0.6284,0.0007,0.8669,0.0034,0.7287,0.0016,0.7956,0.0035 -PyG,TU_DD,link_pred,True,,,2,4,2,skipsum,mean,99,0.6107,0.0055,215041.0,0.0052,0.0,0.6826,0.0017,0.6359,0.0012,0.8548,0.0065,0.7292,0.0024,0.7878,0.0046 -PyG,TU_DD,link_pred,True,,,2,4,3,skipconcat,add,99,0.6184,0.0027,204193.0,0.0056,0.0004,0.6764,0.0039,0.6285,0.0037,0.8625,0.0054,0.7272,0.0028,0.7828,0.0019 -PyG,TU_DD,link_pred,True,,,2,4,3,skipconcat,max,99,0.6045,0.0064,204193.0,0.0056,0.0002,0.6839,0.0053,0.6339,0.0041,0.871,0.0045,0.7338,0.0043,0.7978,0.0061 -PyG,TU_DD,link_pred,True,,,2,4,3,skipconcat,mean,99,0.6233,0.0021,204193.0,0.0051,0.0001,0.6662,0.0027,0.6232,0.0031,0.8408,0.0049,0.7158,0.0013,0.769,0.0026 -PyG,TU_DD,link_pred,True,,,2,4,3,skipsum,add,99,0.6047,0.0014,213835.0,0.0054,0.0004,0.6787,0.0032,0.6292,0.002,0.8699,0.0057,0.7302,0.0031,0.7941,0.0032 -PyG,TU_DD,link_pred,True,,,2,4,3,skipsum,max,99,0.5993,0.0076,213835.0,0.0062,0.0012,0.6822,0.0066,0.6325,0.0047,0.8699,0.0083,0.7324,0.0058,0.797,0.0087 -PyG,TU_DD,link_pred,True,,,2,4,3,skipsum,mean,99,0.607,0.0037,213835.0,0.0049,0.0001,0.6826,0.0036,0.6363,0.0028,0.8525,0.0034,0.7287,0.003,0.7861,0.0048 -PyG,TU_DD,link_pred,True,,,2,6,2,skipconcat,add,99,0.6221,0.0008,206887.0,0.0054,0.0002,0.6763,0.0048,0.6285,0.0042,0.8625,0.0036,0.7271,0.0034,0.7871,0.0032 -PyG,TU_DD,link_pred,True,,,2,6,2,skipconcat,max,99,0.6055,0.0102,206887.0,0.0061,0.0001,0.689,0.0053,0.6388,0.0037,0.8698,0.0068,0.7366,0.0048,0.8081,0.0081 -PyG,TU_DD,link_pred,True,,,2,6,2,skipconcat,mean,99,0.6249,0.0009,206887.0,0.0066,0.0014,0.6759,0.0024,0.6327,0.0022,0.8387,0.0011,0.7213,0.0016,0.7764,0.0024 -PyG,TU_DD,link_pred,True,,,2,6,2,skipsum,add,99,0.6096,0.0059,213121.0,0.005,0.0001,0.6771,0.0084,0.6273,0.0068,0.873,0.0045,0.73,0.0061,0.7938,0.0073 -PyG,TU_DD,link_pred,True,,,2,6,2,skipsum,max,99,0.6066,0.0028,213121.0,0.0055,0.0002,0.6787,0.0041,0.6284,0.0037,0.8748,0.0012,0.7314,0.0025,0.7997,0.0016 -PyG,TU_DD,link_pred,True,,,2,6,2,skipsum,mean,99,0.5965,0.0015,213121.0,0.0063,0.0008,0.6906,0.0055,0.6412,0.0048,0.8655,0.0027,0.7367,0.0041,0.8025,0.0017 -PyG,TU_DD,link_pred,True,,,2,6,3,skipconcat,add,99,0.6123,0.0031,211926.0,0.0065,0.001,0.677,0.0045,0.6285,0.0034,0.8656,0.0036,0.7283,0.0035,0.7909,0.0038 -PyG,TU_DD,link_pred,True,,,2,6,3,skipconcat,max,99,0.5987,0.0044,211926.0,0.0071,0.0012,0.6889,0.0083,0.6379,0.0077,0.874,0.0003,0.7375,0.0052,0.8058,0.0029 -PyG,TU_DD,link_pred,True,,,2,6,3,skipconcat,mean,99,0.6166,0.003,211926.0,0.0062,0.0002,0.6755,0.0043,0.6288,0.0042,0.8571,0.0019,0.7254,0.0024,0.781,0.0049 -PyG,TU_DD,link_pred,True,,,2,6,3,skipsum,add,99,0.6139,0.0079,211401.0,0.0051,0.0002,0.6711,0.0073,0.6235,0.0065,0.8645,0.0086,0.7244,0.0051,0.784,0.0089 -PyG,TU_DD,link_pred,True,,,2,6,3,skipsum,max,99,0.606,0.0009,211401.0,0.0061,0.0002,0.678,0.0042,0.6284,0.0037,0.8713,0.0056,0.7301,0.003,0.7953,0.0017 -PyG,TU_DD,link_pred,True,,,2,6,3,skipsum,mean,99,0.5999,0.0079,211401.0,0.0065,0.0014,0.6816,0.0074,0.6345,0.0064,0.8567,0.0032,0.729,0.0052,0.7953,0.0064 -PyG,TU_DD,link_pred,True,,,2,8,2,skipconcat,add,99,0.6189,0.0027,208129.0,0.0063,0.0,0.6769,0.0037,0.6286,0.0027,0.8648,0.0065,0.728,0.0035,0.79,0.0052 -PyG,TU_DD,link_pred,True,,,2,8,2,skipconcat,max,99,0.6007,0.0087,208129.0,0.0071,0.0004,0.6903,0.0044,0.6398,0.0031,0.8707,0.0053,0.7376,0.0039,0.8144,0.0042 -PyG,TU_DD,link_pred,True,,,2,8,2,skipconcat,mean,99,0.6169,0.0055,208129.0,0.0067,0.0001,0.682,0.0039,0.6353,0.0031,0.8545,0.0044,0.7288,0.0033,0.7878,0.0052 -PyG,TU_DD,link_pred,True,,,2,8,2,skipsum,add,99,0.6112,0.0037,212525.0,0.0056,0.0002,0.676,0.0053,0.6255,0.0046,0.8776,0.0039,0.7304,0.0036,0.7914,0.0064 -PyG,TU_DD,link_pred,True,,,2,8,2,skipsum,max,99,0.6032,0.0034,212525.0,0.0066,0.0001,0.6803,0.0042,0.6297,0.0043,0.8756,0.0041,0.7325,0.002,0.8013,0.0032 -PyG,TU_DD,link_pred,True,,,2,8,2,skipsum,mean,99,0.5937,0.002,212525.0,0.0066,0.0,0.6882,0.0011,0.6381,0.0012,0.8699,0.0084,0.7361,0.0024,0.8064,0.0029 -PyG,TU_DD,link_pred,True,,,2,8,3,skipconcat,add,99,0.6143,0.0054,208279.0,0.0063,0.0001,0.6728,0.0047,0.6244,0.0034,0.8673,0.0075,0.7261,0.0042,0.7872,0.0076 -PyG,TU_DD,link_pred,True,,,2,8,3,skipconcat,max,99,0.5914,0.0033,208279.0,0.0064,0.0002,0.6925,0.0053,0.6389,0.0034,0.8856,0.0074,0.7423,0.0049,0.8155,0.0044 -PyG,TU_DD,link_pred,True,,,2,8,3,skipconcat,mean,99,0.6121,0.0002,208279.0,0.0069,0.0,0.6754,0.0029,0.628,0.0022,0.8603,0.0025,0.726,0.0023,0.787,0.0015 -PyG,TU_DD,link_pred,True,,,2,8,3,skipsum,add,99,0.6064,0.0037,211201.0,0.007,0.0012,0.6748,0.007,0.6254,0.0059,0.872,0.0049,0.7284,0.0048,0.7915,0.0053 -PyG,TU_DD,link_pred,True,,,2,8,3,skipsum,max,99,0.6041,0.0096,211201.0,0.0066,0.0001,0.6824,0.0093,0.6301,0.0072,0.8834,0.0064,0.7355,0.0071,0.8005,0.0099 -PyG,TU_DD,link_pred,True,,,2,8,3,skipsum,mean,99,0.5936,0.0071,211201.0,0.0061,0.0001,0.691,0.007,0.6413,0.0064,0.8674,0.0018,0.7374,0.0047,0.8054,0.0059 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipconcat,add,99,0.6896,0.0041,199336.0,0.0039,0.0003,0.5954,0.0085,0.574,0.0066,0.7399,0.008,0.6465,0.0072,0.6285,0.0064 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipconcat,max,99,0.675,0.0056,199336.0,0.0045,0.0012,0.5974,0.0069,0.571,0.0054,0.7832,0.0053,0.6604,0.0049,0.6326,0.0135 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipconcat,mean,99,0.6819,0.0046,199336.0,0.0038,0.0003,0.5918,0.0089,0.5694,0.0073,0.7544,0.0046,0.6489,0.0061,0.6183,0.0096 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipsum,add,99,0.6804,0.0038,199801.0,0.0037,0.0004,0.6033,0.002,0.5778,0.0013,0.767,0.008,0.659,0.0031,0.6405,0.0036 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipsum,max,99,0.6751,0.0059,199801.0,0.0039,0.0003,0.6006,0.0084,0.5752,0.0063,0.7695,0.0096,0.6583,0.0074,0.6342,0.0133 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipsum,mean,99,0.6792,0.005,199801.0,0.0036,0.0003,0.5984,0.0085,0.5747,0.0054,0.7563,0.0187,0.6531,0.0102,0.6285,0.0123 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipconcat,add,99,0.6833,0.003,203689.0,0.0041,0.0004,0.5971,0.0083,0.575,0.0071,0.7448,0.002,0.649,0.0052,0.6303,0.0055 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipconcat,max,99,0.6743,0.0052,203689.0,0.0039,0.0004,0.597,0.0083,0.57,0.0061,0.7901,0.0079,0.6623,0.0068,0.6308,0.0138 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipconcat,mean,99,0.6799,0.0032,203689.0,0.0038,0.0004,0.5858,0.0074,0.5638,0.0057,0.7592,0.0075,0.647,0.0057,0.6144,0.0088 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipsum,add,99,0.6811,0.0039,200792.0,0.0035,0.0,0.5956,0.0067,0.5728,0.0055,0.752,0.0157,0.6502,0.0071,0.6326,0.0075 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipsum,max,99,0.6737,0.0051,200792.0,0.0039,0.0005,0.5993,0.0089,0.5733,0.0082,0.7786,0.0206,0.6602,0.0071,0.6343,0.0132 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipsum,mean,99,0.6775,0.005,200792.0,0.0039,0.0005,0.5938,0.0083,0.5701,0.0059,0.7626,0.0143,0.6524,0.0084,0.6235,0.0113 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipconcat,add,99,0.6978,0.0086,203465.0,0.004,0.0001,0.5935,0.01,0.5691,0.0079,0.7704,0.0104,0.6546,0.0072,0.6292,0.0118 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipconcat,max,99,0.6723,0.0096,203465.0,0.0047,0.0002,0.6162,0.0089,0.5826,0.0046,0.8183,0.0235,0.6805,0.0112,0.6626,0.0189 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipconcat,mean,99,0.6812,0.0048,203465.0,0.0043,0.0001,0.6021,0.0097,0.5758,0.007,0.7756,0.0117,0.6609,0.0089,0.6319,0.0144 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipsum,add,99,0.6814,0.0061,199463.0,0.004,0.0001,0.6052,0.0093,0.5756,0.0075,0.8018,0.0152,0.6701,0.0073,0.6446,0.0113 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipsum,max,99,0.6685,0.0086,199463.0,0.0047,0.0002,0.6185,0.006,0.5869,0.0024,0.8001,0.0244,0.677,0.01,0.6666,0.015 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipsum,mean,99,0.678,0.0063,199463.0,0.0043,0.0002,0.6055,0.0013,0.5776,0.0009,0.7847,0.0012,0.6654,0.0011,0.643,0.0101 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipconcat,add,99,0.6826,0.0029,205948.0,0.0041,0.0,0.5954,0.0101,0.5705,0.007,0.7709,0.0202,0.6557,0.0111,0.635,0.0098 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipconcat,max,99,0.6691,0.0062,205948.0,0.0046,0.0002,0.6116,0.0122,0.5801,0.0094,0.8088,0.0066,0.6756,0.0084,0.6555,0.0154 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipconcat,mean,99,0.677,0.0035,205948.0,0.0045,0.0,0.5939,0.0091,0.57,0.0073,0.7654,0.0117,0.6533,0.0073,0.6293,0.0131 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipsum,add,99,0.6845,0.0097,200593.0,0.004,0.0,0.5934,0.006,0.5681,0.0047,0.7795,0.0025,0.6572,0.004,0.6366,0.009 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipsum,max,99,0.6684,0.0085,200593.0,0.0042,0.0003,0.6102,0.0127,0.5787,0.0092,0.8103,0.0146,0.6752,0.0105,0.663,0.0192 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipsum,mean,99,0.6762,0.007,200593.0,0.0045,0.0003,0.6108,0.0078,0.5817,0.0047,0.788,0.0167,0.6693,0.0091,0.644,0.0138 -PyG,TU_ENZYMES,link_pred,True,,,1,6,2,skipconcat,add,99,0.6989,0.0068,201598.0,0.0049,0.0006,0.5939,0.0101,0.5682,0.0067,0.7825,0.0165,0.6583,0.0103,0.6321,0.0091 -PyG,TU_ENZYMES,link_pred,True,,,1,6,2,skipconcat,max,99,0.6683,0.0111,201598.0,0.005,0.0,0.6253,0.0026,0.5908,0.0012,0.8153,0.0124,0.6851,0.0046,0.6797,0.0206 -PyG,TU_ENZYMES,link_pred,True,,,1,6,2,skipconcat,mean,99,0.6809,0.0084,201598.0,0.0056,0.0005,0.6037,0.0105,0.5766,0.0078,0.781,0.0122,0.6634,0.009,0.6399,0.0169 -PyG,TU_ENZYMES,link_pred,True,,,1,6,2,skipsum,add,99,0.6909,0.0125,200333.0,0.0047,0.0003,0.5872,0.0094,0.5607,0.0072,0.8068,0.0016,0.6616,0.0053,0.6326,0.0181 -PyG,TU_ENZYMES,link_pred,True,,,1,6,2,skipsum,max,99,0.6697,0.0105,200333.0,0.0049,0.0004,0.6184,0.0073,0.585,0.003,0.814,0.0257,0.6806,0.011,0.6708,0.0183 -PyG,TU_ENZYMES,link_pred,True,,,1,6,2,skipsum,mean,99,0.6727,0.005,200333.0,0.0065,0.0016,0.6172,0.0068,0.5845,0.0046,0.8103,0.0143,0.6791,0.0072,0.6555,0.0082 -PyG,TU_ENZYMES,link_pred,True,,,1,6,3,skipconcat,add,99,0.6907,0.0042,207621.0,0.007,0.0029,0.5917,0.0064,0.5668,0.0041,0.778,0.0126,0.6558,0.0072,0.6285,0.0059 -PyG,TU_ENZYMES,link_pred,True,,,1,6,3,skipconcat,max,99,0.6677,0.0079,207621.0,0.0102,0.007,0.6172,0.0025,0.5841,0.0029,0.8144,0.0176,0.6802,0.0049,0.6665,0.017 -PyG,TU_ENZYMES,link_pred,True,,,1,6,3,skipconcat,mean,99,0.6771,0.0054,207621.0,0.0082,0.0036,0.5986,0.0085,0.5734,0.0055,0.7691,0.0158,0.657,0.0093,0.6338,0.0134 -PyG,TU_ENZYMES,link_pred,True,,,1,6,3,skipsum,add,99,0.6851,0.0102,200393.0,0.0048,0.0003,0.5912,0.0129,0.5646,0.0099,0.7977,0.0057,0.6612,0.0088,0.6364,0.0164 -PyG,TU_ENZYMES,link_pred,True,,,1,6,3,skipsum,max,99,0.6683,0.0079,200393.0,0.0063,0.0023,0.6196,0.0029,0.5868,0.0026,0.8088,0.009,0.68,0.0031,0.6689,0.0116 -PyG,TU_ENZYMES,link_pred,True,,,1,6,3,skipsum,mean,99,0.6728,0.0057,200393.0,0.0061,0.0022,0.6112,0.0085,0.5804,0.007,0.8033,0.007,0.6739,0.0055,0.6505,0.0124 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipconcat,add,99,0.7,0.012,204289.0,0.0072,0.0027,0.5919,0.013,0.5654,0.0099,0.796,0.0058,0.6611,0.0088,0.635,0.016 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipconcat,max,99,0.67,0.0092,204289.0,0.006,0.0006,0.6246,0.0086,0.5898,0.0053,0.8178,0.0153,0.6853,0.0089,0.6789,0.0171 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipconcat,mean,99,0.6807,0.005,204289.0,0.0098,0.0025,0.6045,0.0028,0.5769,0.0019,0.7838,0.0054,0.6646,0.0029,0.6443,0.0089 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipsum,add,99,0.6934,0.0135,199361.0,0.0083,0.0037,0.589,0.0152,0.5623,0.012,0.8059,0.0026,0.6623,0.0082,0.6371,0.0166 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipsum,max,99,0.6698,0.0125,199361.0,0.0107,0.0042,0.6171,0.0076,0.5848,0.0043,0.807,0.0184,0.6781,0.0092,0.6737,0.0234 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipsum,mean,99,0.6705,0.007,199361.0,0.0095,0.0051,0.6165,0.0132,0.5851,0.0099,0.8014,0.0145,0.6763,0.011,0.6583,0.0168 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipconcat,add,99,0.688,0.0099,205174.0,0.0092,0.0022,0.5934,0.0105,0.566,0.0077,0.8016,0.0067,0.6635,0.0076,0.6385,0.014 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipconcat,max,99,0.6682,0.0052,205174.0,0.0118,0.0042,0.6113,0.0085,0.5783,0.0057,0.8222,0.0229,0.6789,0.0099,0.6643,0.0165 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipconcat,mean,99,0.6747,0.0045,205174.0,0.0082,0.0021,0.6046,0.0059,0.576,0.0034,0.7916,0.0184,0.6668,0.0081,0.6414,0.0119 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipsum,add,99,0.6854,0.0063,201001.0,0.0137,0.0019,0.5951,0.0095,0.5667,0.0074,0.8092,0.0116,0.6665,0.0066,0.6407,0.0082 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipsum,max,99,0.6689,0.0097,201001.0,0.0139,0.0021,0.6162,0.007,0.5833,0.0041,0.8135,0.0158,0.6794,0.0081,0.672,0.0131 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipsum,mean,99,0.6713,0.0073,201001.0,0.009,0.0023,0.6085,0.0111,0.5785,0.0078,0.8001,0.0145,0.6714,0.0099,0.6518,0.0177 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipconcat,add,99,0.6902,0.0049,200451.0,0.0097,0.0012,0.5936,0.0083,0.5711,0.0069,0.7526,0.0156,0.6494,0.0074,0.6266,0.0104 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipconcat,max,99,0.6773,0.0051,200451.0,0.0054,0.0007,0.5992,0.0093,0.5697,0.0069,0.8107,0.0189,0.6691,0.0086,0.6351,0.0135 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-PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipconcat,mean,99,0.6792,0.0043,200481.0,0.0086,0.001,0.5889,0.0103,0.5667,0.0074,0.755,0.015,0.6474,0.0101,0.6181,0.0129 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipsum,add,99,0.6821,0.006,199463.0,0.0067,0.002,0.5947,0.0145,0.5715,0.011,0.757,0.0152,0.6513,0.0122,0.6317,0.0111 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipsum,max,99,0.6742,0.0053,199463.0,0.0121,0.0026,0.5996,0.0133,0.5726,0.0092,0.7856,0.0251,0.6623,0.0135,0.6327,0.015 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipsum,mean,99,0.6772,0.0037,199463.0,0.012,0.0018,0.5953,0.0049,0.572,0.003,0.7568,0.0108,0.6515,0.0059,0.6251,0.0092 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipconcat,add,99,0.6945,0.0079,199900.0,0.008,0.0019,0.5966,0.0136,0.5706,0.0105,0.7817,0.0134,0.6596,0.0101,0.6339,0.0108 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipconcat,max,99,0.6716,0.0091,199900.0,0.0124,0.0007,0.6182,0.0102,0.5862,0.0065,0.8033,0.0185,0.6778,0.0106,0.6678,0.0182 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipconcat,mean,99,0.6804,0.0036,199900.0,0.0073,0.0019,0.5998,0.0069,0.5746,0.0055,0.7689,0.0056,0.6576,0.0051,0.6316,0.0125 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipsum,add,99,0.6929,0.0094,200593.0,0.0078,0.0009,0.5955,0.0087,0.5679,0.0065,0.7995,0.0071,0.6641,0.0062,0.6325,0.0114 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipsum,max,99,0.6695,0.0081,200593.0,0.0074,0.0019,0.6172,0.0036,0.584,0.002,0.8144,0.0112,0.6802,0.0048,0.6643,0.015 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipsum,mean,99,0.6779,0.0068,200593.0,0.006,0.0018,0.6083,0.0026,0.5789,0.0023,0.7951,0.0105,0.6699,0.0036,0.6444,0.0098 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipconcat,add,99,0.6904,0.0039,200065.0,0.0109,0.0019,0.5909,0.0089,0.5658,0.0064,0.7823,0.0092,0.6566,0.0075,0.629,0.0067 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipconcat,max,99,0.6717,0.0089,200065.0,0.0061,0.0012,0.6122,0.0056,0.5791,0.0043,0.8224,0.0086,0.6796,0.0045,0.6596,0.0173 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipconcat,mean,99,0.678,0.0051,200065.0,0.0064,0.0019,0.5976,0.0106,0.5727,0.0077,0.7689,0.0125,0.6564,0.0095,0.6319,0.0152 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipsum,add,99,0.6872,0.0152,200333.0,0.0101,0.0016,0.5878,0.0167,0.5622,0.0122,0.7945,0.0119,0.6585,0.0123,0.6335,0.0198 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipsum,max,99,0.6678,0.0092,200333.0,0.0074,0.0034,0.6153,0.0089,0.5836,0.0072,0.8051,0.0033,0.6767,0.0059,0.6635,0.0185 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipsum,mean,99,0.6729,0.0043,200333.0,0.0123,0.0008,0.6078,0.0035,0.5792,0.0035,0.7884,0.0123,0.6677,0.0037,0.6453,0.0093 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipconcat,add,99,0.6968,0.0044,203361.0,0.0131,0.0007,0.5924,0.0084,0.5663,0.0067,0.7901,0.0042,0.6597,0.0053,0.6345,0.0072 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipconcat,max,99,0.6749,0.008,203361.0,0.0056,0.0002,0.6179,0.0038,0.583,0.0009,0.828,0.0296,0.684,0.0099,0.6767,0.0188 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipconcat,mean,99,0.6855,0.0135,203361.0,0.0113,0.001,0.6021,0.0145,0.5735,0.0123,0.7999,0.0212,0.6678,0.009,0.6422,0.0163 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipsum,add,99,0.6891,0.0049,200393.0,0.0115,0.0012,0.5905,0.0143,0.5632,0.0101,0.8068,0.0129,0.6633,0.0114,0.6349,0.0149 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipsum,max,99,0.6669,0.0095,200393.0,0.0079,0.0006,0.6199,0.0025,0.5859,0.0014,0.8174,0.0093,0.6826,0.0037,0.6791,0.0151 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipsum,mean,99,0.6723,0.0076,200393.0,0.0075,0.0022,0.6148,0.0099,0.5835,0.0076,0.8027,0.0084,0.6758,0.0076,0.6557,0.0156 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipconcat,add,99,0.6925,0.0042,208916.0,0.0075,0.0006,0.5922,0.0057,0.5659,0.0037,0.7914,0.0091,0.6599,0.0057,0.6324,0.0027 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipconcat,max,99,0.6689,0.0086,208916.0,0.0122,0.0025,0.6178,0.007,0.5834,0.0041,0.8241,0.0246,0.683,0.0099,0.671,0.0181 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipconcat,mean,99,0.6756,0.004,208916.0,0.0126,0.0028,0.6026,0.0052,0.5746,0.004,0.7901,0.0059,0.6653,0.0041,0.6407,0.0098 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipsum,add,99,0.6902,0.0103,199361.0,0.0104,0.0029,0.5891,0.0154,0.5613,0.0114,0.8181,0.006,0.6657,0.0098,0.6338,0.0145 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipsum,max,99,0.6684,0.0086,199361.0,0.0109,0.0014,0.6154,0.0031,0.5826,0.0011,0.814,0.0125,0.6791,0.0051,0.6682,0.013 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipsum,mean,99,0.671,0.0055,199361.0,0.0119,0.0041,0.6116,0.0048,0.58,0.0038,0.809,0.0046,0.6756,0.0035,0.6528,0.0148 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipconcat,add,99,0.7029,0.0037,205377.0,0.0095,0.0017,0.5907,0.0097,0.5638,0.0065,0.8012,0.0134,0.6618,0.009,0.6327,0.0112 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipconcat,max,99,0.6757,0.0137,205377.0,0.0132,0.0025,0.6178,0.0108,0.5817,0.0083,0.8398,0.0183,0.6872,0.0086,0.6782,0.0203 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipconcat,mean,99,0.6831,0.0081,205377.0,0.0063,0.0002,0.6039,0.0053,0.5776,0.0038,0.7732,0.0085,0.6613,0.0053,0.6399,0.0143 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipsum,add,99,0.6939,0.0058,201001.0,0.0068,0.0015,0.5842,0.0136,0.5582,0.0091,0.807,0.0167,0.66,0.012,0.6293,0.0138 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipsum,max,99,0.6707,0.0112,201001.0,0.013,0.002,0.6189,0.0028,0.5853,0.0015,0.8159,0.0112,0.6816,0.0043,0.6788,0.0134 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipsum,mean,99,0.6711,0.0062,201001.0,0.0074,0.0018,0.6146,0.0115,0.5813,0.0083,0.8198,0.0114,0.6803,0.0094,0.6589,0.0155 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipconcat,add,99,0.6908,0.0076,205957.0,0.0138,0.0003,0.5954,0.0081,0.5674,0.0066,0.8044,0.0056,0.6654,0.0047,0.6407,0.003 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipconcat,max,99,0.6705,0.0117,205957.0,0.0148,0.0038,0.6164,0.0012,0.5822,0.0019,0.8244,0.0123,0.6824,0.0032,0.672,0.0146 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipconcat,mean,99,0.6764,0.009,205957.0,0.0124,0.0029,0.6035,0.0113,0.5763,0.0081,0.781,0.0143,0.6632,0.0103,0.6439,0.0202 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipsum,add,99,0.684,0.009,200193.0,0.0081,0.0024,0.5841,0.0147,0.5578,0.0109,0.8146,0.0187,0.662,0.0105,0.6402,0.013 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipsum,max,99,0.669,0.0049,200193.0,0.0132,0.0006,0.6129,0.0064,0.5813,0.0055,0.8081,0.0107,0.6761,0.0045,0.6707,0.008 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipsum,mean,99,0.6717,0.0037,200193.0,0.011,0.0011,0.611,0.0094,0.5805,0.0064,0.8005,0.0133,0.673,0.009,0.6516,0.0114 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipconcat,add,99,0.6812,0.0018,199336.0,0.0041,0.0001,0.6068,0.0014,0.5808,0.0036,0.7685,0.0206,0.6614,0.0054,0.646,0.0037 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipconcat,max,99,0.6757,0.0009,199336.0,0.0077,0.0012,0.5942,0.0045,0.569,0.004,0.7776,0.005,0.6571,0.002,0.6354,0.0058 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipconcat,mean,99,0.6768,0.0004,199336.0,0.0067,0.0013,0.5987,0.0054,0.574,0.0069,0.7684,0.0192,0.6569,0.0027,0.6318,0.0028 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipsum,add,99,0.6736,0.0062,199801.0,0.0065,0.0007,0.6093,0.0054,0.5807,0.0029,0.786,0.0148,0.6679,0.0072,0.6559,0.0139 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipsum,max,99,0.6744,0.0018,199801.0,0.0051,0.001,0.5949,0.0035,0.571,0.0051,0.7648,0.0215,0.6536,0.0044,0.6365,0.0056 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipsum,mean,99,0.6759,0.0019,199801.0,0.0047,0.0005,0.5998,0.0055,0.5732,0.0055,0.7821,0.0084,0.6615,0.0009,0.6369,0.0058 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipconcat,add,99,0.6749,0.0027,203689.0,0.0089,0.0026,0.6051,0.0037,0.5787,0.0012,0.7726,0.0186,0.6616,0.0075,0.6482,0.0077 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipconcat,max,99,0.6729,0.0023,203689.0,0.0118,0.0025,0.5922,0.002,0.5678,0.0022,0.7727,0.0066,0.6545,0.0015,0.6392,0.0077 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipconcat,mean,99,0.6739,0.0017,203689.0,0.013,0.0048,0.5963,0.0043,0.5711,0.0033,0.7738,0.0038,0.6572,0.0034,0.6361,0.0045 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipsum,add,99,0.6726,0.0034,200792.0,0.0081,0.0012,0.6001,0.0025,0.5745,0.0034,0.7726,0.0166,0.6589,0.0045,0.6485,0.0077 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipsum,max,99,0.6731,0.0021,200792.0,0.0086,0.0017,0.5925,0.0008,0.5697,0.0007,0.7559,0.0067,0.6498,0.0022,0.6339,0.0074 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipsum,mean,99,0.6743,0.0017,200792.0,0.0054,0.0014,0.5949,0.0034,0.5697,0.003,0.7761,0.016,0.657,0.0053,0.6353,0.0038 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipconcat,add,99,0.6859,0.007,203465.0,0.0049,0.0002,0.6065,0.0053,0.5773,0.0035,0.7953,0.0116,0.669,0.0059,0.6523,0.0097 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipconcat,max,99,0.6717,0.0036,203465.0,0.0095,0.0009,0.6185,0.0036,0.5854,0.0037,0.8123,0.0157,0.6804,0.0046,0.6715,0.0011 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-PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipconcat,mean,99,0.6725,0.0027,205948.0,0.007,0.0013,0.6026,0.0037,0.5752,0.0031,0.7847,0.0072,0.6638,0.0031,0.6433,0.003 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipsum,add,99,0.6754,0.0043,200593.0,0.0105,0.0016,0.5988,0.0058,0.5714,0.0051,0.7914,0.0099,0.6636,0.004,0.6548,0.0086 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipsum,max,99,0.6653,0.0009,200593.0,0.009,0.0025,0.6141,0.0054,0.5827,0.0033,0.8035,0.0132,0.6755,0.0064,0.6713,0.0066 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipsum,mean,99,0.6721,0.0022,200593.0,0.011,0.0007,0.6069,0.002,0.5769,0.0013,0.8023,0.0087,0.6711,0.0032,0.6571,0.0055 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipconcat,add,99,0.6847,0.0077,201598.0,0.0063,0.0007,0.6066,0.0043,0.5763,0.002,0.8046,0.0171,0.6715,0.0069,0.6587,0.0108 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipconcat,max,99,0.669,0.0054,201598.0,0.0137,0.0028,0.6228,0.0061,0.5872,0.004,0.827,0.0169,0.6867,0.0071,0.6864,0.0074 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipconcat,mean,99,0.674,0.0006,201598.0,0.0131,0.0011,0.6147,0.004,0.5844,0.0045,0.7949,0.0106,0.6735,0.0019,0.66,0.0014 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipsum,add,99,0.6827,0.0059,200333.0,0.0134,0.0011,0.5886,0.0019,0.5603,0.0011,0.8241,0.0056,0.667,0.0024,0.6538,0.0068 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipsum,max,99,0.6629,0.0021,200333.0,0.0061,0.0011,0.6269,0.0038,0.59,0.0021,0.832,0.0135,0.6904,0.0053,0.6915,0.006 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipsum,mean,99,0.6695,0.005,200333.0,0.0104,0.0029,0.6177,0.0075,0.5844,0.0056,0.8154,0.0114,0.6808,0.0065,0.669,0.0111 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipconcat,add,99,0.6768,0.0073,207621.0,0.0063,0.0011,0.6027,0.001,0.5737,0.0001,0.8,0.0083,0.6682,0.0028,0.6588,0.0085 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipconcat,max,99,0.6649,0.0048,207621.0,0.0119,0.0027,0.6214,0.0079,0.5861,0.005,0.8258,0.0253,0.6855,0.0102,0.6811,0.0118 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipconcat,mean,99,0.6697,0.0032,207621.0,0.0063,0.0007,0.6089,0.0059,0.579,0.005,0.7988,0.0007,0.6713,0.0032,0.6594,0.0078 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipsum,add,99,0.6774,0.0046,200393.0,0.0064,0.0017,0.5948,0.005,0.5658,0.0034,0.8149,0.0079,0.6679,0.0046,0.6575,0.009 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipsum,max,99,0.6622,0.0051,200393.0,0.0105,0.0021,0.6221,0.0068,0.5867,0.0065,0.8266,0.0062,0.6863,0.0023,0.6848,0.0066 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipsum,mean,99,0.6672,0.0015,200393.0,0.0099,0.0042,0.6166,0.0049,0.5825,0.0035,0.8235,0.0058,0.6823,0.0043,0.6705,0.0068 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipconcat,add,99,0.6889,0.011,204289.0,0.0056,0.0002,0.5998,0.0006,0.5699,0.0013,0.814,0.0091,0.6704,0.0022,0.657,0.0079 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipconcat,max,99,0.6708,0.003,204289.0,0.0136,0.0035,0.6253,0.0022,0.5862,0.0014,0.8515,0.0085,0.6944,0.003,0.6946,0.0039 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipconcat,mean,99,0.6742,0.0029,204289.0,0.0082,0.0012,0.6172,0.0032,0.5848,0.0026,0.808,0.0085,0.6785,0.0033,0.6674,0.0054 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipsum,add,99,0.6737,0.0057,199361.0,0.0113,0.0015,0.6046,0.0078,0.5731,0.0062,0.821,0.0153,0.6749,0.0062,0.6697,0.008 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipsum,max,99,0.6648,0.0065,199361.0,0.0103,0.0019,0.6225,0.0029,0.5844,0.0021,0.8485,0.0076,0.6921,0.003,0.6956,0.0016 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipsum,mean,99,0.6647,0.004,199361.0,0.0062,0.0001,0.6192,0.0061,0.5838,0.0039,0.8309,0.0119,0.6858,0.0063,0.6788,0.0082 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipconcat,add,99,0.6753,0.0022,205174.0,0.0147,0.0018,0.5987,0.0054,0.5692,0.0053,0.8128,0.0162,0.6695,0.0034,0.6634,0.0069 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipconcat,max,99,0.6652,0.003,205174.0,0.0158,0.0018,0.6206,0.001,0.5843,0.0007,0.8358,0.0119,0.6878,0.0036,0.6829,0.0051 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipconcat,mean,99,0.67,0.0045,205174.0,0.0168,0.0017,0.6195,0.0073,0.5862,0.0045,0.8123,0.0137,0.681,0.0077,0.6645,0.0091 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipsum,add,99,0.6717,0.0084,201001.0,0.0093,0.0025,0.5935,0.01,0.5643,0.0079,0.8216,0.0134,0.669,0.0061,0.668,0.0147 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipsum,max,99,0.6628,0.0055,201001.0,0.0122,0.0023,0.6238,0.003,0.5864,0.0018,0.8395,0.005,0.6905,0.003,0.6906,0.0062 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipsum,mean,99,0.6632,0.0028,201001.0,0.0132,0.0009,0.6223,0.0049,0.5865,0.0045,0.8298,0.005,0.6872,0.0021,0.6795,0.0066 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipconcat,add,99,0.6813,0.004,200451.0,0.0078,0.0017,0.6049,0.0059,0.5803,0.0037,0.7577,0.0126,0.6572,0.007,0.6456,0.008 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipconcat,max,99,0.6781,0.004,200451.0,0.0084,0.0014,0.5953,0.005,0.5704,0.0046,0.7732,0.004,0.6564,0.002,0.6315,0.0089 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipconcat,mean,99,0.6773,0.002,200451.0,0.0068,0.0013,0.5948,0.0075,0.571,0.0069,0.7635,0.0069,0.6533,0.0031,0.632,0.0085 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipsum,add,99,0.6765,0.0029,200792.0,0.0112,0.0013,0.5978,0.0044,0.5726,0.0032,0.7708,0.0106,0.6571,0.005,0.6453,0.0053 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipsum,max,99,0.6744,0.0022,200792.0,0.0059,0.0013,0.5946,0.0038,0.5718,0.0039,0.7544,0.007,0.6505,0.0017,0.635,0.0059 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipsum,mean,99,0.6751,0.0028,200792.0,0.0087,0.0018,0.5997,0.0048,0.5729,0.0043,0.7838,0.0089,0.6619,0.0033,0.6382,0.0042 -PyG,TU_PROTEINS,link_pred,True,,,2,2,3,skipconcat,add,99,0.6752,0.0051,200481.0,0.0074,0.0009,0.6036,0.0028,0.579,0.0037,0.76,0.0103,0.6572,0.0017,0.6452,0.007 -PyG,TU_PROTEINS,link_pred,True,,,2,2,3,skipconcat,max,99,0.6738,0.0019,200481.0,0.0061,0.0014,0.595,0.0036,0.5697,0.0025,0.7762,0.0121,0.6571,0.005,0.6343,0.0062 -PyG,TU_PROTEINS,link_pred,True,,,2,2,3,skipconcat,mean,99,0.6739,0.0016,200481.0,0.006,0.0011,0.5967,0.0028,0.5714,0.0026,0.7742,0.0041,0.6575,0.0015,0.6355,0.0049 -PyG,TU_PROTEINS,link_pred,True,,,2,2,3,skipsum,add,99,0.6751,0.0066,199463.0,0.0087,0.0009,0.6012,0.0047,0.5762,0.0038,0.7652,0.0038,0.6574,0.0037,0.6488,0.0104 -PyG,TU_PROTEINS,link_pred,True,,,2,2,3,skipsum,max,99,0.6734,0.0014,199463.0,0.0111,0.0016,0.5914,0.0058,0.5683,0.0069,0.7636,0.0216,0.6514,0.0033,0.6349,0.0048 -PyG,TU_PROTEINS,link_pred,True,,,2,2,3,skipsum,mean,99,0.674,0.0022,199463.0,0.0063,0.0013,0.5999,0.006,0.5746,0.0062,0.7708,0.0104,0.6583,0.0009,0.6394,0.0083 -PyG,TU_PROTEINS,link_pred,True,,,2,4,2,skipconcat,add,99,0.6857,0.0082,199900.0,0.0072,0.0011,0.6023,0.0051,0.573,0.0037,0.8029,0.0077,0.6687,0.0045,0.6514,0.0082 -PyG,TU_PROTEINS,link_pred,True,,,2,4,2,skipconcat,max,99,0.6734,0.0035,199900.0,0.0139,0.0028,0.615,0.0065,0.5807,0.0069,0.8289,0.0137,0.6829,0.0005,0.6726,0.0045 -PyG,TU_PROTEINS,link_pred,True,,,2,4,2,skipconcat,mean,99,0.6747,0.0012,199900.0,0.0137,0.0012,0.6064,0.0042,0.5782,0.004,0.7873,0.0058,0.6667,0.0018,0.6517,0.0028 -PyG,TU_PROTEINS,link_pred,True,,,2,4,2,skipsum,add,99,0.6771,0.0051,200593.0,0.0072,0.0018,0.5932,0.007,0.5645,0.0058,0.8172,0.0078,0.6677,0.0034,0.6545,0.0068 -PyG,TU_PROTEINS,link_pred,True,,,2,4,2,skipsum,max,99,0.665,0.0011,200593.0,0.0117,0.003,0.6146,0.0058,0.5822,0.0036,0.811,0.0108,0.6778,0.0061,0.6743,0.008 -PyG,TU_PROTEINS,link_pred,True,,,2,4,2,skipsum,mean,99,0.6715,0.0041,200593.0,0.0049,0.0001,0.6109,0.006,0.5797,0.005,0.807,0.0008,0.6747,0.0035,0.6607,0.0068 -PyG,TU_PROTEINS,link_pred,True,,,2,4,3,skipconcat,add,99,0.6785,0.0033,200065.0,0.0057,0.0006,0.6003,0.0048,0.5724,0.0026,0.7932,0.0155,0.6649,0.0069,0.6512,0.0075 -PyG,TU_PROTEINS,link_pred,True,,,2,4,3,skipconcat,max,99,0.669,0.0046,200065.0,0.0057,0.0004,0.614,0.0039,0.5816,0.0046,0.8137,0.0213,0.6781,0.0055,0.6659,0.0051 -PyG,TU_PROTEINS,link_pred,True,,,2,4,3,skipconcat,mean,99,0.6726,0.0028,200065.0,0.0055,0.0004,0.6062,0.0008,0.5775,0.0011,0.7912,0.0064,0.6677,0.0017,0.6506,0.0028 -PyG,TU_PROTEINS,link_pred,True,,,2,4,3,skipsum,add,99,0.6769,0.0019,200333.0,0.0061,0.0014,0.5918,0.0053,0.5648,0.0041,0.8001,0.0101,0.6622,0.0043,0.6475,0.002 -PyG,TU_PROTEINS,link_pred,True,,,2,4,3,skipsum,max,99,0.6663,0.0043,200333.0,0.0073,0.0016,0.6133,0.0097,0.5815,0.0076,0.8094,0.0118,0.6768,0.0073,0.6692,0.0058 -PyG,TU_PROTEINS,link_pred,True,,,2,4,3,skipsum,mean,99,0.6708,0.0034,200333.0,0.0085,0.0024,0.6084,0.0093,0.5782,0.0074,0.8014,0.003,0.6718,0.006,0.6573,0.0088 -PyG,TU_PROTEINS,link_pred,True,,,2,6,2,skipconcat,add,99,0.6806,0.0101,203361.0,0.0109,0.0021,0.6055,0.011,0.5752,0.0081,0.8072,0.013,0.6717,0.0091,0.6624,0.0136 -PyG,TU_PROTEINS,link_pred,True,,,2,6,2,skipconcat,max,99,0.6736,0.0071,203361.0,0.0116,0.0016,0.616,0.009,0.5795,0.0068,0.8461,0.0076,0.6878,0.006,0.6839,0.0095 -PyG,TU_PROTEINS,link_pred,True,,,2,6,2,skipconcat,mean,99,0.6751,0.0026,203361.0,0.0103,0.0005,0.6128,0.0007,0.5806,0.0017,0.8125,0.0137,0.6772,0.0037,0.6614,0.0052 -PyG,TU_PROTEINS,link_pred,True,,,2,6,2,skipsum,add,99,0.676,0.002,200393.0,0.006,0.0005,0.5925,0.003,0.5633,0.0019,0.8227,0.0077,0.6687,0.0034,0.6618,0.0048 -PyG,TU_PROTEINS,link_pred,True,,,2,6,2,skipsum,max,99,0.6606,0.0023,200393.0,0.0116,0.0006,0.6236,0.0012,0.5874,0.0027,0.8317,0.0144,0.6884,0.0032,0.6901,0.0036 -PyG,TU_PROTEINS,link_pred,True,,,2,6,2,skipsum,mean,99,0.6671,0.0027,200393.0,0.0059,0.0004,0.6156,0.0089,0.5811,0.0058,0.8288,0.0137,0.6831,0.0083,0.6714,0.0096 -PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipconcat,add,99,0.6827,0.0068,208916.0,0.0118,0.0032,0.5948,0.0051,0.5676,0.0028,0.7962,0.0141,0.6627,0.0067,0.6506,0.0086 -PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipconcat,max,99,0.6654,0.0026,208916.0,0.0111,0.0015,0.625,0.0031,0.5869,0.0021,0.8438,0.0119,0.6923,0.0042,0.6894,0.0047 -PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipconcat,mean,99,0.6721,0.0029,208916.0,0.0142,0.0025,0.6092,0.0026,0.5793,0.0027,0.7986,0.0048,0.6715,0.0006,0.6532,0.0046 -PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipsum,add,99,0.6745,0.005,199361.0,0.0092,0.0021,0.5956,0.0029,0.5663,0.0012,0.817,0.0121,0.6689,0.0048,0.6627,0.0064 -PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipsum,max,99,0.6622,0.0041,199361.0,0.0076,0.0018,0.6217,0.0029,0.5871,0.0032,0.8208,0.0063,0.6845,0.0002,0.6835,0.0044 -PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipsum,mean,99,0.6663,0.005,199361.0,0.0153,0.0015,0.6157,0.0086,0.5821,0.0054,0.8204,0.0153,0.681,0.0088,0.671,0.0121 -PyG,TU_PROTEINS,link_pred,True,,,2,8,2,skipconcat,add,99,0.6813,0.0076,205377.0,0.0115,0.0015,0.6101,0.0034,0.578,0.0037,0.8164,0.0084,0.6767,0.0012,0.6676,0.0031 -PyG,TU_PROTEINS,link_pred,True,,,2,8,2,skipconcat,max,99,0.676,0.0084,205377.0,0.0133,0.004,0.6188,0.0063,0.5813,0.0052,0.8495,0.0065,0.6902,0.0036,0.6881,0.0042 -PyG,TU_PROTEINS,link_pred,True,,,2,8,2,skipconcat,mean,99,0.6747,0.0033,205377.0,0.0131,0.0036,0.6149,0.0009,0.5834,0.0005,0.8039,0.0083,0.6761,0.0028,0.6663,0.0005 -PyG,TU_PROTEINS,link_pred,True,,,2,8,2,skipsum,add,99,0.674,0.0041,201001.0,0.006,0.0005,0.5968,0.0038,0.5664,0.003,0.8263,0.0058,0.6721,0.0027,0.6676,0.0073 -PyG,TU_PROTEINS,link_pred,True,,,2,8,2,skipsum,max,99,0.6613,0.0057,201001.0,0.0115,0.0011,0.6227,0.0056,0.5857,0.0039,0.839,0.0116,0.6898,0.0054,0.6951,0.0084 -PyG,TU_PROTEINS,link_pred,True,,,2,8,2,skipsum,mean,99,0.6633,0.004,201001.0,0.0136,0.0038,0.6232,0.0092,0.5866,0.0072,0.8349,0.0037,0.6891,0.0061,0.6811,0.011 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipconcat,add,99,0.6777,0.0071,205957.0,0.0064,0.0007,0.6025,0.0069,0.5704,0.0038,0.83,0.0186,0.6761,0.0085,0.6662,0.0108 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipconcat,max,99,0.6652,0.0018,205957.0,0.0114,0.0009,0.6185,0.0084,0.5809,0.0052,0.8507,0.0154,0.6903,0.0084,0.6892,0.008 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipconcat,mean,99,0.6696,0.0038,205957.0,0.009,0.0015,0.613,0.0053,0.5808,0.0045,0.8134,0.0143,0.6776,0.0052,0.6618,0.0107 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipsum,add,99,0.6765,0.0077,200193.0,0.0106,0.0031,0.59,0.005,0.5623,0.0037,0.8127,0.0029,0.6647,0.0034,0.6568,0.0076 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipsum,max,99,0.6605,0.0038,200193.0,0.0078,0.0023,0.6213,0.006,0.585,0.0044,0.8356,0.0052,0.6882,0.0045,0.6919,0.0091 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipsum,mean,99,0.6647,0.004,200193.0,0.0122,0.002,0.6177,0.0037,0.5835,0.002,0.8227,0.0105,0.6828,0.0047,0.6773,0.0099 diff --git a/run/results/design_v2link_grid_round2link/agg/val_best.csv b/run/results/design_v2link_grid_round2link/agg/val_best.csv deleted file mode 100644 index 8c992a25..00000000 --- a/run/results/design_v2link_grid_round2link/agg/val_best.csv +++ /dev/null @@ -1,1052 +0,0 @@ -format,dataset,task,trans,feature,label,l_pre,l_mp,l_post,stage,agg,epoch,loss,loss_std,params,time_iter,time_iter_std,accuracy,accuracy_std,precision,precision_std,recall,recall_std,f1,f1_std,auc,auc_std -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipconcat,add,99,0.5077,0.009,273444.0,0.1442,0.0301,0.7691,0.0046,0.692,0.0045,0.9698,0.0006,0.8077,0.003,0.9294,0.0013 -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipconcat,max,99,0.4907,0.0084,273444.0,0.0996,0.0173,0.7675,0.0026,0.6873,0.0023,0.982,0.0008,0.8086,0.0019,0.9366,0.0039 -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipconcat,mean,99,0.4746,0.006,273444.0,0.1241,0.0303,0.7865,0.0002,0.7083,0.0003,0.9744,0.0007,0.8203,0.0002,0.9381,0.0033 -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipsum,add,99,0.5011,0.0032,369409.0,0.0957,0.0435,0.7694,0.0021,0.6929,0.0014,0.9679,0.0024,0.8077,0.0018,0.9247,0.0035 -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipsum,max,99,0.4859,0.0049,369409.0,0.1283,0.0357,0.7691,0.0045,0.6885,0.004,0.9829,0.0011,0.8098,0.0031,0.934,0.0043 -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipsum,mean,99,0.4747,0.006,369409.0,0.1336,0.0344,0.7932,0.0043,0.7157,0.0038,0.9731,0.0022,0.8247,0.0033,0.9346,0.0042 -PyG,AmazonComputers,link_pred,True,,,1,2,3,skipconcat,add,99,0.4868,0.0054,266337.0,0.1536,0.0348,0.778,0.0009,0.7,0.0008,0.9731,0.0019,0.8142,0.0008,0.9354,0.0019 -PyG,AmazonComputers,link_pred,True,,,1,2,3,skipconcat,max,99,0.4735,0.0034,266337.0,0.0999,0.0057,0.7791,0.0021,0.6979,0.0018,0.9845,0.001,0.8168,0.0016,0.9433,0.0028 -PyG,AmazonComputers,link_pred,True,,,1,2,3,skipconcat,mean,99,0.4578,0.0011,266337.0,0.0711,0.0167,0.802,0.001,0.7241,0.0012,0.9758,0.0014,0.8313,0.0007,0.9462,0.001 -PyG,AmazonComputers,link_pred,True,,,1,2,3,skipsum,add,99,0.4953,0.0021,352828.0,0.1066,0.0179,0.7774,0.0024,0.7016,0.0019,0.9655,0.0021,0.8127,0.0019,0.9243,0.0017 -PyG,AmazonComputers,link_pred,True,,,1,2,3,skipsum,max,99,0.4759,0.0034,352828.0,0.1227,0.0126,0.777,0.0051,0.6956,0.005,0.9853,0.0003,0.8154,0.0034,0.941,0.0018 -PyG,AmazonComputers,link_pred,True,,,1,2,3,skipsum,mean,99,0.4626,0.0034,352828.0,0.1254,0.0524,0.8005,0.0026,0.7225,0.003,0.9758,0.0008,0.8303,0.0017,0.9424,0.0022 -PyG,AmazonComputers,link_pred,True,,,1,4,2,skipconcat,add,99,0.583,0.0126,247777.0,0.1236,0.0303,0.7658,0.0016,0.688,0.0022,0.9731,0.0025,0.8061,0.0007,0.9288,0.0016 -PyG,AmazonComputers,link_pred,True,,,1,4,2,skipconcat,max,99,0.488,0.0036,247777.0,0.1398,0.0295,0.7677,0.0011,0.6872,0.0009,0.9827,0.0016,0.8088,0.0009,0.9437,0.0032 -PyG,AmazonComputers,link_pred,True,,,1,4,2,skipconcat,mean,99,0.4618,0.0044,247777.0,0.0915,0.0159,0.7942,0.0031,0.7163,0.0033,0.9745,0.0001,0.8257,0.0022,0.9461,0.0014 -PyG,AmazonComputers,link_pred,True,,,1,4,2,skipsum,add,99,0.5819,0.0082,337747.0,0.0785,0.0167,0.7656,0.0012,0.6909,0.0019,0.9613,0.0037,0.804,0.0006,0.9102,0.0022 -PyG,AmazonComputers,link_pred,True,,,1,4,2,skipsum,max,99,0.4906,0.0012,337747.0,0.1458,0.0332,0.7667,0.0034,0.6864,0.0033,0.9824,0.0007,0.8081,0.0022,0.9334,0.0005 -PyG,AmazonComputers,link_pred,True,,,1,4,2,skipsum,mean,99,0.4591,0.0027,337747.0,0.0933,0.0114,0.8059,0.0005,0.7286,0.0009,0.975,0.0015,0.834,0.0004,0.9449,0.0022 -PyG,AmazonComputers,link_pred,True,,,1,4,3,skipconcat,add,99,0.5143,0.0103,243384.0,0.1317,0.0378,0.7785,0.004,0.7011,0.0032,0.971,0.0035,0.8142,0.0033,0.9329,0.0035 -PyG,AmazonComputers,link_pred,True,,,1,4,3,skipconcat,max,99,0.4719,0.0031,243384.0,0.0961,0.0109,0.7791,0.0029,0.6971,0.0028,0.9873,0.001,0.8172,0.0019,0.9493,0.0021 -PyG,AmazonComputers,link_pred,True,,,1,4,3,skipconcat,mean,99,0.449,0.0021,243384.0,0.0783,0.0104,0.8093,0.0016,0.7311,0.0021,0.9787,0.0008,0.8369,0.001,0.953,0.0011 -PyG,AmazonComputers,link_pred,True,,,1,4,3,skipsum,add,99,0.5279,0.0044,328945.0,0.0903,0.0052,0.7719,0.0008,0.6971,0.0013,0.9619,0.0019,0.8084,0.0003,0.9185,0.002 -PyG,AmazonComputers,link_pred,True,,,1,4,3,skipsum,max,99,0.48,0.0032,328945.0,0.1417,0.0214,0.7767,0.0029,0.6958,0.0024,0.983,0.0015,0.8149,0.0022,0.9376,0.0026 -PyG,AmazonComputers,link_pred,True,,,1,4,3,skipsum,mean,99,0.4514,0.0031,328945.0,0.1424,0.0111,0.811,0.0023,0.7339,0.0025,0.9759,0.0014,0.8378,0.0016,0.9507,0.0019 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipconcat,add,99,0.7343,0.0833,232922.0,0.1254,0.0502,0.7598,0.0003,0.684,0.0021,0.9659,0.0088,0.8008,0.0016,0.9126,0.0097 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipconcat,max,99,0.4973,0.0062,232922.0,0.1383,0.021,0.7597,0.0011,0.6795,0.0013,0.9832,0.0009,0.8036,0.0006,0.9434,0.0028 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipconcat,mean,99,0.4577,0.0064,232922.0,0.0677,0.0176,0.7946,0.0029,0.7162,0.0031,0.976,0.0013,0.8261,0.002,0.9491,0.0036 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipsum,add,99,0.6466,0.0431,320281.0,0.1061,0.0106,0.7626,0.0023,0.6922,0.0039,0.9461,0.0062,0.7995,0.0009,0.8909,0.0088 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipsum,max,99,0.4969,0.0069,320281.0,0.1453,0.0188,0.7604,0.0043,0.6805,0.0043,0.9819,0.0021,0.8039,0.0027,0.9311,0.0022 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipsum,mean,99,0.4529,0.0019,320281.0,0.1177,0.0234,0.8128,0.0018,0.7364,0.0028,0.9744,0.0025,0.8388,0.001,0.9491,0.0015 -PyG,AmazonComputers,link_pred,True,,,1,6,3,skipconcat,add,99,0.5332,0.0185,234361.0,0.1095,0.0242,0.7726,0.0041,0.6962,0.0039,0.9674,0.0014,0.8097,0.003,0.9275,0.0055 -PyG,AmazonComputers,link_pred,True,,,1,6,3,skipconcat,max,99,0.4721,0.0033,234361.0,0.0766,0.0099,0.7803,0.0089,0.6985,0.0091,0.9866,0.0011,0.8179,0.0058,0.9498,0.0013 -PyG,AmazonComputers,link_pred,True,,,1,6,3,skipconcat,mean,99,0.4503,0.0019,234361.0,0.0984,0.0128,0.807,0.0053,0.7288,0.0056,0.978,0.0005,0.8352,0.0038,0.9523,0.0008 -PyG,AmazonComputers,link_pred,True,,,1,6,3,skipsum,add,99,0.5618,0.0175,313465.0,0.1307,0.0299,0.7668,0.0034,0.6929,0.0033,0.9585,0.0032,0.8043,0.0024,0.9111,0.0035 -PyG,AmazonComputers,link_pred,True,,,1,6,3,skipsum,max,99,0.4836,0.0039,313465.0,0.1456,0.0314,0.773,0.0024,0.6923,0.002,0.9831,0.0011,0.8125,0.0017,0.937,0.0034 -PyG,AmazonComputers,link_pred,True,,,1,6,3,skipsum,mean,99,0.45,0.0038,313465.0,0.1256,0.0255,0.8176,0.0014,0.7405,0.0017,0.9778,0.0012,0.8428,0.0009,0.9529,0.0019 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipconcat,add,99,0.8458,0.0143,228737.0,0.076,0.0206,0.7494,0.0039,0.6729,0.0039,0.9709,0.0019,0.7948,0.0024,0.9059,0.0024 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipconcat,max,99,0.4884,0.0067,228737.0,0.1136,0.0085,0.7652,0.0043,0.6847,0.0039,0.9829,0.0016,0.8071,0.003,0.9462,0.0015 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipconcat,mean,99,0.4589,0.0029,228737.0,0.0962,0.0249,0.7956,0.0038,0.7176,0.0036,0.9749,0.0013,0.8267,0.0028,0.9479,0.0018 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipsum,add,99,0.664,0.0538,306321.0,0.1339,0.0449,0.7582,0.0043,0.6867,0.0044,0.95,0.003,0.7971,0.0029,0.8915,0.0061 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipsum,max,99,0.4965,0.0074,306321.0,0.1674,0.0155,0.7616,0.0072,0.6821,0.0065,0.9799,0.0016,0.8043,0.005,0.9298,0.0054 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipsum,mean,79,0.452,0.0021,306321.0,0.0953,0.0282,0.8137,0.0008,0.7376,0.0005,0.974,0.0013,0.8394,0.0007,0.95,0.0016 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipconcat,add,99,0.6551,0.0248,225802.0,0.1099,0.0304,0.763,0.0012,0.6873,0.002,0.965,0.0034,0.8028,0.0002,0.9105,0.0041 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipconcat,max,99,0.473,0.004,225802.0,0.1157,0.0059,0.7729,0.0038,0.6911,0.0036,0.987,0.0015,0.8129,0.0027,0.9514,0.0007 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipconcat,mean,79,0.4497,0.002,225802.0,0.1173,0.0272,0.8083,0.0035,0.73,0.004,0.9785,0.0008,0.8362,0.0024,0.9529,0.0019 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipsum,add,99,0.6032,0.0337,303377.0,0.1148,0.0071,0.7584,0.0077,0.6883,0.0098,0.945,0.0083,0.7964,0.0038,0.8968,0.004 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipsum,max,99,0.4831,0.0021,303377.0,0.1494,0.0272,0.7746,0.0035,0.6933,0.0037,0.9848,0.0018,0.8138,0.0022,0.9395,0.0011 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipsum,mean,79,0.4527,0.002,303377.0,0.0978,0.0066,0.8146,0.0046,0.7378,0.0056,0.9761,0.0016,0.8404,0.0032,0.9513,0.0014 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipconcat,add,99,0.4927,0.0043,273031.0,0.0708,0.0188,0.7751,0.0007,0.6963,0.0003,0.9757,0.0016,0.8127,0.0007,0.9405,0.002 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipconcat,max,99,0.4815,0.0033,273031.0,0.1244,0.0164,0.7756,0.0006,0.6951,0.0007,0.982,0.0006,0.814,0.0003,0.9412,0.002 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipconcat,mean,99,0.4627,0.0044,273031.0,0.1019,0.0208,0.7929,0.0032,0.7141,0.0035,0.9772,0.001,0.8252,0.0022,0.9454,0.0027 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipsum,add,99,0.4954,0.0053,352828.0,0.0985,0.0022,0.7758,0.0018,0.6988,0.0016,0.9695,0.0007,0.8121,0.0013,0.9278,0.0029 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipsum,max,99,0.4806,0.0011,352828.0,0.1057,0.0084,0.775,0.0034,0.6941,0.0036,0.9837,0.001,0.8139,0.0021,0.9379,0.0006 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipsum,mean,99,0.4613,0.0015,352828.0,0.1283,0.0243,0.8013,0.0023,0.7238,0.0028,0.9744,0.0011,0.8306,0.0015,0.9433,0.0015 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipconcat,add,99,0.4709,0.0042,261601.0,0.0937,0.0091,0.7852,0.0024,0.7054,0.0019,0.9794,0.0017,0.8201,0.0019,0.9463,0.0033 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipconcat,max,99,0.4708,0.0009,261601.0,0.1017,0.0036,0.7854,0.0027,0.7043,0.0031,0.9838,0.0009,0.8209,0.0018,0.9454,0.0006 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipconcat,mean,99,0.4519,0.0042,261601.0,0.0902,0.0071,0.801,0.0033,0.7213,0.0033,0.981,0.0006,0.8314,0.0024,0.9522,0.003 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipsum,add,99,0.4844,0.0013,337747.0,0.1038,0.0161,0.7804,0.0019,0.7023,0.0019,0.9732,0.0007,0.8159,0.0014,0.9325,0.0008 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipsum,max,99,0.4716,0.0015,337747.0,0.1046,0.0132,0.7825,0.0021,0.701,0.002,0.9852,0.0005,0.8192,0.0014,0.9439,0.0012 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipsum,mean,99,0.4542,0.0016,337747.0,0.0685,0.0158,0.8078,0.0014,0.7306,0.0015,0.9753,0.0004,0.8354,0.001,0.9478,0.0013 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipconcat,add,99,0.5911,0.0221,243448.0,0.1333,0.0444,0.7691,0.0039,0.691,0.0033,0.9737,0.0021,0.8084,0.0029,0.9311,0.0028 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipconcat,max,99,0.4805,0.0018,243448.0,0.1363,0.0273,0.7761,0.0017,0.6956,0.0018,0.9816,0.0005,0.8143,0.0011,0.9442,0.0019 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipconcat,mean,99,0.458,0.0033,243448.0,0.0919,0.0043,0.7955,0.0035,0.7167,0.0034,0.9772,0.0014,0.8269,0.0025,0.9495,0.0021 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipsum,add,99,0.5577,0.0166,328945.0,0.1122,0.0125,0.7687,0.0063,0.6937,0.0074,0.9628,0.0056,0.8063,0.0037,0.9141,0.0028 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipsum,max,99,0.4864,0.0024,328945.0,0.1578,0.036,0.7697,0.0026,0.6893,0.0023,0.9817,0.0011,0.8099,0.0018,0.9347,0.0023 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipsum,mean,99,0.4572,0.0019,328945.0,0.1555,0.0431,0.8079,0.0046,0.7312,0.0049,0.9739,0.0013,0.8352,0.0034,0.946,0.0008 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipconcat,add,99,0.5141,0.0143,236737.0,0.1384,0.0289,0.7761,0.0058,0.6974,0.006,0.9757,0.0007,0.8133,0.0039,0.938,0.0002 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipconcat,max,99,0.4661,0.0021,236737.0,0.1031,0.0039,0.7833,0.0076,0.7016,0.0079,0.9866,0.0011,0.82,0.005,0.9513,0.0012 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipconcat,mean,99,0.4519,0.0001,236737.0,0.1085,0.0176,0.8055,0.0031,0.7272,0.0039,0.9781,0.0014,0.8342,0.002,0.9516,0.0007 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipsum,add,79,0.5222,0.0076,320281.0,0.1113,0.017,0.7711,0.0033,0.6968,0.004,0.9598,0.0032,0.8075,0.0019,0.917,0.0013 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipsum,max,99,0.4756,0.0049,320281.0,0.134,0.0262,0.7793,0.0049,0.6983,0.0045,0.9836,0.0027,0.8167,0.0035,0.9403,0.0036 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipsum,mean,79,0.4488,0.0022,320281.0,0.1236,0.0321,0.8155,0.0014,0.7386,0.0021,0.9767,0.0015,0.8411,0.0008,0.9533,0.0004 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipconcat,add,99,0.8141,0.1214,234685.0,0.1194,0.0273,0.7555,0.011,0.679,0.0109,0.9701,0.0048,0.7987,0.007,0.9107,0.005 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipconcat,max,99,0.4894,0.008,234685.0,0.1179,0.0126,0.7618,0.0068,0.6816,0.0063,0.9829,0.0008,0.805,0.0046,0.945,0.0018 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipconcat,mean,99,0.4595,0.0007,234685.0,0.1064,0.0163,0.7948,0.0009,0.7167,0.0011,0.9748,0.0011,0.8261,0.0006,0.9481,0.0003 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipsum,add,99,0.6199,0.005,313465.0,0.1123,0.016,0.7628,0.0019,0.6895,0.0005,0.9563,0.0048,0.8013,0.002,0.8997,0.0041 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipsum,max,99,0.4898,0.0019,313465.0,0.1284,0.0128,0.7683,0.0029,0.6877,0.003,0.983,0.0008,0.8093,0.0018,0.9349,0.0001 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipsum,mean,79,0.4514,0.0013,313465.0,0.1048,0.0091,0.8122,0.0034,0.7352,0.0042,0.9762,0.0014,0.8387,0.0022,0.9515,0.0008 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipconcat,add,99,0.5478,0.0181,235656.0,0.101,0.0173,0.7696,0.0054,0.6918,0.0047,0.9727,0.0028,0.8086,0.0041,0.931,0.0059 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipconcat,max,99,0.4725,0.0091,235656.0,0.0718,0.0198,0.7788,0.0098,0.6974,0.01,0.9856,0.001,0.8167,0.0065,0.9493,0.003 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipconcat,mean,99,0.4478,0.0014,235656.0,0.0525,0.0006,0.8088,0.0016,0.7306,0.0019,0.9783,0.001,0.8365,0.0011,0.9544,0.0004 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipsum,add,99,0.5575,0.0195,306321.0,0.097,0.0104,0.7643,0.0058,0.6892,0.0059,0.9631,0.0048,0.8034,0.0039,0.9142,0.006 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipsum,max,99,0.481,0.0048,306321.0,0.1154,0.0094,0.7753,0.006,0.6943,0.0062,0.9841,0.0013,0.8141,0.0039,0.9392,0.0028 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipsum,mean,99,0.4467,0.0023,306321.0,0.0958,0.0036,0.8185,0.0011,0.7421,0.0012,0.9762,0.0012,0.8432,0.0008,0.9542,0.0012 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipconcat,add,99,0.8029,0.0284,229825.0,0.0982,0.0097,0.752,0.0054,0.6758,0.0058,0.9693,0.0031,0.7963,0.0031,0.9082,0.0038 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipconcat,max,99,0.5044,0.0201,229825.0,0.0981,0.0047,0.7555,0.01,0.6757,0.0092,0.9833,0.0008,0.8009,0.0064,0.9437,0.0031 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipconcat,mean,99,0.457,0.0034,229825.0,0.123,0.033,0.7969,0.0005,0.7188,0.0007,0.9755,0.0003,0.8277,0.0003,0.949,0.0015 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipsum,add,79,0.6839,0.0506,303377.0,0.0992,0.0376,0.7536,0.0034,0.6816,0.0047,0.9519,0.0073,0.7944,0.0019,0.89,0.0038 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipsum,max,99,0.497,0.012,303377.0,0.165,0.0397,0.7621,0.0116,0.6823,0.0107,0.9818,0.0012,0.805,0.0078,0.9311,0.0055 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipsum,mean,99,0.4501,0.0024,303377.0,0.0766,0.0123,0.8112,0.0031,0.7342,0.0036,0.9756,0.0018,0.8379,0.0022,0.9522,0.0014 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipconcat,add,79,0.6703,0.0431,226585.0,0.0755,0.0188,0.7683,0.0068,0.6923,0.0078,0.9664,0.0039,0.8066,0.0039,0.9137,0.0005 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipconcat,max,99,0.4668,0.0038,226585.0,0.1045,0.0126,0.7838,0.0047,0.7023,0.0049,0.9852,0.0007,0.8201,0.0032,0.9515,0.0021 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipconcat,mean,99,0.4486,0.0018,226585.0,0.125,0.0429,0.8091,0.0038,0.7308,0.0043,0.9788,0.0006,0.8368,0.0027,0.9537,0.0012 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipsum,add,59,0.6149,0.0402,297985.0,0.1131,0.027,0.7565,0.0036,0.6843,0.0015,0.9526,0.008,0.7964,0.0038,0.896,0.0083 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipsum,max,99,0.4825,0.0033,297985.0,0.1556,0.0537,0.7752,0.0046,0.6945,0.0044,0.9828,0.0007,0.8139,0.0032,0.9368,0.0027 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipsum,mean,79,0.4512,0.0016,297985.0,0.124,0.0146,0.815,0.0042,0.7377,0.0053,0.9778,0.002,0.8409,0.0027,0.953,0.0007 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipconcat,add,99,0.4912,0.007,271310.0,0.0403,0.0142,0.7824,0.002,0.7019,0.0019,0.9818,0.0002,0.8186,0.0014,0.9479,0.0019 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipconcat,max,99,0.4684,0.0007,271310.0,0.0456,0.0122,0.7823,0.0035,0.6999,0.0034,0.9887,0.0002,0.8196,0.0023,0.9528,0.0004 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipconcat,mean,99,0.4616,0.0038,271310.0,0.0429,0.0111,0.8003,0.002,0.7189,0.002,0.9862,0.0002,0.8315,0.0014,0.9516,0.0019 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipsum,add,99,0.4859,0.0029,364525.0,0.0427,0.0101,0.7862,0.0008,0.7057,0.0005,0.9816,0.001,0.8212,0.0007,0.9436,0.0018 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipsum,max,99,0.4682,0.0054,364525.0,0.0505,0.0141,0.7834,0.0036,0.7006,0.0034,0.9895,0.0008,0.8204,0.0026,0.9477,0.0037 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipsum,mean,99,0.4566,0.0046,364525.0,0.0381,0.0067,0.8111,0.002,0.7303,0.0022,0.9865,0.0006,0.8393,0.0015,0.9511,0.0021 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipconcat,add,99,0.4641,0.0037,264533.0,0.0294,0.0041,0.7961,0.0025,0.7146,0.0031,0.9862,0.0019,0.8287,0.0015,0.9548,0.001 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipconcat,max,99,0.4549,0.0014,264533.0,0.0297,0.0018,0.8009,0.002,0.7182,0.0024,0.9907,0.001,0.8327,0.0012,0.9567,0.0008 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipconcat,mean,99,0.4463,0.004,264533.0,0.0349,0.0117,0.8153,0.0029,0.7339,0.0028,0.9892,0.0013,0.8426,0.0022,0.958,0.0029 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipsum,add,99,0.4718,0.0018,348450.0,0.0262,0.0006,0.7933,0.0011,0.712,0.0012,0.9849,0.001,0.8265,0.0008,0.949,0.0018 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipsum,max,99,0.4591,0.0015,348450.0,0.0569,0.0171,0.7953,0.0067,0.7121,0.0071,0.9916,0.0006,0.8289,0.0046,0.9533,0.0005 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipsum,mean,99,0.4429,0.0025,348450.0,0.0267,0.0007,0.8213,0.002,0.7405,0.0025,0.9894,0.0009,0.847,0.0014,0.9596,0.0022 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipconcat,add,99,0.5494,0.0206,246501.0,0.0409,0.0142,0.7794,0.0103,0.6983,0.0095,0.9844,0.0023,0.817,0.0073,0.9468,0.0037 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipconcat,max,99,0.4656,0.0052,246501.0,0.034,0.0056,0.7817,0.0027,0.6992,0.0028,0.989,0.001,0.8192,0.0018,0.9584,0.0028 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipconcat,mean,99,0.4438,0.0022,246501.0,0.0309,0.005,0.8114,0.0019,0.7303,0.0022,0.9876,0.0007,0.8397,0.0012,0.9605,0.0015 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipsum,add,99,0.5344,0.0082,333765.0,0.0301,0.0006,0.7849,0.002,0.7037,0.0021,0.9841,0.0007,0.8206,0.0013,0.9387,0.0007 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipsum,max,99,0.4673,0.0038,333765.0,0.0407,0.0011,0.7868,0.0025,0.704,0.0025,0.9898,0.0005,0.8228,0.0016,0.949,0.0025 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipsum,mean,99,0.4403,0.0028,333765.0,0.0364,0.0062,0.8242,0.0049,0.7443,0.0052,0.9878,0.0008,0.8489,0.0037,0.9609,0.0015 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipconcat,add,79,0.5026,0.0075,242306.0,0.0307,0.0047,0.7935,0.0041,0.7123,0.0042,0.9851,0.0013,0.8267,0.0028,0.9498,0.002 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipconcat,max,99,0.4489,0.0014,242306.0,0.0288,0.0005,0.8025,0.0022,0.7193,0.0024,0.9922,0.0004,0.834,0.0015,0.9631,0.0007 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipconcat,mean,99,0.4376,0.001,242306.0,0.0309,0.0055,0.8213,0.003,0.7407,0.0029,0.9889,0.0012,0.847,0.0023,0.9629,0.0011 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipsum,add,99,0.5002,0.0136,325249.0,0.0295,0.0006,0.7914,0.0067,0.7101,0.0057,0.985,0.0036,0.8252,0.0051,0.9458,0.0061 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipsum,max,99,0.4561,0.002,325249.0,0.0392,0.0018,0.8023,0.0036,0.7191,0.0036,0.992,0.0005,0.8338,0.0025,0.9561,0.001 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipsum,mean,99,0.4348,0.0011,325249.0,0.0348,0.0078,0.8347,0.0021,0.7557,0.0024,0.9893,0.0002,0.8568,0.0015,0.9641,0.0008 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipconcat,add,99,0.6411,0.0212,232020.0,0.0312,0.0043,0.7742,0.0054,0.6935,0.0051,0.9829,0.0009,0.8132,0.0038,0.9386,0.0019 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipconcat,max,99,0.4673,0.0036,232020.0,0.0365,0.0069,0.7745,0.0011,0.6921,0.0012,0.9892,0.0011,0.8144,0.0007,0.9598,0.0009 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipconcat,mean,99,0.4382,0.0049,232020.0,0.0347,0.0041,0.8164,0.0031,0.7356,0.0034,0.9876,0.0001,0.8432,0.0023,0.9631,0.0029 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipsum,add,99,0.5563,0.013,316827.0,0.0312,0.001,0.7841,0.0027,0.7035,0.0023,0.982,0.0015,0.8198,0.0021,0.9329,0.0025 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipsum,max,99,0.463,0.0036,316827.0,0.0573,0.0195,0.7951,0.0035,0.7122,0.0036,0.9903,0.0008,0.8286,0.0025,0.9518,0.0019 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipsum,mean,99,0.4348,0.0007,316827.0,0.0395,0.0022,0.8367,0.0015,0.7585,0.0017,0.9881,0.0007,0.8582,0.0011,0.9631,0.0002 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipconcat,add,99,0.5091,0.0094,233591.0,0.0336,0.0043,0.7916,0.0018,0.7096,0.0012,0.9872,0.0019,0.8257,0.0015,0.9504,0.001 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipconcat,max,99,0.4471,0.0053,233591.0,0.0315,0.0003,0.7977,0.0041,0.7146,0.0043,0.9913,0.001,0.8305,0.0028,0.9636,0.0035 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipconcat,mean,99,0.4368,0.002,233591.0,0.0475,0.0062,0.8245,0.0021,0.7443,0.0022,0.9887,0.0009,0.8492,0.0016,0.9629,0.0012 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipsum,add,99,0.5483,0.0191,310209.0,0.043,0.0105,0.7821,0.007,0.701,0.0067,0.9842,0.0012,0.8188,0.0049,0.9379,0.0055 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipsum,max,99,0.4615,0.0009,310209.0,0.0391,0.001,0.7943,0.0026,0.7111,0.0029,0.9914,0.0007,0.8282,0.0017,0.9521,0.0002 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipsum,mean,99,0.4337,0.0027,310209.0,0.0364,0.0062,0.8383,0.001,0.7599,0.0014,0.989,0.0017,0.8594,0.0008,0.9642,0.0023 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipconcat,add,99,0.6921,0.0222,228033.0,0.0404,0.0121,0.7695,0.0107,0.6888,0.0104,0.9836,0.0018,0.8102,0.007,0.9341,0.0021 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipconcat,max,99,0.4659,0.005,228033.0,0.0313,0.001,0.7776,0.0016,0.6951,0.0017,0.989,0.0009,0.8165,0.001,0.9601,0.0001 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipconcat,mean,99,0.4409,0.0032,228033.0,0.0431,0.004,0.8169,0.0049,0.7364,0.0052,0.9873,0.0007,0.8436,0.0036,0.9617,0.0013 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipsum,add,79,0.6209,0.0317,303241.0,0.0376,0.0051,0.7762,0.0076,0.697,0.0077,0.9776,0.0021,0.8137,0.0051,0.9217,0.0054 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipsum,max,99,0.4699,0.0007,303241.0,0.0577,0.0109,0.7842,0.0032,0.7011,0.0031,0.9906,0.0004,0.8211,0.0023,0.9487,0.0017 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipsum,mean,99,0.4357,0.0012,303241.0,0.0691,0.034,0.8356,0.0034,0.7572,0.0039,0.9881,0.0005,0.8573,0.0026,0.9634,0.0003 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipconcat,add,99,0.5852,0.0091,225208.0,0.0268,0.0007,0.7761,0.0068,0.6959,0.0057,0.9811,0.0036,0.8142,0.0052,0.9358,0.0045 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipconcat,max,99,0.4509,0.0034,225208.0,0.0306,0.0034,0.7916,0.0014,0.7085,0.0013,0.9906,0.0012,0.8262,0.0011,0.9621,0.0031 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipconcat,mean,99,0.4343,0.002,225208.0,0.0481,0.0125,0.828,0.0017,0.7478,0.002,0.9897,0.0005,0.8519,0.0011,0.9645,0.0016 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipsum,add,99,0.5692,0.0119,300429.0,0.0383,0.0078,0.7806,0.0022,0.7009,0.0034,0.9791,0.0044,0.8169,0.0009,0.931,0.0046 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipsum,max,99,0.4619,0.0039,300429.0,0.052,0.0083,0.7942,0.0046,0.7108,0.0046,0.9922,0.0008,0.8282,0.0033,0.9542,0.0022 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipsum,mean,99,0.4307,0.001,300429.0,0.0431,0.0092,0.8432,0.0035,0.7656,0.0038,0.9895,0.0009,0.8633,0.0028,0.9667,0.0009 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipconcat,add,99,0.4758,0.006,270941.0,0.0296,0.0026,0.787,0.0029,0.7055,0.0026,0.9854,0.0014,0.8223,0.0022,0.9554,0.0018 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipconcat,max,99,0.4655,0.001,270941.0,0.0402,0.0077,0.7884,0.0028,0.7061,0.0027,0.9883,0.0006,0.8237,0.002,0.9538,0.0002 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipconcat,mean,99,0.4503,0.0051,270941.0,0.0271,0.0012,0.8061,0.0018,0.7246,0.0019,0.9875,0.0006,0.8359,0.0013,0.9566,0.0033 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipsum,add,99,0.4742,0.0036,348450.0,0.0274,0.0009,0.7912,0.0015,0.7095,0.0015,0.986,0.0007,0.8252,0.0011,0.9511,0.0016 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipsum,max,99,0.4602,0.0028,348450.0,0.0371,0.0052,0.7934,0.004,0.7103,0.004,0.991,0.0004,0.8274,0.0029,0.9531,0.0022 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipsum,mean,99,0.445,0.0014,348450.0,0.0338,0.0042,0.8163,0.0009,0.7351,0.0009,0.9891,0.0006,0.8434,0.0008,0.9586,0.0009 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipconcat,add,99,0.4565,0.0042,259841.0,0.0251,0.0011,0.7975,0.0011,0.7156,0.0013,0.9871,0.002,0.8298,0.0009,0.9588,0.0031 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipconcat,max,99,0.4525,0.002,259841.0,0.0444,0.0059,0.8012,0.0053,0.7181,0.0056,0.9916,0.0007,0.833,0.0037,0.9583,0.0009 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipconcat,mean,99,0.4387,0.0013,259841.0,0.0344,0.012,0.8211,0.0037,0.7396,0.004,0.9912,0.0004,0.8471,0.0027,0.9631,0.0004 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipsum,add,99,0.4652,0.0027,333765.0,0.0245,0.0005,0.7962,0.0004,0.7145,0.0004,0.9868,0.0012,0.8288,0.0004,0.9539,0.0004 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipsum,max,99,0.4514,0.0022,333765.0,0.0377,0.0078,0.8015,0.0036,0.7184,0.0037,0.9918,0.0,0.8333,0.0025,0.9579,0.0007 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipsum,mean,99,0.4364,0.0039,333765.0,0.037,0.0133,0.8276,0.0029,0.7475,0.0031,0.9895,0.0004,0.8516,0.0021,0.9635,0.0024 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipconcat,add,99,0.5494,0.0232,242194.0,0.0339,0.0077,0.7833,0.005,0.7014,0.0047,0.9869,0.0012,0.82,0.0036,0.9512,0.002 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipconcat,max,99,0.4606,0.0068,242194.0,0.032,0.0051,0.7855,0.0063,0.703,0.0061,0.9888,0.0006,0.8218,0.0044,0.9591,0.0032 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipconcat,mean,79,0.443,0.0012,242194.0,0.0285,0.0008,0.8114,0.0039,0.7302,0.0038,0.9879,0.0014,0.8397,0.003,0.961,0.0007 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipsum,add,79,0.5265,0.0089,325249.0,0.037,0.0047,0.7882,0.0033,0.7069,0.0033,0.9846,0.0007,0.823,0.0023,0.9413,0.0033 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipsum,max,99,0.462,0.0034,325249.0,0.0421,0.0023,0.792,0.0014,0.7093,0.0015,0.9897,0.0002,0.8263,0.0009,0.9518,0.0026 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipsum,mean,79,0.4373,0.0054,325249.0,0.0321,0.0024,0.8273,0.0062,0.7472,0.0067,0.9896,0.0011,0.8515,0.0046,0.963,0.0036 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipconcat,add,99,0.4921,0.0092,235681.0,0.0301,0.0033,0.7935,0.0048,0.7114,0.0046,0.9876,0.0017,0.8271,0.0035,0.954,0.0005 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipconcat,max,99,0.4488,0.0034,235681.0,0.0396,0.0116,0.8005,0.0026,0.7175,0.0027,0.9914,0.0005,0.8325,0.0018,0.9622,0.0016 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipconcat,mean,99,0.4365,0.0013,235681.0,0.0496,0.0093,0.8257,0.0043,0.7452,0.0045,0.9901,0.0009,0.8503,0.0032,0.9636,0.0005 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipsum,add,79,0.5042,0.0009,316827.0,0.0375,0.0072,0.791,0.0017,0.709,0.0013,0.9875,0.0011,0.8254,0.0013,0.9504,0.0027 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipsum,max,99,0.4549,0.0018,316827.0,0.0393,0.0014,0.7997,0.0033,0.7164,0.0034,0.992,0.0004,0.832,0.0023,0.957,0.0015 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipsum,mean,99,0.4337,0.0008,316827.0,0.042,0.0177,0.8368,0.0014,0.7584,0.0014,0.9883,0.0009,0.8583,0.0012,0.9647,0.0009 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipconcat,add,79,0.6577,0.0435,233783.0,0.0247,0.0007,0.7776,0.0053,0.697,0.0048,0.9825,0.002,0.8154,0.0038,0.9344,0.0074 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipconcat,max,99,0.4624,0.0065,233783.0,0.0312,0.0006,0.7829,0.0032,0.7005,0.0026,0.9884,0.0023,0.8199,0.0025,0.9605,0.0035 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipconcat,mean,99,0.4401,0.0038,233783.0,0.0274,0.0014,0.8125,0.006,0.7314,0.0062,0.9879,0.001,0.8405,0.0044,0.9623,0.002 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipsum,add,99,0.5719,0.0312,310209.0,0.0406,0.0166,0.7843,0.003,0.7037,0.0035,0.9822,0.0018,0.8199,0.0018,0.9314,0.0047 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipsum,max,99,0.4627,0.0029,310209.0,0.0473,0.0055,0.7911,0.0042,0.7082,0.0042,0.9902,0.0003,0.8258,0.0029,0.9531,0.0011 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipsum,mean,99,0.4331,0.0002,310209.0,0.0311,0.0012,0.8365,0.0033,0.758,0.0037,0.9886,0.0007,0.8581,0.0025,0.9649,0.0002 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipconcat,add,79,0.5176,0.0155,234886.0,0.0404,0.0134,0.7945,0.0063,0.7131,0.0067,0.9856,0.0012,0.8275,0.0042,0.9484,0.0018 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipconcat,max,99,0.4499,0.0037,234886.0,0.0342,0.0028,0.7995,0.0045,0.7162,0.0048,0.9924,0.0009,0.8319,0.0031,0.9631,0.0016 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipconcat,mean,99,0.4347,0.0047,234886.0,0.0313,0.0031,0.8271,0.0052,0.7474,0.0056,0.9884,0.0012,0.8512,0.0039,0.9643,0.0025 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipsum,add,99,0.5513,0.0242,303241.0,0.0315,0.0002,0.7873,0.0031,0.7069,0.0023,0.9816,0.0029,0.8219,0.0026,0.9371,0.0047 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipsum,max,99,0.4572,0.0013,303241.0,0.045,0.0062,0.7953,0.0024,0.712,0.002,0.9918,0.0017,0.8289,0.0019,0.9547,0.0014 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipsum,mean,99,0.4315,0.0017,303241.0,0.0428,0.0037,0.8399,0.0007,0.7617,0.0013,0.9893,0.0019,0.8607,0.0005,0.9661,0.0013 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipconcat,add,99,0.71,0.0277,229121.0,0.0319,0.004,0.7755,0.0031,0.6957,0.0029,0.9792,0.0008,0.8135,0.0022,0.9289,0.0028 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipconcat,max,99,0.4695,0.0053,229121.0,0.0309,0.0011,0.7767,0.0033,0.6946,0.0031,0.9877,0.0014,0.8156,0.0024,0.9579,0.0025 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipconcat,mean,99,0.436,0.0023,229121.0,0.0344,0.0073,0.8187,0.0005,0.738,0.0008,0.9881,0.0008,0.8449,0.0002,0.9642,0.0019 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipsum,add,99,0.5749,0.0327,300429.0,0.0478,0.0111,0.7815,0.0034,0.7003,0.0034,0.9842,0.0016,0.8183,0.0022,0.9336,0.0055 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipsum,max,79,0.4666,0.0042,300429.0,0.0531,0.0053,0.7876,0.0092,0.705,0.0093,0.9896,0.0005,0.8234,0.0062,0.9502,0.0012 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipsum,mean,99,0.4343,0.0047,300429.0,0.0449,0.0126,0.838,0.0042,0.7601,0.0051,0.9875,0.0003,0.8591,0.0031,0.9642,0.0028 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipconcat,add,79,0.5901,0.0226,225991.0,0.0354,0.008,0.784,0.0092,0.7029,0.0093,0.9842,0.0007,0.8201,0.0062,0.9366,0.0038 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipconcat,max,99,0.4517,0.0019,225991.0,0.0327,0.004,0.7948,0.003,0.7117,0.0031,0.9914,0.0007,0.8285,0.0019,0.9616,0.0008 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipconcat,mean,99,0.4352,0.0031,225991.0,0.0425,0.0205,0.8302,0.003,0.7507,0.0029,0.9887,0.0014,0.8534,0.0024,0.9638,0.0021 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipsum,add,79,0.6163,0.0797,295169.0,0.03,0.0012,0.7745,0.0063,0.6941,0.0071,0.9817,0.0046,0.8132,0.0038,0.9247,0.0089 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipsum,max,99,0.4627,0.0023,295169.0,0.0465,0.0026,0.792,0.0043,0.7086,0.0042,0.9919,0.0003,0.8266,0.003,0.9547,0.0009 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipsum,mean,99,0.4307,0.003,295169.0,0.0329,0.0012,0.8396,0.004,0.7617,0.005,0.9884,0.0016,0.8604,0.0029,0.966,0.0026 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipconcat,add,59,0.6048,0.0279,558236.0,0.1117,0.0413,0.6764,0.0319,0.6243,0.0286,0.8961,0.0126,0.7352,0.0162,0.8476,0.0109 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipconcat,max,79,0.6495,0.0189,558236.0,0.1021,0.0352,0.6859,0.0084,0.6394,0.0069,0.8529,0.0185,0.7308,0.0083,0.8177,0.0087 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipconcat,mean,79,0.6115,0.0342,558236.0,0.0927,0.0278,0.6939,0.0021,0.641,0.0003,0.8818,0.0096,0.7423,0.0034,0.8408,0.0011 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipsum,add,19,0.6515,0.0872,1021201.0,0.0966,0.0237,0.6778,0.0047,0.6206,0.0062,0.9159,0.0135,0.7398,0.0004,0.8557,0.008 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipsum,max,79,0.6124,0.0193,1021201.0,0.0873,0.0158,0.6945,0.011,0.6437,0.0096,0.8716,0.0068,0.7405,0.0081,0.819,0.0105 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipsum,mean,99,0.5497,0.0084,1021201.0,0.0982,0.0098,0.706,0.0063,0.6517,0.0067,0.8855,0.0061,0.7508,0.0036,0.8551,0.004 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipconcat,add,59,0.5361,0.0021,507089.0,0.0827,0.014,0.7123,0.0099,0.6577,0.0074,0.8855,0.0114,0.7548,0.0086,0.8533,0.0079 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipconcat,max,99,0.5728,0.0111,507089.0,0.0851,0.0121,0.6924,0.0036,0.647,0.004,0.8474,0.0027,0.7337,0.0018,0.8162,0.0087 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipconcat,mean,99,0.5532,0.008,507089.0,0.0885,0.0107,0.7028,0.001,0.6504,0.0015,0.8771,0.0058,0.7469,0.0015,0.8417,0.0016 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipsum,add,59,0.5347,0.0102,937092.0,0.1116,0.0289,0.7148,0.0054,0.6591,0.0043,0.8899,0.0076,0.7573,0.0046,0.8545,0.0069 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipsum,max,99,0.581,0.0172,937092.0,0.0878,0.0182,0.6884,0.0066,0.6426,0.0011,0.8493,0.0251,0.7314,0.01,0.8133,0.0125 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipsum,mean,79,0.5447,0.0184,937092.0,0.0913,0.0142,0.7133,0.0063,0.6586,0.0057,0.8862,0.0029,0.7556,0.0045,0.8494,0.0069 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipconcat,add,79,0.5966,0.0262,418065.0,0.1237,0.0125,0.6909,0.0087,0.6442,0.0063,0.8529,0.011,0.734,0.0079,0.8291,0.0092 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipconcat,max,99,0.688,0.0851,418065.0,0.1005,0.0183,0.6808,0.0179,0.6356,0.013,0.8474,0.0205,0.7264,0.0159,0.8102,0.0215 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipconcat,mean,99,0.6364,0.0398,418065.0,0.1002,0.005,0.6874,0.0039,0.6413,0.0027,0.8507,0.0088,0.7313,0.0042,0.8238,0.0017 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipsum,add,79,0.5589,0.0132,869163.0,0.1105,0.0404,0.7034,0.0033,0.6519,0.0054,0.8734,0.0099,0.7465,0.0006,0.8356,0.005 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipsum,max,79,0.622,0.024,869163.0,0.1118,0.0224,0.6852,0.0123,0.6411,0.0087,0.8416,0.0153,0.7278,0.0113,0.7928,0.0176 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipsum,mean,79,0.5591,0.0089,869163.0,0.0999,0.0145,0.6966,0.0158,0.6503,0.0114,0.8504,0.0192,0.737,0.0144,0.8302,0.0094 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipconcat,add,79,0.5465,0.0068,387248.0,0.1086,0.0317,0.7016,0.0017,0.6514,0.0013,0.8676,0.0119,0.744,0.0036,0.8361,0.0054 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipconcat,max,79,0.6027,0.0248,387248.0,0.0928,0.0107,0.6785,0.0086,0.6357,0.0056,0.8361,0.0163,0.7222,0.0089,0.8015,0.0116 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipconcat,mean,99,0.5487,0.0111,387248.0,0.082,0.0105,0.7053,0.0054,0.6546,0.0048,0.8694,0.0036,0.7468,0.004,0.8411,0.0067 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipsum,add,79,0.5513,0.0051,822193.0,0.0958,0.0101,0.6989,0.0112,0.6496,0.0099,0.8639,0.0048,0.7416,0.0082,0.8308,0.0045 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipsum,max,99,0.6007,0.003,822193.0,0.0762,0.0064,0.6849,0.004,0.6456,0.0035,0.82,0.005,0.7224,0.0033,0.7894,0.0014 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipsum,mean,79,0.5505,0.0009,822193.0,0.0866,0.0067,0.6916,0.0031,0.649,0.0041,0.835,0.0059,0.7303,0.0015,0.8262,0.0036 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipconcat,add,79,0.5931,0.0091,353298.0,0.0633,0.0162,0.6888,0.0124,0.6448,0.0088,0.8408,0.0218,0.7298,0.0125,0.8137,0.0133 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipconcat,max,79,0.68,0.0064,353298.0,0.071,0.0098,0.6754,0.0009,0.6328,0.0011,0.8357,0.0055,0.7202,0.0016,0.7994,0.0091 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipconcat,mean,99,0.5889,0.0148,353298.0,0.0917,0.0126,0.702,0.0041,0.6512,0.0039,0.8701,0.0045,0.7449,0.0029,0.8335,0.0036 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipsum,add,99,0.5586,0.0108,781233.0,0.0721,0.0045,0.6989,0.0066,0.6487,0.0043,0.8675,0.0135,0.7423,0.0068,0.8335,0.0072 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipsum,max,99,0.6101,0.0143,781233.0,0.1025,0.0315,0.689,0.0069,0.6477,0.006,0.8292,0.0041,0.7272,0.0053,0.7903,0.0069 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipsum,mean,59,0.5723,0.0075,781233.0,0.0753,0.0058,0.6917,0.0028,0.6508,0.003,0.8277,0.0062,0.7286,0.0025,0.8168,0.0042 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipconcat,add,79,0.5574,0.0025,337121.0,0.0802,0.0075,0.692,0.0061,0.6459,0.0034,0.85,0.0117,0.734,0.0065,0.8209,0.0053 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipconcat,max,99,0.5925,0.0331,337121.0,0.0804,0.0334,0.6886,0.0087,0.6443,0.007,0.8423,0.0142,0.7301,0.0081,0.8071,0.0138 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipconcat,mean,99,0.5668,0.0067,337121.0,0.0877,0.0019,0.698,0.0079,0.6501,0.007,0.8577,0.0037,0.7396,0.0059,0.8266,0.0051 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipsum,add,59,0.5556,0.0098,747993.0,0.0885,0.0064,0.6913,0.0011,0.6431,0.0004,0.8599,0.0061,0.7358,0.0021,0.8274,0.0062 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipsum,max,99,0.616,0.0245,747993.0,0.1143,0.0405,0.6658,0.0126,0.6269,0.0196,0.828,0.0468,0.7122,0.0041,0.7845,0.0097 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipsum,mean,79,0.5576,0.0101,747993.0,0.0901,0.0074,0.6863,0.0039,0.648,0.0014,0.8159,0.0197,0.7222,0.0072,0.8131,0.0116 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipconcat,add,79,0.5938,0.0205,322689.0,0.0864,0.0107,0.6853,0.0187,0.6412,0.0108,0.8401,0.036,0.7272,0.0205,0.8126,0.0187 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipconcat,max,99,0.6752,0.0158,322689.0,0.102,0.0266,0.681,0.0032,0.6373,0.0021,0.8401,0.0086,0.7248,0.0038,0.8002,0.0053 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipconcat,mean,99,0.6067,0.0267,322689.0,0.1128,0.0151,0.6938,0.0089,0.6472,0.0085,0.8525,0.0014,0.7358,0.0058,0.8201,0.0097 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipsum,add,99,0.572,0.0116,717361.0,0.0921,0.0172,0.6926,0.0086,0.646,0.0068,0.8522,0.0072,0.7349,0.007,0.8147,0.0087 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipsum,max,99,0.6002,0.004,717361.0,0.0577,0.0034,0.6823,0.0073,0.6451,0.0043,0.8105,0.0152,0.7183,0.0083,0.7917,0.0084 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipsum,mean,79,0.5638,0.0065,717361.0,0.0859,0.0112,0.6867,0.0023,0.6478,0.0032,0.8185,0.0055,0.7232,0.0014,0.8152,0.0039 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipconcat,add,79,0.563,0.0056,305074.0,0.1213,0.0579,0.7041,0.009,0.656,0.0073,0.8584,0.0183,0.7436,0.0088,0.8249,0.0092 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipconcat,max,79,0.5916,0.0172,305074.0,0.0956,0.0268,0.6925,0.0067,0.647,0.0062,0.8474,0.0048,0.7337,0.0049,0.8159,0.0061 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipconcat,mean,99,0.5569,0.0131,305074.0,0.0826,0.0066,0.6976,0.016,0.6518,0.0102,0.8478,0.0257,0.7369,0.0161,0.8264,0.0156 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipsum,add,59,0.5547,0.0019,696801.0,0.0743,0.0021,0.7019,0.0025,0.6525,0.0029,0.8639,0.013,0.7434,0.0039,0.8268,0.0061 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipsum,max,59,0.6032,0.0019,696801.0,0.0392,0.0035,0.6765,0.0045,0.6387,0.0067,0.8138,0.0099,0.7156,0.0004,0.7846,0.0043 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipsum,mean,59,0.5601,0.0074,696801.0,0.0851,0.0118,0.6912,0.0051,0.6505,0.0022,0.8262,0.0142,0.7279,0.0066,0.8131,0.0097 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipconcat,add,79,0.605,0.0223,551951.0,0.0518,0.0301,0.6792,0.0246,0.6294,0.0262,0.8829,0.031,0.7338,0.0082,0.8335,0.0065 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipconcat,max,79,0.7394,0.098,551951.0,0.0907,0.0072,0.673,0.002,0.6275,0.0039,0.8518,0.0267,0.7224,0.0071,0.8083,0.0071 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipconcat,mean,99,0.5904,0.0363,551951.0,0.0993,0.0193,0.6996,0.0088,0.6496,0.0063,0.8668,0.0114,0.7426,0.008,0.8332,0.0104 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipsum,add,59,0.5526,0.0085,937092.0,0.0944,0.0186,0.709,0.0109,0.6541,0.008,0.8873,0.0117,0.7531,0.0093,0.854,0.0067 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipsum,max,79,0.6064,0.018,937092.0,0.0977,0.0176,0.6874,0.0124,0.6399,0.0105,0.8577,0.0125,0.7329,0.0098,0.8098,0.0163 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipsum,mean,79,0.5423,0.0164,937092.0,0.1017,0.028,0.7092,0.0035,0.6555,0.0028,0.8818,0.0036,0.752,0.0028,0.8495,0.0088 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipconcat,add,79,0.5443,0.0052,496481.0,0.0879,0.0036,0.7074,0.0037,0.654,0.004,0.8807,0.0046,0.7506,0.0023,0.8445,0.0018 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipconcat,max,99,0.5765,0.0073,496481.0,0.1079,0.0159,0.6901,0.0071,0.6433,0.0044,0.8533,0.0135,0.7336,0.0074,0.8161,0.0084 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipconcat,mean,99,0.5495,0.0102,496481.0,0.0839,0.0029,0.7086,0.0047,0.6566,0.0021,0.8745,0.0107,0.75,0.0053,0.8392,0.0079 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipsum,add,59,0.5338,0.0151,869163.0,0.0991,0.0126,0.7084,0.0108,0.6551,0.0084,0.8803,0.0112,0.7512,0.009,0.8534,0.0112 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipsum,max,99,0.5767,0.0078,869163.0,0.0877,0.0034,0.6974,0.0067,0.6502,0.0046,0.8544,0.0117,0.7385,0.0066,0.8119,0.0079 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipsum,mean,99,0.5284,0.0181,869163.0,0.0948,0.0065,0.7183,0.012,0.6656,0.008,0.877,0.0176,0.7568,0.0115,0.8556,0.017 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipconcat,add,99,0.6406,0.0913,410800.0,0.0539,0.0191,0.6798,0.0108,0.6331,0.0135,0.858,0.0191,0.7282,0.0022,0.8226,0.0106 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipconcat,max,99,0.657,0.0422,410800.0,0.0878,0.0046,0.6724,0.0152,0.6315,0.0106,0.8276,0.021,0.7164,0.0146,0.7927,0.0176 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipconcat,mean,79,0.6141,0.0079,410800.0,0.0953,0.0122,0.6788,0.0116,0.638,0.0076,0.8266,0.0221,0.7201,0.0124,0.8046,0.0102 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipsum,add,59,0.5656,0.0023,822193.0,0.0796,0.0017,0.6937,0.0072,0.6462,0.0061,0.8566,0.0042,0.7366,0.0055,0.8293,0.005 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipsum,max,99,0.6137,0.0144,822193.0,0.0872,0.0056,0.6879,0.0086,0.6463,0.0063,0.8299,0.0173,0.7266,0.0089,0.7936,0.0125 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipsum,mean,99,0.565,0.0178,822193.0,0.0834,0.0034,0.7008,0.0095,0.655,0.0072,0.8485,0.0118,0.7393,0.0086,0.8267,0.0138 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipconcat,add,79,0.5563,0.0127,377665.0,0.0863,0.0092,0.701,0.0062,0.6543,0.0034,0.8522,0.0176,0.7402,0.0076,0.8279,0.0122 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipconcat,max,79,0.6059,0.0082,377665.0,0.0816,0.004,0.6799,0.0067,0.6374,0.0041,0.8343,0.0197,0.7225,0.0084,0.7986,0.005 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipconcat,mean,79,0.5693,0.0162,377665.0,0.0865,0.0047,0.6941,0.0065,0.6476,0.0026,0.8515,0.017,0.7356,0.008,0.8229,0.0127 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipsum,add,99,0.5543,0.0052,781233.0,0.0393,0.0077,0.7028,0.0041,0.6531,0.0047,0.8654,0.0066,0.7444,0.0025,0.8309,0.0023 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipsum,max,59,0.5978,0.0094,781233.0,0.0882,0.0065,0.6821,0.0095,0.6409,0.0064,0.828,0.0154,0.7225,0.0096,0.7901,0.0139 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipsum,mean,99,0.5602,0.0128,781233.0,0.1003,0.0196,0.6917,0.0103,0.651,0.0086,0.8266,0.0089,0.7284,0.0086,0.8181,0.0116 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipconcat,add,99,0.6294,0.0586,355061.0,0.1084,0.0104,0.6775,0.0103,0.6332,0.0108,0.8449,0.0141,0.7237,0.0061,0.806,0.0147 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipconcat,max,99,0.6625,0.0033,355061.0,0.0863,0.0123,0.6729,0.0053,0.632,0.004,0.8277,0.0058,0.7168,0.0047,0.7975,0.0026 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipconcat,mean,59,0.6338,0.0266,355061.0,0.1135,0.0268,0.6899,0.0073,0.6466,0.006,0.8375,0.01,0.7298,0.0064,0.8078,0.0072 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipsum,add,99,0.568,0.0109,747993.0,0.0997,0.0131,0.6936,0.0102,0.6458,0.0061,0.8573,0.0203,0.7366,0.0108,0.8222,0.0129 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipsum,max,79,0.6165,0.016,747993.0,0.1019,0.0089,0.6805,0.0007,0.6436,0.0026,0.809,0.0095,0.7168,0.0022,0.781,0.007 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipsum,mean,99,0.5757,0.0077,747993.0,0.1108,0.0198,0.6874,0.0083,0.6465,0.0046,0.8269,0.0173,0.7256,0.0095,0.8102,0.0098 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipconcat,add,79,0.5698,0.0047,338416.0,0.1556,0.1036,0.6952,0.0038,0.6506,0.0043,0.8434,0.0019,0.7346,0.002,0.8159,0.0051 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipconcat,max,59,0.6458,0.0277,338416.0,0.1076,0.0234,0.6717,0.0103,0.6334,0.0072,0.8148,0.0146,0.7128,0.0101,0.7866,0.0122 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipconcat,mean,99,0.5928,0.0072,338416.0,0.0947,0.0107,0.6923,0.0051,0.6499,0.0014,0.8335,0.0163,0.7303,0.0071,0.8057,0.0072 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipsum,add,59,0.5564,0.0018,717361.0,0.0955,0.0228,0.7006,0.0056,0.6525,0.0059,0.8584,0.0016,0.7414,0.0034,0.8227,0.0026 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipsum,max,99,0.6153,0.0166,717361.0,0.0843,0.0004,0.6691,0.0076,0.6334,0.0042,0.8028,0.02,0.708,0.0096,0.7723,0.0074 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipsum,mean,79,0.556,0.0119,717361.0,0.1289,0.0484,0.6898,0.0139,0.6494,0.0101,0.8247,0.0178,0.7266,0.0131,0.8154,0.0117 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipconcat,add,79,0.6424,0.059,323777.0,0.0837,0.0024,0.6723,0.0231,0.629,0.0231,0.8463,0.0134,0.7212,0.0109,0.801,0.0085 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipconcat,max,79,0.6887,0.0385,323777.0,0.0906,0.0133,0.6774,0.0098,0.6366,0.0087,0.8269,0.0107,0.7194,0.0077,0.7908,0.0102 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipconcat,mean,79,0.6276,0.01,323777.0,0.0907,0.0114,0.6864,0.0061,0.6438,0.0041,0.8346,0.0088,0.7269,0.006,0.8035,0.0047 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipsum,add,99,0.579,0.0182,696801.0,0.0379,0.0019,0.6884,0.0073,0.6419,0.0047,0.8522,0.0107,0.7323,0.007,0.8089,0.0078 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipsum,max,99,0.5929,0.0031,696801.0,0.0668,0.0144,0.6845,0.0047,0.6441,0.0071,0.8254,0.014,0.7234,0.003,0.7945,0.0037 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipsum,mean,79,0.569,0.0066,696801.0,0.0621,0.0175,0.6799,0.0067,0.6434,0.0059,0.8075,0.0087,0.7162,0.0058,0.807,0.0067 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipconcat,add,79,0.5824,0.0069,305857.0,0.0748,0.0037,0.6831,0.0021,0.6443,0.0015,0.8178,0.0126,0.7207,0.0043,0.7954,0.0073 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipconcat,max,79,0.6106,0.0211,305857.0,0.0863,0.0118,0.6855,0.0121,0.6445,0.008,0.8269,0.0187,0.7244,0.0121,0.7963,0.0103 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipconcat,mean,79,0.5907,0.0128,305857.0,0.0937,0.0063,0.6863,0.0095,0.6477,0.0085,0.8174,0.0063,0.7227,0.0074,0.8016,0.007 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipsum,add,59,0.5737,0.008,673793.0,0.0377,0.0018,0.6836,0.0033,0.6417,0.0017,0.8313,0.0108,0.7243,0.0045,0.7993,0.0087 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipsum,max,99,0.603,0.0082,673793.0,0.0979,0.0032,0.6705,0.0038,0.6377,0.0021,0.7896,0.0098,0.7055,0.0049,0.7773,0.0067 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipsum,mean,79,0.5652,0.0023,673793.0,0.085,0.018,0.6802,0.0081,0.6428,0.0083,0.8119,0.0014,0.7175,0.0052,0.8041,0.0005 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipconcat,add,99,0.4619,0.005,859130.0,1.1271,0.1955,0.7873,0.0023,0.7085,0.002,0.9763,0.0024,0.8211,0.0019,0.9529,0.0031 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipconcat,max,99,0.4701,0.0065,859130.0,0.9582,0.1259,0.7757,0.0054,0.6974,0.0051,0.9741,0.002,0.8128,0.0038,0.9455,0.0028 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipconcat,mean,99,0.4445,0.0039,859130.0,0.8114,0.0463,0.7947,0.0022,0.7163,0.0015,0.976,0.0025,0.8262,0.0019,0.9561,0.0025 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipsum,add,99,0.4662,0.0031,1709845.0,1.0602,0.0284,0.797,0.0023,0.7189,0.0027,0.9755,0.001,0.8277,0.0015,0.9481,0.0004 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipsum,max,99,0.4691,0.0023,1709845.0,0.9251,0.1792,0.7925,0.0027,0.7137,0.0026,0.9767,0.0009,0.8247,0.002,0.9432,0.0009 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipsum,mean,99,0.4441,0.0004,1709845.0,1.1554,0.1753,0.8177,0.0004,0.7408,0.0009,0.9773,0.0015,0.8428,0.0001,0.9547,0.0005 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipconcat,add,99,0.453,0.0034,761453.0,1.0031,0.1818,0.8056,0.0038,0.7271,0.0041,0.9785,0.0002,0.8343,0.0026,0.9526,0.0018 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipconcat,max,99,0.4548,0.0029,761453.0,0.9063,0.1294,0.8026,0.0044,0.7238,0.0048,0.9785,0.0004,0.8321,0.0031,0.95,0.0016 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipconcat,mean,99,0.4426,0.0045,761453.0,0.9308,0.0437,0.8199,0.0037,0.743,0.0037,0.978,0.0028,0.8445,0.003,0.9552,0.0039 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipsum,add,99,0.4613,0.0038,1554390.0,0.8762,0.0624,0.8087,0.0045,0.7313,0.0054,0.9762,0.0017,0.8362,0.0031,0.9476,0.0008 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipsum,max,99,0.4627,0.0017,1554390.0,1.0578,0.1492,0.806,0.0004,0.7276,0.0005,0.9783,0.0007,0.8345,0.0002,0.9447,0.0008 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipsum,mean,99,0.4454,0.0017,1554390.0,0.9204,0.0749,0.8272,0.0023,0.7517,0.0025,0.9772,0.0003,0.8497,0.0017,0.9528,0.0011 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipconcat,add,99,0.4776,0.0075,597981.0,0.9563,0.173,0.7865,0.0031,0.7081,0.0029,0.9746,0.0021,0.8203,0.0024,0.9484,0.0025 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipconcat,max,99,0.4675,0.0035,597981.0,1.1284,0.2136,0.7798,0.0053,0.7018,0.0048,0.9733,0.0022,0.8155,0.0039,0.9456,0.0017 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipconcat,mean,99,0.4465,0.0034,597981.0,0.9143,0.16,0.8026,0.0045,0.7252,0.0047,0.9747,0.0009,0.8316,0.0033,0.9542,0.0018 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipsum,add,99,0.4896,0.0051,1430625.0,1.1849,0.0619,0.7947,0.0018,0.7165,0.002,0.9753,0.0014,0.8261,0.0013,0.9386,0.0024 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipsum,max,99,0.4742,0.0018,1430625.0,0.9971,0.1207,0.7969,0.0032,0.7201,0.0035,0.9715,0.0011,0.8271,0.0022,0.9365,0.0017 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipsum,mean,99,0.4471,0.0027,1430625.0,0.9024,0.1456,0.8299,0.0024,0.7556,0.0024,0.975,0.0011,0.8514,0.002,0.9512,0.0022 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipconcat,add,99,0.4635,0.0046,539246.0,0.9362,0.1064,0.8051,0.0043,0.7273,0.0044,0.9764,0.0015,0.8336,0.0032,0.9477,0.0031 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipconcat,max,99,0.4591,0.0017,539246.0,0.9915,0.139,0.8009,0.0039,0.7222,0.0035,0.9778,0.0019,0.8308,0.003,0.9473,0.0016 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipconcat,mean,99,0.4441,0.0032,539246.0,0.8206,0.0383,0.8234,0.0022,0.7472,0.0027,0.9776,0.0006,0.847,0.0016,0.9543,0.002 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipsum,add,99,0.4722,0.0015,1343329.0,0.94,0.2017,0.8059,0.0029,0.7287,0.0035,0.975,0.001,0.834,0.0019,0.9415,0.0004 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipsum,max,99,0.4729,0.0024,1343329.0,0.8564,0.052,0.8032,0.0016,0.7267,0.0021,0.972,0.0016,0.8317,0.0011,0.9353,0.0011 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipsum,mean,99,0.4502,0.0009,1343329.0,1.0147,0.0376,0.8328,0.0016,0.7603,0.002,0.9719,0.0011,0.8532,0.0012,0.9484,0.0016 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipconcat,add,99,0.5108,0.005,480480.0,0.8849,0.007,0.7748,0.0017,0.6969,0.0009,0.9728,0.0028,0.812,0.0016,0.9423,0.0014 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipconcat,max,99,0.4667,0.0063,480480.0,1.1192,0.051,0.7811,0.0056,0.7029,0.0051,0.9738,0.004,0.8165,0.0042,0.9462,0.0043 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipconcat,mean,99,0.4448,0.0028,480480.0,1.0726,0.0534,0.8084,0.002,0.7315,0.0015,0.9748,0.0017,0.8358,0.0016,0.954,0.0022 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipsum,add,99,0.4989,0.0039,1268247.0,1.0445,0.033,0.7881,0.0018,0.7103,0.0021,0.9728,0.0009,0.8211,0.0012,0.933,0.0023 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipsum,max,99,0.4799,0.0016,1268247.0,1.1441,0.0685,0.7948,0.0006,0.7183,0.0005,0.9701,0.0008,0.8254,0.0006,0.9317,0.0009 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipsum,mean,99,0.4488,0.0019,1268247.0,1.0408,0.0949,0.8315,0.0044,0.7589,0.0053,0.9717,0.0006,0.8522,0.0034,0.9492,0.0013 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipconcat,add,99,0.4815,0.0018,445691.0,1.0243,0.0547,0.7949,0.0017,0.7171,0.0014,0.9743,0.002,0.8261,0.0014,0.943,0.0005 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipconcat,max,99,0.4609,0.0025,445691.0,1.0522,0.1056,0.7975,0.0047,0.7196,0.0045,0.9751,0.0031,0.8281,0.0035,0.9456,0.0021 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipconcat,mean,99,0.4448,0.0041,445691.0,1.0943,0.0961,0.8252,0.0023,0.7492,0.0024,0.9779,0.0007,0.8484,0.0018,0.9539,0.0024 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipsum,add,99,0.4956,0.0059,1207089.0,0.9166,0.0473,0.7916,0.0049,0.7145,0.005,0.9712,0.0024,0.8233,0.0035,0.9325,0.0027 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipsum,max,99,0.4762,0.0022,1207089.0,0.9223,0.0914,0.7961,0.0034,0.7197,0.0037,0.9702,0.0005,0.8264,0.0024,0.9321,0.002 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipsum,mean,99,0.4512,0.0008,1207089.0,0.916,0.0917,0.8343,0.0019,0.7633,0.0024,0.9693,0.0031,0.854,0.0015,0.9473,0.0016 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipconcat,add,99,0.525,0.0029,421953.0,0.9278,0.111,0.7745,0.0032,0.697,0.0027,0.9713,0.0019,0.8116,0.0025,0.9401,0.0014 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipconcat,max,99,0.4701,0.0079,421953.0,1.0027,0.0278,0.7796,0.0076,0.7017,0.0069,0.9731,0.0028,0.8154,0.0056,0.9446,0.0036 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipconcat,mean,99,0.4469,0.0054,421953.0,1.0388,0.0494,0.8102,0.0038,0.7338,0.0038,0.9738,0.0018,0.8369,0.003,0.9526,0.0031 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipsum,add,99,0.5101,0.0043,1151641.0,0.9531,0.0942,0.7854,0.0039,0.7082,0.0038,0.9709,0.0004,0.819,0.0027,0.9263,0.0036 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipsum,max,99,0.4832,0.0006,1151641.0,0.9677,0.1499,0.7902,0.0027,0.7141,0.0029,0.9681,0.001,0.8219,0.0018,0.929,0.0005 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipsum,mean,99,0.4517,0.0016,1151641.0,1.0354,0.0491,0.8328,0.0037,0.7611,0.0043,0.97,0.0006,0.8529,0.0028,0.9467,0.0012 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipconcat,add,99,0.4926,0.0025,388828.0,0.9379,0.1107,0.7888,0.0004,0.7106,0.0001,0.9745,0.0014,0.8219,0.0005,0.9413,0.0024 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipconcat,max,99,0.4649,0.0021,388828.0,0.793,0.0917,0.7959,0.0038,0.7183,0.0034,0.9737,0.0022,0.8267,0.0029,0.9424,0.0019 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipconcat,mean,99,0.4441,0.0023,388828.0,0.786,0.0589,0.8211,0.0014,0.745,0.0009,0.9763,0.0021,0.8451,0.0012,0.9541,0.0022 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipsum,add,99,0.499,0.0037,1112469.0,1.0536,0.0227,0.7936,0.0037,0.7169,0.0035,0.9708,0.0018,0.8247,0.0029,0.9283,0.0012 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipsum,max,99,0.4851,0.0015,1112469.0,0.986,0.0453,0.7932,0.0025,0.7174,0.0026,0.9676,0.0007,0.8239,0.0017,0.9252,0.001 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipsum,mean,99,0.4526,0.0019,1112469.0,0.9987,0.0537,0.8346,0.001,0.7645,0.0014,0.9672,0.0005,0.854,0.0008,0.9457,0.0012 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipconcat,add,99,0.4597,0.0033,846641.0,0.9121,0.0498,0.7961,0.0057,0.7176,0.0053,0.9766,0.0029,0.8273,0.0043,0.9526,0.0024 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipconcat,max,99,0.4624,0.0046,846641.0,1.0958,0.0864,0.7894,0.0042,0.7112,0.0033,0.9745,0.0038,0.8223,0.0035,0.9473,0.003 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipconcat,mean,99,0.4438,0.0018,846641.0,0.9492,0.0283,0.8072,0.0017,0.7301,0.0014,0.975,0.0017,0.8349,0.0015,0.9548,0.0016 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipsum,add,99,0.4657,0.0019,1554390.0,0.9556,0.0824,0.8062,0.0032,0.7289,0.0037,0.9753,0.0007,0.8342,0.0021,0.9468,0.0 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipsum,max,99,0.4651,0.0013,1554390.0,0.9507,0.0882,0.7975,0.003,0.7194,0.0032,0.9757,0.0018,0.8281,0.0022,0.943,0.0009 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipsum,mean,99,0.4441,0.0008,1554390.0,0.9613,0.1117,0.8279,0.0025,0.7529,0.003,0.9761,0.001,0.8501,0.0019,0.9533,0.0006 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipconcat,add,99,0.4513,0.0027,744641.0,0.8486,0.1155,0.8114,0.0024,0.7343,0.0025,0.976,0.0014,0.8381,0.0018,0.952,0.0012 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipconcat,max,99,0.4566,0.0032,744641.0,1.0188,0.1772,0.8063,0.0032,0.7285,0.0038,0.9766,0.0018,0.8345,0.0021,0.948,0.0022 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipconcat,mean,99,0.4434,0.0034,744641.0,1.1265,0.0507,0.8169,0.0036,0.7397,0.0036,0.978,0.0014,0.8423,0.0028,0.955,0.0021 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipsum,add,99,0.4627,0.0021,1430625.0,0.9556,0.0285,0.8098,0.0034,0.733,0.0041,0.9747,0.0019,0.8368,0.0023,0.9461,0.0011 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipsum,max,99,0.4642,0.001,1430625.0,0.9827,0.0868,0.8036,0.0039,0.725,0.0042,0.9785,0.0016,0.8328,0.0028,0.9434,0.001 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipsum,mean,99,0.448,0.0017,1430625.0,0.9942,0.0867,0.8298,0.0031,0.7549,0.0034,0.9767,0.0009,0.8516,0.0024,0.9511,0.001 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipconcat,add,99,0.4744,0.0057,587614.0,1.0123,0.0391,0.7929,0.0028,0.7147,0.0024,0.9752,0.0018,0.8249,0.0022,0.9487,0.0025 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipconcat,max,99,0.4655,0.0065,587614.0,1.1303,0.0528,0.788,0.0057,0.7095,0.0052,0.9755,0.0022,0.8215,0.0043,0.9463,0.0028 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipconcat,mean,99,0.4463,0.0024,587614.0,0.9261,0.1404,0.8083,0.002,0.7315,0.0019,0.974,0.0008,0.8355,0.0015,0.9531,0.0015 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipsum,add,99,0.4858,0.0059,1343329.0,0.7961,0.0527,0.7962,0.0028,0.7182,0.0027,0.9748,0.0008,0.8271,0.002,0.9398,0.0017 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipsum,max,99,0.4717,0.0012,1343329.0,1.1099,0.086,0.7967,0.0037,0.7189,0.0038,0.9746,0.0009,0.8274,0.0027,0.9379,0.0012 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipsum,mean,99,0.4479,0.0002,1343329.0,1.1233,0.1388,0.8292,0.002,0.7551,0.0026,0.9745,0.0011,0.8508,0.0014,0.9505,0.0002 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipconcat,add,99,0.4659,0.0042,526561.0,1.0216,0.0844,0.8011,0.0072,0.7234,0.0072,0.9752,0.0018,0.8306,0.0053,0.9481,0.0023 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipconcat,max,99,0.4611,0.0015,526561.0,1.1451,0.0399,0.7989,0.0031,0.7203,0.0028,0.9772,0.0019,0.8293,0.0024,0.9459,0.0015 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipconcat,mean,99,0.444,0.0027,526561.0,0.9105,0.0519,0.8203,0.0012,0.7437,0.0015,0.9777,0.0018,0.8447,0.0009,0.9544,0.0023 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipsum,add,99,0.4782,0.0027,1268247.0,1.0298,0.0621,0.8048,0.0046,0.7282,0.0049,0.9725,0.0024,0.8328,0.0034,0.9382,0.0032 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipsum,max,99,0.4707,0.0021,1268247.0,1.0968,0.2013,0.8048,0.0011,0.7285,0.0009,0.9717,0.0012,0.8327,0.001,0.9358,0.0015 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipsum,mean,99,0.4497,0.0,1268247.0,0.9001,0.0305,0.8311,0.0025,0.7578,0.003,0.9733,0.0012,0.8521,0.0019,0.949,0.0005 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipconcat,add,99,0.5011,0.0082,482243.0,0.9713,0.0563,0.7829,0.0045,0.7055,0.0048,0.9715,0.0008,0.8174,0.0029,0.9435,0.0016 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipconcat,max,99,0.4673,0.0032,482243.0,0.9949,0.0446,0.7847,0.0033,0.7066,0.0036,0.9738,0.0007,0.8189,0.0022,0.9455,0.0011 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipconcat,mean,99,0.4449,0.0034,482243.0,1.0152,0.0497,0.8127,0.0043,0.7365,0.0045,0.9737,0.0016,0.8387,0.0033,0.9531,0.0019 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipsum,add,99,0.5067,0.005,1207089.0,1.0709,0.1065,0.7913,0.0022,0.7138,0.0029,0.9724,0.0022,0.8233,0.0013,0.9314,0.0008 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipsum,max,99,0.4807,0.0019,1207089.0,1.1412,0.2032,0.7893,0.0012,0.7119,0.0014,0.9718,0.001,0.8218,0.0008,0.9321,0.0015 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipsum,mean,99,0.4491,0.0019,1207089.0,1.0301,0.0895,0.8322,0.0032,0.7601,0.0033,0.9709,0.0025,0.8526,0.0026,0.9487,0.0016 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipconcat,add,99,0.4818,0.0075,446986.0,0.931,0.1765,0.7929,0.0038,0.7153,0.0036,0.9732,0.0019,0.8245,0.0028,0.9416,0.0041 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipconcat,max,99,0.4604,0.0011,446986.0,1.0643,0.114,0.8007,0.0071,0.7225,0.0071,0.9764,0.0014,0.8305,0.0052,0.9457,0.0005 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipconcat,mean,99,0.4441,0.0027,446986.0,1.1011,0.0915,0.8245,0.0022,0.749,0.0025,0.9761,0.0017,0.8476,0.0017,0.9541,0.0022 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipsum,add,99,0.4871,0.0016,1151641.0,1.0533,0.1547,0.7976,0.0021,0.7205,0.0028,0.9724,0.0025,0.8277,0.0013,0.9339,0.0019 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipsum,max,99,0.478,0.0006,1151641.0,0.896,0.1934,0.7979,0.0016,0.7218,0.0021,0.9695,0.0011,0.8275,0.001,0.9306,0.0014 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipsum,mean,99,0.4497,0.0005,1151641.0,0.9731,0.1051,0.8339,0.0031,0.7618,0.0039,0.9716,0.0004,0.854,0.0023,0.9484,0.0003 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipconcat,add,99,0.5303,0.0145,423041.0,1.0601,0.1824,0.7736,0.0059,0.6962,0.0062,0.9711,0.0013,0.811,0.0038,0.9367,0.0008 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipconcat,max,99,0.4676,0.0042,423041.0,1.1668,0.092,0.7875,0.006,0.7095,0.0053,0.9739,0.0033,0.8209,0.0047,0.9441,0.0028 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipconcat,mean,99,0.4456,0.0012,423041.0,1.1626,0.1234,0.8086,0.0002,0.7324,0.0008,0.9727,0.0023,0.8356,0.0004,0.9526,0.0013 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipsum,add,99,0.5068,0.0022,1112469.0,1.0,0.1127,0.79,0.001,0.7128,0.0012,0.9716,0.0009,0.8223,0.0006,0.9297,0.0008 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipsum,max,99,0.4814,0.0023,1112469.0,1.0008,0.1015,0.7927,0.0059,0.7163,0.0067,0.9697,0.002,0.8239,0.0039,0.9308,0.0016 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipsum,mean,99,0.4496,0.0025,1112469.0,0.9959,0.0965,0.8318,0.0036,0.7598,0.0047,0.9704,0.0018,0.8523,0.0026,0.9486,0.0014 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipconcat,add,99,0.5031,0.0062,389611.0,0.9798,0.0616,0.7927,0.0009,0.7154,0.0012,0.9721,0.001,0.8243,0.0005,0.9378,0.0022 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipconcat,max,99,0.4662,0.0048,389611.0,0.9336,0.1452,0.7996,0.005,0.7218,0.0047,0.9752,0.0021,0.8296,0.0038,0.9428,0.004 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipconcat,mean,99,0.4466,0.0036,389611.0,0.8649,0.1831,0.8252,0.0027,0.7505,0.0032,0.9745,0.0005,0.8479,0.002,0.9513,0.0025 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipsum,add,99,0.5018,0.0099,1070849.0,1.1607,0.0915,0.7906,0.0042,0.7142,0.0047,0.9688,0.001,0.8223,0.0028,0.9278,0.0019 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipsum,max,99,0.4883,0.0021,1070849.0,1.1615,0.1031,0.7878,0.0023,0.7128,0.0024,0.9639,0.0003,0.8195,0.0017,0.921,0.0014 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipsum,mean,99,0.4548,0.0028,1070849.0,1.0829,0.065,0.8323,0.0029,0.7616,0.0032,0.9674,0.0007,0.8523,0.0022,0.9444,0.0017 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipconcat,add,99,0.4696,0.0084,1015300.0,2.5269,0.0491,0.7789,0.0022,0.6993,0.0019,0.9784,0.001,0.8157,0.0017,0.9546,0.0016 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipconcat,max,99,0.4718,0.011,1015300.0,2.5154,0.5289,0.7719,0.0047,0.6925,0.004,0.9783,0.0027,0.8109,0.0036,0.9508,0.0031 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipconcat,mean,99,0.4567,0.0148,1015300.0,2.1574,0.0469,0.788,0.0063,0.7096,0.0054,0.9751,0.0039,0.8214,0.005,0.953,0.0065 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipsum,add,99,0.4591,0.0011,2067265.0,2.3366,0.2268,0.7884,0.0007,0.7085,0.0005,0.9799,0.001,0.8224,0.0006,0.9548,0.0015 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipsum,max,99,0.456,0.0045,2067265.0,2.5222,0.2122,0.7914,0.0026,0.7108,0.0026,0.9826,0.0022,0.8249,0.0019,0.9547,0.0035 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipsum,mean,99,0.4442,0.0012,2067265.0,2.2271,0.0892,0.8024,0.0017,0.7239,0.0017,0.9777,0.0002,0.8319,0.0012,0.9564,0.0005 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipconcat,add,99,0.4491,0.0027,893473.0,2.1768,0.4234,0.7968,0.0047,0.7169,0.0048,0.981,0.0007,0.8284,0.0034,0.9572,0.0018 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipconcat,max,99,0.4529,0.0061,893473.0,2.3578,0.4953,0.7944,0.0038,0.7131,0.0034,0.9849,0.0019,0.8273,0.0029,0.9554,0.0044 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipconcat,mean,99,0.4442,0.0019,893473.0,1.9463,0.2835,0.8056,0.0033,0.7264,0.0029,0.9807,0.0021,0.8346,0.0026,0.9569,0.0011 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipsum,add,99,0.4519,0.0035,1874780.0,2.0702,0.1782,0.8023,0.0038,0.7228,0.0038,0.9805,0.0016,0.8322,0.0028,0.955,0.0027 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipsum,max,99,0.4584,0.0034,1874780.0,2.6978,0.7434,0.8001,0.0025,0.7189,0.0029,0.9854,0.0009,0.8313,0.0016,0.9515,0.002 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipsum,mean,99,0.4426,0.0019,1874780.0,2.1842,0.0612,0.8112,0.0003,0.7329,0.0002,0.9792,0.0007,0.8384,0.0003,0.9569,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipconcat,add,99,0.4847,0.0138,691361.0,1.6968,0.1178,0.779,0.0031,0.6993,0.0025,0.979,0.0027,0.8159,0.0025,0.9532,0.0033 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipconcat,max,99,0.4636,0.007,691361.0,2.3403,0.1059,0.7745,0.005,0.6945,0.0042,0.9799,0.0026,0.8129,0.0038,0.9534,0.0023 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipconcat,mean,99,0.4473,0.0028,691361.0,2.2511,0.0819,0.794,0.0021,0.715,0.0024,0.9778,0.0009,0.826,0.0014,0.9562,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipsum,add,99,0.4765,0.0031,1722035.0,1.8077,0.0966,0.7894,0.0013,0.7107,0.0009,0.9759,0.0016,0.8225,0.0011,0.945,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipsum,max,99,0.4669,0.0022,1722035.0,2.2621,0.1206,0.7897,0.0007,0.7095,0.0011,0.9811,0.0011,0.8235,0.0004,0.9465,0.0023 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipsum,mean,99,0.4411,0.0035,1722035.0,1.7338,0.1683,0.8142,0.0019,0.7372,0.0016,0.9766,0.0022,0.8401,0.0016,0.9568,0.0026 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipconcat,add,99,0.4634,0.0029,618136.0,1.7725,0.1042,0.7918,0.0037,0.7123,0.0041,0.9792,0.0016,0.8247,0.0025,0.9526,0.0023 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipconcat,max,99,0.4546,0.0026,618136.0,2.3025,0.1285,0.7934,0.004,0.7125,0.0038,0.9835,0.0015,0.8264,0.003,0.954,0.002 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipsum,add,99,0.4684,0.0038,1613809.0,1.8946,0.1155,0.7953,0.0036,0.7169,0.0036,0.976,0.001,0.8266,0.0027,0.946,0.0024 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipsum,max,99,0.4652,0.0019,1613809.0,2.2598,0.4255,0.7995,0.0015,0.7192,0.001,0.9828,0.0018,0.8306,0.0013,0.9455,0.0015 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipsum,mean,99,0.4452,0.0027,1613809.0,2.246,0.0479,0.8232,0.002,0.7465,0.0025,0.9786,0.0013,0.8469,0.0015,0.9549,0.002 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipconcat,add,99,0.5038,0.0082,546490.0,2.1704,0.347,0.7748,0.004,0.6957,0.0041,0.9771,0.0005,0.8127,0.0028,0.9482,0.0019 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipconcat,max,99,0.4618,0.0074,546490.0,2.3414,0.2506,0.7762,0.004,0.696,0.0035,0.9809,0.0021,0.8143,0.003,0.9545,0.0031 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipconcat,mean,99,0.4444,0.0,546490.0,2.3312,0.0978,0.8008,0.0025,0.7225,0.0026,0.9767,0.0009,0.8306,0.0018,0.956,0.0003 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipsum,add,99,0.4898,0.0048,1521017.0,2.1473,0.2808,0.7852,0.0011,0.7068,0.0014,0.9746,0.003,0.8194,0.0009,0.9388,0.0026 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipsum,max,99,0.4712,0.0017,1521017.0,2.3691,0.6541,0.7899,0.0031,0.7101,0.0034,0.9799,0.0007,0.8235,0.002,0.9425,0.0011 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipsum,mean,99,0.4446,0.0014,1521017.0,1.8106,0.1143,0.8173,0.0034,0.7413,0.0038,0.9748,0.0009,0.8422,0.0025,0.954,0.0011 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipconcat,add,99,0.4714,0.0031,502041.0,2.3226,0.2937,0.7899,0.0028,0.7108,0.0031,0.9776,0.0007,0.8231,0.0019,0.9476,0.0025 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipconcat,max,99,0.4552,0.0019,502041.0,2.2717,0.1249,0.7979,0.0065,0.7174,0.0064,0.9832,0.0011,0.8295,0.0046,0.9533,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipconcat,mean,99,0.4427,0.0017,502041.0,2.2245,0.2179,0.8116,0.0031,0.7334,0.0035,0.9792,0.002,0.8387,0.0023,0.9571,0.0017 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipsum,add,99,0.4811,0.0053,1445369.0,2.2949,0.1844,0.7881,0.0018,0.7101,0.0018,0.9738,0.0021,0.8213,0.0014,0.9392,0.0034 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipsum,max,99,0.4722,0.0002,1445369.0,1.9524,0.1142,0.7986,0.0011,0.7186,0.001,0.9813,0.0008,0.8297,0.0009,0.94,0.0007 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipsum,mean,99,0.4466,0.0014,1445369.0,2.1728,0.0593,0.8202,0.0039,0.7439,0.0043,0.9767,0.0005,0.8446,0.0029,0.9535,0.001 -PyG,CoauthorPhysics,link_pred,True,,,1,8,2,skipconcat,mean,99,0.4462,0.0058,473473.0,1.8633,0.054,0.7997,0.0029,0.7209,0.0028,0.9779,0.0009,0.83,0.0022,0.956,0.003 -PyG,CoauthorPhysics,link_pred,True,,,1,8,2,skipsum,add,99,0.5123,0.0042,1377041.0,1.9244,0.1967,0.7764,0.0018,0.698,0.0016,0.9741,0.0019,0.8133,0.0014,0.9343,0.0031 -PyG,CoauthorPhysics,link_pred,True,,,1,8,2,skipsum,max,99,0.4742,0.0041,1377041.0,1.9671,0.1613,0.7891,0.0035,0.709,0.0032,0.9808,0.0016,0.823,0.0026,0.9406,0.0031 -PyG,CoauthorPhysics,link_pred,True,,,1,8,2,skipsum,mean,99,0.4454,0.0026,1377041.0,2.0124,0.4669,0.8228,0.0043,0.7472,0.0052,0.9756,0.0008,0.8463,0.0031,0.9536,0.0022 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipconcat,add,99,0.5,0.0043,432298.0,1.8401,0.1037,0.7814,0.004,0.7032,0.0046,0.9742,0.0022,0.8167,0.0024,0.9412,0.0022 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipconcat,max,99,0.4554,0.0035,432298.0,2.0833,0.2425,0.7997,0.0055,0.719,0.0052,0.9839,0.0018,0.8309,0.0041,0.9533,0.0028 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipconcat,mean,99,0.4428,0.003,432298.0,2.145,0.1532,0.8115,0.002,0.7335,0.0024,0.9785,0.0009,0.8385,0.0014,0.9564,0.002 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipsum,add,99,0.4945,0.0031,1328209.0,1.9039,0.1071,0.7872,0.0013,0.7099,0.0016,0.9715,0.0009,0.8203,0.0008,0.9343,0.001 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipsum,max,99,0.4772,0.0036,1328209.0,2.5173,0.2887,0.7954,0.0023,0.7158,0.0021,0.9799,0.0013,0.8273,0.0018,0.9357,0.0024 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipsum,mean,99,0.4479,0.0025,1328209.0,2.264,0.2274,0.8188,0.0019,0.7432,0.0025,0.9741,0.0016,0.8431,0.0012,0.9516,0.002 -PyG,CoauthorPhysics,link_pred,True,,,2,2,2,skipconcat,add,99,0.4562,0.0025,999591.0,2.3608,0.235,0.7905,0.0009,0.7104,0.0013,0.9807,0.0019,0.824,0.0005,0.9572,0.0022 -PyG,CoauthorPhysics,link_pred,True,,,2,2,2,skipconcat,max,99,0.456,0.0042,999591.0,2.3693,0.2424,0.7836,0.0041,0.7031,0.0035,0.9821,0.0022,0.8194,0.0031,0.9555,0.002 -PyG,CoauthorPhysics,link_pred,True,,,2,2,2,skipconcat,mean,99,0.4489,0.0041,999591.0,1.7993,0.0825,0.7948,0.005,0.7164,0.005,0.9761,0.0009,0.8263,0.0036,0.9542,0.0016 -PyG,CoauthorPhysics,link_pred,True,,,2,2,2,skipsum,max,99,0.4578,0.0013,1874780.0,2.3368,0.083,0.7954,0.0023,0.7151,0.0027,0.9821,0.0018,0.8276,0.0016,0.9515,0.0007 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipconcat,add,99,0.4506,0.0035,873441.0,2.2063,0.2979,0.8012,0.0057,0.7222,0.0057,0.9791,0.003,0.8312,0.0042,0.956,0.003 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipconcat,max,99,0.4499,0.0031,873441.0,2.3035,0.3542,0.8023,0.0039,0.7216,0.0042,0.9845,0.0003,0.8328,0.0027,0.9563,0.0018 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipconcat,mean,99,0.4424,0.0012,873441.0,1.6927,0.1319,0.8068,0.0009,0.7274,0.0006,0.9814,0.001,0.8355,0.0007,0.9581,0.0006 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipsum,add,99,0.4541,0.0024,1722035.0,2.5499,0.4518,0.8036,0.0044,0.7244,0.0047,0.9803,0.0007,0.8331,0.0031,0.9532,0.0012 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipsum,max,99,0.4557,0.0024,1722035.0,2.4437,0.1655,0.8028,0.0014,0.7221,0.0017,0.9845,0.0008,0.8331,0.0009,0.9522,0.0021 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipsum,mean,99,0.447,0.0016,1722035.0,2.2449,0.2701,0.8173,0.001,0.7401,0.0008,0.978,0.0019,0.8426,0.0009,0.9537,0.0015 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipconcat,add,99,0.4843,0.0052,679384.0,1.8975,0.1465,0.7834,0.002,0.7042,0.0017,0.9772,0.0013,0.8186,0.0016,0.9501,0.002 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipconcat,max,99,0.4646,0.0095,679384.0,1.7481,0.1406,0.7773,0.0041,0.6976,0.0034,0.9791,0.0028,0.8147,0.0031,0.9512,0.0046 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipconcat,mean,99,0.4436,0.0037,679384.0,2.2587,0.4061,0.8024,0.0023,0.7242,0.0023,0.9767,0.0012,0.8317,0.0017,0.9562,0.0021 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipsum,add,99,0.4769,0.0017,1613809.0,2.4137,0.0628,0.7926,0.0039,0.7146,0.0039,0.9744,0.0007,0.8245,0.0028,0.9426,0.0006 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipsum,max,99,0.4636,0.0023,1613809.0,2.3297,0.1986,0.7979,0.0014,0.7179,0.0014,0.9815,0.0019,0.8292,0.0011,0.9473,0.002 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipsum,mean,99,0.4436,0.0016,1613809.0,2.1266,0.0507,0.8208,0.002,0.7444,0.0023,0.9773,0.0006,0.8451,0.0014,0.9552,0.001 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipconcat,add,99,0.4632,0.001,603841.0,1.8596,0.2435,0.794,0.0012,0.7151,0.0011,0.9775,0.0008,0.826,0.0009,0.9515,0.0015 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipconcat,max,99,0.4566,0.0043,603841.0,2.368,0.3142,0.7968,0.0011,0.7164,0.0016,0.9825,0.0016,0.8286,0.0006,0.9515,0.0039 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipconcat,mean,99,0.4472,0.0021,603841.0,2.0164,0.1836,0.8129,0.0023,0.735,0.0028,0.9788,0.0007,0.8395,0.0016,0.9539,0.0016 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipsum,add,99,0.4701,0.0014,1521017.0,2.105,0.0448,0.7954,0.0017,0.7175,0.0015,0.9744,0.0013,0.8264,0.0013,0.9437,0.0012 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipsum,max,99,0.4652,0.0016,1521017.0,2.1196,0.2049,0.8007,0.0013,0.7205,0.0014,0.9826,0.0001,0.8314,0.0009,0.9448,0.0013 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipsum,mean,99,0.4455,0.0002,1521017.0,1.6234,0.0604,0.8236,0.0012,0.7475,0.0014,0.9773,0.0012,0.8471,0.0009,0.9543,0.0005 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipconcat,add,99,0.515,0.0192,548253.0,2.1067,0.0777,0.7751,0.009,0.6965,0.0088,0.9756,0.0013,0.8127,0.0062,0.9451,0.0019 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipconcat,max,99,0.4621,0.009,548253.0,2.2864,0.3345,0.7824,0.0052,0.7023,0.0046,0.9803,0.0022,0.8184,0.0038,0.9511,0.0055 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipconcat,mean,99,0.4443,0.0013,548253.0,2.1564,0.2745,0.7999,0.0035,0.7218,0.0036,0.9763,0.0007,0.8299,0.0025,0.956,0.0005 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipsum,add,99,0.4957,0.0041,1445369.0,1.9473,0.1197,0.7859,0.0016,0.7077,0.0015,0.9741,0.0007,0.8198,0.0012,0.9376,0.0012 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipsum,max,99,0.4685,0.0023,1445369.0,2.1119,0.1718,0.7935,0.0037,0.7135,0.0037,0.9811,0.0017,0.8261,0.0027,0.9442,0.0022 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipsum,mean,99,0.4462,0.0019,1445369.0,2.0522,0.2776,0.8209,0.0013,0.7453,0.0011,0.975,0.0018,0.8448,0.0011,0.9529,0.0017 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipconcat,add,99,0.4916,0.008,503336.0,2.2182,0.1136,0.791,0.0045,0.7119,0.0047,0.9778,0.0013,0.8239,0.0031,0.9448,0.0016 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipconcat,max,99,0.4568,0.0041,503336.0,1.8768,0.1523,0.798,0.0063,0.7176,0.0061,0.9827,0.0013,0.8295,0.0046,0.952,0.0028 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipconcat,mean,99,0.4438,0.0003,503336.0,1.9763,0.102,0.8122,0.0023,0.7346,0.0025,0.9776,0.0003,0.8388,0.0017,0.9558,0.0006 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipsum,add,99,0.4891,0.0027,1377041.0,1.7203,0.047,0.7901,0.0044,0.7122,0.0045,0.9737,0.0005,0.8227,0.0031,0.9365,0.0024 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipsum,max,99,0.4678,0.0005,1377041.0,1.9948,0.0751,0.7987,0.0008,0.7187,0.001,0.9816,0.0004,0.8298,0.0006,0.9431,0.0006 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipsum,mean,99,0.4482,0.0008,1377041.0,2.3509,0.1985,0.8273,0.0009,0.7519,0.0006,0.977,0.0017,0.8498,0.0008,0.9525,0.0008 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipconcat,add,99,0.5635,0.0441,474561.0,1.8517,0.1464,0.7679,0.0104,0.6895,0.0097,0.9753,0.0019,0.8078,0.0071,0.9382,0.0034 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipconcat,max,99,0.4674,0.0094,474561.0,1.7435,0.1412,0.7793,0.0071,0.6996,0.0065,0.9791,0.0028,0.816,0.0052,0.9492,0.0045 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipconcat,mean,99,0.4453,0.0017,474561.0,1.9322,0.1386,0.8002,0.0036,0.7223,0.0034,0.9756,0.0014,0.83,0.0027,0.9552,0.001 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipsum,add,99,0.5076,0.0011,1328209.0,1.9322,0.1061,0.7826,0.0011,0.7051,0.0012,0.9714,0.0018,0.8171,0.0009,0.9312,0.0013 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipsum,max,99,0.4765,0.0018,1328209.0,2.094,0.602,0.788,0.003,0.7082,0.003,0.9795,0.0016,0.822,0.0022,0.9384,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipsum,mean,99,0.448,0.0023,1328209.0,1.8335,0.1559,0.8235,0.0012,0.748,0.0021,0.9758,0.0025,0.8468,0.0008,0.9522,0.0021 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipconcat,add,99,0.5099,0.0214,433081.0,1.8466,0.2646,0.7819,0.0053,0.7037,0.0046,0.9741,0.0031,0.8171,0.0041,0.9377,0.0042 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipconcat,max,99,0.4601,0.0056,433081.0,1.7283,0.1386,0.7994,0.0027,0.719,0.0026,0.9828,0.0009,0.8305,0.002,0.9495,0.0037 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipconcat,mean,99,0.445,0.0048,433081.0,1.8307,0.1404,0.813,0.0038,0.7356,0.0046,0.9772,0.0014,0.8394,0.0025,0.9547,0.0036 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipsum,add,99,0.501,0.0081,1276929.0,1.8321,0.227,0.7821,0.0018,0.7049,0.0021,0.9705,0.0012,0.8167,0.0012,0.9298,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipsum,max,99,0.4741,0.0016,1276929.0,2.0385,0.6733,0.7953,0.0019,0.7154,0.0015,0.9808,0.0016,0.8274,0.0015,0.938,0.0015 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipsum,mean,99,0.449,0.0014,1276929.0,1.6485,0.1043,0.8249,0.0039,0.7502,0.0047,0.9742,0.0008,0.8476,0.0027,0.9509,0.0006 -PyG,Cora,link_pred,True,,,1,2,2,skipconcat,add,99,0.6426,0.0263,338046.0,0.0142,0.0014,0.6856,0.0097,0.6394,0.0062,0.8511,0.0155,0.7302,0.0095,0.8026,0.0123 -PyG,Cora,link_pred,True,,,1,2,2,skipconcat,max,99,0.7573,0.0252,338046.0,0.0175,0.0049,0.6528,0.0103,0.6203,0.0063,0.7878,0.0203,0.694,0.0118,0.7483,0.0117 -PyG,Cora,link_pred,True,,,1,2,2,skipconcat,mean,19,0.6412,0.0111,338046.0,0.0176,0.0046,0.6715,0.0172,0.6193,0.0155,0.8925,0.0128,0.731,0.0104,0.8207,0.0179 -PyG,Cora,link_pred,True,,,1,2,2,skipsum,add,79,0.6285,0.007,517261.0,0.0161,0.0032,0.6701,0.0227,0.6246,0.0241,0.8622,0.031,0.7235,0.0089,0.8021,0.012 -PyG,Cora,link_pred,True,,,1,2,2,skipsum,max,99,0.6272,0.0096,517261.0,0.0137,0.0003,0.6697,0.005,0.6285,0.0036,0.83,0.0069,0.7153,0.0047,0.7793,0.0103 -PyG,Cora,link_pred,True,,,1,2,2,skipsum,mean,79,0.5651,0.0272,517261.0,0.0135,0.0005,0.7005,0.0111,0.6477,0.0063,0.8786,0.0197,0.7457,0.0113,0.8396,0.0202 -PyG,Cora,link_pred,True,,,1,2,3,skipconcat,add,99,0.5693,0.0041,320949.0,0.013,0.0001,0.6997,0.0038,0.6507,0.0045,0.8622,0.0039,0.7417,0.0018,0.8242,0.0058 -PyG,Cora,link_pred,True,,,1,2,3,skipconcat,max,99,0.6065,0.0042,320949.0,0.0138,0.0001,0.6749,0.0019,0.6324,0.0022,0.8354,0.0051,0.7198,0.0017,0.7836,0.003 -PyG,Cora,link_pred,True,,,1,2,3,skipconcat,mean,79,0.5718,0.024,320949.0,0.0176,0.0022,0.6902,0.0116,0.6432,0.0075,0.8543,0.0185,0.7338,0.0114,0.8245,0.0196 -PyG,Cora,link_pred,True,,,1,2,3,skipsum,add,99,0.5839,0.0061,485362.0,0.0147,0.002,0.6926,0.0073,0.645,0.0055,0.8568,0.0073,0.7359,0.0063,0.8171,0.0074 -PyG,Cora,link_pred,True,,,1,2,3,skipsum,max,99,0.5928,0.015,485362.0,0.0133,0.001,0.6914,0.0142,0.6458,0.0105,0.8477,0.0157,0.7331,0.0126,0.7929,0.0147 -PyG,Cora,link_pred,True,,,1,2,3,skipsum,mean,99,0.5426,0.0147,485362.0,0.0206,0.0043,0.7118,0.0123,0.6592,0.0091,0.877,0.0136,0.7526,0.0107,0.8455,0.0139 -PyG,Cora,link_pred,True,,,1,4,2,skipconcat,add,99,0.6338,0.0025,286405.0,0.0154,0.0008,0.6805,0.0048,0.6376,0.0028,0.8363,0.0087,0.7236,0.0051,0.8017,0.0053 -PyG,Cora,link_pred,True,,,1,4,2,skipconcat,max,99,0.6814,0.0208,286405.0,0.0168,0.0041,0.6671,0.0067,0.6279,0.006,0.8202,0.0069,0.7113,0.0051,0.7754,0.0063 -PyG,Cora,link_pred,True,,,1,4,2,skipconcat,mean,19,0.6502,0.006,286405.0,0.0196,0.0074,0.6633,0.0253,0.6146,0.0238,0.883,0.021,0.7242,0.0143,0.8212,0.0202 -PyG,Cora,link_pred,True,,,1,4,2,skipsum,add,79,0.6374,0.0185,458293.0,0.0166,0.0009,0.672,0.009,0.6327,0.0046,0.8196,0.0219,0.714,0.011,0.782,0.0195 -PyG,Cora,link_pred,True,,,1,4,2,skipsum,max,99,0.6366,0.0087,458293.0,0.0157,0.0013,0.6632,0.0032,0.6242,0.0022,0.8203,0.0114,0.7089,0.0045,0.7677,0.0078 -PyG,Cora,link_pred,True,,,1,4,2,skipsum,mean,79,0.5421,0.0094,458293.0,0.0171,0.003,0.713,0.0097,0.6613,0.0053,0.8729,0.021,0.7524,0.0105,0.8503,0.0134 -PyG,Cora,link_pred,True,,,1,4,3,skipconcat,add,79,0.5818,0.0057,276018.0,0.0158,0.0033,0.7007,0.0046,0.6529,0.0045,0.8571,0.0008,0.7412,0.0032,0.8189,0.0052 -PyG,Cora,link_pred,True,,,1,4,3,skipconcat,max,99,0.5992,0.0066,276018.0,0.0289,0.004,0.6805,0.0059,0.6375,0.0049,0.8366,0.0067,0.7236,0.0049,0.795,0.0057 -PyG,Cora,link_pred,True,,,1,4,3,skipconcat,mean,79,0.555,0.0247,276018.0,0.0194,0.0045,0.7147,0.0153,0.6623,0.0103,0.8758,0.0218,0.7542,0.0146,0.8431,0.0221 -PyG,Cora,link_pred,True,,,1,4,3,skipsum,add,99,0.6119,0.0025,440833.0,0.019,0.0027,0.69,0.0103,0.6455,0.0086,0.8433,0.0199,0.7311,0.0098,0.7959,0.0138 -PyG,Cora,link_pred,True,,,1,4,3,skipsum,max,99,0.6087,0.0157,440833.0,0.0159,0.0026,0.6783,0.0106,0.6355,0.0037,0.836,0.0339,0.7218,0.0148,0.7772,0.0173 -PyG,Cora,link_pred,True,,,1,4,3,skipsum,mean,79,0.5315,0.0076,440833.0,0.0171,0.0023,0.7275,0.0033,0.674,0.003,0.8814,0.0088,0.7638,0.0034,0.8579,0.0107 -PyG,Cora,link_pred,True,,,1,6,2,skipconcat,add,99,0.653,0.0067,260228.0,0.0152,0.0015,0.6768,0.0071,0.6377,0.0073,0.8193,0.0067,0.7171,0.0045,0.7907,0.002 -PyG,Cora,link_pred,True,,,1,6,2,skipconcat,max,99,0.7169,0.0471,260228.0,0.0185,0.0035,0.6605,0.0084,0.6241,0.0063,0.8077,0.014,0.704,0.0082,0.7696,0.0141 -PyG,Cora,link_pred,True,,,1,6,2,skipconcat,mean,39,0.6795,0.0783,260228.0,0.0202,0.0024,0.6899,0.0149,0.6435,0.0119,0.8518,0.017,0.7331,0.0127,0.8239,0.0161 -PyG,Cora,link_pred,True,,,1,6,2,skipsum,add,99,0.6491,0.0326,424843.0,0.0179,0.0033,0.6767,0.0057,0.6397,0.0018,0.8089,0.019,0.7143,0.0084,0.7745,0.0136 -PyG,Cora,link_pred,True,,,1,6,2,skipsum,max,99,0.6313,0.0185,424843.0,0.0169,0.0015,0.6755,0.0093,0.6338,0.0057,0.831,0.0185,0.7191,0.01,0.7709,0.0174 -PyG,Cora,link_pred,True,,,1,6,2,skipsum,mean,99,0.5391,0.01,424843.0,0.0174,0.0041,0.7172,0.0102,0.6666,0.0082,0.8691,0.0092,0.7545,0.0086,0.8515,0.0081 -PyG,Cora,link_pred,True,,,1,6,3,skipconcat,add,79,0.595,0.0011,257671.0,0.0166,0.0011,0.7014,0.0041,0.6545,0.0036,0.853,0.0055,0.7407,0.0034,0.8102,0.0079 -PyG,Cora,link_pred,True,,,1,6,3,skipconcat,max,99,0.6212,0.019,257671.0,0.0185,0.0029,0.6704,0.009,0.6315,0.0049,0.8184,0.019,0.7128,0.0103,0.7795,0.0167 -PyG,Cora,link_pred,True,,,1,6,3,skipconcat,mean,79,0.5507,0.0118,257671.0,0.0168,0.0012,0.717,0.0121,0.6658,0.0073,0.871,0.0206,0.7547,0.0123,0.8444,0.0157 -PyG,Cora,link_pred,True,,,1,6,3,skipsum,add,79,0.6169,0.0089,412033.0,0.013,0.0005,0.6798,0.002,0.6391,0.0023,0.8265,0.0092,0.7208,0.0029,0.7852,0.0065 -PyG,Cora,link_pred,True,,,1,6,3,skipsum,max,99,0.6046,0.0066,412033.0,0.0205,0.0042,0.6769,0.0033,0.6347,0.0014,0.8338,0.009,0.7207,0.0042,0.7829,0.0072 -PyG,Cora,link_pred,True,,,1,6,3,skipsum,mean,79,0.5394,0.0071,412033.0,0.0244,0.0044,0.7205,0.0067,0.6725,0.0028,0.8593,0.0171,0.7545,0.008,0.8472,0.0115 -PyG,Cora,link_pred,True,,,1,8,2,skipconcat,add,99,0.6879,0.0281,250049.0,0.0172,0.0014,0.6762,0.0123,0.6375,0.0078,0.8165,0.0234,0.7159,0.0132,0.778,0.0176 -PyG,Cora,link_pred,True,,,1,8,2,skipconcat,max,99,0.7275,0.0691,250049.0,0.0168,0.0017,0.6594,0.0093,0.6183,0.0104,0.8357,0.0287,0.7104,0.0083,0.7786,0.0107 -PyG,Cora,link_pred,True,,,1,8,2,skipconcat,mean,79,0.6371,0.0717,250049.0,0.0153,0.0007,0.6798,0.0242,0.6323,0.026,0.8688,0.0289,0.731,0.0099,0.8256,0.0071 -PyG,Cora,link_pred,True,,,1,8,2,skipsum,add,99,0.6459,0.0188,399561.0,0.0152,0.0007,0.6715,0.0044,0.6339,0.0035,0.8121,0.0039,0.712,0.0037,0.7726,0.0071 -PyG,Cora,link_pred,True,,,1,8,2,skipsum,max,99,0.6328,0.0122,399561.0,0.0167,0.0012,0.6693,0.0083,0.6293,0.0054,0.824,0.0185,0.7136,0.0094,0.7676,0.0135 -PyG,Cora,link_pred,True,,,1,8,2,skipsum,mean,79,0.5353,0.0083,399561.0,0.0177,0.0012,0.7296,0.0089,0.6783,0.0042,0.8732,0.0209,0.7634,0.0102,0.8557,0.0123 -PyG,Cora,link_pred,True,,,1,8,3,skipconcat,add,79,0.6203,0.0216,243784.0,0.0165,0.0008,0.6871,0.0052,0.6452,0.0013,0.8313,0.0186,0.7264,0.0078,0.7945,0.0085 -PyG,Cora,link_pred,True,,,1,8,3,skipconcat,max,79,0.6198,0.0118,243784.0,0.0168,0.0007,0.6772,0.0027,0.6374,0.0029,0.8221,0.0248,0.7179,0.0076,0.7887,0.011 -PyG,Cora,link_pred,True,,,1,8,3,skipconcat,mean,79,0.5544,0.0071,243784.0,0.0163,0.0011,0.7099,0.0081,0.6627,0.0054,0.8546,0.0119,0.7465,0.0079,0.8355,0.0096 -PyG,Cora,link_pred,True,,,1,8,3,skipsum,add,99,0.623,0.0076,392621.0,0.0213,0.0023,0.6829,0.0099,0.6417,0.0071,0.8278,0.0132,0.723,0.0094,0.7869,0.0107 -PyG,Cora,link_pred,True,,,1,8,3,skipsum,max,79,0.6074,0.0085,392621.0,0.0215,0.0013,0.6751,0.009,0.6322,0.0054,0.8373,0.0194,0.7203,0.0099,0.7786,0.0134 -PyG,Cora,link_pred,True,,,1,8,3,skipsum,mean,79,0.5229,0.0101,392621.0,0.0186,0.0025,0.7298,0.0108,0.6792,0.0091,0.871,0.0152,0.7632,0.0098,0.8604,0.0107 -PyG,Cora,link_pred,True,,,2,2,2,skipconcat,add,79,0.6087,0.0262,336301.0,0.0146,0.0012,0.6949,0.0109,0.6507,0.0072,0.8414,0.0166,0.7338,0.0108,0.809,0.0198 -PyG,Cora,link_pred,True,,,2,2,2,skipconcat,max,99,0.7569,0.051,336301.0,0.015,0.001,0.6423,0.0135,0.611,0.0106,0.783,0.0133,0.6864,0.0117,0.7468,0.0141 -PyG,Cora,link_pred,True,,,2,2,2,skipconcat,mean,79,0.6518,0.1237,336301.0,0.0141,0.0019,0.6912,0.0238,0.6435,0.0185,0.8577,0.0209,0.7353,0.0196,0.8176,0.0266 -PyG,Cora,link_pred,True,,,2,2,2,skipsum,add,79,0.5727,0.0148,485362.0,0.0134,0.0012,0.7071,0.015,0.6579,0.0123,0.8632,0.0152,0.7466,0.0124,0.8249,0.0136 -PyG,Cora,link_pred,True,,,2,2,2,skipsum,max,99,0.6235,0.0124,485362.0,0.0173,0.0026,0.6711,0.0026,0.6274,0.0026,0.8427,0.0036,0.7192,0.0019,0.7847,0.003 -PyG,Cora,link_pred,True,,,2,2,2,skipsum,mean,99,0.5647,0.0391,485362.0,0.0134,0.0006,0.7087,0.0194,0.6571,0.0137,0.8726,0.0283,0.7496,0.0182,0.8368,0.0285 -PyG,Cora,link_pred,True,,,2,2,3,skipconcat,add,79,0.5721,0.0158,314881.0,0.0179,0.0055,0.7085,0.0051,0.6597,0.0034,0.8616,0.0088,0.7472,0.0051,0.8231,0.0087 -PyG,Cora,link_pred,True,,,2,2,3,skipconcat,max,99,0.6146,0.0046,314881.0,0.0131,0.0015,0.6747,0.006,0.6343,0.0026,0.825,0.0206,0.7171,0.0088,0.7787,0.0111 -PyG,Cora,link_pred,True,,,2,2,3,skipconcat,mean,99,0.5625,0.0295,314881.0,0.0137,0.0014,0.7084,0.0121,0.6587,0.0074,0.8644,0.0205,0.7476,0.0123,0.8278,0.0215 -PyG,Cora,link_pred,True,,,2,2,3,skipsum,add,99,0.5762,0.0078,458293.0,0.0136,0.0007,0.7026,0.0062,0.6581,0.0041,0.8433,0.0094,0.7393,0.0062,0.8176,0.0064 -PyG,Cora,link_pred,True,,,2,2,3,skipsum,max,79,0.5918,0.0026,458293.0,0.0143,0.0015,0.6824,0.0084,0.6379,0.0058,0.8432,0.0139,0.7263,0.0082,0.7892,0.0056 -PyG,Cora,link_pred,True,,,2,2,3,skipsum,mean,79,0.5431,0.0151,458293.0,0.0131,0.0009,0.7168,0.0122,0.665,0.0083,0.8735,0.018,0.7551,0.0118,0.8449,0.0138 -PyG,Cora,link_pred,True,,,2,4,2,skipconcat,add,79,0.6391,0.0127,281410.0,0.0154,0.0009,0.6811,0.0097,0.6401,0.007,0.8275,0.0148,0.7218,0.0094,0.7938,0.0146 -PyG,Cora,link_pred,True,,,2,4,2,skipconcat,max,99,0.7079,0.0612,281410.0,0.0163,0.0007,0.6551,0.0076,0.6175,0.0103,0.818,0.0303,0.7033,0.007,0.7693,0.0166 -PyG,Cora,link_pred,True,,,2,4,2,skipconcat,mean,99,0.6748,0.0865,281410.0,0.0145,0.0012,0.6838,0.0158,0.6338,0.0141,0.8723,0.0244,0.7339,0.0126,0.8158,0.0187 -PyG,Cora,link_pred,True,,,2,4,2,skipsum,add,99,0.6357,0.0137,440833.0,0.0196,0.0065,0.6768,0.0035,0.6382,0.0034,0.8165,0.0043,0.7164,0.0026,0.7763,0.0051 -PyG,Cora,link_pred,True,,,2,4,2,skipsum,max,99,0.6337,0.0121,440833.0,0.0165,0.0028,0.6619,0.0123,0.6249,0.0102,0.8105,0.0085,0.7057,0.0097,0.7627,0.0125 -PyG,Cora,link_pred,True,,,2,4,2,skipsum,mean,99,0.5439,0.0176,440833.0,0.0217,0.0031,0.7161,0.0121,0.6634,0.0085,0.8773,0.0146,0.7555,0.0109,0.8507,0.0161 -PyG,Cora,link_pred,True,,,2,4,3,skipconcat,add,99,0.5879,0.0044,268705.0,0.0174,0.003,0.695,0.0075,0.6501,0.0072,0.8452,0.0031,0.7349,0.0051,0.8091,0.0052 -PyG,Cora,link_pred,True,,,2,4,3,skipconcat,max,99,0.6174,0.01,268705.0,0.0145,0.0034,0.672,0.0069,0.6334,0.0033,0.8164,0.0195,0.7133,0.0091,0.7814,0.0073 -PyG,Cora,link_pred,True,,,2,4,3,skipconcat,mean,79,0.5708,0.0033,268705.0,0.0159,0.0011,0.6987,0.0053,0.6518,0.0056,0.8534,0.0174,0.739,0.0058,0.8234,0.0078 -PyG,Cora,link_pred,True,,,2,4,3,skipsum,add,99,0.5948,0.0128,424843.0,0.0137,0.0008,0.7015,0.0108,0.6551,0.006,0.8508,0.0213,0.7402,0.0118,0.8088,0.0192 -PyG,Cora,link_pred,True,,,2,4,3,skipsum,max,79,0.6082,0.0112,424843.0,0.0161,0.0033,0.6748,0.0156,0.635,0.0096,0.8212,0.0301,0.7161,0.017,0.7721,0.0168 -PyG,Cora,link_pred,True,,,2,4,3,skipsum,mean,79,0.5367,0.0077,424843.0,0.0133,0.0001,0.7249,0.0124,0.6753,0.009,0.8659,0.0152,0.7589,0.0114,0.8498,0.0114 -PyG,Cora,link_pred,True,,,2,6,2,skipconcat,add,99,0.6551,0.0068,261991.0,0.0135,0.0012,0.682,0.0101,0.6412,0.0056,0.8263,0.021,0.722,0.0116,0.7889,0.0148 -PyG,Cora,link_pred,True,,,2,6,2,skipconcat,max,99,0.7024,0.0665,261991.0,0.0187,0.0035,0.6607,0.0188,0.6235,0.0136,0.8105,0.024,0.7048,0.0177,0.7715,0.0277 -PyG,Cora,link_pred,True,,,2,6,2,skipconcat,mean,79,0.6369,0.0938,261991.0,0.0235,0.0051,0.6883,0.0216,0.6428,0.0174,0.848,0.0168,0.7313,0.0175,0.8154,0.0239 -PyG,Cora,link_pred,True,,,2,6,2,skipsum,add,99,0.6622,0.0049,412033.0,0.0139,0.0016,0.6709,0.0041,0.6349,0.0037,0.8045,0.007,0.7097,0.0038,0.7648,0.0078 -PyG,Cora,link_pred,True,,,2,6,2,skipsum,max,99,0.6284,0.0196,412033.0,0.016,0.0015,0.6644,0.0088,0.6288,0.0069,0.8026,0.0092,0.7052,0.0078,0.7623,0.0171 -PyG,Cora,link_pred,True,,,2,6,2,skipsum,mean,79,0.5305,0.0087,412033.0,0.0167,0.0039,0.7282,0.0081,0.6759,0.0053,0.877,0.0119,0.7634,0.0078,0.8577,0.012 -PyG,Cora,link_pred,True,,,2,6,3,skipconcat,add,99,0.5947,0.0032,258966.0,0.0147,0.0014,0.6972,0.0059,0.6517,0.0051,0.8474,0.0059,0.7367,0.0048,0.8106,0.0067 -PyG,Cora,link_pred,True,,,2,6,3,skipconcat,max,99,0.5987,0.0152,258966.0,0.0209,0.0066,0.6857,0.0138,0.6416,0.0101,0.8411,0.0167,0.7279,0.0124,0.7973,0.0163 -PyG,Cora,link_pred,True,,,2,6,3,skipconcat,mean,79,0.5648,0.0179,258966.0,0.016,0.0004,0.7056,0.0145,0.6578,0.0104,0.8571,0.0221,0.7443,0.0139,0.8286,0.02 -PyG,Cora,link_pred,True,,,2,6,3,skipsum,add,99,0.6024,0.0209,399561.0,0.015,0.0003,0.7028,0.0168,0.6561,0.012,0.8521,0.0209,0.7413,0.0155,0.8028,0.0174 -PyG,Cora,link_pred,True,,,2,6,3,skipsum,max,99,0.6176,0.0058,399561.0,0.0142,0.0009,0.6637,0.0038,0.6258,0.0021,0.8145,0.0108,0.7078,0.005,0.765,0.0026 -PyG,Cora,link_pred,True,,,2,6,3,skipsum,mean,79,0.5359,0.0128,399561.0,0.0183,0.0025,0.728,0.0107,0.6774,0.0066,0.8704,0.0172,0.7619,0.0108,0.8523,0.015 -PyG,Cora,link_pred,True,,,2,8,2,skipconcat,add,99,0.6892,0.0171,251137.0,0.0192,0.0057,0.6671,0.0055,0.6317,0.0056,0.802,0.009,0.7067,0.0042,0.7727,0.0067 -PyG,Cora,link_pred,True,,,2,8,2,skipconcat,max,99,0.7619,0.0784,251137.0,0.0153,0.0015,0.6422,0.0185,0.6051,0.0164,0.8218,0.0302,0.6966,0.0147,0.7623,0.0214 -PyG,Cora,link_pred,True,,,2,8,2,skipconcat,mean,79,0.6189,0.0575,251137.0,0.02,0.0046,0.6884,0.0193,0.6455,0.0129,0.8348,0.0298,0.728,0.0194,0.8103,0.0277 -PyG,Cora,link_pred,True,,,2,8,2,skipsum,add,99,0.6456,0.0227,392621.0,0.0162,0.0014,0.6739,0.0033,0.6359,0.0031,0.8133,0.006,0.7138,0.0029,0.7695,0.0106 -PyG,Cora,link_pred,True,,,2,8,2,skipsum,max,99,0.6372,0.0128,392621.0,0.0187,0.001,0.663,0.0117,0.6263,0.0092,0.8083,0.0184,0.7057,0.0112,0.7579,0.0146 -PyG,Cora,link_pred,True,,,2,8,2,skipsum,mean,79,0.5464,0.0079,392621.0,0.0204,0.0024,0.7178,0.009,0.669,0.003,0.8619,0.0255,0.7532,0.0115,0.8439,0.0147 -PyG,Cora,link_pred,True,,,2,8,3,skipconcat,add,79,0.6284,0.0117,244567.0,0.0174,0.0007,0.6845,0.0076,0.6449,0.0056,0.8212,0.02,0.7223,0.009,0.7846,0.0081 -PyG,Cora,link_pred,True,,,2,8,3,skipconcat,max,99,0.6187,0.0049,244567.0,0.0198,0.0026,0.6719,0.0081,0.631,0.0069,0.8281,0.005,0.7162,0.0062,0.7834,0.0072 -PyG,Cora,link_pred,True,,,2,8,3,skipconcat,mean,79,0.5834,0.017,244567.0,0.0192,0.0017,0.6914,0.0132,0.6499,0.0072,0.8291,0.0267,0.7286,0.0148,0.8099,0.019 -PyG,Cora,link_pred,True,,,2,8,3,skipsum,add,99,0.6206,0.0074,383233.0,0.0159,0.0021,0.6961,0.0066,0.6502,0.004,0.8486,0.0127,0.7363,0.0069,0.7945,0.0078 -PyG,Cora,link_pred,True,,,2,8,3,skipsum,max,99,0.623,0.0093,383233.0,0.0195,0.0043,0.6644,0.0042,0.625,0.0005,0.8221,0.0194,0.71,0.0074,0.7604,0.011 -PyG,Cora,link_pred,True,,,2,8,3,skipsum,mean,99,0.5329,0.0036,383233.0,0.0155,0.005,0.7256,0.0049,0.6772,0.0044,0.8622,0.0077,0.7585,0.0044,0.8525,0.0031 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipconcat,add,79,0.5963,0.0072,204186.0,0.0042,0.0001,0.7181,0.0058,0.6545,0.0051,0.9242,0.0037,0.7663,0.004,0.8181,0.0049 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipconcat,max,79,0.6046,0.0065,204186.0,0.0045,0.0003,0.7254,0.0158,0.6618,0.0088,0.9212,0.0283,0.7702,0.0157,0.808,0.0148 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipconcat,mean,79,0.5923,0.0045,204186.0,0.0043,0.0004,0.7326,0.0046,0.6651,0.0022,0.937,0.0107,0.7779,0.0049,0.8207,0.0106 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipsum,add,39,0.5963,0.0054,210901.0,0.0043,0.0003,0.7322,0.0073,0.6638,0.0044,0.9408,0.0106,0.7784,0.0067,0.8192,0.0011 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipsum,max,59,0.5946,0.0037,210901.0,0.0044,0.0,0.737,0.0073,0.6713,0.0068,0.9291,0.0046,0.7794,0.005,0.8076,0.004 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipsum,mean,79,0.5925,0.0038,210901.0,0.0043,0.0004,0.7306,0.0028,0.6629,0.0014,0.9381,0.0067,0.7769,0.003,0.8131,0.0031 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipconcat,add,99,0.5728,0.0021,207789.0,0.0043,0.0003,0.7296,0.008,0.6595,0.0056,0.9491,0.008,0.7782,0.0066,0.8374,0.007 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipconcat,max,79,0.5867,0.0049,207789.0,0.0046,0.0003,0.7359,0.0034,0.6643,0.0029,0.9536,0.0009,0.7831,0.0023,0.8213,0.0133 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipconcat,mean,99,0.5832,0.0113,207789.0,0.0045,0.0004,0.7343,0.0027,0.6652,0.0016,0.9431,0.0068,0.7801,0.0029,0.8174,0.0196 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipsum,add,79,0.5761,0.0106,210742.0,0.005,0.0008,0.7237,0.0028,0.656,0.0018,0.9408,0.0046,0.773,0.0026,0.8361,0.009 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipsum,max,59,0.5909,0.0029,210742.0,0.0046,0.0004,0.7364,0.008,0.6658,0.0079,0.9495,0.0039,0.7827,0.0049,0.8078,0.0082 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipsum,mean,99,0.5826,0.005,210742.0,0.0043,0.0003,0.7388,0.0016,0.667,0.0026,0.954,0.0174,0.785,0.0041,0.8129,0.006 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipconcat,add,79,0.6015,0.0135,206365.0,0.005,0.0003,0.7097,0.0108,0.6487,0.0082,0.9148,0.0109,0.7591,0.0087,0.8041,0.0187 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipconcat,max,79,0.6135,0.0073,206365.0,0.0047,0.0003,0.7152,0.0118,0.659,0.0073,0.8918,0.0179,0.7579,0.0113,0.7862,0.0064 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipconcat,mean,79,0.603,0.0132,206365.0,0.0053,0.0006,0.7233,0.0081,0.6592,0.0051,0.9246,0.012,0.7697,0.0074,0.8,0.0152 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipsum,add,99,0.5994,0.0018,208513.0,0.0051,0.0,0.7096,0.0039,0.6502,0.0017,0.9072,0.0097,0.7575,0.0044,0.802,0.0034 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipsum,max,99,0.5991,0.0061,208513.0,0.0054,0.001,0.7271,0.0035,0.6647,0.0025,0.9167,0.0047,0.7706,0.0031,0.8012,0.0066 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipsum,mean,79,0.6013,0.0043,208513.0,0.0049,0.0003,0.7211,0.0048,0.6534,0.005,0.9423,0.0155,0.7716,0.0046,0.8086,0.0025 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipconcat,add,99,0.5851,0.0039,208398.0,0.0043,0.0002,0.7207,0.0037,0.654,0.0035,0.9374,0.0054,0.7704,0.0026,0.8201,0.0047 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipconcat,max,59,0.5938,0.0018,208398.0,0.0052,0.0002,0.7278,0.0097,0.6624,0.0066,0.9291,0.0195,0.7733,0.0093,0.8048,0.0017 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipconcat,mean,39,0.5891,0.0025,208398.0,0.0051,0.0002,0.7327,0.0011,0.6623,0.0009,0.9499,0.0079,0.7804,0.0021,0.8133,0.0046 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipsum,add,79,0.586,0.0043,208993.0,0.0049,0.0002,0.7174,0.0131,0.6535,0.0079,0.9253,0.0198,0.766,0.012,0.8156,0.0028 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipsum,max,39,0.6046,0.0061,208993.0,0.0047,0.0005,0.7165,0.0083,0.6524,0.0071,0.9272,0.0046,0.7659,0.0059,0.7926,0.0031 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipsum,mean,99,0.5908,0.0049,208993.0,0.005,0.0005,0.729,0.0048,0.6588,0.0024,0.9498,0.0109,0.778,0.005,0.8077,0.0011 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipconcat,add,79,0.609,0.0108,203648.0,0.0054,0.0004,0.7093,0.0045,0.6495,0.0043,0.9095,0.0056,0.7578,0.0031,0.7972,0.0123 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipconcat,max,79,0.6153,0.0046,203648.0,0.0059,0.0007,0.7165,0.0036,0.6591,0.002,0.8971,0.0127,0.7599,0.0046,0.7808,0.0053 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipconcat,mean,59,0.6045,0.0052,203648.0,0.0055,0.0004,0.7234,0.0008,0.6604,0.0013,0.92,0.0026,0.7689,0.0004,0.7995,0.0028 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipsum,add,99,0.6061,0.0091,208183.0,0.0052,0.0004,0.7007,0.0018,0.6428,0.0016,0.9035,0.0161,0.7511,0.0045,0.7919,0.0135 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipsum,max,59,0.5996,0.0065,208183.0,0.0059,0.0005,0.7178,0.0099,0.6553,0.0031,0.9189,0.0284,0.7649,0.012,0.7977,0.0103 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipsum,mean,79,0.6009,0.0068,208183.0,0.0057,0.0003,0.721,0.0035,0.6576,0.0024,0.922,0.0065,0.7676,0.0033,0.7911,0.0109 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipconcat,add,79,0.5843,0.0128,209371.0,0.0054,0.0002,0.7202,0.0095,0.6548,0.0055,0.9314,0.0152,0.769,0.0089,0.8207,0.0155 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipconcat,max,99,0.5955,0.0074,209371.0,0.0061,0.0004,0.7269,0.008,0.6626,0.0035,0.9246,0.0176,0.7719,0.0084,0.7976,0.0085 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipconcat,mean,99,0.5951,0.0068,209371.0,0.0056,0.0002,0.733,0.0072,0.6653,0.005,0.9382,0.0157,0.7784,0.007,0.7963,0.0053 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipsum,add,79,0.6047,0.0157,207793.0,0.0053,0.0003,0.702,0.0131,0.6448,0.0069,0.899,0.0255,0.7509,0.0134,0.7839,0.0229 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipsum,max,99,0.6033,0.0094,207793.0,0.0056,0.0001,0.7189,0.009,0.6543,0.007,0.9284,0.022,0.7675,0.0088,0.7896,0.0087 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipsum,mean,59,0.592,0.0068,207793.0,0.0054,0.0002,0.7231,0.0022,0.6564,0.0016,0.9363,0.0071,0.7718,0.0025,0.8015,0.0136 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipconcat,add,99,0.6112,0.0045,205889.0,0.0054,0.0001,0.7046,0.0088,0.6468,0.005,0.9009,0.0152,0.753,0.0087,0.796,0.0096 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipconcat,max,79,0.621,0.0044,205889.0,0.0059,0.0001,0.7106,0.0133,0.6553,0.0087,0.8884,0.0181,0.7542,0.0123,0.7779,0.0056 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipconcat,mean,79,0.612,0.0054,205889.0,0.0073,0.0013,0.7236,0.0056,0.6626,0.0039,0.911,0.0063,0.7672,0.0049,0.7913,0.005 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipsum,add,59,0.5986,0.0081,206361.0,0.0054,0.0002,0.711,0.0058,0.6497,0.0031,0.9159,0.0175,0.7601,0.0069,0.7976,0.0114 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipsum,max,59,0.6126,0.0016,206361.0,0.0055,0.0002,0.7074,0.0079,0.6494,0.0048,0.9012,0.012,0.7549,0.0074,0.7776,0.0095 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipsum,mean,79,0.5995,0.006,206361.0,0.0064,0.0005,0.721,0.0045,0.6554,0.0023,0.9318,0.009,0.7695,0.0046,0.7886,0.0079 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipconcat,add,79,0.5933,0.0096,206524.0,0.0068,0.0014,0.7123,0.0074,0.6498,0.0038,0.9205,0.0141,0.7618,0.0074,0.8064,0.0154 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipconcat,max,59,0.5988,0.0052,206524.0,0.0068,0.0004,0.7266,0.0035,0.6612,0.0035,0.9299,0.0025,0.7728,0.0021,0.8043,0.0107 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipconcat,mean,99,0.5914,0.0049,206524.0,0.0066,0.0001,0.7261,0.002,0.659,0.0015,0.937,0.0051,0.7738,0.0019,0.8016,0.0086 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipsum,add,59,0.6061,0.0152,207701.0,0.0051,0.0003,0.6954,0.0195,0.6383,0.0113,0.9008,0.0352,0.7471,0.0194,0.7829,0.0285 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipsum,max,59,0.6104,0.013,207701.0,0.0065,0.0004,0.7061,0.0213,0.648,0.012,0.9012,0.0362,0.7538,0.0207,0.7742,0.0164 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipsum,mean,79,0.6008,0.0034,207701.0,0.0064,0.0,0.7136,0.0026,0.6519,0.0023,0.9167,0.0027,0.7619,0.0019,0.7841,0.0068 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipconcat,add,99,0.5865,0.0051,205201.0,0.0045,0.0002,0.7258,0.0027,0.66,0.0022,0.9314,0.0075,0.7725,0.0028,0.8245,0.0062 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipconcat,max,99,0.5977,0.0032,205201.0,0.0046,0.0002,0.7271,0.0117,0.6635,0.0094,0.9219,0.0079,0.7716,0.0091,0.8032,0.0043 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipconcat,mean,99,0.5892,0.0033,205201.0,0.0048,0.0003,0.7273,0.0043,0.662,0.0024,0.9287,0.0116,0.773,0.0047,0.8165,0.002 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipsum,add,59,0.5859,0.0092,210742.0,0.0052,0.0008,0.7208,0.0075,0.6566,0.0048,0.9257,0.0102,0.7682,0.0067,0.825,0.0105 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipsum,max,59,0.5973,0.0085,210742.0,0.0046,0.0003,0.724,0.0065,0.6592,0.0075,0.928,0.0108,0.7708,0.0038,0.8077,0.0071 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipsum,mean,79,0.5855,0.0056,210742.0,0.0047,0.0002,0.7318,0.0036,0.6628,0.0028,0.9438,0.0093,0.7787,0.0036,0.8133,0.0093 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipconcat,add,99,0.5684,0.0058,204481.0,0.0041,0.0003,0.7302,0.0038,0.6595,0.0019,0.9517,0.0098,0.7791,0.0041,0.8425,0.0046 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipconcat,max,99,0.5862,0.0066,204481.0,0.0044,0.0001,0.7381,0.0047,0.6697,0.0053,0.9401,0.0042,0.7821,0.0027,0.8135,0.0076 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipconcat,mean,79,0.5901,0.0127,204481.0,0.0045,0.0002,0.7297,0.0073,0.6595,0.004,0.9499,0.012,0.7785,0.0068,0.8162,0.0088 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipsum,add,99,0.5747,0.0048,208513.0,0.0043,0.0001,0.7227,0.0014,0.6553,0.0009,0.9397,0.0021,0.7721,0.0013,0.8371,0.0122 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipsum,max,99,0.5829,0.0024,208513.0,0.0045,0.0001,0.7348,0.0073,0.6633,0.0059,0.954,0.014,0.7825,0.0062,0.8205,0.0098 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipsum,mean,99,0.5805,0.0035,208513.0,0.0047,0.0003,0.738,0.0082,0.6678,0.007,0.9476,0.0072,0.7834,0.0061,0.8168,0.0069 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipconcat,add,79,0.6041,0.0161,202750.0,0.0053,0.0008,0.7196,0.0031,0.6554,0.0022,0.9265,0.0049,0.7677,0.0028,0.8098,0.0129 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipconcat,max,59,0.6124,0.0074,202750.0,0.0052,0.0005,0.7229,0.0064,0.663,0.0052,0.9065,0.0074,0.7659,0.0053,0.7903,0.0058 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipconcat,mean,99,0.607,0.0117,202750.0,0.0052,0.0002,0.7204,0.0035,0.6591,0.003,0.9129,0.0049,0.7655,0.0029,0.7973,0.0047 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipsum,add,79,0.5943,0.005,208993.0,0.0047,0.0005,0.7103,0.0023,0.6502,0.0032,0.9106,0.0061,0.7587,0.0011,0.8053,0.0092 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipsum,max,79,0.5998,0.0091,208993.0,0.0051,0.0001,0.7234,0.0098,0.6601,0.0077,0.9212,0.0075,0.7691,0.0077,0.7972,0.0061 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipsum,mean,79,0.5963,0.0071,208993.0,0.0046,0.0005,0.7223,0.0065,0.6543,0.0061,0.9427,0.0063,0.7724,0.0042,0.8009,0.002 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipconcat,add,59,0.5818,0.006,202465.0,0.0048,0.0002,0.7224,0.0091,0.6562,0.0041,0.934,0.0198,0.7708,0.0096,0.8297,0.0107 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipconcat,max,99,0.5871,0.0074,202465.0,0.0051,0.0004,0.731,0.0105,0.6629,0.0076,0.9401,0.0107,0.7775,0.0085,0.8119,0.0085 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipconcat,mean,59,0.5872,0.0052,202465.0,0.0051,0.0002,0.7347,0.0103,0.6648,0.005,0.9464,0.0219,0.781,0.0104,0.8112,0.004 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipsum,add,99,0.591,0.0106,208183.0,0.0047,0.0004,0.6986,0.0083,0.6394,0.0062,0.9114,0.0065,0.7515,0.0065,0.8034,0.0118 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipsum,max,99,0.5993,0.0081,208183.0,0.0053,0.0001,0.7114,0.0082,0.6531,0.0034,0.9012,0.0204,0.7573,0.0093,0.7936,0.0077 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipsum,mean,59,0.592,0.0014,208183.0,0.0043,0.0002,0.73,0.0065,0.6611,0.0039,0.9438,0.0115,0.7776,0.0061,0.8135,0.0096 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipconcat,add,99,0.6116,0.0078,205411.0,0.0048,0.0002,0.7094,0.0098,0.6499,0.0064,0.9076,0.0156,0.7574,0.0091,0.7968,0.0009 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipconcat,max,79,0.6184,0.006,205411.0,0.0064,0.0013,0.7155,0.01,0.6587,0.0032,0.8941,0.0286,0.7584,0.0125,0.7841,0.0062 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipconcat,mean,59,0.6146,0.0113,205411.0,0.0059,0.0,0.73,0.0041,0.665,0.002,0.9268,0.0091,0.7744,0.0043,0.796,0.0054 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipsum,add,99,0.5969,0.0104,207793.0,0.0051,0.0002,0.7074,0.011,0.6482,0.0073,0.9068,0.0137,0.756,0.0096,0.8002,0.024 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipsum,max,99,0.6091,0.0123,207793.0,0.0056,0.0004,0.7088,0.0101,0.65,0.0079,0.905,0.0079,0.7566,0.0078,0.7802,0.0139 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipsum,mean,99,0.6048,0.0106,207793.0,0.0057,0.0004,0.7159,0.004,0.6544,0.0022,0.9155,0.014,0.7632,0.0051,0.7848,0.0136 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipconcat,add,79,0.5863,0.0165,210666.0,0.0049,0.0002,0.7146,0.0218,0.651,0.0133,0.9246,0.0322,0.764,0.0202,0.8148,0.0249 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipconcat,max,79,0.5904,0.0109,210666.0,0.0052,0.0002,0.7236,0.0108,0.6575,0.0054,0.9333,0.0217,0.7714,0.011,0.8052,0.0113 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipconcat,mean,79,0.59,0.0076,210666.0,0.0058,0.0,0.7356,0.0103,0.6655,0.0057,0.9468,0.0184,0.7816,0.0099,0.8015,0.0045 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipsum,add,99,0.5957,0.0112,206361.0,0.0049,0.0001,0.7083,0.0145,0.6482,0.0103,0.9114,0.0149,0.7576,0.0122,0.8051,0.0168 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipsum,max,39,0.6046,0.0025,206361.0,0.0056,0.0002,0.7096,0.0054,0.6438,0.0063,0.9393,0.0339,0.7636,0.0086,0.8039,0.0159 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipsum,mean,79,0.5919,0.003,206361.0,0.0051,0.0002,0.7227,0.0027,0.6586,0.0024,0.9246,0.0059,0.7692,0.0025,0.8,0.0061 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipconcat,add,59,0.6196,0.0114,206977.0,0.0056,0.0,0.7128,0.009,0.6528,0.0073,0.9095,0.0088,0.76,0.007,0.7926,0.0095 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipconcat,max,59,0.6143,0.009,206977.0,0.0062,0.0001,0.7224,0.0045,0.6619,0.0019,0.9091,0.0105,0.766,0.005,0.7892,0.0091 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipconcat,mean,59,0.6173,0.0042,206977.0,0.006,0.0004,0.722,0.0025,0.6614,0.0015,0.9099,0.0044,0.766,0.0024,0.7875,0.0048 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipsum,add,59,0.6057,0.013,207701.0,0.0055,0.0,0.7097,0.0073,0.6471,0.0056,0.9231,0.0197,0.7607,0.0074,0.7919,0.0197 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipsum,max,99,0.6084,0.0045,207701.0,0.0055,0.0003,0.7009,0.0067,0.6465,0.0041,0.8865,0.0107,0.7477,0.0065,0.7738,0.0048 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipsum,mean,79,0.6071,0.0037,207701.0,0.0067,0.0006,0.7218,0.0061,0.6591,0.0009,0.9189,0.0217,0.7675,0.0082,0.7757,0.0074 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipconcat,add,59,0.5943,0.011,207307.0,0.0058,0.0002,0.7071,0.0163,0.6465,0.0117,0.914,0.0163,0.7573,0.0135,0.808,0.0212 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipconcat,max,79,0.6051,0.0044,207307.0,0.0068,0.0003,0.727,0.0019,0.6601,0.0032,0.9359,0.0102,0.7742,0.002,0.7893,0.0059 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipconcat,mean,99,0.6056,0.0117,207307.0,0.0058,0.0002,0.7228,0.0035,0.6575,0.0026,0.9303,0.0157,0.7704,0.0048,0.7933,0.0039 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipsum,add,79,0.6122,0.0113,206593.0,0.0061,0.0006,0.6843,0.0101,0.6336,0.0071,0.874,0.0143,0.7346,0.0092,0.769,0.0182 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipsum,max,39,0.6072,0.0035,206593.0,0.0062,0.0002,0.7094,0.0061,0.6465,0.0084,0.9253,0.0209,0.761,0.0039,0.7822,0.0045 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipsum,mean,99,0.5943,0.0048,206593.0,0.0057,0.0001,0.7205,0.0046,0.6534,0.004,0.9393,0.0027,0.7707,0.0031,0.7971,0.0057 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipconcat,add,79,0.5476,0.0041,202440.0,0.0041,0.0004,0.7319,0.0053,0.6612,0.0033,0.9513,0.0108,0.7801,0.0052,0.877,0.0045 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipconcat,max,99,0.5614,0.0066,202440.0,0.0044,0.0002,0.7529,0.0035,0.6846,0.0052,0.9383,0.0066,0.7915,0.0014,0.8585,0.0045 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipconcat,mean,99,0.5424,0.0033,202440.0,0.0045,0.0003,0.7484,0.0081,0.6752,0.0027,0.9573,0.0217,0.7918,0.009,0.8777,0.0069 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipsum,add,59,0.5502,0.009,206905.0,0.0043,0.0002,0.742,0.0106,0.6698,0.0091,0.9548,0.0126,0.7873,0.008,0.8768,0.0098 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipsum,max,59,0.5584,0.0043,206905.0,0.0047,0.0004,0.744,0.0097,0.6769,0.01,0.9344,0.0031,0.785,0.0059,0.8601,0.0067 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipsum,mean,59,0.5465,0.0015,206905.0,0.0046,0.0004,0.7512,0.0116,0.6771,0.0089,0.9605,0.0171,0.7942,0.0099,0.875,0.0039 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipconcat,add,79,0.5427,0.0029,206313.0,0.0042,0.0003,0.7349,0.0024,0.6624,0.0017,0.958,0.0026,0.7833,0.002,0.8797,0.0006 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipconcat,max,99,0.5493,0.0038,206313.0,0.0041,0.0003,0.7535,0.0172,0.6818,0.017,0.9524,0.0031,0.7946,0.0113,0.8666,0.0009 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipconcat,mean,99,0.5408,0.0041,206313.0,0.0052,0.0007,0.7538,0.0076,0.676,0.007,0.975,0.0005,0.7984,0.005,0.8817,0.0013 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipsum,add,79,0.5386,0.0032,207160.0,0.0045,0.0005,0.7301,0.0101,0.6606,0.0092,0.9467,0.0139,0.7781,0.0074,0.8789,0.0069 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipsum,max,79,0.5539,0.0042,207160.0,0.0044,0.0002,0.7567,0.008,0.6879,0.0099,0.9407,0.0069,0.7946,0.0042,0.8586,0.0055 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipsum,mean,59,0.5384,0.0037,207160.0,0.0054,0.0008,0.7517,0.0015,0.6757,0.0026,0.9679,0.0049,0.7958,0.0003,0.8826,0.0039 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipconcat,add,79,0.5664,0.007,205321.0,0.0047,0.0003,0.7344,0.0129,0.6654,0.009,0.9432,0.0153,0.7803,0.0109,0.855,0.0067 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipconcat,max,79,0.5706,0.0067,205321.0,0.0049,0.0004,0.7368,0.0082,0.6702,0.0063,0.9326,0.0103,0.7799,0.007,0.85,0.0045 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipconcat,mean,99,0.5575,0.0058,205321.0,0.0053,0.0002,0.7474,0.0049,0.6754,0.004,0.9527,0.0117,0.7904,0.0046,0.8646,0.0067 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipsum,add,79,0.5634,0.0085,205255.0,0.005,0.001,0.7121,0.013,0.6483,0.0094,0.9273,0.0152,0.7631,0.0106,0.8509,0.0155 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipsum,max,59,0.5662,0.0052,205255.0,0.0053,0.001,0.7335,0.0117,0.6666,0.0115,0.9354,0.0023,0.7783,0.0072,0.8547,0.0003 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipsum,mean,79,0.5553,0.0031,205255.0,0.0055,0.0002,0.7397,0.0097,0.6704,0.0071,0.9432,0.0198,0.7837,0.0089,0.8625,0.0064 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipconcat,add,59,0.5577,0.0052,207516.0,0.0054,0.0002,0.7294,0.0053,0.6592,0.0031,0.9496,0.0147,0.7782,0.0057,0.8655,0.0091 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipconcat,max,59,0.5604,0.009,207516.0,0.0054,0.0004,0.75,0.0165,0.68,0.0117,0.9443,0.0177,0.7907,0.0139,0.8605,0.0067 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipconcat,mean,99,0.5473,0.0048,207516.0,0.005,0.0002,0.7399,0.0041,0.6682,0.0014,0.9534,0.0116,0.7857,0.0046,0.8692,0.0089 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipsum,add,79,0.5565,0.0015,205969.0,0.0046,0.0005,0.7145,0.0108,0.6501,0.0072,0.9287,0.0125,0.7648,0.0092,0.8543,0.0074 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipsum,max,99,0.5689,0.0036,205969.0,0.0045,0.0002,0.7354,0.0113,0.6675,0.0102,0.9386,0.004,0.7801,0.0079,0.8423,0.0086 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipsum,mean,99,0.5529,0.0034,205969.0,0.005,0.0004,0.7424,0.0034,0.6719,0.0029,0.9478,0.0112,0.7863,0.0037,0.8613,0.0086 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipconcat,add,99,0.5687,0.0045,202910.0,0.0046,0.0001,0.7224,0.0055,0.6541,0.0037,0.9439,0.0071,0.7728,0.0047,0.8586,0.007 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipconcat,max,99,0.5751,0.0051,202910.0,0.0053,0.0001,0.7332,0.0036,0.6699,0.0051,0.9196,0.0087,0.7751,0.0018,0.8417,0.0042 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipconcat,mean,79,0.561,0.0028,202910.0,0.0055,0.0003,0.7334,0.0096,0.6662,0.0044,0.9355,0.0202,0.7781,0.0099,0.8576,0.0029 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipsum,add,99,0.5787,0.003,205357.0,0.0048,0.0001,0.705,0.0026,0.6448,0.0022,0.9132,0.0087,0.7558,0.0029,0.8265,0.0036 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipsum,max,79,0.5766,0.007,205357.0,0.0051,0.0001,0.7297,0.0151,0.668,0.013,0.9139,0.0093,0.7718,0.0112,0.832,0.0113 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipsum,mean,99,0.5654,0.0021,205357.0,0.0055,0.0002,0.7313,0.0089,0.6656,0.0032,0.9294,0.0227,0.7756,0.01,0.8451,0.0099 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipconcat,add,99,0.5545,0.0072,208741.0,0.0052,0.0004,0.7283,0.0004,0.6585,0.0021,0.9488,0.0098,0.7774,0.0019,0.8672,0.0094 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipconcat,max,99,0.5593,0.0089,208741.0,0.0056,0.0004,0.7445,0.0089,0.6753,0.0077,0.9421,0.0165,0.7866,0.0075,0.8563,0.0136 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipconcat,mean,99,0.552,0.0046,208741.0,0.0058,0.0003,0.7443,0.0021,0.6723,0.0018,0.9531,0.0104,0.7884,0.0029,0.8648,0.0036 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipsum,add,79,0.5695,0.0105,205129.0,0.0048,0.0002,0.7192,0.0141,0.6555,0.0074,0.9235,0.0259,0.7667,0.014,0.834,0.0195 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipsum,max,79,0.5672,0.0039,205129.0,0.0053,0.0005,0.7321,0.0075,0.6673,0.0094,0.9266,0.0194,0.7757,0.0056,0.8388,0.0105 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipsum,mean,79,0.5514,0.0053,205129.0,0.0058,0.0008,0.7449,0.0055,0.673,0.0042,0.9527,0.0155,0.7887,0.0056,0.8571,0.0075 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipconcat,add,99,0.5755,0.0062,205313.0,0.006,0.0002,0.719,0.0078,0.6539,0.0047,0.9302,0.0158,0.7679,0.0076,0.847,0.0063 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipconcat,max,79,0.5844,0.0091,205313.0,0.0065,0.0008,0.7331,0.0066,0.6686,0.0067,0.9245,0.0028,0.776,0.0041,0.8385,0.003 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipconcat,mean,99,0.571,0.0119,205313.0,0.0065,0.0005,0.7412,0.0051,0.6722,0.0023,0.9414,0.0128,0.7843,0.0056,0.8575,0.0083 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipsum,add,99,0.5743,0.0015,203841.0,0.0058,0.0013,0.7207,0.0042,0.655,0.0027,0.933,0.0069,0.7696,0.0038,0.8362,0.0084 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipsum,max,79,0.5832,0.0063,203841.0,0.0055,0.0002,0.7169,0.0133,0.6568,0.0098,0.9086,0.0183,0.7624,0.0115,0.8197,0.0096 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipsum,mean,99,0.5654,0.0004,203841.0,0.0058,0.0,0.7331,0.0034,0.6671,0.0008,0.9309,0.0109,0.7772,0.0042,0.8443,0.0052 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipconcat,add,79,0.5605,0.0042,206038.0,0.0052,0.0001,0.7302,0.0136,0.6604,0.0103,0.9482,0.0102,0.7785,0.0106,0.8527,0.0088 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipconcat,max,59,0.5674,0.0143,206038.0,0.0061,0.0,0.7432,0.0064,0.674,0.0056,0.9422,0.0088,0.7858,0.005,0.8515,0.01 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipconcat,mean,99,0.5541,0.007,206038.0,0.0062,0.0002,0.7442,0.0088,0.6718,0.0083,0.9552,0.0138,0.7887,0.0067,0.8648,0.0031 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipsum,add,79,0.5764,0.0103,205289.0,0.0056,0.0002,0.7094,0.0108,0.6473,0.0076,0.9203,0.0105,0.7601,0.0088,0.8308,0.0238 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipsum,max,79,0.5804,0.0068,205289.0,0.0055,0.0001,0.7188,0.0062,0.6565,0.006,0.9182,0.0027,0.7656,0.0038,0.8271,0.0095 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipsum,mean,79,0.5596,0.0026,205289.0,0.0055,0.0002,0.732,0.0043,0.6639,0.0055,0.94,0.011,0.7782,0.0028,0.8482,0.0034 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipconcat,add,59,0.5441,0.001,203491.0,0.0042,0.0004,0.7398,0.014,0.6664,0.0109,0.9608,0.0121,0.7869,0.0108,0.8869,0.0027 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipconcat,max,99,0.5587,0.003,203491.0,0.0047,0.0002,0.7563,0.0089,0.6882,0.0105,0.9379,0.01,0.7938,0.0055,0.8653,0.0027 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipconcat,mean,99,0.5401,0.0039,203491.0,0.0042,0.0001,0.7426,0.0058,0.6699,0.0059,0.957,0.0115,0.788,0.0045,0.8868,0.0043 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipsum,add,59,0.5457,0.0034,207160.0,0.0042,0.0002,0.733,0.0018,0.6625,0.0003,0.9499,0.0087,0.7806,0.0028,0.879,0.0078 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipsum,max,99,0.5541,0.0087,207160.0,0.0045,0.0003,0.7504,0.0142,0.6819,0.0123,0.9393,0.0163,0.7901,0.0111,0.8592,0.0057 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipsum,mean,99,0.538,0.0048,207160.0,0.0041,0.0004,0.7575,0.0016,0.6827,0.0038,0.9626,0.0088,0.7988,0.0005,0.8787,0.0026 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipconcat,add,79,0.5434,0.0108,203041.0,0.0045,0.0004,0.7473,0.0053,0.672,0.005,0.9662,0.0085,0.7926,0.004,0.8837,0.0115 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipconcat,max,79,0.551,0.0047,203041.0,0.0043,0.0004,0.7599,0.0042,0.6868,0.0035,0.9559,0.0184,0.7992,0.0055,0.8724,0.0046 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipconcat,mean,79,0.5364,0.0018,203041.0,0.0047,0.0004,0.7431,0.0072,0.6684,0.0035,0.9647,0.0156,0.7896,0.0073,0.8853,0.0053 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipsum,add,79,0.5391,0.0077,205255.0,0.0047,0.0002,0.74,0.0048,0.6657,0.0017,0.9644,0.0152,0.7876,0.0056,0.8852,0.0062 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipsum,max,79,0.5512,0.0025,205255.0,0.0048,0.0003,0.7461,0.0142,0.6737,0.0115,0.9552,0.0092,0.7901,0.0108,0.8665,0.0009 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipsum,mean,99,0.5382,0.0022,205255.0,0.0047,0.0002,0.7504,0.0057,0.6758,0.0034,0.963,0.0139,0.7942,0.0058,0.881,0.007 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipconcat,add,99,0.5546,0.0026,201724.0,0.0047,0.0003,0.735,0.0025,0.6641,0.0026,0.9513,0.0017,0.7821,0.0015,0.8741,0.0018 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipconcat,max,79,0.5634,0.0057,201724.0,0.0048,0.0002,0.7469,0.0052,0.6792,0.0053,0.9358,0.0073,0.7871,0.0039,0.8589,0.0018 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipconcat,mean,99,0.5535,0.0067,201724.0,0.0054,0.0003,0.7505,0.0026,0.6772,0.0015,0.9577,0.0131,0.7933,0.0039,0.8701,0.0048 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipsum,add,79,0.5564,0.006,205969.0,0.0048,0.0004,0.7123,0.0102,0.648,0.0085,0.9302,0.0079,0.7638,0.0073,0.856,0.012 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipsum,max,79,0.5679,0.0026,205969.0,0.0057,0.0008,0.7421,0.0029,0.6744,0.001,0.9361,0.0113,0.784,0.0039,0.8431,0.004 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipsum,mean,99,0.553,0.0038,205969.0,0.0051,0.0003,0.737,0.0029,0.6664,0.0013,0.9492,0.0065,0.783,0.0031,0.8632,0.0045 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipconcat,add,99,0.5496,0.0066,201601.0,0.0053,0.0004,0.7338,0.0098,0.6612,0.0069,0.9587,0.009,0.7827,0.0078,0.8751,0.0091 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipconcat,max,99,0.553,0.0041,201601.0,0.0052,0.0001,0.7451,0.0055,0.675,0.0073,0.9457,0.0095,0.7877,0.0025,0.8643,0.0014 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipconcat,mean,99,0.5442,0.0021,201601.0,0.0055,0.0003,0.7473,0.003,0.6739,0.004,0.9587,0.0102,0.7914,0.0025,0.8776,0.0042 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipsum,add,79,0.556,0.0023,205357.0,0.0041,0.0001,0.7164,0.0047,0.6508,0.0019,0.9341,0.0143,0.7671,0.0055,0.8603,0.0077 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipsum,max,79,0.5581,0.0026,205357.0,0.0042,0.0001,0.7323,0.0058,0.6673,0.0032,0.927,0.0147,0.7759,0.0063,0.8529,0.0053 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipsum,mean,99,0.5491,0.0036,205357.0,0.0052,0.0002,0.7402,0.0037,0.6688,0.0028,0.9517,0.0124,0.7856,0.0042,0.8655,0.0091 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipconcat,add,79,0.5656,0.0022,204673.0,0.0059,0.0008,0.7328,0.009,0.6626,0.0058,0.9485,0.0128,0.7802,0.0081,0.8632,0.007 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipconcat,max,99,0.5726,0.0059,204673.0,0.0059,0.0002,0.7347,0.0065,0.6716,0.0057,0.9189,0.0036,0.776,0.0048,0.8466,0.0024 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipconcat,mean,99,0.5656,0.0072,204673.0,0.0058,0.0002,0.7462,0.0068,0.6778,0.0033,0.9386,0.013,0.7871,0.0068,0.8575,0.0092 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipsum,add,79,0.5643,0.0058,205129.0,0.0053,0.0003,0.717,0.0117,0.6522,0.0081,0.9298,0.0124,0.7667,0.0098,0.853,0.0088 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipsum,max,79,0.5739,0.0031,205129.0,0.0056,0.0001,0.7296,0.0124,0.6657,0.0111,0.9231,0.0138,0.7735,0.0092,0.8328,0.008 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipsum,mean,79,0.554,0.0052,205129.0,0.0055,0.0001,0.746,0.0059,0.6754,0.0027,0.9474,0.0142,0.7886,0.0062,0.8575,0.0041 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipconcat,add,79,0.5528,0.0074,210036.0,0.0059,0.0001,0.7295,0.0081,0.6575,0.0046,0.958,0.0125,0.7798,0.0074,0.8646,0.0129 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipconcat,max,99,0.5556,0.0059,210036.0,0.0059,0.0002,0.753,0.0115,0.6797,0.0105,0.9573,0.0041,0.795,0.0079,0.8605,0.0094 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipconcat,mean,99,0.5493,0.0045,210036.0,0.0062,0.0005,0.7501,0.0061,0.6765,0.0057,0.9587,0.0139,0.7932,0.0052,0.8674,0.0061 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipsum,add,39,0.5701,0.0167,203841.0,0.0054,0.0001,0.7397,0.0144,0.6672,0.0103,0.9566,0.0137,0.7861,0.0116,0.8529,0.014 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipsum,max,59,0.5709,0.0016,203841.0,0.0057,0.0002,0.7314,0.0066,0.6647,0.0035,0.9337,0.0118,0.7766,0.0065,0.8364,0.0093 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipsum,mean,99,0.5557,0.0065,203841.0,0.0056,0.0002,0.7411,0.0078,0.6716,0.0037,0.9436,0.0176,0.7846,0.0081,0.8541,0.0174 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipconcat,add,79,0.567,0.0118,206401.0,0.0066,0.0005,0.724,0.01,0.6569,0.0057,0.9376,0.0165,0.7725,0.0095,0.8611,0.0159 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipconcat,max,79,0.5697,0.007,206401.0,0.0064,0.0001,0.7383,0.0149,0.6739,0.0134,0.9242,0.0061,0.7794,0.0108,0.85,0.0054 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipconcat,mean,99,0.5592,0.0085,206401.0,0.0066,0.0004,0.7463,0.0022,0.6761,0.003,0.9457,0.0194,0.7884,0.0048,0.8634,0.0095 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipsum,add,79,0.5737,0.0066,205289.0,0.0056,0.0001,0.7177,0.0103,0.6519,0.0061,0.934,0.0165,0.7679,0.0096,0.8421,0.0065 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipsum,max,99,0.5796,0.0115,205289.0,0.0064,0.0001,0.7191,0.0136,0.6582,0.0088,0.9115,0.0186,0.7644,0.0123,0.8237,0.0155 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipsum,mean,79,0.562,0.0047,205289.0,0.006,0.0002,0.7357,0.0049,0.6671,0.0021,0.9407,0.0105,0.7807,0.005,0.8493,0.0122 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipconcat,add,59,0.5653,0.0042,206821.0,0.0058,0.0004,0.7232,0.0124,0.6557,0.0086,0.94,0.0147,0.7725,0.0104,0.8542,0.0157 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipconcat,max,79,0.5667,0.0065,206821.0,0.0064,0.0003,0.7341,0.0034,0.6663,0.0039,0.9379,0.0106,0.7791,0.0031,0.8492,0.0064 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipconcat,mean,99,0.5528,0.0096,206821.0,0.0065,0.0003,0.7443,0.003,0.6727,0.0041,0.952,0.0121,0.7882,0.0029,0.8669,0.0118 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipsum,add,99,0.5703,0.0148,204289.0,0.0055,0.0004,0.7134,0.0135,0.6518,0.0112,0.9171,0.0072,0.762,0.0097,0.836,0.0159 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipsum,max,99,0.5756,0.0128,204289.0,0.0062,0.0003,0.719,0.0129,0.6572,0.0091,0.9157,0.0143,0.7652,0.011,0.825,0.0188 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipsum,mean,99,0.5575,0.0062,204289.0,0.0055,0.0001,0.7287,0.0041,0.6615,0.0037,0.9369,0.0092,0.7754,0.0036,0.8493,0.007 -PyG,TU_DD,link_pred,True,,,1,2,2,skipconcat,add,0,0.7111,0.0744,207678.0,0.0048,0.0006,0.5733,0.0803,0.5523,0.0617,0.9476,0.0668,0.6925,0.0275,0.777,0.0082 -PyG,TU_DD,link_pred,True,,,1,2,2,skipconcat,max,99,0.6314,0.0134,207678.0,0.0064,0.001,0.6725,0.0054,0.6297,0.0029,0.837,0.0131,0.7187,0.0064,0.7741,0.0092 -PyG,TU_DD,link_pred,True,,,1,2,2,skipconcat,mean,99,0.644,0.0083,207678.0,0.0042,0.0002,0.6611,0.0073,0.6228,0.0049,0.817,0.011,0.7068,0.0073,0.7489,0.0079 -PyG,TU_DD,link_pred,True,,,1,2,2,skipsum,add,99,0.6609,0.0594,218893.0,0.0044,0.0002,0.622,0.072,0.5891,0.0556,0.8957,0.0694,0.7057,0.0222,0.7833,0.0049 -PyG,TU_DD,link_pred,True,,,1,2,2,skipsum,max,99,0.6172,0.0034,218893.0,0.0043,0.0003,0.6733,0.0025,0.6286,0.0027,0.847,0.0047,0.7216,0.0017,0.7788,0.0047 -PyG,TU_DD,link_pred,True,,,1,2,2,skipsum,mean,99,0.6284,0.005,218893.0,0.0049,0.0001,0.6689,0.0032,0.6297,0.0015,0.8201,0.0083,0.7124,0.0041,0.7615,0.005 -PyG,TU_DD,link_pred,True,,,1,2,3,skipconcat,add,99,0.6215,0.0056,210741.0,0.0048,0.0001,0.6732,0.0026,0.6271,0.0024,0.8544,0.0025,0.7233,0.0019,0.7781,0.0053 -PyG,TU_DD,link_pred,True,,,1,2,3,skipconcat,max,99,0.6234,0.0048,210741.0,0.0056,0.0006,0.6708,0.0027,0.6252,0.0015,0.8528,0.0057,0.7215,0.003,0.7754,0.0046 -PyG,TU_DD,link_pred,True,,,1,2,3,skipconcat,mean,99,0.6311,0.0047,210741.0,0.005,0.0001,0.6665,0.0038,0.6243,0.0025,0.8359,0.0059,0.7148,0.0038,0.7573,0.0049 -PyG,TU_DD,link_pred,True,,,1,2,3,skipsum,add,99,0.6175,0.0035,217906.0,0.0049,0.0,0.671,0.0007,0.6259,0.0004,0.8501,0.0036,0.7209,0.0012,0.7787,0.0057 -PyG,TU_DD,link_pred,True,,,1,2,3,skipsum,max,99,0.6119,0.0034,217906.0,0.0049,0.0001,0.6712,0.0054,0.6252,0.0046,0.8547,0.0045,0.7222,0.004,0.7799,0.0042 -PyG,TU_DD,link_pred,True,,,1,2,3,skipsum,mean,99,0.6245,0.0047,217906.0,0.0048,0.0001,0.6672,0.0039,0.6258,0.0022,0.8317,0.0078,0.7142,0.0043,0.7612,0.0059 -PyG,TU_DD,link_pred,True,,,1,4,2,skipconcat,add,79,0.6529,0.0476,208453.0,0.0057,0.0007,0.6296,0.075,0.5938,0.0578,0.9058,0.0636,0.7125,0.0257,0.7981,0.0106 -PyG,TU_DD,link_pred,True,,,1,4,2,skipconcat,max,99,0.6123,0.0084,208453.0,0.0055,0.0001,0.6862,0.0031,0.6379,0.0014,0.8612,0.013,0.7329,0.0048,0.7994,0.0063 -PyG,TU_DD,link_pred,True,,,1,4,2,skipconcat,mean,79,0.633,0.0096,208453.0,0.0057,0.0002,0.6747,0.0066,0.6306,0.0039,0.8434,0.0121,0.7216,0.0069,0.7733,0.0095 -PyG,TU_DD,link_pred,True,,,1,4,2,skipsum,add,0,0.6731,0.1021,215029.0,0.005,0.0,0.6255,0.0872,0.5914,0.064,0.9144,0.0598,0.7131,0.0327,0.8003,0.0083 -PyG,TU_DD,link_pred,True,,,1,4,2,skipsum,max,99,0.6033,0.0047,215029.0,0.0045,0.0,0.6787,0.0008,0.6293,0.0017,0.8696,0.0056,0.7302,0.0009,0.799,0.0045 -PyG,TU_DD,link_pred,True,,,1,4,2,skipsum,mean,99,0.6062,0.0034,215029.0,0.0053,0.0002,0.6833,0.003,0.6385,0.0019,0.845,0.0064,0.7274,0.0033,0.7891,0.0041 -PyG,TU_DD,link_pred,True,,,1,4,3,skipconcat,add,99,0.6114,0.0072,210162.0,0.0052,0.0001,0.6784,0.0088,0.6306,0.0068,0.8612,0.0075,0.7281,0.0072,0.7904,0.0085 -PyG,TU_DD,link_pred,True,,,1,4,3,skipconcat,max,79,0.6047,0.0011,210162.0,0.0057,0.0001,0.6843,0.0017,0.6341,0.0019,0.8714,0.0057,0.7341,0.0016,0.798,0.0018 -PyG,TU_DD,link_pred,True,,,1,4,3,skipconcat,mean,99,0.6192,0.0034,210162.0,0.0056,0.0001,0.6744,0.002,0.628,0.0016,0.8557,0.0077,0.7244,0.0027,0.7768,0.0036 -PyG,TU_DD,link_pred,True,,,1,4,3,skipsum,add,99,0.605,0.0041,215041.0,0.0045,0.0001,0.6773,0.0065,0.6285,0.0052,0.8671,0.0039,0.7288,0.0048,0.7927,0.0062 -PyG,TU_DD,link_pred,True,,,1,4,3,skipsum,max,99,0.6003,0.0021,215041.0,0.0047,0.0002,0.6811,0.0022,0.6309,0.0018,0.873,0.0011,0.7325,0.0016,0.7988,0.0012 -PyG,TU_DD,link_pred,True,,,1,4,3,skipsum,mean,99,0.604,0.0044,215041.0,0.0054,0.0,0.6838,0.0037,0.6366,0.0033,0.8569,0.0013,0.7305,0.0025,0.7909,0.0038 -PyG,TU_DD,link_pred,True,,,1,6,2,skipconcat,add,99,0.6154,0.0036,205124.0,0.0057,0.0001,0.6814,0.0021,0.6339,0.002,0.859,0.002,0.7294,0.0013,0.7931,0.0034 -PyG,TU_DD,link_pred,True,,,1,6,2,skipconcat,max,99,0.6025,0.0052,205124.0,0.0066,0.0008,0.6925,0.0028,0.6424,0.0016,0.868,0.0049,0.7384,0.0028,0.8123,0.0028 -PyG,TU_DD,link_pred,True,,,1,6,2,skipconcat,mean,99,0.62,0.0028,205124.0,0.0061,0.0,0.6817,0.0021,0.6363,0.0016,0.8484,0.0042,0.7272,0.002,0.7862,0.0045 -PyG,TU_DD,link_pred,True,,,1,6,2,skipsum,add,99,0.6047,0.0066,213835.0,0.0054,0.0001,0.6805,0.0103,0.6301,0.0097,0.875,0.0047,0.7326,0.0061,0.7985,0.006 -PyG,TU_DD,link_pred,True,,,1,6,2,skipsum,max,99,0.6015,0.0081,213835.0,0.0063,0.0013,0.6828,0.0066,0.6319,0.0054,0.8756,0.003,0.734,0.0047,0.808,0.0074 -PyG,TU_DD,link_pred,True,,,1,6,2,skipsum,mean,99,0.5968,0.0061,213835.0,0.0054,0.0001,0.6923,0.007,0.6437,0.005,0.8614,0.008,0.7368,0.0061,0.8024,0.0072 -PyG,TU_DD,link_pred,True,,,1,6,3,skipconcat,add,99,0.6112,0.0051,210631.0,0.006,0.0004,0.6834,0.0076,0.6335,0.0055,0.8698,0.0083,0.7331,0.0065,0.7941,0.0081 -PyG,TU_DD,link_pred,True,,,1,6,3,skipconcat,max,99,0.5954,0.0084,210631.0,0.0062,0.0002,0.6897,0.0108,0.6378,0.0073,0.8781,0.0141,0.7389,0.0097,0.8095,0.0113 -PyG,TU_DD,link_pred,True,,,1,6,3,skipconcat,mean,99,0.6109,0.0055,210631.0,0.0056,0.0001,0.68,0.0037,0.6321,0.003,0.8612,0.0041,0.7291,0.0029,0.7879,0.0041 -PyG,TU_DD,link_pred,True,,,1,6,3,skipsum,add,99,0.6069,0.0069,213121.0,0.0054,0.0003,0.6812,0.0058,0.6304,0.0038,0.8762,0.0088,0.7332,0.0054,0.7943,0.0084 -PyG,TU_DD,link_pred,True,,,1,6,3,skipsum,max,79,0.5973,0.0014,213121.0,0.0055,0.0003,0.6867,0.0046,0.6338,0.0048,0.8848,0.0042,0.7385,0.0022,0.8053,0.002 -PyG,TU_DD,link_pred,True,,,1,6,3,skipsum,mean,99,0.5898,0.0038,213121.0,0.0053,0.0,0.6937,0.0027,0.6439,0.0014,0.8668,0.0063,0.739,0.0031,0.8071,0.0046 -PyG,TU_DD,link_pred,True,,,1,8,2,skipconcat,add,99,0.616,0.0047,207041.0,0.0063,0.0001,0.6743,0.0048,0.6268,0.0033,0.8613,0.0076,0.7255,0.0045,0.7935,0.0061 -PyG,TU_DD,link_pred,True,,,1,8,2,skipconcat,max,79,0.5986,0.0075,207041.0,0.0069,0.0002,0.6944,0.0048,0.6419,0.0038,0.8796,0.005,0.7421,0.0039,0.8191,0.005 -PyG,TU_DD,link_pred,True,,,1,8,2,skipconcat,mean,99,0.6189,0.0028,207041.0,0.007,0.0001,0.6776,0.0027,0.633,0.0028,0.8453,0.0055,0.7239,0.0021,0.7858,0.0029 -PyG,TU_DD,link_pred,True,,,1,8,2,skipsum,add,79,0.6106,0.0055,211401.0,0.0065,0.0006,0.6713,0.0065,0.6214,0.0052,0.8772,0.0067,0.7274,0.0049,0.7922,0.0066 -PyG,TU_DD,link_pred,True,,,1,8,2,skipsum,max,99,0.6041,0.0081,211401.0,0.007,0.0004,0.6801,0.0114,0.6293,0.0085,0.8767,0.0096,0.7327,0.009,0.8032,0.0102 -PyG,TU_DD,link_pred,True,,,1,8,2,skipsum,mean,99,0.5919,0.0043,211401.0,0.0068,0.0003,0.6917,0.0066,0.6419,0.0044,0.8671,0.0089,0.7376,0.0061,0.8066,0.0055 -PyG,TU_DD,link_pred,True,,,1,8,3,skipconcat,add,99,0.6126,0.0093,207496.0,0.0065,0.0004,0.6727,0.0099,0.6234,0.0077,0.8725,0.0062,0.7272,0.0074,0.7919,0.0104 -PyG,TU_DD,link_pred,True,,,1,8,3,skipconcat,max,99,0.5956,0.0069,207496.0,0.0074,0.0,0.6889,0.0049,0.6368,0.0037,0.8794,0.0043,0.7387,0.004,0.813,0.0069 -PyG,TU_DD,link_pred,True,,,1,8,3,skipconcat,mean,99,0.6078,0.0052,207496.0,0.0073,0.0,0.678,0.0039,0.6305,0.0014,0.86,0.0128,0.7276,0.0053,0.7935,0.0065 -PyG,TU_DD,link_pred,True,,,1,8,3,skipsum,add,99,0.609,0.0067,212525.0,0.0053,0.0,0.6706,0.0065,0.621,0.0047,0.8751,0.007,0.7265,0.0054,0.7915,0.01 -PyG,TU_DD,link_pred,True,,,1,8,3,skipsum,max,99,0.6034,0.0028,212525.0,0.0078,0.0011,0.6834,0.0016,0.6306,0.0018,0.8856,0.0022,0.7367,0.0007,0.8014,0.0014 -PyG,TU_DD,link_pred,True,,,1,8,3,skipsum,mean,99,0.5883,0.006,212525.0,0.0071,0.0001,0.6929,0.0052,0.6424,0.004,0.8699,0.0062,0.739,0.0045,0.8106,0.0054 -PyG,TU_DD,link_pred,True,,,2,2,2,skipconcat,add,99,0.6306,0.0059,208621.0,0.0048,0.0,0.6763,0.0024,0.6325,0.0016,0.8414,0.0034,0.7221,0.0023,0.7746,0.0057 -PyG,TU_DD,link_pred,True,,,2,2,2,skipconcat,max,99,0.6294,0.0051,208621.0,0.0049,0.0001,0.6704,0.003,0.6267,0.0022,0.8431,0.0045,0.7189,0.0028,0.7747,0.0027 -PyG,TU_DD,link_pred,True,,,2,2,2,skipconcat,mean,99,0.6464,0.006,208621.0,0.0048,0.0001,0.6578,0.0052,0.6195,0.004,0.8179,0.0057,0.705,0.0046,0.7442,0.0048 -PyG,TU_DD,link_pred,True,,,2,2,2,skipsum,add,99,0.6192,0.0026,217906.0,0.0047,0.0002,0.6762,0.0066,0.6314,0.0054,0.8467,0.0045,0.7234,0.005,0.7775,0.0044 -PyG,TU_DD,link_pred,True,,,2,2,2,skipsum,max,99,0.6185,0.0025,217906.0,0.0048,0.0001,0.6716,0.0075,0.6263,0.0055,0.8509,0.0076,0.7215,0.0064,0.7773,0.0038 -PyG,TU_DD,link_pred,True,,,2,2,2,skipsum,mean,99,0.6321,0.0021,217906.0,0.0047,0.0,0.6653,0.0004,0.6264,0.0005,0.8189,0.0042,0.7099,0.0013,0.7566,0.0022 -PyG,TU_DD,link_pred,True,,,2,2,3,skipconcat,add,99,0.626,0.0066,207361.0,0.0041,0.0001,0.6715,0.0044,0.6265,0.0036,0.8498,0.0035,0.7212,0.0034,0.7708,0.0052 -PyG,TU_DD,link_pred,True,,,2,2,3,skipconcat,max,99,0.6214,0.0064,207361.0,0.005,0.0001,0.6696,0.005,0.6237,0.0039,0.8552,0.0058,0.7213,0.0042,0.7764,0.0053 -PyG,TU_DD,link_pred,True,,,2,2,3,skipconcat,mean,99,0.6274,0.0025,207361.0,0.0049,0.0001,0.6656,0.0059,0.6234,0.004,0.8362,0.009,0.7143,0.0057,0.7596,0.0044 -PyG,TU_DD,link_pred,True,,,2,2,3,skipsum,add,99,0.6174,0.0058,215029.0,0.0057,0.0007,0.6733,0.005,0.6279,0.0033,0.8506,0.0072,0.7225,0.0047,0.7771,0.0074 -PyG,TU_DD,link_pred,True,,,2,2,3,skipsum,max,79,0.6196,0.0018,215029.0,0.0042,0.0002,0.6699,0.0029,0.6244,0.0024,0.8525,0.0012,0.7208,0.002,0.7718,0.0032 -PyG,TU_DD,link_pred,True,,,2,2,3,skipsum,mean,99,0.6278,0.0061,215029.0,0.0053,0.0004,0.6647,0.0042,0.6247,0.0022,0.8251,0.0095,0.711,0.0049,0.7563,0.0074 -PyG,TU_DD,link_pred,True,,,2,4,2,skipconcat,add,0,0.6592,0.0584,204802.0,0.0055,0.0008,0.6269,0.0749,0.5916,0.0571,0.9006,0.0552,0.7099,0.0272,0.7894,0.0034 -PyG,TU_DD,link_pred,True,,,2,4,2,skipconcat,max,79,0.617,0.0012,204802.0,0.0061,0.0011,0.6795,0.0029,0.6325,0.0027,0.8571,0.0018,0.7279,0.0018,0.7938,0.0028 -PyG,TU_DD,link_pred,True,,,2,4,2,skipconcat,mean,99,0.6296,0.0053,204802.0,0.0055,0.0001,0.6691,0.003,0.627,0.0014,0.8347,0.0109,0.716,0.0044,0.7678,0.0065 -PyG,TU_DD,link_pred,True,,,2,4,2,skipsum,add,99,0.6064,0.0031,215041.0,0.005,0.0,0.6836,0.0036,0.6338,0.0025,0.8696,0.0051,0.7332,0.0033,0.797,0.0027 -PyG,TU_DD,link_pred,True,,,2,4,2,skipsum,max,99,0.6071,0.0022,215041.0,0.0062,0.0012,0.6769,0.0018,0.6279,0.0014,0.8686,0.0011,0.7289,0.0014,0.7956,0.0034 -PyG,TU_DD,link_pred,True,,,2,4,2,skipsum,mean,99,0.6107,0.0055,215041.0,0.0052,0.0,0.6826,0.0017,0.6359,0.0012,0.8548,0.0065,0.7292,0.0024,0.7878,0.0046 -PyG,TU_DD,link_pred,True,,,2,4,3,skipconcat,add,99,0.6184,0.0027,204193.0,0.0056,0.0004,0.6764,0.0039,0.6285,0.0037,0.8625,0.0054,0.7272,0.0028,0.7828,0.0019 -PyG,TU_DD,link_pred,True,,,2,4,3,skipconcat,max,99,0.6045,0.0064,204193.0,0.0056,0.0002,0.6839,0.0053,0.6339,0.0041,0.871,0.0045,0.7338,0.0043,0.7978,0.0061 -PyG,TU_DD,link_pred,True,,,2,4,3,skipconcat,mean,99,0.6233,0.0021,204193.0,0.0051,0.0001,0.6662,0.0027,0.6232,0.0031,0.8408,0.0049,0.7158,0.0013,0.769,0.0026 -PyG,TU_DD,link_pred,True,,,2,4,3,skipsum,add,99,0.6047,0.0014,213835.0,0.0054,0.0004,0.6787,0.0032,0.6292,0.002,0.8699,0.0057,0.7302,0.0031,0.7941,0.0032 -PyG,TU_DD,link_pred,True,,,2,4,3,skipsum,max,99,0.5993,0.0075,213835.0,0.0062,0.0012,0.6811,0.0078,0.6318,0.0055,0.8684,0.0094,0.7314,0.0068,0.7971,0.0087 -PyG,TU_DD,link_pred,True,,,2,4,3,skipsum,mean,99,0.6064,0.0038,213835.0,0.0051,0.0002,0.6838,0.004,0.637,0.0029,0.8545,0.0047,0.7299,0.0035,0.7866,0.005 -PyG,TU_DD,link_pred,True,,,2,6,2,skipconcat,add,99,0.622,0.0007,206887.0,0.0054,0.0002,0.676,0.0052,0.628,0.0048,0.8634,0.0035,0.7271,0.0034,0.7875,0.0028 -PyG,TU_DD,link_pred,True,,,2,6,2,skipconcat,max,99,0.6055,0.0102,206887.0,0.0061,0.0001,0.689,0.0053,0.6388,0.0037,0.8698,0.0068,0.7366,0.0048,0.8081,0.0081 -PyG,TU_DD,link_pred,True,,,2,6,2,skipconcat,mean,99,0.6249,0.0009,206887.0,0.0066,0.0014,0.6759,0.0024,0.6327,0.0022,0.8387,0.0011,0.7213,0.0016,0.7764,0.0024 -PyG,TU_DD,link_pred,True,,,2,6,2,skipsum,add,99,0.6092,0.0047,213121.0,0.005,0.0001,0.6788,0.0071,0.6286,0.0058,0.874,0.0039,0.7313,0.0052,0.795,0.0062 -PyG,TU_DD,link_pred,True,,,2,6,2,skipsum,max,99,0.607,0.0047,213121.0,0.0054,0.0001,0.6788,0.0035,0.628,0.0033,0.8775,0.0008,0.7321,0.002,0.8002,0.0022 -PyG,TU_DD,link_pred,True,,,2,6,2,skipsum,mean,99,0.5965,0.0015,213121.0,0.0063,0.0008,0.6906,0.0055,0.6412,0.0048,0.8655,0.0027,0.7367,0.0041,0.8025,0.0017 -PyG,TU_DD,link_pred,True,,,2,6,3,skipconcat,add,99,0.6123,0.0031,211926.0,0.0065,0.001,0.677,0.0045,0.6285,0.0034,0.8656,0.0036,0.7283,0.0035,0.7909,0.0038 -PyG,TU_DD,link_pred,True,,,2,6,3,skipconcat,max,99,0.5987,0.0044,211926.0,0.0071,0.0012,0.6889,0.0083,0.6379,0.0077,0.874,0.0003,0.7375,0.0052,0.8058,0.0029 -PyG,TU_DD,link_pred,True,,,2,6,3,skipconcat,mean,99,0.6166,0.003,211926.0,0.0062,0.0002,0.6755,0.0043,0.6288,0.0042,0.8571,0.0019,0.7254,0.0024,0.781,0.0049 -PyG,TU_DD,link_pred,True,,,2,6,3,skipsum,add,99,0.6114,0.0043,211401.0,0.0051,0.0002,0.6726,0.0053,0.6244,0.0053,0.8662,0.0082,0.7257,0.0034,0.7857,0.0064 -PyG,TU_DD,link_pred,True,,,2,6,3,skipsum,max,99,0.606,0.0009,211401.0,0.0061,0.0002,0.678,0.0042,0.6284,0.0037,0.8713,0.0056,0.7301,0.003,0.7953,0.0017 -PyG,TU_DD,link_pred,True,,,2,6,3,skipsum,mean,99,0.5999,0.0079,211401.0,0.0065,0.0014,0.6816,0.0074,0.6345,0.0064,0.8567,0.0032,0.729,0.0052,0.7953,0.0064 -PyG,TU_DD,link_pred,True,,,2,8,2,skipconcat,add,79,0.6195,0.003,208129.0,0.0063,0.0001,0.6753,0.0035,0.6274,0.003,0.8633,0.0047,0.7267,0.0027,0.7903,0.0054 -PyG,TU_DD,link_pred,True,,,2,8,2,skipconcat,max,99,0.6007,0.0087,208129.0,0.0071,0.0004,0.6903,0.0044,0.6398,0.0031,0.8707,0.0053,0.7376,0.0039,0.8144,0.0042 -PyG,TU_DD,link_pred,True,,,2,8,2,skipconcat,mean,99,0.6169,0.0055,208129.0,0.0067,0.0001,0.682,0.0039,0.6353,0.0031,0.8545,0.0044,0.7288,0.0033,0.7878,0.0052 -PyG,TU_DD,link_pred,True,,,2,8,2,skipsum,add,79,0.6104,0.0026,212525.0,0.0056,0.0002,0.6772,0.0037,0.6268,0.0029,0.8765,0.0043,0.7309,0.003,0.7917,0.006 -PyG,TU_DD,link_pred,True,,,2,8,2,skipsum,max,99,0.603,0.0032,212525.0,0.0066,0.0001,0.6797,0.0049,0.6293,0.0047,0.8746,0.0041,0.7319,0.0028,0.8014,0.0032 -PyG,TU_DD,link_pred,True,,,2,8,2,skipsum,mean,99,0.5937,0.002,212525.0,0.0066,0.0,0.6882,0.0011,0.6381,0.0012,0.8699,0.0084,0.7361,0.0024,0.8064,0.0029 -PyG,TU_DD,link_pred,True,,,2,8,3,skipconcat,add,59,0.615,0.0071,208279.0,0.0063,0.0001,0.6723,0.0058,0.6231,0.0043,0.8724,0.0045,0.727,0.0045,0.7875,0.0075 -PyG,TU_DD,link_pred,True,,,2,8,3,skipconcat,max,99,0.5914,0.0033,208279.0,0.0064,0.0002,0.6925,0.0053,0.6389,0.0034,0.8856,0.0074,0.7423,0.0049,0.8155,0.0044 -PyG,TU_DD,link_pred,True,,,2,8,3,skipconcat,mean,99,0.6119,0.0004,208279.0,0.0068,0.0002,0.6763,0.0034,0.6289,0.0026,0.8603,0.0025,0.7266,0.0026,0.7871,0.0015 -PyG,TU_DD,link_pred,True,,,2,8,3,skipsum,add,99,0.6049,0.0047,211201.0,0.0061,0.0,0.6758,0.0072,0.6265,0.0063,0.8715,0.0055,0.7289,0.0047,0.7924,0.0055 -PyG,TU_DD,link_pred,True,,,2,8,3,skipsum,max,99,0.6018,0.0069,211201.0,0.0066,0.0,0.682,0.0097,0.6302,0.007,0.8808,0.0097,0.7347,0.0081,0.8012,0.0089 -PyG,TU_DD,link_pred,True,,,2,8,3,skipsum,mean,99,0.5936,0.0071,211201.0,0.0061,0.0001,0.691,0.007,0.6413,0.0064,0.8674,0.0018,0.7374,0.0047,0.8054,0.0059 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipconcat,add,99,0.6896,0.0041,199336.0,0.0039,0.0003,0.5954,0.0085,0.574,0.0066,0.7399,0.008,0.6465,0.0072,0.6285,0.0064 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipconcat,max,79,0.6764,0.0053,199336.0,0.0038,0.0004,0.5988,0.006,0.5722,0.0032,0.7825,0.0178,0.661,0.0084,0.6339,0.0136 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipconcat,mean,79,0.6832,0.0055,199336.0,0.0041,0.0004,0.593,0.008,0.5702,0.0067,0.7561,0.004,0.6501,0.0053,0.6189,0.0092 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipsum,add,79,0.6801,0.0035,199801.0,0.004,0.0002,0.6032,0.0021,0.5782,0.0008,0.7631,0.0095,0.6578,0.0039,0.6406,0.0035 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipsum,max,99,0.6751,0.0059,199801.0,0.0039,0.0003,0.6006,0.0084,0.5752,0.0063,0.7695,0.0096,0.6583,0.0074,0.6342,0.0133 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipsum,mean,99,0.6792,0.005,199801.0,0.0035,0.0002,0.6,0.0106,0.5752,0.0059,0.7644,0.03,0.6563,0.0145,0.6299,0.0143 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipconcat,add,79,0.6823,0.002,203689.0,0.0043,0.0003,0.5977,0.0074,0.5755,0.0065,0.7459,0.0005,0.6497,0.0043,0.632,0.0038 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipconcat,max,99,0.6766,0.0035,203689.0,0.0052,0.002,0.5959,0.0062,0.5667,0.0028,0.8137,0.0228,0.668,0.0096,0.6334,0.0147 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipconcat,mean,79,0.6813,0.0013,203689.0,0.0037,0.0001,0.586,0.0068,0.5633,0.0053,0.7659,0.0073,0.6491,0.0053,0.6152,0.0085 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipsum,add,99,0.6811,0.0039,200792.0,0.0035,0.0,0.5956,0.0067,0.5728,0.0055,0.752,0.0157,0.6502,0.0071,0.6326,0.0075 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipsum,max,59,0.6744,0.0059,200792.0,0.0036,0.0001,0.6,0.0085,0.5724,0.0086,0.7934,0.0135,0.6648,0.001,0.6346,0.0129 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipsum,mean,59,0.6802,0.007,200792.0,0.004,0.0002,0.593,0.0121,0.5672,0.0099,0.7875,0.0168,0.6593,0.0084,0.6268,0.0137 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipconcat,add,99,0.6978,0.0086,203465.0,0.004,0.0001,0.5935,0.01,0.5691,0.0079,0.7704,0.0104,0.6546,0.0072,0.6292,0.0118 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipconcat,max,99,0.6724,0.0097,203465.0,0.0045,0.0003,0.6167,0.0088,0.5823,0.0047,0.8246,0.0242,0.6825,0.0112,0.6636,0.0185 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipconcat,mean,79,0.6814,0.0048,203465.0,0.0043,0.0001,0.6044,0.01,0.5782,0.0076,0.7719,0.0133,0.6612,0.0088,0.6325,0.0143 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipsum,add,99,0.6808,0.0067,199463.0,0.0045,0.0007,0.6061,0.0099,0.5763,0.0081,0.8023,0.0147,0.6707,0.0072,0.6458,0.0123 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipsum,max,99,0.6685,0.0086,199463.0,0.0047,0.0002,0.6185,0.006,0.5869,0.0024,0.8001,0.0244,0.677,0.01,0.6666,0.015 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipsum,mean,99,0.678,0.0063,199463.0,0.0043,0.0002,0.6055,0.0013,0.5776,0.0009,0.7847,0.0012,0.6654,0.0011,0.643,0.0101 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipconcat,add,99,0.6814,0.0031,205948.0,0.0042,0.0001,0.5964,0.0111,0.5715,0.0081,0.77,0.0202,0.656,0.0113,0.6369,0.0108 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipconcat,max,79,0.6689,0.006,205948.0,0.0047,0.0003,0.6122,0.0114,0.5806,0.0088,0.809,0.0065,0.676,0.008,0.6562,0.0146 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipconcat,mean,99,0.677,0.0035,205948.0,0.0045,0.0,0.5939,0.0091,0.57,0.0073,0.7654,0.0117,0.6533,0.0073,0.6293,0.0131 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipsum,add,79,0.6832,0.0078,200593.0,0.0041,0.0001,0.5933,0.0061,0.5682,0.0045,0.7771,0.0054,0.6564,0.0049,0.6384,0.0067 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipsum,max,99,0.6684,0.0085,200593.0,0.0042,0.0003,0.6102,0.0127,0.5787,0.0092,0.8103,0.0146,0.6752,0.0105,0.663,0.0192 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipsum,mean,79,0.6768,0.0073,200593.0,0.0046,0.0002,0.6096,0.0086,0.5797,0.0062,0.7975,0.0107,0.6713,0.0077,0.6456,0.0126 -PyG,TU_ENZYMES,link_pred,True,,,1,6,2,skipconcat,add,79,0.6967,0.0063,201598.0,0.005,0.0006,0.5979,0.0076,0.5712,0.0053,0.7847,0.0106,0.6611,0.0072,0.6336,0.0094 -PyG,TU_ENZYMES,link_pred,True,,,1,6,2,skipconcat,max,99,0.6683,0.0111,201598.0,0.005,0.0,0.6253,0.0026,0.5908,0.0012,0.8153,0.0124,0.6851,0.0046,0.6797,0.0206 -PyG,TU_ENZYMES,link_pred,True,,,1,6,2,skipconcat,mean,99,0.6804,0.008,201598.0,0.0056,0.0005,0.6027,0.0113,0.5757,0.0083,0.7806,0.0127,0.6627,0.0097,0.6408,0.0163 -PyG,TU_ENZYMES,link_pred,True,,,1,6,2,skipsum,add,79,0.6848,0.0083,200333.0,0.0045,0.0003,0.595,0.0124,0.5664,0.0089,0.8109,0.0101,0.6669,0.0095,0.6396,0.0179 -PyG,TU_ENZYMES,link_pred,True,,,1,6,2,skipsum,max,59,0.6713,0.0118,200333.0,0.0048,0.0004,0.6187,0.0068,0.5851,0.0029,0.8153,0.024,0.6812,0.0103,0.6714,0.0176 -PyG,TU_ENZYMES,link_pred,True,,,1,6,2,skipsum,mean,99,0.6727,0.005,200333.0,0.0065,0.0016,0.6172,0.0068,0.5845,0.0046,0.8103,0.0143,0.6791,0.0072,0.6555,0.0082 -PyG,TU_ENZYMES,link_pred,True,,,1,6,3,skipconcat,add,99,0.6893,0.0051,207621.0,0.006,0.001,0.5927,0.0059,0.5684,0.0045,0.7708,0.0048,0.6543,0.0045,0.6317,0.0076 -PyG,TU_ENZYMES,link_pred,True,,,1,6,3,skipconcat,max,79,0.6674,0.0076,207621.0,0.0101,0.0071,0.6174,0.0026,0.5843,0.0033,0.8142,0.0179,0.6803,0.0048,0.6671,0.0163 -PyG,TU_ENZYMES,link_pred,True,,,1,6,3,skipconcat,mean,79,0.6781,0.0048,207621.0,0.0073,0.0017,0.5992,0.0083,0.5733,0.0047,0.775,0.022,0.659,0.011,0.636,0.0139 -PyG,TU_ENZYMES,link_pred,True,,,1,6,3,skipsum,add,99,0.6815,0.0099,200393.0,0.0052,0.0008,0.5955,0.0104,0.5678,0.008,0.8003,0.0045,0.6643,0.007,0.6415,0.0169 -PyG,TU_ENZYMES,link_pred,True,,,1,6,3,skipsum,max,99,0.6683,0.0079,200393.0,0.0063,0.0023,0.6196,0.0029,0.5868,0.0026,0.8088,0.009,0.68,0.0031,0.6689,0.0116 -PyG,TU_ENZYMES,link_pred,True,,,1,6,3,skipsum,mean,79,0.673,0.0058,200393.0,0.0061,0.0022,0.6122,0.0084,0.5806,0.007,0.8085,0.0003,0.6759,0.0047,0.6508,0.0123 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipconcat,add,79,0.6959,0.0099,204289.0,0.0056,0.0004,0.595,0.0102,0.5682,0.0074,0.7914,0.0101,0.6615,0.0084,0.6374,0.013 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipconcat,max,99,0.67,0.0092,204289.0,0.006,0.0006,0.6246,0.0086,0.5898,0.0053,0.8178,0.0153,0.6853,0.0089,0.6789,0.0171 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipconcat,mean,99,0.6807,0.005,204289.0,0.0098,0.0025,0.6045,0.0028,0.5769,0.0019,0.7838,0.0054,0.6646,0.0029,0.6443,0.0089 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipsum,add,99,0.6886,0.0135,199361.0,0.0073,0.0022,0.5929,0.0163,0.5654,0.0127,0.8057,0.0023,0.6644,0.009,0.6424,0.0172 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipsum,max,99,0.6698,0.0125,199361.0,0.0107,0.0042,0.6171,0.0076,0.5848,0.0043,0.807,0.0184,0.6781,0.0092,0.6737,0.0234 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipsum,mean,99,0.6709,0.0072,199361.0,0.0094,0.0051,0.6169,0.0128,0.5848,0.0103,0.807,0.0065,0.6781,0.0089,0.6586,0.0166 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipconcat,add,79,0.6826,0.006,205174.0,0.0081,0.0021,0.5996,0.0078,0.571,0.0051,0.8005,0.0135,0.6666,0.0081,0.6447,0.0093 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipconcat,max,99,0.6688,0.0055,205174.0,0.0118,0.0042,0.6121,0.0093,0.5786,0.0061,0.8252,0.0225,0.6801,0.0104,0.6646,0.0164 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipconcat,mean,99,0.6762,0.0027,205174.0,0.0083,0.0022,0.604,0.0052,0.5746,0.0022,0.801,0.0315,0.6689,0.0111,0.6419,0.0126 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipsum,add,79,0.68,0.0052,201001.0,0.01,0.002,0.5955,0.0114,0.5667,0.0085,0.8122,0.0195,0.6675,0.0099,0.6463,0.0065 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipsum,max,99,0.6686,0.0095,201001.0,0.0126,0.0021,0.6149,0.0085,0.5824,0.0051,0.812,0.0178,0.6783,0.0096,0.6723,0.0128 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipsum,mean,79,0.6716,0.0074,201001.0,0.0098,0.0027,0.608,0.0117,0.5776,0.0089,0.8048,0.014,0.6725,0.0091,0.6518,0.0177 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipconcat,add,79,0.6892,0.0034,200451.0,0.0103,0.0009,0.5953,0.0059,0.5726,0.0048,0.752,0.0158,0.6501,0.0067,0.6268,0.0101 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipconcat,max,79,0.6773,0.0055,200451.0,0.0049,0.0002,0.6022,0.0124,0.5722,0.0092,0.8109,0.0165,0.6709,0.0099,0.6369,0.0144 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipconcat,mean,79,0.6835,0.0057,200451.0,0.0055,0.0016,0.5866,0.0074,0.5638,0.0048,0.765,0.0152,0.6492,0.0085,0.6204,0.0123 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipsum,add,79,0.6823,0.0038,200792.0,0.0099,0.0002,0.5997,0.0062,0.5743,0.0052,0.7708,0.0108,0.6582,0.0051,0.6364,0.0067 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipsum,max,99,0.6764,0.006,200792.0,0.0057,0.0014,0.5997,0.0107,0.5729,0.0095,0.786,0.0165,0.6626,0.0061,0.6347,0.0127 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipsum,mean,99,0.6787,0.0048,200792.0,0.0056,0.0008,0.5949,0.0117,0.5714,0.008,0.7589,0.0218,0.6518,0.0127,0.6312,0.0142 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipconcat,add,79,0.6829,0.0029,200481.0,0.0085,0.0007,0.5934,0.0037,0.5716,0.0047,0.7468,0.0126,0.6475,0.0018,0.6299,0.0006 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipconcat,max,79,0.6737,0.0046,200481.0,0.0127,0.0017,0.5937,0.0052,0.5666,0.0043,0.7975,0.0043,0.6625,0.0028,0.6354,0.0128 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipconcat,mean,79,0.6792,0.0044,200481.0,0.0106,0.0022,0.5892,0.0101,0.5668,0.0072,0.7572,0.0134,0.6483,0.0096,0.6191,0.0123 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipsum,add,79,0.6812,0.0062,199463.0,0.0044,0.0001,0.5942,0.0143,0.5713,0.0108,0.7552,0.0164,0.6505,0.0124,0.6338,0.0103 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipsum,max,79,0.6736,0.0056,199463.0,0.01,0.0009,0.5974,0.0131,0.5705,0.0079,0.7864,0.0322,0.6612,0.0159,0.6349,0.0168 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipsum,mean,79,0.6771,0.0038,199463.0,0.0082,0.0003,0.5958,0.0034,0.5725,0.002,0.7559,0.009,0.6515,0.0046,0.6288,0.0112 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipconcat,add,79,0.6942,0.0075,199900.0,0.0061,0.001,0.5983,0.0114,0.5719,0.0088,0.7828,0.0131,0.6609,0.0088,0.6341,0.0104 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipconcat,max,99,0.6716,0.0091,199900.0,0.0124,0.0007,0.6182,0.0102,0.5862,0.0065,0.8033,0.0185,0.6778,0.0106,0.6678,0.0182 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipconcat,mean,79,0.6807,0.0034,199900.0,0.0084,0.0026,0.5985,0.0069,0.5724,0.0044,0.7789,0.0135,0.6598,0.0078,0.6333,0.0133 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipsum,add,39,0.6911,0.0079,200593.0,0.0089,0.0017,0.5939,0.0081,0.5668,0.0057,0.7968,0.0098,0.6624,0.007,0.6342,0.0098 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipsum,max,79,0.6692,0.0079,200593.0,0.0076,0.0016,0.617,0.0037,0.5846,0.0019,0.8088,0.0192,0.6785,0.007,0.6645,0.0149 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipsum,mean,99,0.6791,0.0076,200593.0,0.0069,0.0016,0.6097,0.0003,0.579,0.0019,0.804,0.0152,0.6731,0.0041,0.6455,0.0094 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipconcat,add,79,0.6869,0.0017,200065.0,0.012,0.0019,0.5989,0.0038,0.5719,0.0016,0.7871,0.016,0.6624,0.0066,0.6354,0.002 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipconcat,max,79,0.6714,0.0088,200065.0,0.0062,0.0012,0.6122,0.0056,0.5792,0.0043,0.8213,0.0101,0.6792,0.0049,0.6605,0.0165 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipconcat,mean,59,0.6773,0.005,200065.0,0.0063,0.002,0.6004,0.0095,0.5745,0.0069,0.7737,0.0129,0.6594,0.0089,0.6339,0.0139 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipsum,add,79,0.6828,0.011,200333.0,0.0084,0.0004,0.5916,0.0145,0.5652,0.0098,0.7934,0.0215,0.6601,0.014,0.637,0.0173 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipsum,max,99,0.6678,0.0092,200333.0,0.0049,0.0004,0.6139,0.0101,0.5819,0.0088,0.8107,0.0078,0.6774,0.0055,0.6644,0.018 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipsum,mean,59,0.6745,0.0056,200333.0,0.0114,0.002,0.6086,0.0046,0.5787,0.0045,0.799,0.013,0.6712,0.0036,0.6456,0.0092 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipconcat,add,99,0.7506,0.0741,203361.0,0.0122,0.0015,0.5602,0.0433,0.5429,0.0309,0.8614,0.0981,0.6616,0.0063,0.6375,0.0098 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipconcat,max,79,0.6747,0.0078,203361.0,0.0058,0.0003,0.6213,0.0013,0.586,0.0044,0.8282,0.0293,0.6861,0.0073,0.6783,0.017 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-PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipconcat,mean,79,0.6753,0.0038,208916.0,0.0139,0.0019,0.6057,0.0012,0.576,0.0022,0.8014,0.0119,0.6702,0.0028,0.6424,0.0078 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipsum,add,59,0.6859,0.0043,199361.0,0.0128,0.0031,0.5917,0.0119,0.5633,0.0087,0.8168,0.0079,0.6668,0.0084,0.6384,0.0083 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipsum,max,99,0.6683,0.0088,199361.0,0.0117,0.0002,0.6151,0.0025,0.5823,0.0006,0.8144,0.0131,0.679,0.0049,0.6683,0.0132 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipsum,mean,99,0.671,0.0055,199361.0,0.0119,0.0041,0.6116,0.0048,0.58,0.0038,0.809,0.0046,0.6756,0.0035,0.6528,0.0148 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipconcat,add,99,0.7029,0.0037,205377.0,0.0095,0.0017,0.5907,0.0097,0.5638,0.0065,0.8012,0.0134,0.6618,0.009,0.6327,0.0112 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipconcat,max,99,0.6757,0.0137,205377.0,0.0132,0.0025,0.6178,0.0108,0.5817,0.0083,0.8398,0.0183,0.6872,0.0086,0.6782,0.0203 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipconcat,mean,99,0.684,0.0091,205377.0,0.0065,0.0005,0.604,0.0052,0.5767,0.0048,0.783,0.0154,0.6641,0.0052,0.6402,0.0141 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipsum,add,79,0.6857,0.0068,201001.0,0.0083,0.002,0.5858,0.0143,0.56,0.01,0.8012,0.0144,0.6592,0.0118,0.6378,0.0127 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipsum,max,79,0.6699,0.011,201001.0,0.0128,0.0018,0.6219,0.004,0.5869,0.0029,0.8235,0.0051,0.6853,0.0034,0.6803,0.013 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipsum,mean,59,0.6722,0.0068,201001.0,0.0069,0.0011,0.6151,0.0113,0.5812,0.0084,0.8246,0.0129,0.6818,0.009,0.6597,0.0149 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipconcat,add,59,0.6881,0.0067,205957.0,0.0128,0.0016,0.5976,0.0078,0.5684,0.0066,0.8124,0.0067,0.6688,0.0036,0.6427,0.0038 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipconcat,max,99,0.6708,0.0112,205957.0,0.0112,0.0023,0.6156,0.0045,0.5811,0.0042,0.8289,0.0155,0.6831,0.0045,0.6724,0.0149 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipconcat,mean,99,0.6764,0.009,205957.0,0.0124,0.0029,0.6035,0.0113,0.5763,0.0081,0.781,0.0143,0.6632,0.0103,0.6439,0.0202 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipsum,add,39,0.676,0.0071,200193.0,0.0073,0.0017,0.5914,0.0145,0.5626,0.0111,0.8239,0.0177,0.6685,0.0095,0.6503,0.0179 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipsum,max,99,0.669,0.0049,200193.0,0.0132,0.0006,0.6129,0.0064,0.5813,0.0055,0.8081,0.0107,0.6761,0.0045,0.6707,0.008 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipsum,mean,99,0.6716,0.0037,200193.0,0.0123,0.0022,0.6114,0.009,0.5808,0.0061,0.801,0.0127,0.6733,0.0086,0.6521,0.011 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipconcat,add,99,0.6812,0.0018,199336.0,0.0041,0.0001,0.6068,0.0014,0.5808,0.0036,0.7685,0.0206,0.6614,0.0054,0.646,0.0037 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipconcat,max,99,0.6757,0.0009,199336.0,0.0077,0.0012,0.5942,0.0045,0.569,0.004,0.7776,0.005,0.6571,0.002,0.6354,0.0058 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipconcat,mean,79,0.677,0.0004,199336.0,0.0078,0.0013,0.5984,0.0056,0.5736,0.0072,0.7697,0.0202,0.6571,0.0028,0.632,0.003 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipsum,add,99,0.6725,0.0058,199801.0,0.0083,0.0026,0.6099,0.0047,0.5817,0.0022,0.7823,0.0186,0.6672,0.0078,0.6575,0.014 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipsum,max,99,0.6757,0.0021,199801.0,0.0046,0.0003,0.5969,0.0056,0.5713,0.0053,0.7771,0.0185,0.6583,0.0056,0.637,0.0059 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipsum,mean,99,0.6759,0.0019,199801.0,0.0047,0.0005,0.5998,0.0055,0.5732,0.0055,0.7821,0.0084,0.6615,0.0009,0.6369,0.0058 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipconcat,add,79,0.6743,0.0034,203689.0,0.0133,0.005,0.6061,0.0042,0.5796,0.0015,0.7726,0.0186,0.6622,0.0078,0.6494,0.0094 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipconcat,max,79,0.6717,0.0022,203689.0,0.0112,0.002,0.5937,0.0032,0.5685,0.0028,0.7778,0.0102,0.6568,0.0035,0.6406,0.0064 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipconcat,mean,99,0.674,0.0019,203689.0,0.0143,0.0029,0.5958,0.0047,0.5704,0.004,0.7769,0.0057,0.6578,0.0031,0.6363,0.0042 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipsum,add,99,0.6722,0.0036,200792.0,0.0091,0.0015,0.6022,0.005,0.5762,0.0057,0.7739,0.0148,0.6605,0.0031,0.6493,0.0076 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipsum,max,99,0.6736,0.0023,200792.0,0.0075,0.002,0.589,0.0032,0.5661,0.0039,0.7623,0.0119,0.6496,0.0019,0.6355,0.0064 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipsum,mean,99,0.6743,0.0017,200792.0,0.0054,0.0014,0.5949,0.0034,0.5697,0.003,0.7761,0.016,0.657,0.0053,0.6353,0.0038 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipconcat,add,79,0.6855,0.0073,203465.0,0.0049,0.0002,0.6063,0.0051,0.5771,0.0034,0.7953,0.0116,0.6689,0.0058,0.6529,0.0102 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipconcat,max,99,0.6721,0.0042,203465.0,0.0113,0.0035,0.6183,0.0039,0.5848,0.0045,0.8161,0.0184,0.6812,0.0047,0.6717,0.0007 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipconcat,mean,99,0.6759,0.002,203465.0,0.0066,0.0017,0.6079,0.0037,0.5789,0.0037,0.7916,0.0064,0.6687,0.0017,0.6511,0.0022 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipsum,add,79,0.6771,0.0053,199463.0,0.0085,0.0018,0.5964,0.0009,0.5679,0.0019,0.8066,0.0149,0.6665,0.0037,0.6561,0.0055 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipsum,max,99,0.6656,0.0036,199463.0,0.0065,0.0009,0.6177,0.0016,0.585,0.0014,0.8104,0.0034,0.6795,0.0012,0.6754,0.0043 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipsum,mean,99,0.6723,0.0044,199463.0,0.013,0.0017,0.6105,0.0056,0.5793,0.0045,0.8073,0.0064,0.6745,0.004,0.6599,0.0092 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipconcat,add,99,0.6755,0.0062,205948.0,0.0092,0.0002,0.6054,0.0026,0.5772,0.0011,0.7873,0.0145,0.6661,0.0054,0.6554,0.0104 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipconcat,max,99,0.6678,0.003,205948.0,0.0087,0.0022,0.6155,0.0043,0.5837,0.003,0.8056,0.0052,0.6769,0.0039,0.6627,0.0076 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipconcat,mean,99,0.6724,0.0025,205948.0,0.0074,0.0011,0.6019,0.0043,0.5745,0.004,0.7865,0.0092,0.664,0.0031,0.6435,0.0028 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipsum,add,99,0.6728,0.0022,200593.0,0.0092,0.0019,0.6054,0.0058,0.5766,0.0056,0.7943,0.0078,0.6681,0.0015,0.6592,0.0058 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipsum,max,59,0.6657,0.0007,200593.0,0.0083,0.002,0.6147,0.0045,0.5831,0.0023,0.8053,0.0167,0.6763,0.0069,0.6724,0.0061 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipsum,mean,99,0.6717,0.0023,200593.0,0.0103,0.0004,0.6082,0.0031,0.5779,0.0026,0.8031,0.0081,0.6721,0.0031,0.6588,0.0045 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipconcat,add,99,0.6824,0.0064,201598.0,0.0077,0.0013,0.6024,0.0081,0.5723,0.0057,0.8107,0.0133,0.6709,0.0073,0.6605,0.0098 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipconcat,max,99,0.669,0.0054,201598.0,0.0137,0.0028,0.6228,0.0061,0.5872,0.004,0.827,0.0169,0.6867,0.0071,0.6864,0.0074 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipconcat,mean,99,0.6741,0.0006,201598.0,0.0136,0.0008,0.6137,0.0029,0.5829,0.0026,0.7999,0.0037,0.6743,0.0016,0.6606,0.0022 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipsum,add,59,0.6755,0.0081,200333.0,0.0105,0.0015,0.6012,0.0072,0.5692,0.0055,0.8329,0.0028,0.6762,0.0043,0.6643,0.0098 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipsum,max,99,0.6628,0.0019,200333.0,0.0062,0.0011,0.6268,0.0038,0.5895,0.0017,0.8349,0.0124,0.6911,0.0052,0.693,0.0051 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipsum,mean,99,0.6689,0.0042,200333.0,0.0125,0.0019,0.6174,0.0079,0.5842,0.0059,0.815,0.0118,0.6805,0.0069,0.6691,0.0108 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipconcat,add,99,0.6749,0.0047,207621.0,0.0071,0.0012,0.6039,0.0022,0.5745,0.0013,0.8013,0.0088,0.6692,0.0034,0.6612,0.0051 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipconcat,max,99,0.6649,0.0048,207621.0,0.0119,0.0027,0.6214,0.0079,0.5861,0.005,0.8258,0.0253,0.6855,0.0102,0.6811,0.0118 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-PyG,TU_PROTEINS,link_pred,True,,,2,6,2,skipconcat,mean,99,0.6755,0.0022,203361.0,0.0093,0.0018,0.6124,0.001,0.58,0.001,0.815,0.0102,0.6777,0.003,0.6619,0.0054 -PyG,TU_PROTEINS,link_pred,True,,,2,6,2,skipsum,add,99,0.6723,0.0012,200393.0,0.0056,0.0004,0.5966,0.0048,0.5666,0.0037,0.8231,0.0093,0.6711,0.0041,0.6672,0.0031 -PyG,TU_PROTEINS,link_pred,True,,,2,6,2,skipsum,max,99,0.6606,0.0023,200393.0,0.0116,0.0006,0.6236,0.0012,0.5874,0.0027,0.8317,0.0144,0.6884,0.0032,0.6901,0.0036 -PyG,TU_PROTEINS,link_pred,True,,,2,6,2,skipsum,mean,99,0.6672,0.0027,200393.0,0.0061,0.0008,0.6154,0.009,0.5812,0.0057,0.826,0.015,0.6823,0.0089,0.672,0.0093 -PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipconcat,add,59,0.6771,0.0082,208916.0,0.0115,0.0004,0.6013,0.0028,0.5728,0.0017,0.7965,0.0122,0.6664,0.0046,0.6576,0.0062 -PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipconcat,max,99,0.6654,0.0026,208916.0,0.0111,0.0015,0.625,0.0031,0.5869,0.0021,0.8438,0.0119,0.6923,0.0042,0.6894,0.0047 -PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipconcat,mean,99,0.6726,0.0027,208916.0,0.0126,0.0002,0.6087,0.0019,0.5787,0.002,0.7994,0.0036,0.6714,0.0006,0.6538,0.0047 -PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipsum,add,99,0.6738,0.0056,199361.0,0.0091,0.002,0.5962,0.0023,0.5658,0.0018,0.8276,0.0053,0.6721,0.002,0.6655,0.0081 -PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipsum,max,99,0.6622,0.0041,199361.0,0.0076,0.0018,0.6217,0.0029,0.5871,0.0032,0.8208,0.0063,0.6845,0.0002,0.6835,0.0044 -PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipsum,mean,99,0.6665,0.0049,199361.0,0.0129,0.0026,0.6171,0.0075,0.5828,0.0049,0.8237,0.0117,0.6826,0.0072,0.6721,0.0117 -PyG,TU_PROTEINS,link_pred,True,,,2,8,2,skipconcat,add,99,0.6813,0.0076,205377.0,0.0115,0.0015,0.6101,0.0034,0.578,0.0037,0.8164,0.0084,0.6767,0.0012,0.6676,0.0031 -PyG,TU_PROTEINS,link_pred,True,,,2,8,2,skipconcat,max,99,0.6759,0.0085,205377.0,0.0147,0.0035,0.6204,0.0062,0.5823,0.0053,0.8523,0.0032,0.6919,0.0028,0.6894,0.0036 -PyG,TU_PROTEINS,link_pred,True,,,2,8,2,skipconcat,mean,99,0.6746,0.0034,205377.0,0.0116,0.0025,0.6155,0.0002,0.5836,0.0006,0.8062,0.0055,0.6771,0.0016,0.6668,0.0004 -PyG,TU_PROTEINS,link_pred,True,,,2,8,2,skipsum,add,79,0.6697,0.0052,201001.0,0.0059,0.0002,0.6021,0.0068,0.5706,0.0047,0.8261,0.0074,0.675,0.0056,0.6729,0.0084 -PyG,TU_PROTEINS,link_pred,True,,,2,8,2,skipsum,max,99,0.6622,0.0062,201001.0,0.0098,0.0006,0.6252,0.0077,0.588,0.006,0.8373,0.0128,0.6908,0.0064,0.6961,0.0071 -PyG,TU_PROTEINS,link_pred,True,,,2,8,2,skipsum,mean,99,0.6635,0.0041,201001.0,0.0131,0.0032,0.625,0.0071,0.5879,0.0057,0.8366,0.0012,0.6905,0.0043,0.6812,0.0109 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipconcat,add,59,0.6756,0.009,205957.0,0.0067,0.0007,0.6054,0.0106,0.5729,0.0069,0.8276,0.0152,0.6771,0.0098,0.6687,0.0141 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipconcat,max,99,0.6652,0.0018,205957.0,0.0114,0.0009,0.6185,0.0084,0.5809,0.0052,0.8507,0.0154,0.6903,0.0084,0.6892,0.008 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipconcat,mean,99,0.6698,0.0041,205957.0,0.0105,0.0012,0.6119,0.0069,0.5801,0.0054,0.8112,0.0147,0.6764,0.0064,0.6618,0.0106 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipsum,add,99,0.6731,0.0085,200193.0,0.0085,0.0006,0.5917,0.0064,0.5643,0.0057,0.8059,0.0106,0.6637,0.0032,0.6587,0.007 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipsum,max,99,0.6605,0.0038,200193.0,0.0078,0.0023,0.6213,0.006,0.585,0.0044,0.8356,0.0052,0.6882,0.0045,0.6919,0.0091 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipsum,mean,99,0.6647,0.004,200193.0,0.0122,0.002,0.6177,0.0037,0.5835,0.002,0.8227,0.0105,0.6828,0.0047,0.6773,0.0099 diff --git a/run/results/design_v2link_grid_round2link/agg/val_bestepoch.csv b/run/results/design_v2link_grid_round2link/agg/val_bestepoch.csv deleted file mode 100644 index 253736ff..00000000 --- a/run/results/design_v2link_grid_round2link/agg/val_bestepoch.csv +++ /dev/null @@ -1,1052 +0,0 @@ -format,dataset,task,trans,feature,label,l_pre,l_mp,l_post,stage,agg,epoch,loss,loss_std,params,time_iter,time_iter_std,accuracy,accuracy_std,precision,precision_std,recall,recall_std,f1,f1_std,auc,auc_std -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipconcat,add,99,0.5077,0.009,273444.0,0.1442,0.0301,0.7691,0.0046,0.692,0.0045,0.9698,0.0006,0.8077,0.003,0.9294,0.0013 -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipconcat,max,99,0.4907,0.0084,273444.0,0.0996,0.0173,0.7675,0.0026,0.6873,0.0023,0.982,0.0008,0.8086,0.0019,0.9366,0.0039 -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipconcat,mean,99,0.4746,0.006,273444.0,0.1241,0.0303,0.7865,0.0002,0.7083,0.0003,0.9744,0.0007,0.8203,0.0002,0.9381,0.0033 -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipsum,add,99,0.5011,0.0032,369409.0,0.0957,0.0435,0.7694,0.0021,0.6929,0.0014,0.9679,0.0024,0.8077,0.0018,0.9247,0.0035 -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipsum,max,99,0.4859,0.0049,369409.0,0.1283,0.0357,0.7691,0.0045,0.6885,0.004,0.9829,0.0011,0.8098,0.0031,0.934,0.0043 -PyG,AmazonComputers,link_pred,True,,,1,2,2,skipsum,mean,99,0.4747,0.006,369409.0,0.1336,0.0344,0.7932,0.0043,0.7157,0.0038,0.9731,0.0022,0.8247,0.0033,0.9346,0.0042 -PyG,AmazonComputers,link_pred,True,,,1,2,3,skipconcat,add,99,0.4868,0.0054,266337.0,0.1536,0.0348,0.778,0.0009,0.7,0.0008,0.9731,0.0019,0.8142,0.0008,0.9354,0.0019 -PyG,AmazonComputers,link_pred,True,,,1,2,3,skipconcat,max,99,0.4735,0.0034,266337.0,0.0999,0.0057,0.7791,0.0021,0.6979,0.0018,0.9845,0.001,0.8168,0.0016,0.9433,0.0028 -PyG,AmazonComputers,link_pred,True,,,1,2,3,skipconcat,mean,99,0.4578,0.0011,266337.0,0.0711,0.0167,0.802,0.001,0.7241,0.0012,0.9758,0.0014,0.8313,0.0007,0.9462,0.001 -PyG,AmazonComputers,link_pred,True,,,1,2,3,skipsum,add,99,0.4953,0.0021,352828.0,0.1066,0.0179,0.7774,0.0024,0.7016,0.0019,0.9655,0.0021,0.8127,0.0019,0.9243,0.0017 -PyG,AmazonComputers,link_pred,True,,,1,2,3,skipsum,max,99,0.4759,0.0034,352828.0,0.1227,0.0126,0.777,0.0051,0.6956,0.005,0.9853,0.0003,0.8154,0.0034,0.941,0.0018 -PyG,AmazonComputers,link_pred,True,,,1,2,3,skipsum,mean,99,0.4626,0.0034,352828.0,0.1254,0.0524,0.8005,0.0026,0.7225,0.003,0.9758,0.0008,0.8303,0.0017,0.9424,0.0022 -PyG,AmazonComputers,link_pred,True,,,1,4,2,skipconcat,add,99,0.583,0.0126,247777.0,0.1236,0.0303,0.7658,0.0016,0.688,0.0022,0.9731,0.0025,0.8061,0.0007,0.9288,0.0016 -PyG,AmazonComputers,link_pred,True,,,1,4,2,skipconcat,max,99,0.488,0.0036,247777.0,0.1398,0.0295,0.7677,0.0011,0.6872,0.0009,0.9827,0.0016,0.8088,0.0009,0.9437,0.0032 -PyG,AmazonComputers,link_pred,True,,,1,4,2,skipconcat,mean,99,0.4618,0.0044,247777.0,0.0915,0.0159,0.7942,0.0031,0.7163,0.0033,0.9745,0.0001,0.8257,0.0022,0.9461,0.0014 -PyG,AmazonComputers,link_pred,True,,,1,4,2,skipsum,add,99,0.5819,0.0082,337747.0,0.0785,0.0167,0.7656,0.0012,0.6909,0.0019,0.9613,0.0037,0.804,0.0006,0.9102,0.0022 -PyG,AmazonComputers,link_pred,True,,,1,4,2,skipsum,max,99,0.4906,0.0012,337747.0,0.1458,0.0332,0.7667,0.0034,0.6864,0.0033,0.9824,0.0007,0.8081,0.0022,0.9334,0.0005 -PyG,AmazonComputers,link_pred,True,,,1,4,2,skipsum,mean,99,0.4591,0.0027,337747.0,0.0933,0.0114,0.8059,0.0005,0.7286,0.0009,0.975,0.0015,0.834,0.0004,0.9449,0.0022 -PyG,AmazonComputers,link_pred,True,,,1,4,3,skipconcat,add,99,0.5143,0.0103,243384.0,0.1317,0.0378,0.7785,0.004,0.7011,0.0032,0.971,0.0035,0.8142,0.0033,0.9329,0.0035 -PyG,AmazonComputers,link_pred,True,,,1,4,3,skipconcat,max,99,0.4719,0.0031,243384.0,0.0961,0.0109,0.7791,0.0029,0.6971,0.0028,0.9873,0.001,0.8172,0.0019,0.9493,0.0021 -PyG,AmazonComputers,link_pred,True,,,1,4,3,skipconcat,mean,99,0.449,0.0021,243384.0,0.0783,0.0104,0.8093,0.0016,0.7311,0.0021,0.9787,0.0008,0.8369,0.001,0.953,0.0011 -PyG,AmazonComputers,link_pred,True,,,1,4,3,skipsum,add,99,0.5279,0.0044,328945.0,0.0903,0.0052,0.7719,0.0008,0.6971,0.0013,0.9619,0.0019,0.8084,0.0003,0.9185,0.002 -PyG,AmazonComputers,link_pred,True,,,1,4,3,skipsum,max,99,0.48,0.0032,328945.0,0.1417,0.0214,0.7767,0.0029,0.6958,0.0024,0.983,0.0015,0.8149,0.0022,0.9376,0.0026 -PyG,AmazonComputers,link_pred,True,,,1,4,3,skipsum,mean,99,0.4514,0.0031,328945.0,0.1424,0.0111,0.811,0.0023,0.7339,0.0025,0.9759,0.0014,0.8378,0.0016,0.9507,0.0019 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipconcat,add,99,0.7343,0.0833,232922.0,0.1254,0.0502,0.7598,0.0003,0.684,0.0021,0.9659,0.0088,0.8008,0.0016,0.9126,0.0097 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipconcat,max,99,0.4973,0.0062,232922.0,0.1383,0.021,0.7597,0.0011,0.6795,0.0013,0.9832,0.0009,0.8036,0.0006,0.9434,0.0028 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipconcat,mean,99,0.4577,0.0064,232922.0,0.0677,0.0176,0.7946,0.0029,0.7162,0.0031,0.976,0.0013,0.8261,0.002,0.9491,0.0036 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipsum,add,99,0.6466,0.0431,320281.0,0.1061,0.0106,0.7626,0.0023,0.6922,0.0039,0.9461,0.0062,0.7995,0.0009,0.8909,0.0088 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipsum,max,99,0.4969,0.0069,320281.0,0.1453,0.0188,0.7604,0.0043,0.6805,0.0043,0.9819,0.0021,0.8039,0.0027,0.9311,0.0022 -PyG,AmazonComputers,link_pred,True,,,1,6,2,skipsum,mean,99,0.4529,0.0019,320281.0,0.1177,0.0234,0.8128,0.0018,0.7364,0.0028,0.9744,0.0025,0.8388,0.001,0.9491,0.0015 -PyG,AmazonComputers,link_pred,True,,,1,6,3,skipconcat,add,79,0.5414,0.0297,234361.0,0.1305,0.0231,0.7735,0.0022,0.6972,0.002,0.967,0.0019,0.8102,0.0017,0.9268,0.0055 -PyG,AmazonComputers,link_pred,True,,,1,6,3,skipconcat,max,99,0.4721,0.0033,234361.0,0.0766,0.0099,0.7803,0.0089,0.6985,0.0091,0.9866,0.0011,0.8179,0.0058,0.9498,0.0013 -PyG,AmazonComputers,link_pred,True,,,1,6,3,skipconcat,mean,99,0.4503,0.0019,234361.0,0.0984,0.0128,0.807,0.0053,0.7288,0.0056,0.978,0.0005,0.8352,0.0038,0.9523,0.0008 -PyG,AmazonComputers,link_pred,True,,,1,6,3,skipsum,add,99,0.5636,0.0181,313465.0,0.1035,0.0237,0.767,0.0031,0.6931,0.003,0.9584,0.0033,0.8044,0.0023,0.911,0.0036 -PyG,AmazonComputers,link_pred,True,,,1,6,3,skipsum,max,99,0.4836,0.0039,313465.0,0.1456,0.0314,0.773,0.0024,0.6923,0.002,0.9831,0.0011,0.8125,0.0017,0.937,0.0034 -PyG,AmazonComputers,link_pred,True,,,1,6,3,skipsum,mean,99,0.4495,0.0036,313465.0,0.1276,0.0227,0.8182,0.0007,0.7414,0.0005,0.9773,0.0009,0.8432,0.0006,0.9527,0.0019 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipconcat,add,99,0.8458,0.0143,228737.0,0.076,0.0206,0.7494,0.0039,0.6729,0.0039,0.9709,0.0019,0.7948,0.0024,0.9059,0.0024 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipconcat,max,99,0.4884,0.0067,228737.0,0.1136,0.0085,0.7652,0.0043,0.6847,0.0039,0.9829,0.0016,0.8071,0.003,0.9462,0.0015 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipconcat,mean,99,0.4589,0.0029,228737.0,0.0962,0.0249,0.7956,0.0038,0.7176,0.0036,0.9749,0.0013,0.8267,0.0028,0.9479,0.0018 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipsum,add,99,0.6656,0.0556,306321.0,0.1352,0.0444,0.7586,0.0039,0.6872,0.0038,0.9495,0.0024,0.7973,0.0028,0.8914,0.0062 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipsum,max,99,0.4965,0.0074,306321.0,0.1674,0.0155,0.7616,0.0072,0.6821,0.0065,0.9799,0.0016,0.8043,0.005,0.9298,0.0054 -PyG,AmazonComputers,link_pred,True,,,1,8,2,skipsum,mean,79,0.4525,0.0015,306321.0,0.0955,0.0279,0.8133,0.0005,0.7371,0.0007,0.974,0.0013,0.8391,0.0005,0.95,0.0015 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipconcat,add,99,0.6551,0.0248,225802.0,0.1099,0.0304,0.763,0.0012,0.6873,0.002,0.965,0.0034,0.8028,0.0002,0.9105,0.0041 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipconcat,max,99,0.473,0.004,225802.0,0.1157,0.0059,0.7729,0.0038,0.6911,0.0036,0.987,0.0015,0.8129,0.0027,0.9514,0.0007 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipconcat,mean,99,0.4492,0.0025,225802.0,0.1454,0.0178,0.8089,0.003,0.7307,0.0034,0.9782,0.0004,0.8365,0.0021,0.9528,0.0018 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipsum,add,79,0.6019,0.0349,303377.0,0.1419,0.0332,0.7585,0.0075,0.6884,0.0096,0.945,0.0083,0.7965,0.0038,0.8968,0.004 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipsum,max,99,0.4831,0.0021,303377.0,0.1494,0.0272,0.7746,0.0035,0.6933,0.0037,0.9848,0.0018,0.8138,0.0022,0.9395,0.0011 -PyG,AmazonComputers,link_pred,True,,,1,8,3,skipsum,mean,79,0.4527,0.002,303377.0,0.0978,0.0066,0.8146,0.0046,0.7378,0.0056,0.9761,0.0016,0.8404,0.0032,0.9513,0.0014 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipconcat,add,99,0.4927,0.0043,273031.0,0.0708,0.0188,0.7751,0.0007,0.6963,0.0003,0.9757,0.0016,0.8127,0.0007,0.9405,0.002 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipconcat,max,99,0.4815,0.0033,273031.0,0.1244,0.0164,0.7756,0.0006,0.6951,0.0007,0.982,0.0006,0.814,0.0003,0.9412,0.002 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipconcat,mean,99,0.4627,0.0044,273031.0,0.1019,0.0208,0.7929,0.0032,0.7141,0.0035,0.9772,0.001,0.8252,0.0022,0.9454,0.0027 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipsum,add,99,0.4954,0.0053,352828.0,0.0985,0.0022,0.7758,0.0018,0.6988,0.0016,0.9695,0.0007,0.8121,0.0013,0.9278,0.0029 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipsum,max,99,0.4806,0.0011,352828.0,0.1057,0.0084,0.775,0.0034,0.6941,0.0036,0.9837,0.001,0.8139,0.0021,0.9379,0.0006 -PyG,AmazonComputers,link_pred,True,,,2,2,2,skipsum,mean,99,0.4613,0.0015,352828.0,0.1283,0.0243,0.8013,0.0023,0.7238,0.0028,0.9744,0.0011,0.8306,0.0015,0.9433,0.0015 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipconcat,add,99,0.4709,0.0042,261601.0,0.0937,0.0091,0.7852,0.0024,0.7054,0.0019,0.9794,0.0017,0.8201,0.0019,0.9463,0.0033 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipconcat,max,99,0.4708,0.0009,261601.0,0.1017,0.0036,0.7854,0.0027,0.7043,0.0031,0.9838,0.0009,0.8209,0.0018,0.9454,0.0006 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipconcat,mean,99,0.4519,0.0042,261601.0,0.0902,0.0071,0.801,0.0033,0.7213,0.0033,0.981,0.0006,0.8314,0.0024,0.9522,0.003 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipsum,add,99,0.4844,0.0013,337747.0,0.1038,0.0161,0.7804,0.0019,0.7023,0.0019,0.9732,0.0007,0.8159,0.0014,0.9325,0.0008 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipsum,max,99,0.4716,0.0015,337747.0,0.1046,0.0132,0.7825,0.0021,0.701,0.002,0.9852,0.0005,0.8192,0.0014,0.9439,0.0012 -PyG,AmazonComputers,link_pred,True,,,2,2,3,skipsum,mean,99,0.4542,0.0016,337747.0,0.0685,0.0158,0.8078,0.0014,0.7306,0.0015,0.9753,0.0004,0.8354,0.001,0.9478,0.0013 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipconcat,add,99,0.5911,0.0221,243448.0,0.1333,0.0444,0.7691,0.0039,0.691,0.0033,0.9737,0.0021,0.8084,0.0029,0.9311,0.0028 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipconcat,max,99,0.4805,0.0018,243448.0,0.1363,0.0273,0.7761,0.0017,0.6956,0.0018,0.9816,0.0005,0.8143,0.0011,0.9442,0.0019 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipconcat,mean,99,0.4571,0.0039,243448.0,0.0988,0.0122,0.7962,0.004,0.7176,0.004,0.9769,0.0009,0.8274,0.0029,0.9493,0.0019 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipsum,add,99,0.5577,0.0166,328945.0,0.1122,0.0125,0.7687,0.0063,0.6937,0.0074,0.9628,0.0056,0.8063,0.0037,0.9141,0.0028 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipsum,max,99,0.4864,0.0024,328945.0,0.1578,0.036,0.7697,0.0026,0.6893,0.0023,0.9817,0.0011,0.8099,0.0018,0.9347,0.0023 -PyG,AmazonComputers,link_pred,True,,,2,4,2,skipsum,mean,99,0.4572,0.0019,328945.0,0.1555,0.0431,0.8079,0.0046,0.7312,0.0049,0.9739,0.0013,0.8352,0.0034,0.946,0.0008 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipconcat,add,99,0.5141,0.0143,236737.0,0.1384,0.0289,0.7761,0.0058,0.6974,0.006,0.9757,0.0007,0.8133,0.0039,0.938,0.0002 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipconcat,max,99,0.4661,0.0021,236737.0,0.1031,0.0039,0.7833,0.0076,0.7016,0.0079,0.9866,0.0011,0.82,0.005,0.9513,0.0012 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipconcat,mean,99,0.4519,0.0001,236737.0,0.1085,0.0176,0.8055,0.0031,0.7272,0.0039,0.9781,0.0014,0.8342,0.002,0.9516,0.0007 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipsum,add,99,0.5236,0.0075,320281.0,0.1182,0.0252,0.7718,0.0026,0.6978,0.0033,0.9591,0.0034,0.8078,0.0015,0.9166,0.0018 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipsum,max,99,0.4756,0.0049,320281.0,0.134,0.0262,0.7793,0.0049,0.6983,0.0045,0.9836,0.0027,0.8167,0.0035,0.9403,0.0036 -PyG,AmazonComputers,link_pred,True,,,2,4,3,skipsum,mean,99,0.4482,0.0012,320281.0,0.1225,0.0306,0.8159,0.0011,0.7392,0.0016,0.9763,0.0011,0.8414,0.0007,0.953,0.0006 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipconcat,add,99,0.8141,0.1214,234685.0,0.1194,0.0273,0.7555,0.011,0.679,0.0109,0.9701,0.0048,0.7987,0.007,0.9107,0.005 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipconcat,max,99,0.4894,0.008,234685.0,0.1179,0.0126,0.7618,0.0068,0.6816,0.0063,0.9829,0.0008,0.805,0.0046,0.945,0.0018 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipconcat,mean,99,0.4595,0.0007,234685.0,0.1064,0.0163,0.7948,0.0009,0.7167,0.0011,0.9748,0.0011,0.8261,0.0006,0.9481,0.0003 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipsum,add,99,0.6199,0.005,313465.0,0.1123,0.016,0.7628,0.0019,0.6895,0.0005,0.9563,0.0048,0.8013,0.002,0.8997,0.0041 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipsum,max,99,0.4898,0.0019,313465.0,0.1284,0.0128,0.7683,0.0029,0.6877,0.003,0.983,0.0008,0.8093,0.0018,0.9349,0.0001 -PyG,AmazonComputers,link_pred,True,,,2,6,2,skipsum,mean,79,0.4522,0.0011,313465.0,0.1224,0.0333,0.8112,0.002,0.7341,0.0026,0.9761,0.0014,0.838,0.0012,0.9513,0.001 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipconcat,add,99,0.5478,0.0181,235656.0,0.101,0.0173,0.7696,0.0054,0.6918,0.0047,0.9727,0.0028,0.8086,0.0041,0.931,0.0059 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipconcat,max,99,0.4725,0.0091,235656.0,0.0718,0.0198,0.7788,0.0098,0.6974,0.01,0.9856,0.001,0.8167,0.0065,0.9493,0.003 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipconcat,mean,79,0.4487,0.0009,235656.0,0.0848,0.0333,0.8081,0.0012,0.7299,0.0014,0.9783,0.001,0.8361,0.0009,0.9542,0.0003 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipsum,add,99,0.5575,0.0195,306321.0,0.097,0.0104,0.7643,0.0058,0.6892,0.0059,0.9631,0.0048,0.8034,0.0039,0.9142,0.006 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipsum,max,99,0.481,0.0048,306321.0,0.1154,0.0094,0.7753,0.006,0.6943,0.0062,0.9841,0.0013,0.8141,0.0039,0.9392,0.0028 -PyG,AmazonComputers,link_pred,True,,,2,6,3,skipsum,mean,99,0.4467,0.0023,306321.0,0.0958,0.0036,0.8185,0.0011,0.7421,0.0012,0.9762,0.0012,0.8432,0.0008,0.9542,0.0012 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipconcat,add,99,0.8029,0.0284,229825.0,0.0982,0.0097,0.752,0.0054,0.6758,0.0058,0.9693,0.0031,0.7963,0.0031,0.9082,0.0038 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipconcat,max,99,0.5044,0.0201,229825.0,0.0981,0.0047,0.7555,0.01,0.6757,0.0092,0.9833,0.0008,0.8009,0.0064,0.9437,0.0031 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipconcat,mean,99,0.457,0.0034,229825.0,0.123,0.033,0.7969,0.0005,0.7188,0.0007,0.9755,0.0003,0.8277,0.0003,0.949,0.0015 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipsum,add,79,0.6822,0.0527,303377.0,0.0964,0.04,0.7536,0.0033,0.6817,0.0046,0.9517,0.0072,0.7944,0.0019,0.8898,0.0036 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipsum,max,99,0.497,0.012,303377.0,0.165,0.0397,0.7621,0.0116,0.6823,0.0107,0.9818,0.0012,0.805,0.0078,0.9311,0.0055 -PyG,AmazonComputers,link_pred,True,,,2,8,2,skipsum,mean,99,0.4497,0.0025,303377.0,0.0733,0.0148,0.8117,0.0031,0.7349,0.0035,0.9754,0.0015,0.8382,0.0023,0.9522,0.0014 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipconcat,add,79,0.6704,0.0431,226585.0,0.0762,0.0179,0.7684,0.0069,0.6925,0.008,0.966,0.0043,0.8066,0.004,0.9135,0.0007 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipconcat,max,99,0.4668,0.0038,226585.0,0.1045,0.0126,0.7838,0.0047,0.7023,0.0049,0.9852,0.0007,0.8201,0.0032,0.9515,0.0021 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipconcat,mean,99,0.4486,0.0018,226585.0,0.125,0.0429,0.8091,0.0038,0.7308,0.0043,0.9788,0.0006,0.8368,0.0027,0.9537,0.0012 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipsum,add,79,0.6315,0.0112,297985.0,0.0983,0.0053,0.7573,0.0043,0.6851,0.0024,0.9522,0.0077,0.7969,0.0042,0.8941,0.0074 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipsum,max,99,0.4825,0.0033,297985.0,0.1556,0.0537,0.7752,0.0046,0.6945,0.0044,0.9828,0.0007,0.8139,0.0032,0.9368,0.0027 -PyG,AmazonComputers,link_pred,True,,,2,8,3,skipsum,mean,79,0.4512,0.0016,297985.0,0.124,0.0146,0.815,0.0042,0.7377,0.0053,0.9778,0.002,0.8409,0.0027,0.953,0.0007 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipconcat,add,99,0.4912,0.007,271310.0,0.0403,0.0142,0.7824,0.002,0.7019,0.0019,0.9818,0.0002,0.8186,0.0014,0.9479,0.0019 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipconcat,max,99,0.4684,0.0007,271310.0,0.0456,0.0122,0.7823,0.0035,0.6999,0.0034,0.9887,0.0002,0.8196,0.0023,0.9528,0.0004 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipconcat,mean,99,0.4616,0.0038,271310.0,0.0429,0.0111,0.8003,0.002,0.7189,0.002,0.9862,0.0002,0.8315,0.0014,0.9516,0.0019 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipsum,add,99,0.4859,0.0029,364525.0,0.0427,0.0101,0.7862,0.0008,0.7057,0.0005,0.9816,0.001,0.8212,0.0007,0.9436,0.0018 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipsum,max,99,0.4682,0.0054,364525.0,0.0505,0.0141,0.7834,0.0036,0.7006,0.0034,0.9895,0.0008,0.8204,0.0026,0.9477,0.0037 -PyG,AmazonPhoto,link_pred,True,,,1,2,2,skipsum,mean,99,0.4566,0.0046,364525.0,0.0381,0.0067,0.8111,0.002,0.7303,0.0022,0.9865,0.0006,0.8393,0.0015,0.9511,0.0021 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipconcat,add,99,0.4641,0.0037,264533.0,0.0294,0.0041,0.7961,0.0025,0.7146,0.0031,0.9862,0.0019,0.8287,0.0015,0.9548,0.001 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipconcat,max,99,0.4549,0.0014,264533.0,0.0297,0.0018,0.8009,0.002,0.7182,0.0024,0.9907,0.001,0.8327,0.0012,0.9567,0.0008 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipconcat,mean,99,0.4463,0.004,264533.0,0.0349,0.0117,0.8153,0.0029,0.7339,0.0028,0.9892,0.0013,0.8426,0.0022,0.958,0.0029 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipsum,add,99,0.4718,0.0018,348450.0,0.0262,0.0006,0.7933,0.0011,0.712,0.0012,0.9849,0.001,0.8265,0.0008,0.949,0.0018 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipsum,max,99,0.4591,0.0015,348450.0,0.0569,0.0171,0.7953,0.0067,0.7121,0.0071,0.9916,0.0006,0.8289,0.0046,0.9533,0.0005 -PyG,AmazonPhoto,link_pred,True,,,1,2,3,skipsum,mean,99,0.4429,0.0025,348450.0,0.0267,0.0007,0.8213,0.002,0.7405,0.0025,0.9894,0.0009,0.847,0.0014,0.9596,0.0022 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipconcat,add,99,0.5494,0.0206,246501.0,0.0409,0.0142,0.7794,0.0103,0.6983,0.0095,0.9844,0.0023,0.817,0.0073,0.9468,0.0037 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipconcat,max,99,0.4656,0.0052,246501.0,0.034,0.0056,0.7817,0.0027,0.6992,0.0028,0.989,0.001,0.8192,0.0018,0.9584,0.0028 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipconcat,mean,99,0.4438,0.0022,246501.0,0.0309,0.005,0.8114,0.0019,0.7303,0.0022,0.9876,0.0007,0.8397,0.0012,0.9605,0.0015 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipsum,add,99,0.5344,0.0082,333765.0,0.0301,0.0006,0.7849,0.002,0.7037,0.0021,0.9841,0.0007,0.8206,0.0013,0.9387,0.0007 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipsum,max,99,0.4673,0.0038,333765.0,0.0407,0.0011,0.7868,0.0025,0.704,0.0025,0.9898,0.0005,0.8228,0.0016,0.949,0.0025 -PyG,AmazonPhoto,link_pred,True,,,1,4,2,skipsum,mean,99,0.4403,0.0028,333765.0,0.0364,0.0062,0.8242,0.0049,0.7443,0.0052,0.9878,0.0008,0.8489,0.0037,0.9609,0.0015 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipconcat,add,99,0.5038,0.007,242306.0,0.0347,0.0054,0.7941,0.0049,0.7129,0.005,0.9851,0.0013,0.8271,0.0035,0.9497,0.0019 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipconcat,max,99,0.4489,0.0014,242306.0,0.0288,0.0005,0.8025,0.0022,0.7193,0.0024,0.9922,0.0004,0.834,0.0015,0.9631,0.0007 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipconcat,mean,99,0.4376,0.001,242306.0,0.0309,0.0055,0.8213,0.003,0.7407,0.0029,0.9889,0.0012,0.847,0.0023,0.9629,0.0011 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipsum,add,99,0.5024,0.0128,325249.0,0.0297,0.0005,0.7916,0.0066,0.7102,0.0057,0.9852,0.0036,0.8254,0.0051,0.9456,0.006 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipsum,max,99,0.4561,0.002,325249.0,0.0392,0.0018,0.8023,0.0036,0.7191,0.0036,0.992,0.0005,0.8338,0.0025,0.9561,0.001 -PyG,AmazonPhoto,link_pred,True,,,1,4,3,skipsum,mean,99,0.4348,0.0011,325249.0,0.0348,0.0078,0.8347,0.0021,0.7557,0.0024,0.9893,0.0002,0.8568,0.0015,0.9641,0.0008 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipconcat,add,99,0.6394,0.0198,232020.0,0.0351,0.0087,0.7744,0.0056,0.6938,0.0053,0.9827,0.0007,0.8133,0.0039,0.9386,0.0019 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipconcat,max,99,0.4673,0.0036,232020.0,0.0365,0.0069,0.7745,0.0011,0.6921,0.0012,0.9892,0.0011,0.8144,0.0007,0.9598,0.0009 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipconcat,mean,99,0.4382,0.0049,232020.0,0.0347,0.0041,0.8164,0.0031,0.7356,0.0034,0.9876,0.0001,0.8432,0.0023,0.9631,0.0029 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipsum,add,99,0.5591,0.0112,316827.0,0.0316,0.0013,0.7843,0.0026,0.7037,0.0023,0.9822,0.0014,0.8199,0.002,0.9327,0.0026 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipsum,max,99,0.463,0.0036,316827.0,0.0573,0.0195,0.7951,0.0035,0.7122,0.0036,0.9903,0.0008,0.8286,0.0025,0.9518,0.0019 -PyG,AmazonPhoto,link_pred,True,,,1,6,2,skipsum,mean,99,0.4348,0.0007,316827.0,0.0395,0.0022,0.8367,0.0015,0.7585,0.0017,0.9881,0.0007,0.8582,0.0011,0.9631,0.0002 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipconcat,add,99,0.5091,0.0094,233591.0,0.0336,0.0043,0.7916,0.0018,0.7096,0.0012,0.9872,0.0019,0.8257,0.0015,0.9504,0.001 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipconcat,max,99,0.4471,0.0053,233591.0,0.0315,0.0003,0.7977,0.0041,0.7146,0.0043,0.9913,0.001,0.8305,0.0028,0.9636,0.0035 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipconcat,mean,99,0.4368,0.002,233591.0,0.0475,0.0062,0.8245,0.0021,0.7443,0.0022,0.9887,0.0009,0.8492,0.0016,0.9629,0.0012 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipsum,add,79,0.5459,0.0169,310209.0,0.0372,0.0046,0.7814,0.0065,0.7002,0.0063,0.9841,0.0012,0.8182,0.0045,0.9376,0.0051 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipsum,max,99,0.4615,0.0009,310209.0,0.0391,0.001,0.7943,0.0026,0.7111,0.0029,0.9914,0.0007,0.8282,0.0017,0.9521,0.0002 -PyG,AmazonPhoto,link_pred,True,,,1,6,3,skipsum,mean,99,0.4337,0.0027,310209.0,0.0364,0.0062,0.8383,0.001,0.7599,0.0014,0.989,0.0017,0.8594,0.0008,0.9642,0.0023 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipconcat,add,99,0.6931,0.022,228033.0,0.0387,0.0135,0.7704,0.0112,0.6897,0.011,0.9836,0.0017,0.8108,0.0073,0.9341,0.0021 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipconcat,max,99,0.4659,0.005,228033.0,0.0313,0.001,0.7776,0.0016,0.6951,0.0017,0.989,0.0009,0.8165,0.001,0.9601,0.0001 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipconcat,mean,99,0.4409,0.0032,228033.0,0.0431,0.004,0.8169,0.0049,0.7364,0.0052,0.9873,0.0007,0.8436,0.0036,0.9617,0.0013 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipsum,add,79,0.6205,0.0315,303241.0,0.0397,0.0033,0.7763,0.0076,0.6972,0.0077,0.9773,0.0017,0.8137,0.0051,0.9214,0.0052 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipsum,max,99,0.4699,0.0007,303241.0,0.0577,0.0109,0.7842,0.0032,0.7011,0.0031,0.9906,0.0004,0.8211,0.0023,0.9487,0.0017 -PyG,AmazonPhoto,link_pred,True,,,1,8,2,skipsum,mean,99,0.4354,0.0008,303241.0,0.0758,0.0275,0.8359,0.0031,0.7576,0.0035,0.988,0.0006,0.8576,0.0023,0.9634,0.0003 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipconcat,add,99,0.5902,0.0128,225208.0,0.0273,0.0014,0.778,0.0067,0.6978,0.0058,0.9808,0.0038,0.8154,0.005,0.9355,0.0047 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipconcat,max,99,0.4506,0.0034,225208.0,0.033,0.0046,0.7921,0.0018,0.7091,0.0018,0.9905,0.0013,0.8265,0.0013,0.962,0.0031 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipconcat,mean,99,0.4343,0.002,225208.0,0.0481,0.0125,0.828,0.0017,0.7478,0.002,0.9897,0.0005,0.8519,0.0011,0.9645,0.0016 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipsum,add,79,0.5683,0.0132,300429.0,0.0364,0.0056,0.7808,0.002,0.7012,0.0031,0.9787,0.0042,0.817,0.0008,0.9307,0.0043 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipsum,max,99,0.4619,0.0039,300429.0,0.052,0.0083,0.7942,0.0046,0.7108,0.0046,0.9922,0.0008,0.8282,0.0033,0.9542,0.0022 -PyG,AmazonPhoto,link_pred,True,,,1,8,3,skipsum,mean,99,0.4307,0.001,300429.0,0.0431,0.0092,0.8432,0.0035,0.7656,0.0038,0.9895,0.0009,0.8633,0.0028,0.9667,0.0009 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipconcat,add,99,0.4758,0.006,270941.0,0.0296,0.0026,0.787,0.0029,0.7055,0.0026,0.9854,0.0014,0.8223,0.0022,0.9554,0.0018 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipconcat,max,99,0.4655,0.001,270941.0,0.0402,0.0077,0.7884,0.0028,0.7061,0.0027,0.9883,0.0006,0.8237,0.002,0.9538,0.0002 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipconcat,mean,99,0.4503,0.0051,270941.0,0.0271,0.0012,0.8061,0.0018,0.7246,0.0019,0.9875,0.0006,0.8359,0.0013,0.9566,0.0033 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipsum,add,99,0.4742,0.0036,348450.0,0.0274,0.0009,0.7912,0.0015,0.7095,0.0015,0.986,0.0007,0.8252,0.0011,0.9511,0.0016 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipsum,max,99,0.4602,0.0028,348450.0,0.0371,0.0052,0.7934,0.004,0.7103,0.004,0.991,0.0004,0.8274,0.0029,0.9531,0.0022 -PyG,AmazonPhoto,link_pred,True,,,2,2,2,skipsum,mean,99,0.445,0.0014,348450.0,0.0338,0.0042,0.8163,0.0009,0.7351,0.0009,0.9891,0.0006,0.8434,0.0008,0.9586,0.0009 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipconcat,add,99,0.4565,0.0042,259841.0,0.0251,0.0011,0.7975,0.0011,0.7156,0.0013,0.9871,0.002,0.8298,0.0009,0.9588,0.0031 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipconcat,max,99,0.4525,0.002,259841.0,0.0444,0.0059,0.8012,0.0053,0.7181,0.0056,0.9916,0.0007,0.833,0.0037,0.9583,0.0009 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipconcat,mean,99,0.4387,0.0013,259841.0,0.0344,0.012,0.8211,0.0037,0.7396,0.004,0.9912,0.0004,0.8471,0.0027,0.9631,0.0004 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipsum,add,99,0.4652,0.0027,333765.0,0.0245,0.0005,0.7962,0.0004,0.7145,0.0004,0.9868,0.0012,0.8288,0.0004,0.9539,0.0004 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipsum,max,99,0.4514,0.0022,333765.0,0.0377,0.0078,0.8015,0.0036,0.7184,0.0037,0.9918,0.0,0.8333,0.0025,0.9579,0.0007 -PyG,AmazonPhoto,link_pred,True,,,2,2,3,skipsum,mean,99,0.4364,0.0039,333765.0,0.037,0.0133,0.8276,0.0029,0.7475,0.0031,0.9895,0.0004,0.8516,0.0021,0.9635,0.0024 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipconcat,add,99,0.5494,0.0232,242194.0,0.0339,0.0077,0.7833,0.005,0.7014,0.0047,0.9869,0.0012,0.82,0.0036,0.9512,0.002 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipconcat,max,99,0.4606,0.0068,242194.0,0.032,0.0051,0.7855,0.0063,0.703,0.0061,0.9888,0.0006,0.8218,0.0044,0.9591,0.0032 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipconcat,mean,99,0.4428,0.0015,242194.0,0.0275,0.0014,0.8118,0.0044,0.7306,0.0043,0.9878,0.0013,0.8399,0.0033,0.961,0.0007 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipsum,add,99,0.5315,0.0117,325249.0,0.0365,0.0059,0.7878,0.0036,0.7064,0.0037,0.9851,0.0006,0.8228,0.0025,0.9412,0.0034 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipsum,max,99,0.462,0.0034,325249.0,0.0421,0.0023,0.792,0.0014,0.7093,0.0015,0.9897,0.0002,0.8263,0.0009,0.9518,0.0026 -PyG,AmazonPhoto,link_pred,True,,,2,4,2,skipsum,mean,99,0.4371,0.0056,325249.0,0.031,0.0014,0.8277,0.0064,0.7476,0.0069,0.9896,0.0011,0.8517,0.0048,0.963,0.0036 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipconcat,add,99,0.4921,0.0092,235681.0,0.0301,0.0033,0.7935,0.0048,0.7114,0.0046,0.9876,0.0017,0.8271,0.0035,0.954,0.0005 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipconcat,max,99,0.4488,0.0034,235681.0,0.0396,0.0116,0.8005,0.0026,0.7175,0.0027,0.9914,0.0005,0.8325,0.0018,0.9622,0.0016 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipconcat,mean,99,0.4365,0.0013,235681.0,0.0496,0.0093,0.8257,0.0043,0.7452,0.0045,0.9901,0.0009,0.8503,0.0032,0.9636,0.0005 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipsum,add,99,0.5096,0.0038,316827.0,0.0357,0.0072,0.7907,0.0011,0.7086,0.0007,0.9878,0.0014,0.8252,0.0009,0.9503,0.0026 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipsum,max,99,0.4549,0.0018,316827.0,0.0393,0.0014,0.7997,0.0033,0.7164,0.0034,0.992,0.0004,0.832,0.0023,0.957,0.0015 -PyG,AmazonPhoto,link_pred,True,,,2,4,3,skipsum,mean,99,0.4337,0.0008,316827.0,0.042,0.0177,0.8368,0.0014,0.7584,0.0014,0.9883,0.0009,0.8583,0.0012,0.9647,0.0009 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipconcat,add,99,0.6586,0.0444,233783.0,0.0265,0.002,0.7773,0.0057,0.6967,0.0052,0.9825,0.002,0.8152,0.0041,0.9344,0.0074 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipconcat,max,99,0.4624,0.0065,233783.0,0.0312,0.0006,0.7829,0.0032,0.7005,0.0026,0.9884,0.0023,0.8199,0.0025,0.9605,0.0035 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipconcat,mean,99,0.4401,0.0038,233783.0,0.0274,0.0014,0.8125,0.006,0.7314,0.0062,0.9879,0.001,0.8405,0.0044,0.9623,0.002 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipsum,add,79,0.5701,0.0333,310209.0,0.0298,0.0022,0.7844,0.0032,0.7038,0.0037,0.9821,0.002,0.82,0.0018,0.9314,0.0046 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipsum,max,99,0.4627,0.0029,310209.0,0.0473,0.0055,0.7911,0.0042,0.7082,0.0042,0.9902,0.0003,0.8258,0.0029,0.9531,0.0011 -PyG,AmazonPhoto,link_pred,True,,,2,6,2,skipsum,mean,99,0.4331,0.0002,310209.0,0.0311,0.0012,0.8365,0.0033,0.758,0.0037,0.9886,0.0007,0.8581,0.0025,0.9649,0.0002 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipconcat,add,99,0.5191,0.0159,234886.0,0.0477,0.0083,0.7941,0.0064,0.7126,0.0069,0.9857,0.0012,0.8272,0.0043,0.9484,0.0018 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipconcat,max,99,0.4499,0.0037,234886.0,0.0342,0.0028,0.7995,0.0045,0.7162,0.0048,0.9924,0.0009,0.8319,0.0031,0.9631,0.0016 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipconcat,mean,99,0.4347,0.0047,234886.0,0.0313,0.0031,0.8271,0.0052,0.7474,0.0056,0.9884,0.0012,0.8512,0.0039,0.9643,0.0025 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipsum,add,79,0.5506,0.0251,303241.0,0.0316,0.0003,0.7867,0.0023,0.7063,0.0016,0.9813,0.0026,0.8214,0.002,0.9367,0.0042 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipsum,max,99,0.4572,0.0013,303241.0,0.045,0.0062,0.7953,0.0024,0.712,0.002,0.9918,0.0017,0.8289,0.0019,0.9547,0.0014 -PyG,AmazonPhoto,link_pred,True,,,2,6,3,skipsum,mean,99,0.4315,0.0017,303241.0,0.0428,0.0037,0.8399,0.0007,0.7617,0.0013,0.9893,0.0019,0.8607,0.0005,0.9661,0.0013 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipconcat,add,99,0.71,0.0277,229121.0,0.0319,0.004,0.7755,0.0031,0.6957,0.0029,0.9792,0.0008,0.8135,0.0022,0.9289,0.0028 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipconcat,max,99,0.4695,0.0053,229121.0,0.0309,0.0011,0.7767,0.0033,0.6946,0.0031,0.9877,0.0014,0.8156,0.0024,0.9579,0.0025 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipconcat,mean,99,0.436,0.0023,229121.0,0.0344,0.0073,0.8187,0.0005,0.738,0.0008,0.9881,0.0008,0.8449,0.0002,0.9642,0.0019 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipsum,add,79,0.5735,0.0348,300429.0,0.0424,0.0119,0.7813,0.0033,0.7001,0.0034,0.9841,0.0014,0.8182,0.0022,0.9336,0.0055 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipsum,max,99,0.4679,0.0033,300429.0,0.0553,0.0022,0.7868,0.0086,0.7041,0.0086,0.9898,0.0003,0.8228,0.0058,0.9501,0.0014 -PyG,AmazonPhoto,link_pred,True,,,2,8,2,skipsum,mean,99,0.4343,0.0047,300429.0,0.0449,0.0126,0.838,0.0042,0.7601,0.0051,0.9875,0.0003,0.8591,0.0031,0.9642,0.0028 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipconcat,add,79,0.5901,0.0226,225991.0,0.0354,0.008,0.784,0.0092,0.7029,0.0093,0.9842,0.0007,0.8201,0.0062,0.9366,0.0038 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipconcat,max,99,0.4517,0.0019,225991.0,0.0327,0.004,0.7948,0.003,0.7117,0.0031,0.9914,0.0007,0.8285,0.0019,0.9616,0.0008 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipconcat,mean,99,0.4352,0.0031,225991.0,0.0425,0.0205,0.8302,0.003,0.7507,0.0029,0.9887,0.0014,0.8534,0.0024,0.9638,0.0021 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipsum,add,79,0.6485,0.1243,295169.0,0.0336,0.0063,0.7749,0.0057,0.6945,0.0066,0.9819,0.0049,0.8135,0.0034,0.924,0.0097 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipsum,max,99,0.4627,0.0023,295169.0,0.0465,0.0026,0.792,0.0043,0.7086,0.0042,0.9919,0.0003,0.8266,0.003,0.9547,0.0009 -PyG,AmazonPhoto,link_pred,True,,,2,8,3,skipsum,mean,99,0.4307,0.003,295169.0,0.0329,0.0012,0.8396,0.004,0.7617,0.005,0.9884,0.0016,0.8604,0.0029,0.966,0.0026 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipconcat,add,99,0.5734,0.0052,558236.0,0.087,0.0057,0.6926,0.0064,0.642,0.0028,0.8705,0.0175,0.7389,0.0078,0.8427,0.0129 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipconcat,max,79,0.6565,0.014,558236.0,0.0776,0.0013,0.6846,0.0081,0.6382,0.0061,0.8529,0.0191,0.73,0.0086,0.817,0.0085 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipconcat,mean,79,0.6157,0.0401,558236.0,0.0977,0.0248,0.6925,0.0021,0.6401,0.0015,0.8796,0.0081,0.7409,0.0028,0.8407,0.0012 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipsum,add,79,0.5812,0.029,1021201.0,0.0841,0.0036,0.7025,0.0039,0.6487,0.0034,0.8836,0.0062,0.7482,0.0032,0.8506,0.0073 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipsum,max,99,0.6033,0.0103,1021201.0,0.0996,0.0357,0.6955,0.0121,0.6451,0.0103,0.8694,0.0065,0.7406,0.009,0.8187,0.0102 -PyG,CiteSeer,link_pred,True,,,1,2,2,skipsum,mean,99,0.5454,0.0128,1021201.0,0.1039,0.0027,0.7038,0.0062,0.6496,0.006,0.8851,0.0066,0.7493,0.0042,0.855,0.0039 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipconcat,add,99,0.5345,0.0033,507089.0,0.0764,0.0073,0.71,0.0102,0.6561,0.0079,0.8829,0.0101,0.7528,0.0085,0.8528,0.0074 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipconcat,max,99,0.5728,0.0111,507089.0,0.0851,0.0121,0.6924,0.0036,0.647,0.004,0.8474,0.0027,0.7337,0.0018,0.8162,0.0087 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipconcat,mean,79,0.5542,0.0087,507089.0,0.0833,0.0095,0.702,0.0017,0.6498,0.0023,0.8763,0.0049,0.7462,0.0011,0.8411,0.0018 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipsum,add,99,0.5339,0.0095,937092.0,0.1057,0.033,0.713,0.0018,0.6576,0.0021,0.8891,0.0064,0.756,0.0019,0.8533,0.0061 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipsum,max,79,0.5822,0.018,937092.0,0.0877,0.0182,0.6902,0.0081,0.6437,0.0024,0.8515,0.0268,0.733,0.0113,0.813,0.0125 -PyG,CiteSeer,link_pred,True,,,1,2,3,skipsum,mean,79,0.5421,0.0148,937092.0,0.0909,0.0145,0.711,0.0095,0.6574,0.0073,0.8814,0.0088,0.7531,0.008,0.8486,0.008 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipconcat,add,79,0.5891,0.0173,418065.0,0.1198,0.0179,0.69,0.0099,0.6434,0.0074,0.8525,0.0115,0.7333,0.0088,0.8276,0.0112 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipconcat,max,79,0.675,0.0548,418065.0,0.0838,0.005,0.6815,0.015,0.6363,0.0101,0.8467,0.0213,0.7266,0.0143,0.8085,0.0232 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipconcat,mean,99,0.6179,0.0143,418065.0,0.1041,0.0089,0.6898,0.0038,0.6433,0.0017,0.8522,0.0096,0.7331,0.0046,0.8238,0.0017 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipsum,add,99,0.5581,0.0133,869163.0,0.1119,0.0397,0.704,0.0025,0.6524,0.0048,0.8738,0.0103,0.747,0.0007,0.8355,0.0049 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipsum,max,99,0.6205,0.025,869163.0,0.0991,0.0075,0.6846,0.0119,0.6405,0.0084,0.8416,0.0153,0.7274,0.011,0.7928,0.0176 -PyG,CiteSeer,link_pred,True,,,1,4,2,skipsum,mean,79,0.5591,0.0089,869163.0,0.0999,0.0145,0.6966,0.0158,0.6503,0.0114,0.8504,0.0192,0.737,0.0144,0.8302,0.0094 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipconcat,add,99,0.5459,0.0073,387248.0,0.1027,0.032,0.7033,0.0016,0.6529,0.0034,0.8683,0.01,0.7453,0.0019,0.8357,0.0051 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipconcat,max,79,0.6038,0.0241,387248.0,0.0914,0.0126,0.6788,0.0085,0.6358,0.0056,0.8368,0.0156,0.7225,0.0087,0.8015,0.0116 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipconcat,mean,99,0.5487,0.0111,387248.0,0.082,0.0105,0.7053,0.0054,0.6546,0.0048,0.8694,0.0036,0.7468,0.004,0.8411,0.0067 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipsum,add,99,0.5494,0.0075,822193.0,0.0882,0.0153,0.6984,0.0108,0.6497,0.0101,0.8617,0.0041,0.7408,0.0074,0.8304,0.0043 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipsum,max,99,0.6002,0.0024,822193.0,0.0771,0.0077,0.6839,0.0053,0.6446,0.0049,0.8196,0.0051,0.7216,0.0041,0.7893,0.0015 -PyG,CiteSeer,link_pred,True,,,1,4,3,skipsum,mean,79,0.5507,0.0008,822193.0,0.0864,0.0069,0.6913,0.0027,0.6487,0.0038,0.8346,0.0065,0.73,0.0016,0.826,0.0038 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipconcat,add,99,0.589,0.0087,353298.0,0.0639,0.0209,0.6877,0.0103,0.6438,0.0067,0.8401,0.0213,0.7289,0.0111,0.8131,0.0128 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipconcat,max,79,0.6828,0.0097,353298.0,0.0753,0.0088,0.6762,0.0014,0.6333,0.0006,0.8372,0.0074,0.721,0.0026,0.7994,0.0091 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipconcat,mean,79,0.5912,0.0175,353298.0,0.0874,0.0072,0.7015,0.0038,0.651,0.0039,0.869,0.0032,0.7444,0.0024,0.8329,0.0037 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipsum,add,99,0.5577,0.0098,781233.0,0.0778,0.0037,0.6986,0.0068,0.6487,0.0043,0.8664,0.0137,0.7419,0.0071,0.8334,0.0072 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipsum,max,99,0.6101,0.0143,781233.0,0.1025,0.0315,0.689,0.0069,0.6477,0.006,0.8292,0.0041,0.7272,0.0053,0.7903,0.0069 -PyG,CiteSeer,link_pred,True,,,1,6,2,skipsum,mean,99,0.57,0.0055,781233.0,0.0834,0.012,0.693,0.0023,0.6532,0.0034,0.8233,0.01,0.7284,0.0028,0.8163,0.0046 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipconcat,add,99,0.5572,0.0028,337121.0,0.0804,0.0076,0.6927,0.0061,0.6465,0.0034,0.85,0.0117,0.7344,0.0065,0.8205,0.0051 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipconcat,max,99,0.5924,0.0332,337121.0,0.0793,0.0348,0.6882,0.0081,0.6445,0.0073,0.8397,0.0127,0.7292,0.007,0.807,0.0136 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipconcat,mean,79,0.5676,0.0067,337121.0,0.0868,0.0013,0.6971,0.0088,0.6492,0.0079,0.858,0.0034,0.7391,0.0064,0.8261,0.0057 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipsum,add,79,0.556,0.0093,747993.0,0.104,0.0213,0.6939,0.0047,0.6454,0.0029,0.861,0.0076,0.7377,0.0047,0.8262,0.0045 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipsum,max,99,0.5939,0.0128,747993.0,0.0854,0.001,0.6757,0.0015,0.6412,0.0013,0.798,0.0078,0.7111,0.0028,0.783,0.0084 -PyG,CiteSeer,link_pred,True,,,1,6,3,skipsum,mean,79,0.5567,0.0087,747993.0,0.0976,0.0115,0.6843,0.0057,0.6464,0.003,0.8141,0.022,0.7205,0.0087,0.8128,0.0118 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipconcat,add,79,0.5938,0.0205,322689.0,0.0864,0.0107,0.6853,0.0187,0.6412,0.0108,0.8401,0.036,0.7272,0.0205,0.8126,0.0187 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipconcat,max,79,0.6784,0.0146,322689.0,0.0984,0.0215,0.6809,0.0032,0.6372,0.0021,0.8405,0.009,0.7248,0.0038,0.8001,0.0053 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipconcat,mean,79,0.6081,0.0287,322689.0,0.1226,0.0252,0.6929,0.01,0.6466,0.0093,0.8514,0.0029,0.735,0.0069,0.8199,0.0099 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipsum,add,99,0.572,0.0116,717361.0,0.0921,0.0172,0.6926,0.0086,0.646,0.0068,0.8522,0.0072,0.7349,0.007,0.8147,0.0087 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipsum,max,99,0.5999,0.0044,717361.0,0.0596,0.0034,0.6828,0.0078,0.646,0.0052,0.8086,0.0127,0.7182,0.0081,0.7916,0.0083 -PyG,CiteSeer,link_pred,True,,,1,8,2,skipsum,mean,79,0.5638,0.0065,717361.0,0.0859,0.0112,0.6867,0.0023,0.6478,0.0032,0.8185,0.0055,0.7232,0.0014,0.8152,0.0039 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipconcat,add,79,0.563,0.0056,305074.0,0.1213,0.0579,0.7041,0.009,0.656,0.0073,0.8584,0.0183,0.7436,0.0088,0.8249,0.0092 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipconcat,max,99,0.5885,0.015,305074.0,0.0876,0.0098,0.6923,0.0076,0.6467,0.0071,0.8481,0.0027,0.7338,0.0053,0.8155,0.0063 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipconcat,mean,99,0.5562,0.0125,305074.0,0.0847,0.004,0.6981,0.0156,0.6521,0.0099,0.8485,0.0249,0.7374,0.0156,0.8263,0.0157 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipsum,add,99,0.5543,0.0017,696801.0,0.0763,0.0021,0.7035,0.0023,0.6549,0.0016,0.8606,0.013,0.7438,0.0042,0.826,0.0063 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipsum,max,99,0.6009,0.0052,696801.0,0.0391,0.0033,0.6754,0.0036,0.639,0.0061,0.8068,0.0133,0.7131,0.002,0.7843,0.0045 -PyG,CiteSeer,link_pred,True,,,1,8,3,skipsum,mean,59,0.5608,0.0065,696801.0,0.0865,0.0106,0.6888,0.002,0.6482,0.0022,0.8258,0.0137,0.7263,0.0043,0.8127,0.0092 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipconcat,add,79,0.5826,0.0182,551951.0,0.0527,0.0292,0.6946,0.003,0.6462,0.0022,0.8602,0.0034,0.7379,0.0026,0.8306,0.0029 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipconcat,max,79,0.6535,0.0129,551951.0,0.0857,0.0076,0.6774,0.0062,0.6345,0.0039,0.8372,0.0105,0.7219,0.0063,0.8044,0.0052 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipconcat,mean,99,0.5898,0.0369,551951.0,0.0838,0.0095,0.6995,0.0087,0.6494,0.0061,0.8672,0.0117,0.7426,0.008,0.8327,0.0101 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipsum,add,79,0.5426,0.0051,937092.0,0.0876,0.0178,0.7088,0.0013,0.6556,0.0023,0.8796,0.0085,0.7512,0.002,0.8527,0.006 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipsum,max,99,0.5985,0.0186,937092.0,0.1062,0.028,0.687,0.0116,0.6402,0.0098,0.854,0.01,0.7318,0.0091,0.8091,0.0161 -PyG,CiteSeer,link_pred,True,,,2,2,2,skipsum,mean,99,0.542,0.0164,937092.0,0.0865,0.0096,0.7089,0.0033,0.6552,0.0027,0.8818,0.0036,0.7518,0.0027,0.8493,0.0088 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipconcat,add,79,0.5446,0.0055,496481.0,0.0817,0.0057,0.707,0.0037,0.6536,0.0042,0.8811,0.0051,0.7505,0.0022,0.8441,0.0023 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipconcat,max,99,0.5765,0.0073,496481.0,0.1079,0.0159,0.6901,0.0071,0.6433,0.0044,0.8533,0.0135,0.7336,0.0074,0.8161,0.0084 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipconcat,mean,99,0.5495,0.0102,496481.0,0.0839,0.0029,0.7086,0.0047,0.6566,0.0021,0.8745,0.0107,0.75,0.0053,0.8392,0.0079 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipsum,add,99,0.5331,0.0149,869163.0,0.0845,0.0101,0.7081,0.0098,0.6549,0.0079,0.88,0.009,0.7509,0.0079,0.8531,0.0113 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipsum,max,99,0.5764,0.0081,869163.0,0.0879,0.0033,0.6962,0.0056,0.6495,0.0044,0.8525,0.0086,0.7373,0.0051,0.8118,0.0079 -PyG,CiteSeer,link_pred,True,,,2,2,3,skipsum,mean,99,0.5281,0.0177,869163.0,0.0965,0.0051,0.7191,0.011,0.6663,0.0073,0.8778,0.0166,0.7575,0.0106,0.8553,0.0173 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipconcat,add,99,0.5859,0.0151,410800.0,0.0423,0.003,0.6794,0.0113,0.6373,0.0077,0.8324,0.0176,0.7219,0.0112,0.8178,0.0171 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipconcat,max,79,0.6611,0.0394,410800.0,0.0951,0.0129,0.6717,0.0148,0.6308,0.0101,0.8273,0.021,0.7158,0.0143,0.7921,0.0171 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipconcat,mean,79,0.6153,0.0082,410800.0,0.0959,0.0116,0.6779,0.0109,0.6372,0.0068,0.8258,0.022,0.7193,0.012,0.8046,0.0102 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipsum,add,79,0.5651,0.0074,822193.0,0.086,0.0068,0.6917,0.0052,0.6446,0.0044,0.8547,0.0036,0.735,0.004,0.8285,0.0044 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipsum,max,99,0.6128,0.0137,822193.0,0.0849,0.0043,0.6882,0.0082,0.6466,0.0059,0.8302,0.0171,0.7269,0.0086,0.7935,0.0126 -PyG,CiteSeer,link_pred,True,,,2,4,2,skipsum,mean,99,0.5644,0.018,822193.0,0.0864,0.0029,0.7005,0.0094,0.6549,0.0071,0.8478,0.0115,0.7389,0.0085,0.8264,0.0136 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipconcat,add,79,0.5585,0.0138,377665.0,0.0802,0.0047,0.7021,0.0052,0.6554,0.0019,0.8522,0.0176,0.7409,0.0071,0.8275,0.0124 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipconcat,max,79,0.6059,0.0082,377665.0,0.0816,0.004,0.6799,0.0067,0.6374,0.0041,0.8343,0.0197,0.7225,0.0084,0.7986,0.005 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipconcat,mean,99,0.5694,0.0161,377665.0,0.0835,0.0069,0.6938,0.0061,0.6473,0.0022,0.8515,0.017,0.7354,0.0077,0.8224,0.0121 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipsum,add,99,0.554,0.0056,781233.0,0.0381,0.0062,0.7031,0.0037,0.6535,0.0042,0.8646,0.0064,0.7444,0.0025,0.8308,0.0022 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipsum,max,99,0.5955,0.0107,781233.0,0.0978,0.0153,0.6831,0.0102,0.6424,0.0077,0.8262,0.0152,0.7227,0.0097,0.7898,0.0137 -PyG,CiteSeer,link_pred,True,,,2,4,3,skipsum,mean,99,0.5602,0.0128,781233.0,0.1003,0.0196,0.6917,0.0103,0.651,0.0086,0.8266,0.0089,0.7284,0.0086,0.8181,0.0116 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipconcat,add,99,0.6013,0.0237,355061.0,0.1035,0.0206,0.678,0.0109,0.6376,0.0056,0.8244,0.0247,0.7189,0.0129,0.8029,0.0187 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipconcat,max,79,0.6664,0.0012,355061.0,0.0856,0.0051,0.6721,0.0039,0.6315,0.0026,0.8266,0.0062,0.716,0.0039,0.7974,0.0025 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipconcat,mean,99,0.614,0.0152,355061.0,0.0901,0.0097,0.6855,0.0084,0.643,0.007,0.8342,0.008,0.7263,0.007,0.8071,0.0073 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipsum,add,79,0.5682,0.0104,747993.0,0.0982,0.0233,0.6956,0.0073,0.6484,0.003,0.8544,0.0224,0.7372,0.0096,0.8205,0.0136 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipsum,max,99,0.6159,0.0151,747993.0,0.0985,0.0129,0.6798,0.0012,0.6428,0.0023,0.8097,0.0089,0.7166,0.0024,0.7808,0.0073 -PyG,CiteSeer,link_pred,True,,,2,6,2,skipsum,mean,99,0.5757,0.0077,747993.0,0.1102,0.0191,0.6864,0.0079,0.6459,0.0046,0.8251,0.0161,0.7246,0.0089,0.8098,0.0094 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipconcat,add,79,0.5707,0.0051,338416.0,0.1603,0.1,0.6947,0.0033,0.6501,0.0037,0.8434,0.0019,0.7343,0.0017,0.8157,0.0052 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipconcat,max,79,0.6341,0.0197,338416.0,0.0913,0.0074,0.6711,0.0108,0.6339,0.0068,0.8093,0.0185,0.7109,0.0114,0.7861,0.0126 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipconcat,mean,79,0.5937,0.0069,338416.0,0.1058,0.006,0.692,0.005,0.6497,0.0013,0.8331,0.0161,0.73,0.007,0.8056,0.0071 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipsum,add,79,0.5566,0.002,717361.0,0.0941,0.0235,0.7023,0.0035,0.6541,0.0039,0.8588,0.0019,0.7426,0.0018,0.8226,0.0026 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipsum,max,99,0.6158,0.0163,717361.0,0.0877,0.005,0.6698,0.0084,0.6341,0.0049,0.8024,0.0195,0.7083,0.01,0.7722,0.0073 -PyG,CiteSeer,link_pred,True,,,2,6,3,skipsum,mean,79,0.556,0.0119,717361.0,0.1289,0.0484,0.6898,0.0139,0.6494,0.0101,0.8247,0.0178,0.7266,0.0131,0.8154,0.0117 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipconcat,add,79,0.6193,0.0263,323777.0,0.0824,0.0038,0.6809,0.0109,0.6398,0.0078,0.8273,0.0139,0.7216,0.0103,0.7994,0.0108 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipconcat,max,79,0.6791,0.0304,323777.0,0.0923,0.0127,0.6766,0.0106,0.6368,0.0085,0.8225,0.0108,0.7178,0.009,0.7896,0.0106 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipconcat,mean,79,0.6276,0.01,323777.0,0.0907,0.0114,0.6864,0.0061,0.6438,0.0041,0.8346,0.0088,0.7269,0.006,0.8035,0.0047 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipsum,add,79,0.5795,0.0178,696801.0,0.0365,0.0011,0.6886,0.0075,0.6422,0.0051,0.8518,0.0102,0.7323,0.007,0.8087,0.0075 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipsum,max,99,0.5929,0.0031,696801.0,0.0668,0.0144,0.6845,0.0047,0.6441,0.0071,0.8254,0.014,0.7234,0.003,0.7945,0.0037 -PyG,CiteSeer,link_pred,True,,,2,8,2,skipsum,mean,79,0.569,0.0066,696801.0,0.0621,0.0175,0.6799,0.0067,0.6434,0.0059,0.8075,0.0087,0.7162,0.0058,0.807,0.0067 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipconcat,add,79,0.5824,0.0069,305857.0,0.0748,0.0037,0.6831,0.0021,0.6443,0.0015,0.8178,0.0126,0.7207,0.0043,0.7954,0.0073 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipconcat,max,79,0.6113,0.0215,305857.0,0.0838,0.0084,0.6871,0.0116,0.6454,0.0076,0.8299,0.0184,0.7261,0.0117,0.7962,0.0104 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipconcat,mean,99,0.5889,0.0116,305857.0,0.1019,0.01,0.6849,0.0084,0.6466,0.0076,0.8156,0.007,0.7213,0.0068,0.8016,0.007 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipsum,add,59,0.5745,0.0085,673793.0,0.0395,0.0016,0.6783,0.0097,0.6373,0.0061,0.8273,0.016,0.7199,0.01,0.7981,0.0101 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipsum,max,99,0.603,0.0082,673793.0,0.0979,0.0032,0.6705,0.0038,0.6377,0.0021,0.7896,0.0098,0.7055,0.0049,0.7773,0.0067 -PyG,CiteSeer,link_pred,True,,,2,8,3,skipsum,mean,99,0.565,0.0022,673793.0,0.0955,0.0171,0.6812,0.0069,0.6439,0.0077,0.8116,0.0037,0.718,0.0038,0.8038,0.0006 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipconcat,add,99,0.4619,0.005,859130.0,1.1271,0.1955,0.7873,0.0023,0.7085,0.002,0.9763,0.0024,0.8211,0.0019,0.9529,0.0031 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipconcat,max,99,0.4701,0.0065,859130.0,0.9582,0.1259,0.7757,0.0054,0.6974,0.0051,0.9741,0.002,0.8128,0.0038,0.9455,0.0028 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipconcat,mean,99,0.4445,0.0039,859130.0,0.8114,0.0463,0.7947,0.0022,0.7163,0.0015,0.976,0.0025,0.8262,0.0019,0.9561,0.0025 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipsum,add,99,0.4662,0.0031,1709845.0,1.0602,0.0284,0.797,0.0023,0.7189,0.0027,0.9755,0.001,0.8277,0.0015,0.9481,0.0004 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipsum,max,99,0.4691,0.0023,1709845.0,0.9251,0.1792,0.7925,0.0027,0.7137,0.0026,0.9767,0.0009,0.8247,0.002,0.9432,0.0009 -PyG,CoauthorCS,link_pred,True,,,1,2,2,skipsum,mean,99,0.4441,0.0004,1709845.0,1.1554,0.1753,0.8177,0.0004,0.7408,0.0009,0.9773,0.0015,0.8428,0.0001,0.9547,0.0005 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipconcat,add,99,0.453,0.0034,761453.0,1.0031,0.1818,0.8056,0.0038,0.7271,0.0041,0.9785,0.0002,0.8343,0.0026,0.9526,0.0018 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipconcat,max,99,0.4548,0.0029,761453.0,0.9063,0.1294,0.8026,0.0044,0.7238,0.0048,0.9785,0.0004,0.8321,0.0031,0.95,0.0016 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipconcat,mean,99,0.4426,0.0045,761453.0,0.9308,0.0437,0.8199,0.0037,0.743,0.0037,0.978,0.0028,0.8445,0.003,0.9552,0.0039 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipsum,add,99,0.4613,0.0038,1554390.0,0.8762,0.0624,0.8087,0.0045,0.7313,0.0054,0.9762,0.0017,0.8362,0.0031,0.9476,0.0008 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipsum,max,99,0.4627,0.0017,1554390.0,1.0578,0.1492,0.806,0.0004,0.7276,0.0005,0.9783,0.0007,0.8345,0.0002,0.9447,0.0008 -PyG,CoauthorCS,link_pred,True,,,1,2,3,skipsum,mean,99,0.4454,0.0017,1554390.0,0.9204,0.0749,0.8272,0.0023,0.7517,0.0025,0.9772,0.0003,0.8497,0.0017,0.9528,0.0011 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipconcat,add,99,0.4776,0.0075,597981.0,0.9563,0.173,0.7865,0.0031,0.7081,0.0029,0.9746,0.0021,0.8203,0.0024,0.9484,0.0025 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipconcat,max,99,0.4675,0.0035,597981.0,1.1284,0.2136,0.7798,0.0053,0.7018,0.0048,0.9733,0.0022,0.8155,0.0039,0.9456,0.0017 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipconcat,mean,99,0.4465,0.0034,597981.0,0.9143,0.16,0.8026,0.0045,0.7252,0.0047,0.9747,0.0009,0.8316,0.0033,0.9542,0.0018 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipsum,add,99,0.4896,0.0051,1430625.0,1.1849,0.0619,0.7947,0.0018,0.7165,0.002,0.9753,0.0014,0.8261,0.0013,0.9386,0.0024 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipsum,max,99,0.4742,0.0018,1430625.0,0.9971,0.1207,0.7969,0.0032,0.7201,0.0035,0.9715,0.0011,0.8271,0.0022,0.9365,0.0017 -PyG,CoauthorCS,link_pred,True,,,1,4,2,skipsum,mean,99,0.4471,0.0027,1430625.0,0.9024,0.1456,0.8299,0.0024,0.7556,0.0024,0.975,0.0011,0.8514,0.002,0.9512,0.0022 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipconcat,add,99,0.4635,0.0046,539246.0,0.9362,0.1064,0.8051,0.0043,0.7273,0.0044,0.9764,0.0015,0.8336,0.0032,0.9477,0.0031 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipconcat,max,99,0.4591,0.0017,539246.0,0.9915,0.139,0.8009,0.0039,0.7222,0.0035,0.9778,0.0019,0.8308,0.003,0.9473,0.0016 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipconcat,mean,99,0.4441,0.0032,539246.0,0.8206,0.0383,0.8234,0.0022,0.7472,0.0027,0.9776,0.0006,0.847,0.0016,0.9543,0.002 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipsum,add,99,0.4722,0.0015,1343329.0,0.94,0.2017,0.8059,0.0029,0.7287,0.0035,0.975,0.001,0.834,0.0019,0.9415,0.0004 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipsum,max,99,0.4729,0.0024,1343329.0,0.8564,0.052,0.8032,0.0016,0.7267,0.0021,0.972,0.0016,0.8317,0.0011,0.9353,0.0011 -PyG,CoauthorCS,link_pred,True,,,1,4,3,skipsum,mean,99,0.4502,0.0009,1343329.0,1.0147,0.0376,0.8328,0.0016,0.7603,0.002,0.9719,0.0011,0.8532,0.0012,0.9484,0.0016 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipconcat,add,99,0.5108,0.005,480480.0,0.8849,0.007,0.7748,0.0017,0.6969,0.0009,0.9728,0.0028,0.812,0.0016,0.9423,0.0014 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipconcat,max,99,0.4667,0.0063,480480.0,1.1192,0.051,0.7811,0.0056,0.7029,0.0051,0.9738,0.004,0.8165,0.0042,0.9462,0.0043 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipconcat,mean,99,0.4448,0.0028,480480.0,1.0726,0.0534,0.8084,0.002,0.7315,0.0015,0.9748,0.0017,0.8358,0.0016,0.954,0.0022 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipsum,add,99,0.4989,0.0039,1268247.0,1.0445,0.033,0.7881,0.0018,0.7103,0.0021,0.9728,0.0009,0.8211,0.0012,0.933,0.0023 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipsum,max,99,0.4799,0.0016,1268247.0,1.1441,0.0685,0.7948,0.0006,0.7183,0.0005,0.9701,0.0008,0.8254,0.0006,0.9317,0.0009 -PyG,CoauthorCS,link_pred,True,,,1,6,2,skipsum,mean,99,0.4488,0.0019,1268247.0,1.0408,0.0949,0.8315,0.0044,0.7589,0.0053,0.9717,0.0006,0.8522,0.0034,0.9492,0.0013 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipconcat,add,99,0.4815,0.0018,445691.0,1.0243,0.0547,0.7949,0.0017,0.7171,0.0014,0.9743,0.002,0.8261,0.0014,0.943,0.0005 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipconcat,max,99,0.4609,0.0025,445691.0,1.0522,0.1056,0.7975,0.0047,0.7196,0.0045,0.9751,0.0031,0.8281,0.0035,0.9456,0.0021 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipconcat,mean,99,0.4448,0.0041,445691.0,1.0943,0.0961,0.8252,0.0023,0.7492,0.0024,0.9779,0.0007,0.8484,0.0018,0.9539,0.0024 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipsum,add,99,0.4956,0.0059,1207089.0,0.9166,0.0473,0.7916,0.0049,0.7145,0.005,0.9712,0.0024,0.8233,0.0035,0.9325,0.0027 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipsum,max,99,0.4762,0.0022,1207089.0,0.9223,0.0914,0.7961,0.0034,0.7197,0.0037,0.9702,0.0005,0.8264,0.0024,0.9321,0.002 -PyG,CoauthorCS,link_pred,True,,,1,6,3,skipsum,mean,99,0.4512,0.0008,1207089.0,0.916,0.0917,0.8343,0.0019,0.7633,0.0024,0.9693,0.0031,0.854,0.0015,0.9473,0.0016 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipconcat,add,99,0.525,0.0029,421953.0,0.9278,0.111,0.7745,0.0032,0.697,0.0027,0.9713,0.0019,0.8116,0.0025,0.9401,0.0014 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipconcat,max,99,0.4701,0.0079,421953.0,1.0027,0.0278,0.7796,0.0076,0.7017,0.0069,0.9731,0.0028,0.8154,0.0056,0.9446,0.0036 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipconcat,mean,99,0.4469,0.0054,421953.0,1.0388,0.0494,0.8102,0.0038,0.7338,0.0038,0.9738,0.0018,0.8369,0.003,0.9526,0.0031 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipsum,add,99,0.5101,0.0043,1151641.0,0.9531,0.0942,0.7854,0.0039,0.7082,0.0038,0.9709,0.0004,0.819,0.0027,0.9263,0.0036 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipsum,max,99,0.4832,0.0006,1151641.0,0.9677,0.1499,0.7902,0.0027,0.7141,0.0029,0.9681,0.001,0.8219,0.0018,0.929,0.0005 -PyG,CoauthorCS,link_pred,True,,,1,8,2,skipsum,mean,99,0.4517,0.0016,1151641.0,1.0354,0.0491,0.8328,0.0037,0.7611,0.0043,0.97,0.0006,0.8529,0.0028,0.9467,0.0012 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipconcat,add,99,0.4926,0.0025,388828.0,0.9379,0.1107,0.7888,0.0004,0.7106,0.0001,0.9745,0.0014,0.8219,0.0005,0.9413,0.0024 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipconcat,max,99,0.4649,0.0021,388828.0,0.793,0.0917,0.7959,0.0038,0.7183,0.0034,0.9737,0.0022,0.8267,0.0029,0.9424,0.0019 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipconcat,mean,99,0.4441,0.0023,388828.0,0.786,0.0589,0.8211,0.0014,0.745,0.0009,0.9763,0.0021,0.8451,0.0012,0.9541,0.0022 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipsum,add,99,0.499,0.0037,1112469.0,1.0536,0.0227,0.7936,0.0037,0.7169,0.0035,0.9708,0.0018,0.8247,0.0029,0.9283,0.0012 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipsum,max,99,0.4851,0.0015,1112469.0,0.986,0.0453,0.7932,0.0025,0.7174,0.0026,0.9676,0.0007,0.8239,0.0017,0.9252,0.001 -PyG,CoauthorCS,link_pred,True,,,1,8,3,skipsum,mean,99,0.4526,0.0019,1112469.0,0.9987,0.0537,0.8346,0.001,0.7645,0.0014,0.9672,0.0005,0.854,0.0008,0.9457,0.0012 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipconcat,add,99,0.4597,0.0033,846641.0,0.9121,0.0498,0.7961,0.0057,0.7176,0.0053,0.9766,0.0029,0.8273,0.0043,0.9526,0.0024 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipconcat,max,99,0.4624,0.0046,846641.0,1.0958,0.0864,0.7894,0.0042,0.7112,0.0033,0.9745,0.0038,0.8223,0.0035,0.9473,0.003 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipconcat,mean,99,0.4438,0.0018,846641.0,0.9492,0.0283,0.8072,0.0017,0.7301,0.0014,0.975,0.0017,0.8349,0.0015,0.9548,0.0016 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipsum,add,99,0.4657,0.0019,1554390.0,0.9556,0.0824,0.8062,0.0032,0.7289,0.0037,0.9753,0.0007,0.8342,0.0021,0.9468,0.0 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipsum,max,99,0.4651,0.0013,1554390.0,0.9507,0.0882,0.7975,0.003,0.7194,0.0032,0.9757,0.0018,0.8281,0.0022,0.943,0.0009 -PyG,CoauthorCS,link_pred,True,,,2,2,2,skipsum,mean,99,0.4441,0.0008,1554390.0,0.9613,0.1117,0.8279,0.0025,0.7529,0.003,0.9761,0.001,0.8501,0.0019,0.9533,0.0006 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipconcat,add,99,0.4513,0.0027,744641.0,0.8486,0.1155,0.8114,0.0024,0.7343,0.0025,0.976,0.0014,0.8381,0.0018,0.952,0.0012 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipconcat,max,99,0.4566,0.0032,744641.0,1.0188,0.1772,0.8063,0.0032,0.7285,0.0038,0.9766,0.0018,0.8345,0.0021,0.948,0.0022 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipconcat,mean,99,0.4434,0.0034,744641.0,1.1265,0.0507,0.8169,0.0036,0.7397,0.0036,0.978,0.0014,0.8423,0.0028,0.955,0.0021 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipsum,add,99,0.4627,0.0021,1430625.0,0.9556,0.0285,0.8098,0.0034,0.733,0.0041,0.9747,0.0019,0.8368,0.0023,0.9461,0.0011 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipsum,max,99,0.4642,0.001,1430625.0,0.9827,0.0868,0.8036,0.0039,0.725,0.0042,0.9785,0.0016,0.8328,0.0028,0.9434,0.001 -PyG,CoauthorCS,link_pred,True,,,2,2,3,skipsum,mean,99,0.448,0.0017,1430625.0,0.9942,0.0867,0.8298,0.0031,0.7549,0.0034,0.9767,0.0009,0.8516,0.0024,0.9511,0.001 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipconcat,add,99,0.4744,0.0057,587614.0,1.0123,0.0391,0.7929,0.0028,0.7147,0.0024,0.9752,0.0018,0.8249,0.0022,0.9487,0.0025 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipconcat,max,99,0.4655,0.0065,587614.0,1.1303,0.0528,0.788,0.0057,0.7095,0.0052,0.9755,0.0022,0.8215,0.0043,0.9463,0.0028 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipconcat,mean,99,0.4463,0.0024,587614.0,0.9261,0.1404,0.8083,0.002,0.7315,0.0019,0.974,0.0008,0.8355,0.0015,0.9531,0.0015 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipsum,add,99,0.4858,0.0059,1343329.0,0.7961,0.0527,0.7962,0.0028,0.7182,0.0027,0.9748,0.0008,0.8271,0.002,0.9398,0.0017 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipsum,max,99,0.4717,0.0012,1343329.0,1.1099,0.086,0.7967,0.0037,0.7189,0.0038,0.9746,0.0009,0.8274,0.0027,0.9379,0.0012 -PyG,CoauthorCS,link_pred,True,,,2,4,2,skipsum,mean,99,0.4479,0.0002,1343329.0,1.1233,0.1388,0.8292,0.002,0.7551,0.0026,0.9745,0.0011,0.8508,0.0014,0.9505,0.0002 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipconcat,add,99,0.4659,0.0042,526561.0,1.0216,0.0844,0.8011,0.0072,0.7234,0.0072,0.9752,0.0018,0.8306,0.0053,0.9481,0.0023 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipconcat,max,99,0.4611,0.0015,526561.0,1.1451,0.0399,0.7989,0.0031,0.7203,0.0028,0.9772,0.0019,0.8293,0.0024,0.9459,0.0015 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipconcat,mean,99,0.444,0.0027,526561.0,0.9105,0.0519,0.8203,0.0012,0.7437,0.0015,0.9777,0.0018,0.8447,0.0009,0.9544,0.0023 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipsum,add,99,0.4782,0.0027,1268247.0,1.0298,0.0621,0.8048,0.0046,0.7282,0.0049,0.9725,0.0024,0.8328,0.0034,0.9382,0.0032 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipsum,max,99,0.4707,0.0021,1268247.0,1.0968,0.2013,0.8048,0.0011,0.7285,0.0009,0.9717,0.0012,0.8327,0.001,0.9358,0.0015 -PyG,CoauthorCS,link_pred,True,,,2,4,3,skipsum,mean,99,0.4497,0.0,1268247.0,0.9001,0.0305,0.8311,0.0025,0.7578,0.003,0.9733,0.0012,0.8521,0.0019,0.949,0.0005 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipconcat,add,99,0.5011,0.0082,482243.0,0.9713,0.0563,0.7829,0.0045,0.7055,0.0048,0.9715,0.0008,0.8174,0.0029,0.9435,0.0016 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipconcat,max,99,0.4673,0.0032,482243.0,0.9949,0.0446,0.7847,0.0033,0.7066,0.0036,0.9738,0.0007,0.8189,0.0022,0.9455,0.0011 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipconcat,mean,99,0.4449,0.0034,482243.0,1.0152,0.0497,0.8127,0.0043,0.7365,0.0045,0.9737,0.0016,0.8387,0.0033,0.9531,0.0019 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipsum,add,99,0.5067,0.005,1207089.0,1.0709,0.1065,0.7913,0.0022,0.7138,0.0029,0.9724,0.0022,0.8233,0.0013,0.9314,0.0008 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipsum,max,99,0.4807,0.0019,1207089.0,1.1412,0.2032,0.7893,0.0012,0.7119,0.0014,0.9718,0.001,0.8218,0.0008,0.9321,0.0015 -PyG,CoauthorCS,link_pred,True,,,2,6,2,skipsum,mean,99,0.4491,0.0019,1207089.0,1.0301,0.0895,0.8322,0.0032,0.7601,0.0033,0.9709,0.0025,0.8526,0.0026,0.9487,0.0016 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipconcat,add,99,0.4818,0.0075,446986.0,0.931,0.1765,0.7929,0.0038,0.7153,0.0036,0.9732,0.0019,0.8245,0.0028,0.9416,0.0041 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipconcat,max,99,0.4604,0.0011,446986.0,1.0643,0.114,0.8007,0.0071,0.7225,0.0071,0.9764,0.0014,0.8305,0.0052,0.9457,0.0005 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipconcat,mean,99,0.4441,0.0027,446986.0,1.1011,0.0915,0.8245,0.0022,0.749,0.0025,0.9761,0.0017,0.8476,0.0017,0.9541,0.0022 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipsum,add,99,0.4871,0.0016,1151641.0,1.0533,0.1547,0.7976,0.0021,0.7205,0.0028,0.9724,0.0025,0.8277,0.0013,0.9339,0.0019 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipsum,max,99,0.478,0.0006,1151641.0,0.896,0.1934,0.7979,0.0016,0.7218,0.0021,0.9695,0.0011,0.8275,0.001,0.9306,0.0014 -PyG,CoauthorCS,link_pred,True,,,2,6,3,skipsum,mean,99,0.4497,0.0005,1151641.0,0.9731,0.1051,0.8339,0.0031,0.7618,0.0039,0.9716,0.0004,0.854,0.0023,0.9484,0.0003 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipconcat,add,99,0.5303,0.0145,423041.0,1.0601,0.1824,0.7736,0.0059,0.6962,0.0062,0.9711,0.0013,0.811,0.0038,0.9367,0.0008 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipconcat,max,99,0.4676,0.0042,423041.0,1.1668,0.092,0.7875,0.006,0.7095,0.0053,0.9739,0.0033,0.8209,0.0047,0.9441,0.0028 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipconcat,mean,99,0.4456,0.0012,423041.0,1.1626,0.1234,0.8086,0.0002,0.7324,0.0008,0.9727,0.0023,0.8356,0.0004,0.9526,0.0013 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipsum,add,99,0.5068,0.0022,1112469.0,1.0,0.1127,0.79,0.001,0.7128,0.0012,0.9716,0.0009,0.8223,0.0006,0.9297,0.0008 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipsum,max,99,0.4814,0.0023,1112469.0,1.0008,0.1015,0.7927,0.0059,0.7163,0.0067,0.9697,0.002,0.8239,0.0039,0.9308,0.0016 -PyG,CoauthorCS,link_pred,True,,,2,8,2,skipsum,mean,99,0.4496,0.0025,1112469.0,0.9959,0.0965,0.8318,0.0036,0.7598,0.0047,0.9704,0.0018,0.8523,0.0026,0.9486,0.0014 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipconcat,add,99,0.5031,0.0062,389611.0,0.9798,0.0616,0.7927,0.0009,0.7154,0.0012,0.9721,0.001,0.8243,0.0005,0.9378,0.0022 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipconcat,max,99,0.4662,0.0048,389611.0,0.9336,0.1452,0.7996,0.005,0.7218,0.0047,0.9752,0.0021,0.8296,0.0038,0.9428,0.004 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipconcat,mean,99,0.4466,0.0036,389611.0,0.8649,0.1831,0.8252,0.0027,0.7505,0.0032,0.9745,0.0005,0.8479,0.002,0.9513,0.0025 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipsum,add,99,0.5018,0.0099,1070849.0,1.1607,0.0915,0.7906,0.0042,0.7142,0.0047,0.9688,0.001,0.8223,0.0028,0.9278,0.0019 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipsum,max,99,0.4883,0.0021,1070849.0,1.1615,0.1031,0.7878,0.0023,0.7128,0.0024,0.9639,0.0003,0.8195,0.0017,0.921,0.0014 -PyG,CoauthorCS,link_pred,True,,,2,8,3,skipsum,mean,99,0.4548,0.0028,1070849.0,1.0829,0.065,0.8323,0.0029,0.7616,0.0032,0.9674,0.0007,0.8523,0.0022,0.9444,0.0017 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipconcat,add,99,0.4696,0.0084,1015300.0,2.5269,0.0491,0.7789,0.0022,0.6993,0.0019,0.9784,0.001,0.8157,0.0017,0.9546,0.0016 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipconcat,max,99,0.4718,0.011,1015300.0,2.5154,0.5289,0.7719,0.0047,0.6925,0.004,0.9783,0.0027,0.8109,0.0036,0.9508,0.0031 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipconcat,mean,99,0.4567,0.0148,1015300.0,2.1574,0.0469,0.788,0.0063,0.7096,0.0054,0.9751,0.0039,0.8214,0.005,0.953,0.0065 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipsum,add,99,0.4591,0.0011,2067265.0,2.3366,0.2268,0.7884,0.0007,0.7085,0.0005,0.9799,0.001,0.8224,0.0006,0.9548,0.0015 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipsum,max,99,0.456,0.0045,2067265.0,2.5222,0.2122,0.7914,0.0026,0.7108,0.0026,0.9826,0.0022,0.8249,0.0019,0.9547,0.0035 -PyG,CoauthorPhysics,link_pred,True,,,1,2,2,skipsum,mean,99,0.4442,0.0012,2067265.0,2.2271,0.0892,0.8024,0.0017,0.7239,0.0017,0.9777,0.0002,0.8319,0.0012,0.9564,0.0005 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipconcat,add,99,0.4491,0.0027,893473.0,2.1768,0.4234,0.7968,0.0047,0.7169,0.0048,0.981,0.0007,0.8284,0.0034,0.9572,0.0018 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipconcat,max,99,0.4529,0.0061,893473.0,2.3578,0.4953,0.7944,0.0038,0.7131,0.0034,0.9849,0.0019,0.8273,0.0029,0.9554,0.0044 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipconcat,mean,99,0.4442,0.0019,893473.0,1.9463,0.2835,0.8056,0.0033,0.7264,0.0029,0.9807,0.0021,0.8346,0.0026,0.9569,0.0011 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipsum,add,99,0.4519,0.0035,1874780.0,2.0702,0.1782,0.8023,0.0038,0.7228,0.0038,0.9805,0.0016,0.8322,0.0028,0.955,0.0027 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipsum,max,99,0.4584,0.0034,1874780.0,2.6978,0.7434,0.8001,0.0025,0.7189,0.0029,0.9854,0.0009,0.8313,0.0016,0.9515,0.002 -PyG,CoauthorPhysics,link_pred,True,,,1,2,3,skipsum,mean,99,0.4426,0.0019,1874780.0,2.1842,0.0612,0.8112,0.0003,0.7329,0.0002,0.9792,0.0007,0.8384,0.0003,0.9569,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipconcat,add,99,0.4847,0.0138,691361.0,1.6968,0.1178,0.779,0.0031,0.6993,0.0025,0.979,0.0027,0.8159,0.0025,0.9532,0.0033 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipconcat,max,99,0.4636,0.007,691361.0,2.3403,0.1059,0.7745,0.005,0.6945,0.0042,0.9799,0.0026,0.8129,0.0038,0.9534,0.0023 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipconcat,mean,99,0.4473,0.0028,691361.0,2.2511,0.0819,0.794,0.0021,0.715,0.0024,0.9778,0.0009,0.826,0.0014,0.9562,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipsum,add,99,0.4765,0.0031,1722035.0,1.8077,0.0966,0.7894,0.0013,0.7107,0.0009,0.9759,0.0016,0.8225,0.0011,0.945,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipsum,max,99,0.4669,0.0022,1722035.0,2.2621,0.1206,0.7897,0.0007,0.7095,0.0011,0.9811,0.0011,0.8235,0.0004,0.9465,0.0023 -PyG,CoauthorPhysics,link_pred,True,,,1,4,2,skipsum,mean,99,0.4411,0.0035,1722035.0,1.7338,0.1683,0.8142,0.0019,0.7372,0.0016,0.9766,0.0022,0.8401,0.0016,0.9568,0.0026 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipconcat,add,99,0.4634,0.0029,618136.0,1.7725,0.1042,0.7918,0.0037,0.7123,0.0041,0.9792,0.0016,0.8247,0.0025,0.9526,0.0023 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipconcat,max,99,0.4546,0.0026,618136.0,2.3025,0.1285,0.7934,0.004,0.7125,0.0038,0.9835,0.0015,0.8264,0.003,0.954,0.002 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipsum,add,99,0.4684,0.0038,1613809.0,1.8946,0.1155,0.7953,0.0036,0.7169,0.0036,0.976,0.001,0.8266,0.0027,0.946,0.0024 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipsum,max,99,0.4652,0.0019,1613809.0,2.2598,0.4255,0.7995,0.0015,0.7192,0.001,0.9828,0.0018,0.8306,0.0013,0.9455,0.0015 -PyG,CoauthorPhysics,link_pred,True,,,1,4,3,skipsum,mean,99,0.4452,0.0027,1613809.0,2.246,0.0479,0.8232,0.002,0.7465,0.0025,0.9786,0.0013,0.8469,0.0015,0.9549,0.002 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipconcat,add,99,0.5038,0.0082,546490.0,2.1704,0.347,0.7748,0.004,0.6957,0.0041,0.9771,0.0005,0.8127,0.0028,0.9482,0.0019 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipconcat,max,99,0.4618,0.0074,546490.0,2.3414,0.2506,0.7762,0.004,0.696,0.0035,0.9809,0.0021,0.8143,0.003,0.9545,0.0031 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipconcat,mean,99,0.4444,0.0,546490.0,2.3312,0.0978,0.8008,0.0025,0.7225,0.0026,0.9767,0.0009,0.8306,0.0018,0.956,0.0003 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipsum,add,99,0.4898,0.0048,1521017.0,2.1473,0.2808,0.7852,0.0011,0.7068,0.0014,0.9746,0.003,0.8194,0.0009,0.9388,0.0026 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipsum,max,99,0.4712,0.0017,1521017.0,2.3691,0.6541,0.7899,0.0031,0.7101,0.0034,0.9799,0.0007,0.8235,0.002,0.9425,0.0011 -PyG,CoauthorPhysics,link_pred,True,,,1,6,2,skipsum,mean,99,0.4446,0.0014,1521017.0,1.8106,0.1143,0.8173,0.0034,0.7413,0.0038,0.9748,0.0009,0.8422,0.0025,0.954,0.0011 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipconcat,add,99,0.4714,0.0031,502041.0,2.3226,0.2937,0.7899,0.0028,0.7108,0.0031,0.9776,0.0007,0.8231,0.0019,0.9476,0.0025 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipconcat,max,99,0.4552,0.0019,502041.0,2.2717,0.1249,0.7979,0.0065,0.7174,0.0064,0.9832,0.0011,0.8295,0.0046,0.9533,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipconcat,mean,99,0.4427,0.0017,502041.0,2.2245,0.2179,0.8116,0.0031,0.7334,0.0035,0.9792,0.002,0.8387,0.0023,0.9571,0.0017 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipsum,add,99,0.4811,0.0053,1445369.0,2.2949,0.1844,0.7881,0.0018,0.7101,0.0018,0.9738,0.0021,0.8213,0.0014,0.9392,0.0034 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipsum,max,99,0.4722,0.0002,1445369.0,1.9524,0.1142,0.7986,0.0011,0.7186,0.001,0.9813,0.0008,0.8297,0.0009,0.94,0.0007 -PyG,CoauthorPhysics,link_pred,True,,,1,6,3,skipsum,mean,99,0.4466,0.0014,1445369.0,2.1728,0.0593,0.8202,0.0039,0.7439,0.0043,0.9767,0.0005,0.8446,0.0029,0.9535,0.001 -PyG,CoauthorPhysics,link_pred,True,,,1,8,2,skipconcat,mean,99,0.4462,0.0058,473473.0,1.8633,0.054,0.7997,0.0029,0.7209,0.0028,0.9779,0.0009,0.83,0.0022,0.956,0.003 -PyG,CoauthorPhysics,link_pred,True,,,1,8,2,skipsum,add,99,0.5123,0.0042,1377041.0,1.9244,0.1967,0.7764,0.0018,0.698,0.0016,0.9741,0.0019,0.8133,0.0014,0.9343,0.0031 -PyG,CoauthorPhysics,link_pred,True,,,1,8,2,skipsum,max,99,0.4742,0.0041,1377041.0,1.9671,0.1613,0.7891,0.0035,0.709,0.0032,0.9808,0.0016,0.823,0.0026,0.9406,0.0031 -PyG,CoauthorPhysics,link_pred,True,,,1,8,2,skipsum,mean,99,0.4452,0.0026,1377041.0,2.0048,0.4702,0.8227,0.0043,0.7471,0.0051,0.9757,0.0008,0.8462,0.003,0.9536,0.0022 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipconcat,add,99,0.5,0.0043,432298.0,1.8401,0.1037,0.7814,0.004,0.7032,0.0046,0.9742,0.0022,0.8167,0.0024,0.9412,0.0022 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipconcat,max,99,0.4552,0.0037,432298.0,2.1348,0.2013,0.7996,0.0055,0.719,0.0052,0.9839,0.0017,0.8308,0.0041,0.9533,0.0028 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipconcat,mean,99,0.4428,0.003,432298.0,2.145,0.1532,0.8115,0.002,0.7335,0.0024,0.9785,0.0009,0.8385,0.0014,0.9564,0.002 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipsum,add,99,0.4945,0.0031,1328209.0,1.9039,0.1071,0.7872,0.0013,0.7099,0.0016,0.9715,0.0009,0.8203,0.0008,0.9343,0.001 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipsum,max,99,0.4772,0.0036,1328209.0,2.5173,0.2887,0.7954,0.0023,0.7158,0.0021,0.9799,0.0013,0.8273,0.0018,0.9357,0.0024 -PyG,CoauthorPhysics,link_pred,True,,,1,8,3,skipsum,mean,99,0.4479,0.0025,1328209.0,2.264,0.2274,0.8188,0.0019,0.7432,0.0025,0.9741,0.0016,0.8431,0.0012,0.9516,0.002 -PyG,CoauthorPhysics,link_pred,True,,,2,2,2,skipconcat,add,99,0.4562,0.0025,999591.0,2.3608,0.235,0.7905,0.0009,0.7104,0.0013,0.9807,0.0019,0.824,0.0005,0.9572,0.0022 -PyG,CoauthorPhysics,link_pred,True,,,2,2,2,skipconcat,max,99,0.456,0.0042,999591.0,2.3693,0.2424,0.7836,0.0041,0.7031,0.0035,0.9821,0.0022,0.8194,0.0031,0.9555,0.002 -PyG,CoauthorPhysics,link_pred,True,,,2,2,2,skipconcat,mean,99,0.4489,0.0041,999591.0,1.7993,0.0825,0.7948,0.005,0.7164,0.005,0.9761,0.0009,0.8263,0.0036,0.9542,0.0016 -PyG,CoauthorPhysics,link_pred,True,,,2,2,2,skipsum,max,99,0.4578,0.0013,1874780.0,2.3368,0.083,0.7954,0.0023,0.7151,0.0027,0.9821,0.0018,0.8276,0.0016,0.9515,0.0007 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipconcat,add,99,0.4506,0.0035,873441.0,2.2063,0.2979,0.8012,0.0057,0.7222,0.0057,0.9791,0.003,0.8312,0.0042,0.956,0.003 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipconcat,max,99,0.4499,0.0031,873441.0,2.3035,0.3542,0.8023,0.0039,0.7216,0.0042,0.9845,0.0003,0.8328,0.0027,0.9563,0.0018 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipconcat,mean,99,0.4424,0.0012,873441.0,1.6927,0.1319,0.8068,0.0009,0.7274,0.0006,0.9814,0.001,0.8355,0.0007,0.9581,0.0006 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipsum,add,99,0.4541,0.0024,1722035.0,2.5499,0.4518,0.8036,0.0044,0.7244,0.0047,0.9803,0.0007,0.8331,0.0031,0.9532,0.0012 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipsum,max,99,0.4557,0.0024,1722035.0,2.4437,0.1655,0.8028,0.0014,0.7221,0.0017,0.9845,0.0008,0.8331,0.0009,0.9522,0.0021 -PyG,CoauthorPhysics,link_pred,True,,,2,2,3,skipsum,mean,99,0.447,0.0016,1722035.0,2.2449,0.2701,0.8173,0.001,0.7401,0.0008,0.978,0.0019,0.8426,0.0009,0.9537,0.0015 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipconcat,add,99,0.4843,0.0052,679384.0,1.8975,0.1465,0.7834,0.002,0.7042,0.0017,0.9772,0.0013,0.8186,0.0016,0.9501,0.002 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipconcat,max,99,0.4643,0.0098,679384.0,1.9105,0.2021,0.7773,0.0041,0.6976,0.0034,0.979,0.0027,0.8147,0.0031,0.9512,0.0046 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipconcat,mean,99,0.4436,0.0037,679384.0,2.2587,0.4061,0.8024,0.0023,0.7242,0.0023,0.9767,0.0012,0.8317,0.0017,0.9562,0.0021 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipsum,add,99,0.4769,0.0017,1613809.0,2.4137,0.0628,0.7926,0.0039,0.7146,0.0039,0.9744,0.0007,0.8245,0.0028,0.9426,0.0006 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipsum,max,99,0.4636,0.0023,1613809.0,2.3297,0.1986,0.7979,0.0014,0.7179,0.0014,0.9815,0.0019,0.8292,0.0011,0.9473,0.002 -PyG,CoauthorPhysics,link_pred,True,,,2,4,2,skipsum,mean,99,0.4436,0.0016,1613809.0,2.1266,0.0507,0.8208,0.002,0.7444,0.0023,0.9773,0.0006,0.8451,0.0014,0.9552,0.001 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipconcat,add,99,0.4632,0.001,603841.0,1.8596,0.2435,0.794,0.0012,0.7151,0.0011,0.9775,0.0008,0.826,0.0009,0.9515,0.0015 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipconcat,max,99,0.4566,0.0043,603841.0,2.368,0.3142,0.7968,0.0011,0.7164,0.0016,0.9825,0.0016,0.8286,0.0006,0.9515,0.0039 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipconcat,mean,99,0.4472,0.0021,603841.0,2.0164,0.1836,0.8129,0.0023,0.735,0.0028,0.9788,0.0007,0.8395,0.0016,0.9539,0.0016 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipsum,add,99,0.4701,0.0014,1521017.0,2.105,0.0448,0.7954,0.0017,0.7175,0.0015,0.9744,0.0013,0.8264,0.0013,0.9437,0.0012 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipsum,max,99,0.4652,0.0016,1521017.0,2.1196,0.2049,0.8007,0.0013,0.7205,0.0014,0.9826,0.0001,0.8314,0.0009,0.9448,0.0013 -PyG,CoauthorPhysics,link_pred,True,,,2,4,3,skipsum,mean,99,0.4455,0.0002,1521017.0,1.6234,0.0604,0.8236,0.0012,0.7475,0.0014,0.9773,0.0012,0.8471,0.0009,0.9543,0.0005 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipconcat,add,99,0.515,0.0192,548253.0,2.1067,0.0777,0.7751,0.009,0.6965,0.0088,0.9756,0.0013,0.8127,0.0062,0.9451,0.0019 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipconcat,max,99,0.4621,0.009,548253.0,2.2864,0.3345,0.7824,0.0052,0.7023,0.0046,0.9803,0.0022,0.8184,0.0038,0.9511,0.0055 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipconcat,mean,99,0.4443,0.0013,548253.0,2.1564,0.2745,0.7999,0.0035,0.7218,0.0036,0.9763,0.0007,0.8299,0.0025,0.956,0.0005 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipsum,add,99,0.4957,0.0041,1445369.0,1.9473,0.1197,0.7859,0.0016,0.7077,0.0015,0.9741,0.0007,0.8198,0.0012,0.9376,0.0012 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipsum,max,99,0.4685,0.0023,1445369.0,2.1119,0.1718,0.7935,0.0037,0.7135,0.0037,0.9811,0.0017,0.8261,0.0027,0.9442,0.0022 -PyG,CoauthorPhysics,link_pred,True,,,2,6,2,skipsum,mean,99,0.4462,0.0019,1445369.0,2.0522,0.2776,0.8209,0.0013,0.7453,0.0011,0.975,0.0018,0.8448,0.0011,0.9529,0.0017 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipconcat,add,99,0.4916,0.008,503336.0,2.2182,0.1136,0.791,0.0045,0.7119,0.0047,0.9778,0.0013,0.8239,0.0031,0.9448,0.0016 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipconcat,max,99,0.4568,0.0041,503336.0,1.8768,0.1523,0.798,0.0063,0.7176,0.0061,0.9827,0.0013,0.8295,0.0046,0.952,0.0028 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipconcat,mean,99,0.4438,0.0003,503336.0,1.9763,0.102,0.8122,0.0023,0.7346,0.0025,0.9776,0.0003,0.8388,0.0017,0.9558,0.0006 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipsum,add,99,0.4891,0.0027,1377041.0,1.7203,0.047,0.7901,0.0044,0.7122,0.0045,0.9737,0.0005,0.8227,0.0031,0.9365,0.0024 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipsum,max,99,0.4678,0.0005,1377041.0,1.9948,0.0751,0.7987,0.0008,0.7187,0.001,0.9816,0.0004,0.8298,0.0006,0.9431,0.0006 -PyG,CoauthorPhysics,link_pred,True,,,2,6,3,skipsum,mean,99,0.4482,0.0008,1377041.0,2.3509,0.1985,0.8273,0.0009,0.7519,0.0006,0.977,0.0017,0.8498,0.0008,0.9525,0.0008 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipconcat,add,99,0.5635,0.0441,474561.0,1.8517,0.1464,0.7679,0.0104,0.6895,0.0097,0.9753,0.0019,0.8078,0.0071,0.9382,0.0034 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipconcat,max,99,0.4674,0.0094,474561.0,1.7435,0.1412,0.7793,0.0071,0.6996,0.0065,0.9791,0.0028,0.816,0.0052,0.9492,0.0045 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipconcat,mean,99,0.4453,0.0017,474561.0,1.9322,0.1386,0.8002,0.0036,0.7223,0.0034,0.9756,0.0014,0.83,0.0027,0.9552,0.001 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipsum,add,99,0.5076,0.0011,1328209.0,1.9322,0.1061,0.7826,0.0011,0.7051,0.0012,0.9714,0.0018,0.8171,0.0009,0.9312,0.0013 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipsum,max,99,0.4765,0.0018,1328209.0,2.094,0.602,0.788,0.003,0.7082,0.003,0.9795,0.0016,0.822,0.0022,0.9384,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,2,8,2,skipsum,mean,99,0.4478,0.0024,1328209.0,1.8494,0.1742,0.8236,0.0011,0.7482,0.0019,0.9755,0.0025,0.8469,0.0007,0.9522,0.0021 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipconcat,add,99,0.5099,0.0214,433081.0,1.8466,0.2646,0.7819,0.0053,0.7037,0.0046,0.9741,0.0031,0.8171,0.0041,0.9377,0.0042 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipconcat,max,99,0.4601,0.0056,433081.0,1.7283,0.1386,0.7994,0.0027,0.719,0.0026,0.9828,0.0009,0.8305,0.002,0.9495,0.0037 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipconcat,mean,99,0.445,0.0048,433081.0,1.8307,0.1404,0.813,0.0038,0.7356,0.0046,0.9772,0.0014,0.8394,0.0025,0.9547,0.0036 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipsum,add,99,0.501,0.0081,1276929.0,1.8321,0.227,0.7821,0.0018,0.7049,0.0021,0.9705,0.0012,0.8167,0.0012,0.9298,0.0014 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipsum,max,99,0.4741,0.0016,1276929.0,2.0385,0.6733,0.7953,0.0019,0.7154,0.0015,0.9808,0.0016,0.8274,0.0015,0.938,0.0015 -PyG,CoauthorPhysics,link_pred,True,,,2,8,3,skipsum,mean,99,0.449,0.0014,1276929.0,1.6485,0.1043,0.8249,0.0039,0.7502,0.0047,0.9742,0.0008,0.8476,0.0027,0.9509,0.0006 -PyG,Cora,link_pred,True,,,1,2,2,skipconcat,add,99,0.6426,0.0263,338046.0,0.0142,0.0014,0.6856,0.0097,0.6394,0.0062,0.8511,0.0155,0.7302,0.0095,0.8026,0.0123 -PyG,Cora,link_pred,True,,,1,2,2,skipconcat,max,99,0.7573,0.0252,338046.0,0.0175,0.0049,0.6528,0.0103,0.6203,0.0063,0.7878,0.0203,0.694,0.0118,0.7483,0.0117 -PyG,Cora,link_pred,True,,,1,2,2,skipconcat,mean,39,0.7678,0.0956,338046.0,0.021,0.0034,0.6827,0.0093,0.6333,0.0056,0.8679,0.0194,0.7322,0.0098,0.8198,0.0187 -PyG,Cora,link_pred,True,,,1,2,2,skipsum,add,99,0.6232,0.0082,517261.0,0.0164,0.0034,0.6829,0.0107,0.6395,0.0077,0.8379,0.013,0.7254,0.0098,0.7972,0.0113 -PyG,Cora,link_pred,True,,,1,2,2,skipsum,max,99,0.6272,0.0096,517261.0,0.0137,0.0003,0.6697,0.005,0.6285,0.0036,0.83,0.0069,0.7153,0.0047,0.7793,0.0103 -PyG,Cora,link_pred,True,,,1,2,2,skipsum,mean,79,0.5671,0.0278,517261.0,0.0154,0.0029,0.6976,0.0125,0.6457,0.0075,0.8754,0.0205,0.7432,0.0123,0.8391,0.0202 -PyG,Cora,link_pred,True,,,1,2,3,skipconcat,add,79,0.5703,0.0046,320949.0,0.0137,0.001,0.6986,0.0028,0.6501,0.0039,0.8603,0.0052,0.7406,0.0007,0.8239,0.0057 -PyG,Cora,link_pred,True,,,1,2,3,skipconcat,max,99,0.6065,0.0042,320949.0,0.0138,0.0001,0.6749,0.0019,0.6324,0.0022,0.8354,0.0051,0.7198,0.0017,0.7836,0.003 -PyG,Cora,link_pred,True,,,1,2,3,skipconcat,mean,99,0.5708,0.0227,320949.0,0.018,0.0032,0.6895,0.0124,0.6428,0.0078,0.8527,0.0202,0.733,0.0123,0.8238,0.0193 -PyG,Cora,link_pred,True,,,1,2,3,skipsum,add,99,0.5833,0.0055,485362.0,0.0129,0.0008,0.6917,0.0072,0.6446,0.0055,0.8546,0.007,0.7349,0.0062,0.817,0.0074 -PyG,Cora,link_pred,True,,,1,2,3,skipsum,max,99,0.5928,0.015,485362.0,0.0133,0.001,0.6914,0.0142,0.6458,0.0105,0.8477,0.0157,0.7331,0.0126,0.7929,0.0147 -PyG,Cora,link_pred,True,,,1,2,3,skipsum,mean,79,0.5431,0.0145,485362.0,0.0203,0.0048,0.7121,0.0123,0.6595,0.0091,0.877,0.0136,0.7528,0.0108,0.8451,0.0136 -PyG,Cora,link_pred,True,,,1,4,2,skipconcat,add,99,0.6338,0.0025,286405.0,0.0154,0.0008,0.6805,0.0048,0.6376,0.0028,0.8363,0.0087,0.7236,0.0051,0.8017,0.0053 -PyG,Cora,link_pred,True,,,1,4,2,skipconcat,max,99,0.6814,0.0208,286405.0,0.0168,0.0041,0.6671,0.0067,0.6279,0.006,0.8202,0.0069,0.7113,0.0051,0.7754,0.0063 -PyG,Cora,link_pred,True,,,1,4,2,skipconcat,mean,19,0.6402,0.0196,286405.0,0.0174,0.0044,0.6496,0.0105,0.5998,0.0062,0.8985,0.0172,0.7193,0.01,0.8194,0.019 -PyG,Cora,link_pred,True,,,1,4,2,skipsum,add,79,0.6386,0.0201,458293.0,0.0166,0.0008,0.6703,0.0112,0.6313,0.0065,0.8184,0.0233,0.7127,0.0126,0.7819,0.0196 -PyG,Cora,link_pred,True,,,1,4,2,skipsum,max,99,0.6366,0.0087,458293.0,0.0157,0.0013,0.6632,0.0032,0.6242,0.0022,0.8203,0.0114,0.7089,0.0045,0.7677,0.0078 -PyG,Cora,link_pred,True,,,1,4,2,skipsum,mean,99,0.542,0.0096,458293.0,0.0168,0.0031,0.7144,0.0115,0.6628,0.0069,0.8726,0.0206,0.7533,0.0117,0.8501,0.0131 -PyG,Cora,link_pred,True,,,1,4,3,skipconcat,add,99,0.5804,0.0049,276018.0,0.0167,0.0027,0.6991,0.0049,0.6519,0.0044,0.8546,0.0036,0.7396,0.0037,0.8178,0.005 -PyG,Cora,link_pred,True,,,1,4,3,skipconcat,max,99,0.5992,0.0066,276018.0,0.0289,0.004,0.6805,0.0059,0.6375,0.0049,0.8366,0.0067,0.7236,0.0049,0.795,0.0057 -PyG,Cora,link_pred,True,,,1,4,3,skipconcat,mean,79,0.5519,0.0249,276018.0,0.0168,0.0028,0.7115,0.0142,0.6598,0.0091,0.8729,0.0242,0.7515,0.0142,0.8416,0.023 -PyG,Cora,link_pred,True,,,1,4,3,skipsum,add,99,0.6119,0.0025,440833.0,0.019,0.0027,0.69,0.0103,0.6455,0.0086,0.8433,0.0199,0.7311,0.0098,0.7959,0.0138 -PyG,Cora,link_pred,True,,,1,4,3,skipsum,max,99,0.6087,0.0157,440833.0,0.0159,0.0026,0.6783,0.0106,0.6355,0.0037,0.836,0.0339,0.7218,0.0148,0.7772,0.0173 -PyG,Cora,link_pred,True,,,1,4,3,skipsum,mean,79,0.532,0.0082,440833.0,0.016,0.0031,0.7266,0.0038,0.6735,0.0027,0.8799,0.011,0.7629,0.0044,0.8577,0.011 -PyG,Cora,link_pred,True,,,1,6,2,skipconcat,add,99,0.653,0.0067,260228.0,0.0152,0.0015,0.6768,0.0071,0.6377,0.0073,0.8193,0.0067,0.7171,0.0045,0.7907,0.002 -PyG,Cora,link_pred,True,,,1,6,2,skipconcat,max,99,0.7004,0.0242,260228.0,0.0198,0.0022,0.6615,0.0072,0.6256,0.0042,0.8045,0.0158,0.7038,0.0084,0.7682,0.0147 -PyG,Cora,link_pred,True,,,1,6,2,skipconcat,mean,39,0.6917,0.0648,260228.0,0.0207,0.0018,0.6918,0.0167,0.6444,0.0128,0.8562,0.0183,0.7353,0.0145,0.8236,0.0159 -PyG,Cora,link_pred,True,,,1,6,2,skipsum,add,99,0.6491,0.0326,424843.0,0.0179,0.0033,0.6767,0.0057,0.6397,0.0018,0.8089,0.019,0.7143,0.0084,0.7745,0.0136 -PyG,Cora,link_pred,True,,,1,6,2,skipsum,max,99,0.6313,0.0185,424843.0,0.0169,0.0015,0.6755,0.0093,0.6338,0.0057,0.831,0.0185,0.7191,0.01,0.7709,0.0174 -PyG,Cora,link_pred,True,,,1,6,2,skipsum,mean,79,0.5389,0.0089,424843.0,0.0153,0.0004,0.7149,0.0095,0.665,0.0073,0.8663,0.0096,0.7524,0.0082,0.8509,0.0083 -PyG,Cora,link_pred,True,,,1,6,3,skipconcat,add,99,0.5947,0.0027,257671.0,0.0141,0.0017,0.6994,0.0027,0.6537,0.0034,0.848,0.0045,0.7383,0.0016,0.8093,0.008 -PyG,Cora,link_pred,True,,,1,6,3,skipconcat,max,99,0.6212,0.019,257671.0,0.0185,0.0029,0.6704,0.009,0.6315,0.0049,0.8184,0.019,0.7128,0.0103,0.7795,0.0167 -PyG,Cora,link_pred,True,,,1,6,3,skipconcat,mean,99,0.5506,0.0119,257671.0,0.0172,0.0016,0.7166,0.012,0.665,0.0071,0.8726,0.0216,0.7547,0.0124,0.8443,0.0156 -PyG,Cora,link_pred,True,,,1,6,3,skipsum,add,79,0.6175,0.0085,412033.0,0.0131,0.0004,0.6806,0.002,0.6401,0.0034,0.8253,0.0109,0.7209,0.0027,0.7852,0.0065 -PyG,Cora,link_pred,True,,,1,6,3,skipsum,max,99,0.6046,0.0066,412033.0,0.0205,0.0042,0.6769,0.0033,0.6347,0.0014,0.8338,0.009,0.7207,0.0042,0.7829,0.0072 -PyG,Cora,link_pred,True,,,1,6,3,skipsum,mean,79,0.54,0.0075,412033.0,0.0238,0.0051,0.7205,0.0067,0.6724,0.003,0.8596,0.0171,0.7545,0.008,0.847,0.0115 -PyG,Cora,link_pred,True,,,1,8,2,skipconcat,add,99,0.6879,0.0281,250049.0,0.0172,0.0014,0.6762,0.0123,0.6375,0.0078,0.8165,0.0234,0.7159,0.0132,0.778,0.0176 -PyG,Cora,link_pred,True,,,1,8,2,skipconcat,max,99,0.7044,0.0375,250049.0,0.0195,0.003,0.6665,0.007,0.6278,0.0044,0.818,0.0171,0.7103,0.0083,0.7766,0.0097 -PyG,Cora,link_pred,True,,,1,8,2,skipconcat,mean,79,0.6026,0.0225,250049.0,0.016,0.0,0.6922,0.0108,0.6481,0.0089,0.8414,0.0092,0.7322,0.0089,0.8218,0.0101 -PyG,Cora,link_pred,True,,,1,8,2,skipsum,add,99,0.6459,0.0188,399561.0,0.0152,0.0007,0.6715,0.0044,0.6339,0.0035,0.8121,0.0039,0.712,0.0037,0.7726,0.0071 -PyG,Cora,link_pred,True,,,1,8,2,skipsum,max,99,0.6328,0.0122,399561.0,0.0167,0.0012,0.6693,0.0083,0.6293,0.0054,0.824,0.0185,0.7136,0.0094,0.7676,0.0135 -PyG,Cora,link_pred,True,,,1,8,2,skipsum,mean,79,0.5357,0.0065,399561.0,0.0172,0.0017,0.7278,0.0042,0.6775,0.004,0.8694,0.0172,0.7615,0.0057,0.8543,0.0112 -PyG,Cora,link_pred,True,,,1,8,3,skipconcat,add,79,0.6218,0.0195,243784.0,0.017,0.0014,0.6868,0.0049,0.6451,0.0013,0.8304,0.0177,0.726,0.0074,0.7938,0.0076 -PyG,Cora,link_pred,True,,,1,8,3,skipconcat,max,79,0.6198,0.0118,243784.0,0.0168,0.0007,0.6772,0.0027,0.6374,0.0029,0.8221,0.0248,0.7179,0.0076,0.7887,0.011 -PyG,Cora,link_pred,True,,,1,8,3,skipconcat,mean,99,0.5538,0.0073,243784.0,0.0189,0.0025,0.7076,0.0069,0.6605,0.0044,0.854,0.0114,0.7449,0.0069,0.8351,0.0093 -PyG,Cora,link_pred,True,,,1,8,3,skipsum,add,99,0.623,0.0076,392621.0,0.0213,0.0023,0.6829,0.0099,0.6417,0.0071,0.8278,0.0132,0.723,0.0094,0.7869,0.0107 -PyG,Cora,link_pred,True,,,1,8,3,skipsum,max,99,0.6083,0.0084,392621.0,0.0214,0.0023,0.6747,0.0081,0.6327,0.0038,0.8326,0.0212,0.7189,0.01,0.7783,0.0134 -PyG,Cora,link_pred,True,,,1,8,3,skipsum,mean,99,0.5224,0.0095,392621.0,0.0197,0.0062,0.7305,0.0112,0.6809,0.01,0.8679,0.0131,0.763,0.0097,0.8595,0.0101 -PyG,Cora,link_pred,True,,,2,2,2,skipconcat,add,99,0.607,0.0272,336301.0,0.0144,0.0013,0.6942,0.0101,0.65,0.0065,0.8414,0.0166,0.7334,0.0104,0.8087,0.0195 -PyG,Cora,link_pred,True,,,2,2,2,skipconcat,max,79,0.7414,0.0298,336301.0,0.0147,0.0011,0.6437,0.012,0.6124,0.0089,0.7827,0.0143,0.6872,0.0111,0.746,0.0148 -PyG,Cora,link_pred,True,,,2,2,2,skipconcat,mean,79,0.6104,0.0658,336301.0,0.0139,0.0018,0.6954,0.0183,0.649,0.0113,0.8505,0.0301,0.7361,0.0186,0.8137,0.0319 -PyG,Cora,link_pred,True,,,2,2,2,skipsum,add,99,0.5727,0.0149,485362.0,0.013,0.0007,0.7066,0.0145,0.6575,0.0118,0.8632,0.0152,0.7463,0.0121,0.8246,0.0132 -PyG,Cora,link_pred,True,,,2,2,2,skipsum,max,99,0.616,0.0041,485362.0,0.0156,0.0002,0.6708,0.0026,0.628,0.0016,0.8382,0.0082,0.718,0.0034,0.7845,0.0031 -PyG,Cora,link_pred,True,,,2,2,2,skipsum,mean,99,0.5593,0.0317,485362.0,0.0136,0.0004,0.7102,0.0175,0.6583,0.0125,0.8742,0.0261,0.7509,0.0165,0.8364,0.0291 -PyG,Cora,link_pred,True,,,2,2,3,skipconcat,add,79,0.5724,0.0158,314881.0,0.0153,0.0019,0.7079,0.0049,0.6592,0.0034,0.8609,0.0082,0.7466,0.0048,0.8227,0.009 -PyG,Cora,link_pred,True,,,2,2,3,skipconcat,max,99,0.6146,0.0046,314881.0,0.0131,0.0015,0.6747,0.006,0.6343,0.0026,0.825,0.0206,0.7171,0.0088,0.7787,0.0111 -PyG,Cora,link_pred,True,,,2,2,3,skipconcat,mean,99,0.5617,0.0284,314881.0,0.0138,0.0014,0.7078,0.013,0.6582,0.008,0.8638,0.0214,0.7471,0.0131,0.8274,0.0221 -PyG,Cora,link_pred,True,,,2,2,3,skipsum,add,79,0.5763,0.0079,458293.0,0.0137,0.0008,0.7023,0.0067,0.658,0.0042,0.8423,0.0107,0.7388,0.0068,0.8175,0.0065 -PyG,Cora,link_pred,True,,,2,2,3,skipsum,max,99,0.5918,0.0026,458293.0,0.0147,0.0016,0.6824,0.0084,0.6381,0.0059,0.8429,0.0141,0.7263,0.0082,0.7892,0.0056 -PyG,Cora,link_pred,True,,,2,2,3,skipsum,mean,99,0.5432,0.0151,458293.0,0.0126,0.0002,0.7168,0.0122,0.6652,0.0083,0.8723,0.0175,0.7548,0.0117,0.8446,0.0138 -PyG,Cora,link_pred,True,,,2,4,2,skipconcat,add,99,0.6377,0.0147,281410.0,0.0152,0.0007,0.6815,0.0102,0.6405,0.0076,0.8272,0.0144,0.722,0.0096,0.7937,0.0145 -PyG,Cora,link_pred,True,,,2,4,2,skipconcat,max,99,0.6713,0.019,281410.0,0.0159,0.0008,0.6592,0.0047,0.6243,0.0022,0.7994,0.0124,0.701,0.0062,0.7671,0.0159 -PyG,Cora,link_pred,True,,,2,4,2,skipconcat,mean,99,0.6065,0.0355,281410.0,0.0175,0.0044,0.6884,0.0157,0.6427,0.0101,0.8477,0.025,0.731,0.0158,0.8146,0.0181 -PyG,Cora,link_pred,True,,,2,4,2,skipsum,add,99,0.6357,0.0137,440833.0,0.0196,0.0065,0.6768,0.0035,0.6382,0.0034,0.8165,0.0043,0.7164,0.0026,0.7763,0.0051 -PyG,Cora,link_pred,True,,,2,4,2,skipsum,max,99,0.6337,0.0121,440833.0,0.0165,0.0028,0.6619,0.0123,0.6249,0.0102,0.8105,0.0085,0.7057,0.0097,0.7627,0.0125 -PyG,Cora,link_pred,True,,,2,4,2,skipsum,mean,99,0.5429,0.0181,440833.0,0.0203,0.0036,0.7154,0.0132,0.6632,0.0097,0.8751,0.0148,0.7546,0.0118,0.8501,0.0161 -PyG,Cora,link_pred,True,,,2,4,3,skipconcat,add,99,0.5879,0.0044,268705.0,0.0174,0.003,0.695,0.0075,0.6501,0.0072,0.8452,0.0031,0.7349,0.0051,0.8091,0.0052 -PyG,Cora,link_pred,True,,,2,4,3,skipconcat,max,99,0.6174,0.01,268705.0,0.0145,0.0034,0.672,0.0069,0.6334,0.0033,0.8164,0.0195,0.7133,0.0091,0.7814,0.0073 -PyG,Cora,link_pred,True,,,2,4,3,skipconcat,mean,79,0.5708,0.0033,268705.0,0.0159,0.0011,0.6987,0.0053,0.6518,0.0056,0.8534,0.0174,0.739,0.0058,0.8234,0.0078 -PyG,Cora,link_pred,True,,,2,4,3,skipsum,add,99,0.5948,0.0128,424843.0,0.0137,0.0008,0.7015,0.0108,0.6551,0.006,0.8508,0.0213,0.7402,0.0118,0.8088,0.0192 -PyG,Cora,link_pred,True,,,2,4,3,skipsum,max,99,0.6086,0.0111,424843.0,0.0164,0.0031,0.6753,0.0156,0.6353,0.0095,0.8222,0.0305,0.7166,0.0171,0.7718,0.0168 -PyG,Cora,link_pred,True,,,2,4,3,skipsum,mean,99,0.5355,0.0077,424843.0,0.0144,0.0009,0.7259,0.0108,0.6766,0.0079,0.8653,0.0139,0.7594,0.0101,0.849,0.0117 -PyG,Cora,link_pred,True,,,2,6,2,skipconcat,add,99,0.6539,0.0052,261991.0,0.0148,0.003,0.682,0.0102,0.6412,0.0056,0.8259,0.0215,0.7218,0.0118,0.7886,0.0152 -PyG,Cora,link_pred,True,,,2,6,2,skipconcat,max,79,0.6887,0.0417,261991.0,0.0162,0.0016,0.6622,0.0143,0.6256,0.0085,0.807,0.0288,0.7047,0.0164,0.7703,0.0279 -PyG,Cora,link_pred,True,,,2,6,2,skipconcat,mean,59,0.6154,0.057,261991.0,0.0224,0.0055,0.6864,0.0215,0.6435,0.0144,0.8351,0.0324,0.7268,0.0215,0.814,0.0255 -PyG,Cora,link_pred,True,,,2,6,2,skipsum,add,99,0.6622,0.0049,412033.0,0.0139,0.0016,0.6709,0.0041,0.6349,0.0037,0.8045,0.007,0.7097,0.0038,0.7648,0.0078 -PyG,Cora,link_pred,True,,,2,6,2,skipsum,max,99,0.6284,0.0196,412033.0,0.016,0.0015,0.6644,0.0088,0.6288,0.0069,0.8026,0.0092,0.7052,0.0078,0.7623,0.0171 -PyG,Cora,link_pred,True,,,2,6,2,skipsum,mean,79,0.5305,0.0087,412033.0,0.0172,0.0036,0.728,0.0081,0.6758,0.0053,0.8764,0.0117,0.7631,0.0078,0.8569,0.0115 -PyG,Cora,link_pred,True,,,2,6,3,skipconcat,add,99,0.5939,0.0022,258966.0,0.0152,0.0008,0.6973,0.0058,0.652,0.0046,0.8461,0.0065,0.7365,0.005,0.8105,0.0069 -PyG,Cora,link_pred,True,,,2,6,3,skipconcat,max,99,0.5987,0.0152,258966.0,0.0209,0.0066,0.6857,0.0138,0.6416,0.0101,0.8411,0.0167,0.7279,0.0124,0.7973,0.0163 -PyG,Cora,link_pred,True,,,2,6,3,skipconcat,mean,99,0.5638,0.0178,258966.0,0.0153,0.0008,0.7057,0.0145,0.6576,0.0105,0.8584,0.023,0.7446,0.014,0.8285,0.0199 -PyG,Cora,link_pred,True,,,2,6,3,skipsum,add,99,0.6024,0.0209,399561.0,0.015,0.0003,0.7028,0.0168,0.6561,0.012,0.8521,0.0209,0.7413,0.0155,0.8028,0.0174 -PyG,Cora,link_pred,True,,,2,6,3,skipsum,max,99,0.6176,0.0058,399561.0,0.0142,0.0009,0.6637,0.0038,0.6258,0.0021,0.8145,0.0108,0.7078,0.005,0.765,0.0026 -PyG,Cora,link_pred,True,,,2,6,3,skipsum,mean,99,0.5354,0.0119,399561.0,0.0181,0.0032,0.7257,0.0112,0.6758,0.0056,0.8676,0.0227,0.7597,0.0122,0.8513,0.0156 -PyG,Cora,link_pred,True,,,2,8,2,skipconcat,add,99,0.6894,0.0173,251137.0,0.0186,0.0048,0.6673,0.0052,0.6321,0.0051,0.8007,0.0089,0.7064,0.0045,0.7721,0.0066 -PyG,Cora,link_pred,True,,,2,8,2,skipconcat,max,79,0.7064,0.0323,251137.0,0.0182,0.0032,0.6523,0.0161,0.6171,0.011,0.8017,0.0246,0.6974,0.0163,0.7598,0.0217 -PyG,Cora,link_pred,True,,,2,8,2,skipconcat,mean,79,0.6066,0.0509,251137.0,0.0195,0.0045,0.6923,0.0169,0.6492,0.0108,0.836,0.0292,0.7308,0.0177,0.8086,0.0298 -PyG,Cora,link_pred,True,,,2,8,2,skipsum,add,99,0.6456,0.0227,392621.0,0.0162,0.0014,0.6739,0.0033,0.6359,0.0031,0.8133,0.006,0.7138,0.0029,0.7695,0.0106 -PyG,Cora,link_pred,True,,,2,8,2,skipsum,max,99,0.6372,0.0128,392621.0,0.0187,0.001,0.663,0.0117,0.6263,0.0092,0.8083,0.0184,0.7057,0.0112,0.7579,0.0146 -PyG,Cora,link_pred,True,,,2,8,2,skipsum,mean,99,0.5461,0.0078,392621.0,0.0202,0.0029,0.718,0.0082,0.67,0.0021,0.8591,0.0254,0.7527,0.011,0.8436,0.0147 -PyG,Cora,link_pred,True,,,2,8,3,skipconcat,add,99,0.6278,0.0111,244567.0,0.0185,0.0022,0.6852,0.0085,0.6457,0.0066,0.8212,0.02,0.7228,0.0095,0.7843,0.0079 -PyG,Cora,link_pred,True,,,2,8,3,skipconcat,max,99,0.6182,0.0051,244567.0,0.0219,0.0031,0.6717,0.0081,0.6312,0.007,0.8263,0.0039,0.7157,0.0059,0.7831,0.0068 -PyG,Cora,link_pred,True,,,2,8,3,skipconcat,mean,79,0.5836,0.0172,244567.0,0.0184,0.0023,0.6921,0.0125,0.6504,0.0066,0.8297,0.0259,0.7291,0.0142,0.8097,0.0193 -PyG,Cora,link_pred,True,,,2,8,3,skipsum,add,99,0.6212,0.0071,383233.0,0.015,0.0025,0.696,0.0066,0.6502,0.004,0.8483,0.0128,0.7361,0.007,0.7942,0.0078 -PyG,Cora,link_pred,True,,,2,8,3,skipsum,max,99,0.623,0.0093,383233.0,0.0195,0.0043,0.6644,0.0042,0.625,0.0005,0.8221,0.0194,0.71,0.0074,0.7604,0.011 -PyG,Cora,link_pred,True,,,2,8,3,skipsum,mean,99,0.5321,0.0039,383233.0,0.0143,0.0031,0.7253,0.0043,0.6778,0.005,0.859,0.0076,0.7577,0.0034,0.8515,0.0023 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipconcat,add,99,0.5952,0.002,204186.0,0.0048,0.0014,0.7181,0.0096,0.6543,0.0079,0.9253,0.0093,0.7665,0.0072,0.8131,0.0052 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipconcat,max,79,0.6035,0.007,204186.0,0.0042,0.0,0.7235,0.0151,0.6631,0.0093,0.9084,0.0237,0.7665,0.0142,0.8031,0.0104 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipconcat,mean,79,0.5924,0.0045,204186.0,0.0041,0.0002,0.7282,0.0039,0.6625,0.0017,0.9306,0.01,0.7739,0.0043,0.8155,0.0091 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipsum,add,99,0.5928,0.003,210901.0,0.0044,0.0001,0.7113,0.007,0.6504,0.0046,0.9136,0.0087,0.7599,0.0061,0.8064,0.0007 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipsum,max,59,0.6011,0.0062,210901.0,0.0044,0.0001,0.7279,0.0103,0.6651,0.006,0.9178,0.019,0.7712,0.0102,0.7959,0.0134 -PyG,TU_BZR,link_pred,True,,,1,2,2,skipsum,mean,79,0.591,0.0028,210901.0,0.0046,0.0002,0.73,0.0028,0.6623,0.0018,0.9385,0.007,0.7766,0.0029,0.8065,0.0079 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipconcat,add,99,0.5728,0.0021,207789.0,0.0043,0.0003,0.7296,0.008,0.6595,0.0056,0.9491,0.008,0.7782,0.0066,0.8374,0.007 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipconcat,max,79,0.5911,0.008,207789.0,0.0048,0.0002,0.7291,0.0063,0.6621,0.003,0.9359,0.0235,0.7754,0.0081,0.8087,0.0088 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipconcat,mean,99,0.5805,0.0078,207789.0,0.0045,0.0004,0.7341,0.0028,0.6639,0.0018,0.948,0.0057,0.7809,0.0027,0.8154,0.0219 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipsum,add,79,0.5787,0.011,210742.0,0.0046,0.0,0.7145,0.0056,0.6497,0.0044,0.931,0.0074,0.7653,0.0043,0.8239,0.016 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipsum,max,79,0.5894,0.0042,210742.0,0.0047,0.0003,0.7349,0.0095,0.6655,0.0101,0.9457,0.0067,0.7811,0.0054,0.8023,0.0069 -PyG,TU_BZR,link_pred,True,,,1,2,3,skipsum,mean,99,0.5823,0.0045,210742.0,0.0045,0.0002,0.7355,0.0031,0.6664,0.0034,0.943,0.0023,0.7809,0.0017,0.8098,0.0095 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipconcat,add,99,0.6043,0.0096,206365.0,0.005,0.0003,0.7092,0.0102,0.6484,0.0078,0.914,0.0104,0.7586,0.0082,0.8,0.0133 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipconcat,max,79,0.6146,0.0065,206365.0,0.0046,0.0002,0.7187,0.0035,0.6603,0.0035,0.9008,0.0052,0.7621,0.0025,0.7842,0.008 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipconcat,mean,79,0.6062,0.0156,206365.0,0.0054,0.0002,0.7274,0.0089,0.6629,0.0063,0.9253,0.0112,0.7724,0.0076,0.7984,0.0159 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipsum,add,59,0.6043,0.0054,208513.0,0.0049,0.0003,0.7011,0.0149,0.6451,0.008,0.8933,0.0283,0.7491,0.0154,0.7945,0.0136 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipsum,max,99,0.5986,0.0045,208513.0,0.0055,0.0013,0.7268,0.0022,0.6647,0.0019,0.9152,0.0009,0.7701,0.0016,0.7963,0.0056 -PyG,TU_BZR,link_pred,True,,,1,4,2,skipsum,mean,99,0.5962,0.001,208513.0,0.0051,0.0001,0.7277,0.0018,0.6624,0.0017,0.9291,0.009,0.7734,0.0026,0.8004,0.0036 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipconcat,add,99,0.5836,0.0042,208398.0,0.0044,0.0,0.7224,0.0058,0.6551,0.0046,0.9393,0.0074,0.7719,0.0046,0.8193,0.0038 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipconcat,max,79,0.5961,0.001,208398.0,0.0052,0.0002,0.7316,0.0098,0.6645,0.0071,0.9359,0.0168,0.7771,0.0087,0.8022,0.0016 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipconcat,mean,99,0.5877,0.0043,208398.0,0.0051,0.0001,0.7317,0.0009,0.6628,0.0003,0.9435,0.0032,0.7786,0.0012,0.8121,0.0034 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipsum,add,59,0.5883,0.0024,208993.0,0.0049,0.0002,0.7091,0.0063,0.6487,0.0033,0.9118,0.0131,0.7581,0.0065,0.8047,0.0049 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipsum,max,99,0.5968,0.0017,208993.0,0.0048,0.0001,0.7197,0.0076,0.6573,0.0051,0.9182,0.0098,0.7661,0.0067,0.7911,0.0025 -PyG,TU_BZR,link_pred,True,,,1,4,3,skipsum,mean,79,0.5895,0.0023,208993.0,0.0049,0.0004,0.7336,0.0076,0.6641,0.0056,0.9453,0.011,0.7801,0.0065,0.8061,0.0009 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipconcat,add,79,0.6105,0.0118,203648.0,0.0055,0.0003,0.7055,0.0068,0.6471,0.0046,0.9042,0.0131,0.7543,0.0066,0.7944,0.0143 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipconcat,max,79,0.6153,0.0046,203648.0,0.0059,0.0007,0.7165,0.0036,0.6591,0.002,0.8971,0.0127,0.7599,0.0046,0.7808,0.0053 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipconcat,mean,79,0.6034,0.0067,203648.0,0.0056,0.0003,0.7227,0.0007,0.6596,0.0005,0.9204,0.0021,0.7684,0.0008,0.7992,0.0024 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipsum,add,99,0.6075,0.0083,208183.0,0.0049,0.0001,0.6922,0.0103,0.6373,0.0058,0.8922,0.0204,0.7434,0.0105,0.7834,0.0144 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipsum,max,59,0.6031,0.0105,208183.0,0.006,0.0003,0.7215,0.0047,0.6564,0.0016,0.9299,0.0131,0.7695,0.0055,0.7952,0.0137 -PyG,TU_BZR,link_pred,True,,,1,6,2,skipsum,mean,99,0.6017,0.0058,208183.0,0.0057,0.0004,0.7259,0.0035,0.66,0.0011,0.9318,0.0111,0.7726,0.0043,0.789,0.0084 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipconcat,add,79,0.5843,0.0128,209371.0,0.0054,0.0002,0.7202,0.0095,0.6548,0.0055,0.9314,0.0152,0.769,0.0089,0.8207,0.0155 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipconcat,max,99,0.5955,0.0074,209371.0,0.0061,0.0004,0.7269,0.008,0.6626,0.0035,0.9246,0.0176,0.7719,0.0084,0.7976,0.0085 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipconcat,mean,99,0.5942,0.0057,209371.0,0.0058,0.0005,0.7323,0.008,0.6653,0.0049,0.9351,0.0166,0.7774,0.0078,0.7948,0.0074 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipsum,add,79,0.6069,0.0175,207793.0,0.0051,0.0001,0.6974,0.0152,0.6412,0.0085,0.8956,0.0269,0.7473,0.015,0.7784,0.0281 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipsum,max,99,0.6011,0.0066,207793.0,0.0056,0.0002,0.7134,0.0125,0.6528,0.0085,0.9118,0.0153,0.7608,0.0108,0.7889,0.0094 -PyG,TU_BZR,link_pred,True,,,1,6,3,skipsum,mean,99,0.5931,0.0056,207793.0,0.0054,0.0002,0.7231,0.0022,0.6564,0.0016,0.9363,0.0071,0.7718,0.0025,0.7956,0.007 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipconcat,add,79,0.6157,0.0087,205889.0,0.0052,0.0002,0.7085,0.0067,0.6496,0.0037,0.9054,0.0116,0.7564,0.0065,0.7912,0.0142 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipconcat,max,79,0.6218,0.0046,205889.0,0.0058,0.0002,0.7111,0.0134,0.6561,0.0089,0.8869,0.018,0.7542,0.0123,0.7774,0.0056 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipconcat,mean,99,0.6141,0.0065,205889.0,0.0073,0.0013,0.7215,0.0024,0.662,0.0022,0.9054,0.0023,0.7648,0.0018,0.789,0.0074 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipsum,add,59,0.6035,0.0119,206361.0,0.0054,0.0002,0.7095,0.0045,0.6488,0.0019,0.9136,0.0171,0.7587,0.0061,0.7913,0.016 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipsum,max,99,0.6105,0.0036,206361.0,0.0055,0.0002,0.7027,0.0066,0.6486,0.0041,0.885,0.0125,0.7485,0.0067,0.775,0.0079 -PyG,TU_BZR,link_pred,True,,,1,8,2,skipsum,mean,99,0.6002,0.0052,206361.0,0.0065,0.0005,0.7209,0.0044,0.6557,0.0026,0.9303,0.0075,0.7692,0.0042,0.7885,0.0078 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipconcat,add,79,0.5969,0.0069,206524.0,0.0069,0.0013,0.7113,0.0068,0.6492,0.0035,0.919,0.0131,0.7609,0.0069,0.8022,0.0141 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipconcat,max,99,0.5939,0.0046,206524.0,0.0068,0.0004,0.7263,0.0036,0.6597,0.0044,0.9348,0.0094,0.7735,0.0025,0.8004,0.0061 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipconcat,mean,99,0.5914,0.0049,206524.0,0.0066,0.0001,0.7261,0.002,0.659,0.0015,0.937,0.0051,0.7738,0.0019,0.8016,0.0086 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipsum,add,99,0.6103,0.0118,207701.0,0.0053,0.0002,0.6767,0.0084,0.6281,0.0067,0.8662,0.0085,0.7282,0.0067,0.7656,0.0187 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipsum,max,99,0.608,0.011,207701.0,0.0068,0.0004,0.7045,0.0227,0.6475,0.0123,0.8959,0.0414,0.7516,0.0228,0.7726,0.0177 -PyG,TU_BZR,link_pred,True,,,1,8,3,skipsum,mean,99,0.6016,0.0027,207701.0,0.0064,0.0,0.7151,0.0027,0.6534,0.0029,0.9163,0.0032,0.7628,0.0016,0.7817,0.0035 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipconcat,add,99,0.5862,0.0027,205201.0,0.0045,0.0003,0.7248,0.0051,0.6578,0.0049,0.9374,0.001,0.7731,0.003,0.8214,0.0025 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipconcat,max,99,0.5986,0.0044,205201.0,0.0049,0.0002,0.7266,0.0119,0.6627,0.0097,0.9234,0.0079,0.7716,0.0091,0.8019,0.0056 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipconcat,mean,99,0.5885,0.0027,205201.0,0.0048,0.0003,0.7292,0.0023,0.663,0.0012,0.9325,0.0107,0.775,0.0034,0.813,0.0007 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipsum,add,59,0.5861,0.0089,210742.0,0.0044,0.0005,0.7179,0.0111,0.6536,0.008,0.9276,0.0101,0.7668,0.009,0.8194,0.0145 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipsum,max,99,0.5958,0.0079,210742.0,0.0045,0.0002,0.7273,0.0054,0.6637,0.0047,0.9216,0.0091,0.7716,0.0046,0.7998,0.0096 -PyG,TU_BZR,link_pred,True,,,2,2,2,skipsum,mean,79,0.5856,0.0067,210742.0,0.0044,0.0003,0.732,0.0037,0.6636,0.0016,0.9412,0.0085,0.7784,0.0039,0.812,0.0092 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipconcat,add,99,0.5721,0.0067,204481.0,0.0041,0.0003,0.7272,0.0044,0.6584,0.0026,0.9442,0.0067,0.7759,0.004,0.8386,0.0071 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipconcat,max,99,0.5857,0.0063,204481.0,0.0044,0.0002,0.7394,0.0051,0.6711,0.0054,0.9389,0.0032,0.7827,0.003,0.813,0.0081 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipconcat,mean,99,0.581,0.0056,204481.0,0.0045,0.0004,0.7299,0.0034,0.6611,0.0008,0.9434,0.0105,0.7774,0.0041,0.8115,0.0064 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipsum,add,79,0.5761,0.0045,208513.0,0.0043,0.0,0.7232,0.0056,0.6567,0.005,0.9355,0.0042,0.7717,0.0038,0.8297,0.0067 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipsum,max,79,0.5835,0.0029,208513.0,0.0043,0.0,0.7388,0.0051,0.6654,0.0042,0.9608,0.0066,0.7862,0.004,0.8135,0.0075 -PyG,TU_BZR,link_pred,True,,,2,2,3,skipsum,mean,79,0.5818,0.0027,208513.0,0.0045,0.0003,0.7367,0.0096,0.6662,0.0085,0.9491,0.0052,0.7828,0.0068,0.8163,0.0073 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipconcat,add,99,0.6077,0.0148,202750.0,0.0057,0.0011,0.7102,0.0113,0.649,0.0076,0.9156,0.014,0.7595,0.0099,0.7972,0.0159 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipconcat,max,79,0.6117,0.0086,202750.0,0.0053,0.0004,0.7243,0.0071,0.6641,0.0057,0.9076,0.0093,0.767,0.006,0.7881,0.0043 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipconcat,mean,79,0.6066,0.0124,202750.0,0.0051,0.0003,0.7226,0.0054,0.6601,0.0033,0.9174,0.0113,0.7678,0.0054,0.7961,0.0034 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipsum,add,79,0.5947,0.0053,208993.0,0.0049,0.0004,0.7061,0.0038,0.6459,0.0029,0.9122,0.0046,0.7563,0.0031,0.8052,0.0093 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipsum,max,99,0.5974,0.005,208993.0,0.0052,0.0001,0.7234,0.008,0.6614,0.0057,0.9155,0.009,0.768,0.0068,0.7947,0.0079 -PyG,TU_BZR,link_pred,True,,,2,4,2,skipsum,mean,99,0.5943,0.0035,208993.0,0.0047,0.0004,0.7242,0.0051,0.6566,0.0051,0.9401,0.0097,0.7731,0.0037,0.7971,0.0047 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipconcat,add,99,0.582,0.0078,202465.0,0.0047,0.0001,0.7204,0.0077,0.655,0.0033,0.9314,0.018,0.7691,0.0084,0.8242,0.0087 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipconcat,max,99,0.5874,0.0077,202465.0,0.0053,0.0004,0.7326,0.0091,0.6644,0.0061,0.9397,0.0108,0.7784,0.0078,0.8094,0.012 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipconcat,mean,99,0.5856,0.0073,202465.0,0.0051,0.0002,0.7368,0.0089,0.6665,0.0034,0.9476,0.0216,0.7825,0.0096,0.8111,0.0039 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipsum,add,99,0.5952,0.0137,208183.0,0.0045,0.0002,0.6978,0.0093,0.6392,0.0064,0.9084,0.0103,0.7503,0.0078,0.794,0.0195 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipsum,max,79,0.5996,0.0073,208183.0,0.0051,0.0003,0.7101,0.0057,0.6516,0.003,0.9031,0.0168,0.757,0.0069,0.7902,0.009 -PyG,TU_BZR,link_pred,True,,,2,4,3,skipsum,mean,79,0.5881,0.0042,208183.0,0.0045,0.0001,0.7245,0.0053,0.6587,0.0045,0.9321,0.0033,0.7719,0.0038,0.8077,0.0034 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipconcat,add,99,0.6071,0.0015,205411.0,0.0048,0.0002,0.7054,0.0045,0.648,0.0041,0.8997,0.0059,0.7533,0.0033,0.7944,0.0029 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipconcat,max,79,0.6172,0.0043,205411.0,0.0064,0.0013,0.7132,0.0096,0.6586,0.0031,0.885,0.0269,0.7551,0.0118,0.7791,0.011 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipconcat,mean,79,0.612,0.0092,205411.0,0.0057,0.0002,0.7204,0.0072,0.6598,0.0038,0.9099,0.0172,0.7649,0.0077,0.7903,0.0084 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipsum,add,99,0.6052,0.0077,207793.0,0.0053,0.0004,0.6913,0.0119,0.6382,0.0068,0.8827,0.0215,0.7408,0.0121,0.7806,0.0134 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipsum,max,99,0.6091,0.011,207793.0,0.006,0.0002,0.7076,0.0086,0.6495,0.0055,0.902,0.0119,0.7552,0.0079,0.7772,0.0149 -PyG,TU_BZR,link_pred,True,,,2,6,2,skipsum,mean,99,0.6048,0.0106,207793.0,0.0057,0.0004,0.7159,0.004,0.6544,0.0022,0.9155,0.014,0.7632,0.0051,0.7848,0.0136 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipconcat,add,79,0.5886,0.0165,210666.0,0.005,0.0003,0.71,0.0216,0.6483,0.0132,0.9174,0.0316,0.7597,0.0199,0.8109,0.0243 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipconcat,max,79,0.5906,0.0108,210666.0,0.0053,0.0002,0.7246,0.0118,0.6579,0.0058,0.9351,0.024,0.7724,0.012,0.8051,0.0113 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipconcat,mean,79,0.5915,0.0086,210666.0,0.0059,0.0,0.7324,0.0106,0.6632,0.0067,0.9442,0.0172,0.7791,0.0097,0.8008,0.0051 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipsum,add,59,0.6,0.01,206361.0,0.0053,0.0005,0.6994,0.0137,0.6436,0.0098,0.8937,0.0193,0.7483,0.0119,0.7957,0.0206 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipsum,max,39,0.6174,0.0187,206361.0,0.006,0.0004,0.7024,0.0134,0.6362,0.0074,0.945,0.0259,0.7603,0.0131,0.7923,0.0323 -PyG,TU_BZR,link_pred,True,,,2,6,3,skipsum,mean,99,0.5914,0.003,206361.0,0.005,0.0002,0.7265,0.0046,0.6599,0.0029,0.9348,0.0086,0.7736,0.0043,0.7992,0.0058 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipconcat,add,99,0.6199,0.0113,206977.0,0.0057,0.0002,0.7015,0.0127,0.6447,0.0088,0.8974,0.0159,0.7504,0.0112,0.7845,0.0145 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipconcat,max,79,0.6166,0.0071,206977.0,0.0064,0.0002,0.7128,0.0087,0.656,0.0055,0.8944,0.0134,0.7569,0.0083,0.7837,0.0016 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipconcat,mean,99,0.616,0.0036,206977.0,0.006,0.0004,0.7203,0.0048,0.66,0.0033,0.9088,0.0059,0.7646,0.0043,0.7861,0.003 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipsum,add,59,0.607,0.0135,207701.0,0.0055,0.0,0.7091,0.0066,0.6477,0.0059,0.9174,0.0125,0.7592,0.0053,0.788,0.0193 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipsum,max,99,0.6084,0.0045,207701.0,0.0055,0.0003,0.7009,0.0067,0.6465,0.0041,0.8865,0.0107,0.7477,0.0065,0.7738,0.0048 -PyG,TU_BZR,link_pred,True,,,2,8,2,skipsum,mean,99,0.6066,0.0044,207701.0,0.0066,0.0007,0.7189,0.0042,0.6576,0.0013,0.9133,0.0172,0.7646,0.006,0.7753,0.0068 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipconcat,add,99,0.5966,0.0096,207307.0,0.0061,0.0005,0.7053,0.0166,0.6452,0.0126,0.9129,0.0133,0.756,0.013,0.8028,0.0182 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipconcat,max,99,0.6022,0.0029,207307.0,0.0067,0.0003,0.7227,0.0041,0.6581,0.0037,0.9269,0.0157,0.7696,0.0049,0.7874,0.0046 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipconcat,mean,99,0.6023,0.0073,207307.0,0.0058,0.0002,0.7187,0.0093,0.6557,0.0045,0.9208,0.0254,0.7659,0.0106,0.7914,0.0066 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipsum,add,99,0.6138,0.0117,206593.0,0.0061,0.0007,0.6832,0.0161,0.6334,0.0106,0.8691,0.0246,0.7328,0.0154,0.7654,0.0198 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipsum,max,99,0.6065,0.0044,206593.0,0.0062,0.0002,0.7092,0.0075,0.6504,0.006,0.9046,0.0104,0.7567,0.0062,0.7763,0.0066 -PyG,TU_BZR,link_pred,True,,,2,8,3,skipsum,mean,99,0.5956,0.0047,206593.0,0.0058,0.0001,0.7203,0.0043,0.6535,0.0041,0.9382,0.0023,0.7703,0.0026,0.7948,0.0066 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipconcat,add,79,0.5473,0.0042,202440.0,0.0039,0.0001,0.7302,0.0055,0.661,0.0034,0.9453,0.0079,0.778,0.005,0.8768,0.0044 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipconcat,max,99,0.5621,0.0059,202440.0,0.0043,0.0001,0.7517,0.0043,0.6826,0.0061,0.9411,0.0071,0.7912,0.0017,0.8566,0.0033 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipconcat,mean,99,0.5424,0.0033,202440.0,0.0045,0.0003,0.7484,0.0081,0.6752,0.0027,0.9573,0.0217,0.7918,0.009,0.8777,0.0069 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipsum,add,99,0.5519,0.0046,206905.0,0.0041,0.0004,0.7275,0.0112,0.6569,0.0059,0.952,0.0197,0.7774,0.0107,0.8728,0.0096 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipsum,max,99,0.5583,0.001,206905.0,0.0046,0.0003,0.7427,0.007,0.6749,0.0079,0.9369,0.0056,0.7846,0.0041,0.8571,0.0049 -PyG,TU_COX2,link_pred,True,,,1,2,2,skipsum,mean,99,0.5478,0.0025,206905.0,0.0044,0.0003,0.7445,0.0037,0.6707,0.0006,0.9605,0.0171,0.7898,0.0054,0.8736,0.0023 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipconcat,add,99,0.5428,0.0031,206313.0,0.0044,0.0003,0.734,0.002,0.6612,0.0017,0.9594,0.0044,0.7829,0.0018,0.8796,0.0007 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipconcat,max,99,0.5493,0.0038,206313.0,0.0041,0.0003,0.7535,0.0172,0.6818,0.017,0.9524,0.0031,0.7946,0.0113,0.8666,0.0009 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipconcat,mean,99,0.5383,0.0032,206313.0,0.0045,0.0004,0.7508,0.0055,0.6748,0.0059,0.9686,0.0085,0.7954,0.0036,0.8796,0.0017 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipsum,add,79,0.5413,0.0065,207160.0,0.0045,0.0005,0.7233,0.0086,0.6544,0.005,0.946,0.0145,0.7736,0.008,0.8765,0.0094 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipsum,max,99,0.5525,0.0031,207160.0,0.0042,0.0003,0.7531,0.0037,0.6845,0.0027,0.939,0.01,0.7918,0.0039,0.8583,0.0058 -PyG,TU_COX2,link_pred,True,,,1,2,3,skipsum,mean,59,0.5374,0.0035,207160.0,0.0055,0.0007,0.7509,0.0017,0.6767,0.0031,0.9616,0.0113,0.7943,0.0023,0.8813,0.0054 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipconcat,add,79,0.5664,0.007,205321.0,0.0047,0.0003,0.7344,0.0129,0.6654,0.009,0.9432,0.0153,0.7803,0.0109,0.855,0.0067 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipconcat,max,99,0.5703,0.0063,205321.0,0.0047,0.0002,0.7356,0.0091,0.6695,0.0069,0.9309,0.01,0.7788,0.0075,0.8499,0.0046 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipconcat,mean,99,0.5575,0.0058,205321.0,0.0053,0.0002,0.7474,0.0049,0.6754,0.004,0.9527,0.0117,0.7904,0.0046,0.8646,0.0067 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipsum,add,79,0.5634,0.0085,205255.0,0.005,0.001,0.7121,0.013,0.6483,0.0094,0.9273,0.0152,0.7631,0.0106,0.8509,0.0155 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipsum,max,79,0.5692,0.0041,205255.0,0.0045,0.0001,0.7324,0.0109,0.668,0.0091,0.9245,0.0078,0.7756,0.0083,0.8458,0.0064 -PyG,TU_COX2,link_pred,True,,,1,4,2,skipsum,mean,79,0.5574,0.0039,205255.0,0.0056,0.0002,0.7383,0.0115,0.6697,0.0081,0.9404,0.0213,0.7822,0.0106,0.8598,0.0083 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipconcat,add,59,0.5577,0.0052,207516.0,0.0054,0.0002,0.7294,0.0053,0.6592,0.0031,0.9496,0.0147,0.7782,0.0057,0.8655,0.0091 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipconcat,max,79,0.5586,0.0088,207516.0,0.0062,0.0005,0.7469,0.0107,0.6777,0.0085,0.9418,0.0085,0.7882,0.0085,0.8584,0.0057 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipconcat,mean,99,0.5479,0.0056,207516.0,0.0051,0.0001,0.742,0.0022,0.6707,0.0022,0.951,0.0143,0.7865,0.0037,0.8675,0.0103 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipsum,add,79,0.5572,0.002,205969.0,0.0047,0.0005,0.7151,0.01,0.6504,0.0069,0.9302,0.0108,0.7655,0.0084,0.8529,0.0084 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipsum,max,99,0.5683,0.0059,205969.0,0.0046,0.0001,0.7295,0.0059,0.664,0.0062,0.9295,0.0047,0.7746,0.0035,0.8404,0.0061 -PyG,TU_COX2,link_pred,True,,,1,4,3,skipsum,mean,99,0.5529,0.0034,205969.0,0.0052,0.0004,0.7428,0.0029,0.6719,0.0029,0.9492,0.0108,0.7868,0.0032,0.8586,0.007 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipconcat,add,99,0.5687,0.0045,202910.0,0.0046,0.0001,0.7224,0.0055,0.6541,0.0037,0.9439,0.0071,0.7728,0.0047,0.8586,0.007 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipconcat,max,99,0.5751,0.0051,202910.0,0.0053,0.0001,0.7332,0.0036,0.6699,0.0051,0.9196,0.0087,0.7751,0.0018,0.8417,0.0042 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipconcat,mean,99,0.5617,0.0033,202910.0,0.0053,0.0001,0.7343,0.0106,0.6666,0.0049,0.9372,0.022,0.779,0.0109,0.8572,0.0024 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipsum,add,99,0.5793,0.0023,205357.0,0.0047,0.0001,0.7012,0.0034,0.6417,0.0023,0.9111,0.0092,0.7531,0.0036,0.8239,0.0058 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipsum,max,99,0.5765,0.0079,205357.0,0.0055,0.0005,0.7216,0.0169,0.6622,0.0135,0.9051,0.0137,0.7648,0.0133,0.829,0.0105 -PyG,TU_COX2,link_pred,True,,,1,6,2,skipsum,mean,99,0.5654,0.0021,205357.0,0.0055,0.0002,0.7313,0.0089,0.6656,0.0032,0.9294,0.0227,0.7756,0.01,0.8451,0.0099 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipconcat,add,99,0.555,0.0079,208741.0,0.0051,0.0005,0.7265,0.0025,0.6569,0.0002,0.9485,0.0103,0.7762,0.0035,0.8659,0.0112 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipconcat,max,99,0.5625,0.0053,208741.0,0.0055,0.0003,0.7429,0.0069,0.6752,0.0076,0.9365,0.0113,0.7846,0.0047,0.8495,0.0086 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipconcat,mean,99,0.5505,0.0025,208741.0,0.0057,0.0004,0.7454,0.0024,0.6744,0.0047,0.9496,0.0148,0.7885,0.0028,0.8647,0.0037 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipsum,add,79,0.5695,0.0105,205129.0,0.0048,0.0002,0.7192,0.0141,0.6555,0.0074,0.9235,0.0259,0.7667,0.014,0.834,0.0195 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipsum,max,79,0.5672,0.0039,205129.0,0.0053,0.0005,0.7321,0.0075,0.6673,0.0094,0.9266,0.0194,0.7757,0.0056,0.8388,0.0105 -PyG,TU_COX2,link_pred,True,,,1,6,3,skipsum,mean,99,0.5556,0.002,205129.0,0.0055,0.0003,0.7351,0.0112,0.6661,0.0088,0.9429,0.0195,0.7806,0.0097,0.8536,0.0059 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipconcat,add,99,0.5755,0.0062,205313.0,0.006,0.0002,0.719,0.0078,0.6539,0.0047,0.9302,0.0158,0.7679,0.0076,0.847,0.0063 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipconcat,max,99,0.5811,0.0058,205313.0,0.0063,0.0003,0.7296,0.0068,0.6671,0.0055,0.9168,0.0072,0.7723,0.0054,0.8382,0.0032 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipconcat,mean,99,0.5677,0.0073,205313.0,0.0065,0.0005,0.7407,0.0057,0.6728,0.0015,0.9372,0.0177,0.7832,0.0069,0.8574,0.0084 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipsum,add,99,0.5763,0.0017,203841.0,0.0063,0.0011,0.717,0.0094,0.6528,0.0057,0.927,0.0147,0.7661,0.0088,0.8335,0.0121 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipsum,max,99,0.5846,0.008,203841.0,0.0057,0.0004,0.7142,0.0153,0.6553,0.0112,0.9041,0.0186,0.7598,0.013,0.8122,0.0149 -PyG,TU_COX2,link_pred,True,,,1,8,2,skipsum,mean,99,0.5654,0.0004,203841.0,0.0058,0.0,0.7331,0.0034,0.6671,0.0008,0.9309,0.0109,0.7772,0.0042,0.8443,0.0052 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipconcat,add,99,0.5623,0.0018,206038.0,0.0054,0.0002,0.726,0.0078,0.6562,0.0046,0.9492,0.0116,0.776,0.0071,0.8519,0.0076 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipconcat,max,79,0.5645,0.0083,206038.0,0.0065,0.0004,0.7491,0.0074,0.6802,0.0055,0.9404,0.0078,0.7894,0.0062,0.8492,0.0126 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipconcat,mean,99,0.5553,0.0085,206038.0,0.0062,0.0001,0.7415,0.0111,0.6698,0.009,0.9527,0.0172,0.7865,0.0093,0.863,0.0056 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipsum,add,99,0.5786,0.0086,205289.0,0.0058,0.0007,0.7129,0.0125,0.6512,0.0098,0.9171,0.0087,0.7616,0.0095,0.8224,0.0155 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipsum,max,79,0.5819,0.006,205289.0,0.0056,0.0001,0.7178,0.0062,0.6573,0.0061,0.9108,0.008,0.7635,0.0043,0.8193,0.0024 -PyG,TU_COX2,link_pred,True,,,1,8,3,skipsum,mean,99,0.559,0.0019,205289.0,0.0055,0.0002,0.7333,0.0039,0.6651,0.0044,0.94,0.011,0.7789,0.0033,0.8478,0.0029 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipconcat,add,59,0.548,0.0042,203491.0,0.0041,0.0004,0.7438,0.0107,0.6697,0.0086,0.9626,0.0078,0.7898,0.0081,0.883,0.0056 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipconcat,max,99,0.5608,0.0054,203491.0,0.0046,0.0002,0.7554,0.0016,0.6868,0.0031,0.939,0.0131,0.7933,0.003,0.8606,0.0056 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipconcat,mean,99,0.541,0.0049,203491.0,0.0042,0.0001,0.7409,0.0048,0.6688,0.0045,0.9548,0.0139,0.7865,0.0046,0.8841,0.0075 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipsum,add,59,0.5453,0.0015,207160.0,0.0045,0.0003,0.7362,0.003,0.6669,0.0033,0.9439,0.0175,0.7815,0.0047,0.8748,0.0093 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipsum,max,99,0.5576,0.0044,207160.0,0.0044,0.0001,0.7388,0.0106,0.6709,0.0071,0.9372,0.0159,0.782,0.0095,0.8573,0.0043 -PyG,TU_COX2,link_pred,True,,,2,2,2,skipsum,mean,79,0.5424,0.0079,207160.0,0.0042,0.0004,0.7508,0.0049,0.6778,0.0017,0.9559,0.0131,0.7932,0.0055,0.8747,0.0052 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipconcat,add,99,0.5421,0.009,203041.0,0.0042,0.0,0.7329,0.0065,0.6599,0.0037,0.9609,0.0129,0.7824,0.0063,0.8789,0.0126 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipconcat,max,79,0.5512,0.0044,203041.0,0.0044,0.0003,0.7564,0.002,0.6847,0.003,0.951,0.0173,0.796,0.0042,0.8674,0.0052 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipconcat,mean,99,0.5381,0.0045,203041.0,0.0048,0.0004,0.7462,0.0059,0.6716,0.0048,0.9637,0.016,0.7915,0.0058,0.884,0.0058 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipsum,add,99,0.5417,0.0051,205255.0,0.0041,0.0002,0.7298,0.0072,0.6588,0.0058,0.9538,0.0121,0.7792,0.0059,0.8791,0.0079 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipsum,max,99,0.5516,0.0031,205255.0,0.0045,0.0005,0.7344,0.0024,0.6671,0.0025,0.9362,0.018,0.7789,0.0047,0.8617,0.0036 -PyG,TU_COX2,link_pred,True,,,2,2,3,skipsum,mean,99,0.5381,0.0022,205255.0,0.0047,0.0002,0.7464,0.0035,0.6722,0.0017,0.9619,0.0136,0.7913,0.0045,0.8801,0.0069 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipconcat,add,99,0.559,0.0052,201724.0,0.005,0.0002,0.7323,0.0038,0.6622,0.0025,0.9488,0.0065,0.78,0.0035,0.8694,0.0055 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipconcat,max,99,0.5632,0.0057,201724.0,0.0047,0.0002,0.747,0.0051,0.6785,0.0061,0.939,0.0072,0.7878,0.003,0.8586,0.0022 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipconcat,mean,99,0.5535,0.0067,201724.0,0.0054,0.0003,0.7505,0.0026,0.6772,0.0015,0.9577,0.0131,0.7933,0.0039,0.8701,0.0048 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipsum,add,79,0.5564,0.006,205969.0,0.0048,0.0004,0.7123,0.0102,0.648,0.0085,0.9302,0.0079,0.7638,0.0073,0.856,0.012 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipsum,max,99,0.5702,0.0036,205969.0,0.0051,0.0003,0.7341,0.0056,0.6687,0.0067,0.9284,0.0061,0.7774,0.0027,0.8417,0.0025 -PyG,TU_COX2,link_pred,True,,,2,4,2,skipsum,mean,79,0.5531,0.0041,205969.0,0.005,0.0002,0.7416,0.0031,0.6701,0.0025,0.952,0.0035,0.7865,0.0025,0.8608,0.0063 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipconcat,add,99,0.5486,0.0071,201601.0,0.005,0.0003,0.7285,0.0078,0.6568,0.0056,0.9573,0.0082,0.7791,0.0063,0.8743,0.0085 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipconcat,max,99,0.553,0.0041,201601.0,0.0052,0.0001,0.7451,0.0055,0.675,0.0073,0.9457,0.0095,0.7877,0.0025,0.8643,0.0014 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipconcat,mean,99,0.5442,0.0021,201601.0,0.0055,0.0003,0.7473,0.003,0.6739,0.004,0.9587,0.0102,0.7914,0.0025,0.8776,0.0042 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipsum,add,79,0.5584,0.0044,205357.0,0.0043,0.0002,0.7139,0.0071,0.6506,0.0021,0.9238,0.0212,0.7635,0.0085,0.8536,0.0099 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipsum,max,99,0.5588,0.002,205357.0,0.0043,0.0001,0.7311,0.005,0.665,0.0018,0.9316,0.0137,0.776,0.0058,0.8498,0.0055 -PyG,TU_COX2,link_pred,True,,,2,4,3,skipsum,mean,79,0.5505,0.0032,205357.0,0.0051,0.0003,0.7423,0.0036,0.6703,0.0019,0.9538,0.0179,0.7873,0.0054,0.8638,0.0105 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipconcat,add,79,0.5668,0.0039,204673.0,0.0062,0.0006,0.7279,0.0152,0.6589,0.0101,0.945,0.0177,0.7764,0.0129,0.8631,0.0071 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipconcat,max,99,0.5732,0.0063,204673.0,0.0058,0.0003,0.7346,0.0063,0.671,0.005,0.9206,0.0061,0.7762,0.0051,0.8462,0.0026 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipconcat,mean,99,0.5664,0.0081,204673.0,0.006,0.0002,0.7498,0.0028,0.6807,0.0015,0.9411,0.0099,0.79,0.0034,0.8562,0.0112 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipsum,add,79,0.5682,0.0079,205129.0,0.0053,0.0003,0.7223,0.0083,0.6586,0.0045,0.9231,0.0171,0.7687,0.0084,0.8438,0.016 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipsum,max,79,0.5739,0.0032,205129.0,0.0065,0.0011,0.73,0.0126,0.6668,0.0121,0.9206,0.0165,0.7732,0.0092,0.8324,0.0083 -PyG,TU_COX2,link_pred,True,,,2,6,2,skipsum,mean,99,0.5578,0.0027,205129.0,0.0056,0.0002,0.7399,0.0039,0.6705,0.0013,0.9435,0.0122,0.7839,0.0046,0.8539,0.002 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipconcat,add,99,0.5552,0.0057,210036.0,0.0057,0.0003,0.7264,0.0064,0.6553,0.0032,0.9552,0.0117,0.7773,0.0061,0.8608,0.0109 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipconcat,max,99,0.5572,0.0042,210036.0,0.0058,0.0002,0.75,0.0108,0.6772,0.0102,0.9559,0.0022,0.7927,0.0073,0.8555,0.0042 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipconcat,mean,99,0.5493,0.0045,210036.0,0.0062,0.0005,0.7501,0.0061,0.6765,0.0057,0.9587,0.0139,0.7932,0.0052,0.8674,0.0061 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipsum,add,99,0.5622,0.007,203841.0,0.0054,0.0002,0.7203,0.0049,0.6531,0.0017,0.9397,0.0133,0.7706,0.0056,0.8501,0.0145 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipsum,max,99,0.5718,0.002,203841.0,0.0056,0.0002,0.7248,0.0033,0.6599,0.0037,0.9277,0.0035,0.7712,0.0018,0.8315,0.0025 -PyG,TU_COX2,link_pred,True,,,2,6,3,skipsum,mean,99,0.5557,0.0065,203841.0,0.0056,0.0002,0.7411,0.0078,0.6716,0.0037,0.9436,0.0176,0.7846,0.0081,0.8541,0.0174 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipconcat,add,99,0.5689,0.0116,206401.0,0.0064,0.0007,0.7215,0.0079,0.6549,0.0039,0.9365,0.0157,0.7708,0.008,0.8578,0.0142 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipconcat,max,99,0.5689,0.0062,206401.0,0.0064,0.0001,0.7408,0.0126,0.6754,0.0119,0.9281,0.0075,0.7818,0.009,0.8497,0.0058 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipconcat,mean,99,0.5592,0.0085,206401.0,0.0066,0.0004,0.7463,0.0022,0.6761,0.003,0.9457,0.0194,0.7884,0.0048,0.8634,0.0095 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipsum,add,99,0.5754,0.0082,205289.0,0.0056,0.0,0.7126,0.0094,0.6494,0.006,0.9241,0.0125,0.7628,0.0084,0.8329,0.007 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipsum,max,99,0.5791,0.0122,205289.0,0.0064,0.0,0.7189,0.0114,0.6598,0.0101,0.9048,0.0187,0.763,0.0094,0.8206,0.0141 -PyG,TU_COX2,link_pred,True,,,2,8,2,skipsum,mean,99,0.5626,0.0041,205289.0,0.006,0.0002,0.739,0.0092,0.6691,0.0047,0.9453,0.0167,0.7836,0.0089,0.8474,0.0096 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipconcat,add,99,0.5625,0.0071,206821.0,0.0067,0.0016,0.7138,0.0094,0.6488,0.0047,0.9316,0.0185,0.7649,0.0094,0.8516,0.0168 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipconcat,max,99,0.5648,0.0038,206821.0,0.0064,0.0002,0.7375,0.0022,0.6699,0.0022,0.9365,0.0093,0.781,0.0028,0.8465,0.0035 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipconcat,mean,99,0.5528,0.0096,206821.0,0.0065,0.0003,0.7443,0.003,0.6727,0.0041,0.952,0.0121,0.7882,0.0029,0.8669,0.0118 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipsum,add,99,0.5712,0.0092,204289.0,0.0054,0.0003,0.7122,0.0101,0.6506,0.0079,0.9168,0.0072,0.7611,0.0078,0.8317,0.0135 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipsum,max,99,0.5756,0.0128,204289.0,0.0062,0.0003,0.719,0.0129,0.6572,0.0091,0.9157,0.0143,0.7652,0.011,0.825,0.0188 -PyG,TU_COX2,link_pred,True,,,2,8,3,skipsum,mean,99,0.5587,0.0045,204289.0,0.0056,0.0002,0.7273,0.006,0.6606,0.0048,0.9347,0.0102,0.7741,0.0052,0.8487,0.0062 -PyG,TU_DD,link_pred,True,,,1,2,2,skipconcat,add,0,0.7491,0.0374,207678.0,0.0047,0.0006,0.5171,0.0101,0.5088,0.0053,0.9926,0.0043,0.6728,0.004,0.7743,0.0058 -PyG,TU_DD,link_pred,True,,,1,2,2,skipconcat,max,99,0.6313,0.0133,207678.0,0.0057,0.0011,0.6732,0.0044,0.6303,0.0021,0.8375,0.0126,0.7193,0.0057,0.7739,0.0095 -PyG,TU_DD,link_pred,True,,,1,2,2,skipconcat,mean,99,0.6436,0.0078,207678.0,0.0041,0.0002,0.6601,0.0088,0.6217,0.0064,0.8174,0.0105,0.7062,0.008,0.7487,0.0082 -PyG,TU_DD,link_pred,True,,,1,2,2,skipsum,add,99,0.6174,0.0022,218893.0,0.0045,0.0002,0.6746,0.0027,0.6298,0.0022,0.8471,0.002,0.7225,0.002,0.7812,0.0019 -PyG,TU_DD,link_pred,True,,,1,2,2,skipsum,max,99,0.6172,0.0034,218893.0,0.0043,0.0003,0.6733,0.0025,0.6286,0.0027,0.847,0.0047,0.7216,0.0017,0.7788,0.0047 -PyG,TU_DD,link_pred,True,,,1,2,2,skipsum,mean,99,0.6284,0.005,218893.0,0.0049,0.0001,0.6689,0.0032,0.6297,0.0015,0.8201,0.0083,0.7124,0.0041,0.7615,0.005 -PyG,TU_DD,link_pred,True,,,1,2,3,skipconcat,add,99,0.6215,0.0056,210741.0,0.0048,0.0001,0.6732,0.0026,0.6271,0.0024,0.8544,0.0025,0.7233,0.0019,0.7781,0.0053 -PyG,TU_DD,link_pred,True,,,1,2,3,skipconcat,max,99,0.6234,0.0048,210741.0,0.0056,0.0006,0.6708,0.0027,0.6252,0.0015,0.8528,0.0057,0.7215,0.003,0.7754,0.0046 -PyG,TU_DD,link_pred,True,,,1,2,3,skipconcat,mean,99,0.6311,0.0047,210741.0,0.005,0.0001,0.6665,0.0038,0.6243,0.0025,0.8359,0.0059,0.7148,0.0038,0.7573,0.0049 -PyG,TU_DD,link_pred,True,,,1,2,3,skipsum,add,99,0.6175,0.0035,217906.0,0.0049,0.0,0.671,0.0007,0.6259,0.0004,0.8501,0.0036,0.7209,0.0012,0.7787,0.0057 -PyG,TU_DD,link_pred,True,,,1,2,3,skipsum,max,99,0.6119,0.0034,217906.0,0.0049,0.0001,0.6712,0.0054,0.6252,0.0046,0.8547,0.0045,0.7222,0.004,0.7799,0.0042 -PyG,TU_DD,link_pred,True,,,1,2,3,skipsum,mean,99,0.6245,0.0047,217906.0,0.0048,0.0001,0.6672,0.0039,0.6258,0.0022,0.8317,0.0078,0.7142,0.0043,0.7612,0.0059 -PyG,TU_DD,link_pred,True,,,1,4,2,skipconcat,add,99,0.6179,0.0047,208453.0,0.0052,0.0001,0.685,0.0047,0.6365,0.0036,0.8628,0.0047,0.7326,0.0039,0.7927,0.0047 -PyG,TU_DD,link_pred,True,,,1,4,2,skipconcat,max,99,0.6123,0.0084,208453.0,0.0055,0.0001,0.6862,0.0031,0.6379,0.0014,0.8612,0.013,0.7329,0.0048,0.7994,0.0063 -PyG,TU_DD,link_pred,True,,,1,4,2,skipconcat,mean,79,0.6341,0.0104,208453.0,0.0057,0.0002,0.6729,0.0083,0.6294,0.005,0.8409,0.0148,0.7199,0.0087,0.7724,0.0102 -PyG,TU_DD,link_pred,True,,,1,4,2,skipsum,add,79,0.6044,0.0081,215029.0,0.0056,0.0007,0.6837,0.0085,0.6346,0.0065,0.8663,0.0091,0.7326,0.0071,0.7978,0.01 -PyG,TU_DD,link_pred,True,,,1,4,2,skipsum,max,99,0.6034,0.0049,215029.0,0.0045,0.0001,0.6785,0.0008,0.6291,0.0016,0.8697,0.0055,0.7301,0.001,0.7987,0.0049 -PyG,TU_DD,link_pred,True,,,1,4,2,skipsum,mean,99,0.6062,0.0034,215029.0,0.0053,0.0002,0.6833,0.003,0.6385,0.0019,0.845,0.0064,0.7274,0.0033,0.7891,0.0041 -PyG,TU_DD,link_pred,True,,,1,4,3,skipconcat,add,99,0.6114,0.0072,210162.0,0.0052,0.0001,0.6784,0.0088,0.6306,0.0068,0.8612,0.0075,0.7281,0.0072,0.7904,0.0085 -PyG,TU_DD,link_pred,True,,,1,4,3,skipconcat,max,99,0.6047,0.0011,210162.0,0.0056,0.0,0.684,0.0018,0.6343,0.0017,0.8693,0.003,0.7334,0.0013,0.7978,0.0015 -PyG,TU_DD,link_pred,True,,,1,4,3,skipconcat,mean,99,0.6192,0.0034,210162.0,0.0056,0.0001,0.6744,0.002,0.628,0.0016,0.8557,0.0077,0.7244,0.0027,0.7768,0.0036 -PyG,TU_DD,link_pred,True,,,1,4,3,skipsum,add,99,0.6051,0.0041,215041.0,0.0045,0.0001,0.6781,0.0055,0.6294,0.0042,0.8663,0.0051,0.7291,0.0045,0.7927,0.0062 -PyG,TU_DD,link_pred,True,,,1,4,3,skipsum,max,99,0.6003,0.0021,215041.0,0.0047,0.0002,0.6811,0.0022,0.6309,0.0018,0.873,0.0011,0.7325,0.0016,0.7988,0.0012 -PyG,TU_DD,link_pred,True,,,1,4,3,skipsum,mean,99,0.604,0.0044,215041.0,0.0054,0.0,0.6838,0.0037,0.6366,0.0033,0.8569,0.0013,0.7305,0.0025,0.7909,0.0038 -PyG,TU_DD,link_pred,True,,,1,6,2,skipconcat,add,99,0.6154,0.0036,205124.0,0.0057,0.0001,0.6814,0.0021,0.6339,0.002,0.859,0.002,0.7294,0.0013,0.7931,0.0034 -PyG,TU_DD,link_pred,True,,,1,6,2,skipconcat,max,99,0.6025,0.0052,205124.0,0.0066,0.0008,0.6925,0.0028,0.6424,0.0016,0.868,0.0049,0.7384,0.0028,0.8123,0.0028 -PyG,TU_DD,link_pred,True,,,1,6,2,skipconcat,mean,99,0.62,0.0028,205124.0,0.0061,0.0,0.6817,0.0021,0.6363,0.0016,0.8484,0.0042,0.7272,0.002,0.7862,0.0045 -PyG,TU_DD,link_pred,True,,,1,6,2,skipsum,add,99,0.6049,0.0067,213835.0,0.0054,0.0001,0.6793,0.0108,0.6288,0.0102,0.8762,0.0035,0.7321,0.0064,0.7984,0.006 -PyG,TU_DD,link_pred,True,,,1,6,2,skipsum,max,99,0.6015,0.0081,213835.0,0.0063,0.0013,0.6828,0.0066,0.6319,0.0054,0.8756,0.003,0.734,0.0047,0.808,0.0074 -PyG,TU_DD,link_pred,True,,,1,6,2,skipsum,mean,99,0.5968,0.0061,213835.0,0.0054,0.0001,0.6923,0.007,0.6437,0.005,0.8614,0.008,0.7368,0.0061,0.8024,0.0072 -PyG,TU_DD,link_pred,True,,,1,6,3,skipconcat,add,99,0.6112,0.0051,210631.0,0.006,0.0004,0.6834,0.0076,0.6335,0.0055,0.8698,0.0083,0.7331,0.0065,0.7941,0.0081 -PyG,TU_DD,link_pred,True,,,1,6,3,skipconcat,max,99,0.5954,0.0084,210631.0,0.0062,0.0002,0.6897,0.0108,0.6378,0.0073,0.8781,0.0141,0.7389,0.0097,0.8095,0.0113 -PyG,TU_DD,link_pred,True,,,1,6,3,skipconcat,mean,99,0.6109,0.0055,210631.0,0.0056,0.0001,0.68,0.0037,0.6321,0.003,0.8612,0.0041,0.7291,0.0029,0.7879,0.0041 -PyG,TU_DD,link_pred,True,,,1,6,3,skipsum,add,99,0.6086,0.0074,213121.0,0.006,0.0006,0.6784,0.0048,0.6285,0.0035,0.8724,0.0059,0.7307,0.0041,0.7932,0.0091 -PyG,TU_DD,link_pred,True,,,1,6,3,skipsum,max,99,0.5997,0.0041,213121.0,0.0053,0.0,0.6836,0.0068,0.6314,0.0061,0.8826,0.004,0.7362,0.0043,0.8029,0.0047 -PyG,TU_DD,link_pred,True,,,1,6,3,skipsum,mean,99,0.5898,0.0038,213121.0,0.0053,0.0,0.6937,0.0027,0.6439,0.0014,0.8668,0.0063,0.739,0.0031,0.8071,0.0046 -PyG,TU_DD,link_pred,True,,,1,8,2,skipconcat,add,99,0.616,0.0047,207041.0,0.0063,0.0001,0.6743,0.0048,0.6268,0.0033,0.8613,0.0076,0.7255,0.0045,0.7935,0.0061 -PyG,TU_DD,link_pred,True,,,1,8,2,skipconcat,max,99,0.5975,0.0083,207041.0,0.0069,0.0002,0.6939,0.0048,0.642,0.0038,0.877,0.0032,0.7413,0.0037,0.819,0.005 -PyG,TU_DD,link_pred,True,,,1,8,2,skipconcat,mean,99,0.6189,0.0028,207041.0,0.007,0.0001,0.6776,0.0027,0.633,0.0028,0.8453,0.0055,0.7239,0.0021,0.7858,0.0029 -PyG,TU_DD,link_pred,True,,,1,8,2,skipsum,add,79,0.6113,0.0046,211401.0,0.0065,0.0006,0.6697,0.0044,0.6198,0.0033,0.8781,0.0075,0.7267,0.0038,0.7917,0.0061 -PyG,TU_DD,link_pred,True,,,1,8,2,skipsum,max,99,0.6041,0.0081,211401.0,0.007,0.0004,0.6801,0.0114,0.6293,0.0085,0.8767,0.0096,0.7327,0.009,0.8032,0.0102 -PyG,TU_DD,link_pred,True,,,1,8,2,skipsum,mean,99,0.5919,0.0043,211401.0,0.0068,0.0003,0.6917,0.0066,0.6419,0.0044,0.8671,0.0089,0.7376,0.0061,0.8066,0.0055 -PyG,TU_DD,link_pred,True,,,1,8,3,skipconcat,add,99,0.6126,0.0093,207496.0,0.0065,0.0004,0.6727,0.0099,0.6234,0.0077,0.8725,0.0062,0.7272,0.0074,0.7919,0.0104 -PyG,TU_DD,link_pred,True,,,1,8,3,skipconcat,max,99,0.5956,0.0069,207496.0,0.0074,0.0,0.6889,0.0049,0.6368,0.0037,0.8794,0.0043,0.7387,0.004,0.813,0.0069 -PyG,TU_DD,link_pred,True,,,1,8,3,skipconcat,mean,99,0.6078,0.0052,207496.0,0.0073,0.0,0.678,0.0039,0.6305,0.0014,0.86,0.0128,0.7276,0.0053,0.7935,0.0065 -PyG,TU_DD,link_pred,True,,,1,8,3,skipsum,add,99,0.6094,0.0071,212525.0,0.0052,0.0002,0.6696,0.0068,0.6202,0.0049,0.8752,0.0069,0.7259,0.0057,0.7914,0.0101 -PyG,TU_DD,link_pred,True,,,1,8,3,skipsum,max,79,0.6026,0.0018,212525.0,0.0078,0.0011,0.6829,0.0022,0.63,0.0026,0.8864,0.0032,0.7365,0.0008,0.8012,0.0011 -PyG,TU_DD,link_pred,True,,,1,8,3,skipsum,mean,99,0.5883,0.006,212525.0,0.0071,0.0001,0.6929,0.0052,0.6424,0.004,0.8699,0.0062,0.739,0.0045,0.8106,0.0054 -PyG,TU_DD,link_pred,True,,,2,2,2,skipconcat,add,99,0.6305,0.0057,208621.0,0.0052,0.0005,0.6752,0.0036,0.6314,0.003,0.8421,0.0027,0.7217,0.0028,0.7746,0.0057 -PyG,TU_DD,link_pred,True,,,2,2,2,skipconcat,max,99,0.6294,0.0051,208621.0,0.0049,0.0001,0.6704,0.003,0.6267,0.0022,0.8431,0.0045,0.7189,0.0028,0.7747,0.0027 -PyG,TU_DD,link_pred,True,,,2,2,2,skipconcat,mean,99,0.6464,0.006,208621.0,0.0048,0.0001,0.6578,0.0052,0.6195,0.004,0.8179,0.0057,0.705,0.0046,0.7442,0.0048 -PyG,TU_DD,link_pred,True,,,2,2,2,skipsum,add,99,0.6192,0.0026,217906.0,0.0047,0.0002,0.6762,0.0066,0.6314,0.0054,0.8467,0.0045,0.7234,0.005,0.7775,0.0044 -PyG,TU_DD,link_pred,True,,,2,2,2,skipsum,max,99,0.6185,0.0025,217906.0,0.0048,0.0001,0.6716,0.0075,0.6263,0.0055,0.8509,0.0076,0.7215,0.0064,0.7773,0.0038 -PyG,TU_DD,link_pred,True,,,2,2,2,skipsum,mean,99,0.6321,0.0021,217906.0,0.0047,0.0,0.6653,0.0004,0.6264,0.0005,0.8189,0.0042,0.7099,0.0013,0.7566,0.0022 -PyG,TU_DD,link_pred,True,,,2,2,3,skipconcat,add,99,0.626,0.0066,207361.0,0.0041,0.0001,0.6715,0.0044,0.6265,0.0036,0.8498,0.0035,0.7212,0.0034,0.7708,0.0052 -PyG,TU_DD,link_pred,True,,,2,2,3,skipconcat,max,99,0.6214,0.0064,207361.0,0.005,0.0001,0.6696,0.005,0.6237,0.0039,0.8552,0.0058,0.7213,0.0042,0.7764,0.0053 -PyG,TU_DD,link_pred,True,,,2,2,3,skipconcat,mean,99,0.6274,0.0025,207361.0,0.0049,0.0001,0.6656,0.0059,0.6234,0.004,0.8362,0.009,0.7143,0.0057,0.7596,0.0044 -PyG,TU_DD,link_pred,True,,,2,2,3,skipsum,add,99,0.6174,0.0058,215029.0,0.0057,0.0007,0.6733,0.005,0.6279,0.0033,0.8506,0.0072,0.7225,0.0047,0.7771,0.0074 -PyG,TU_DD,link_pred,True,,,2,2,3,skipsum,max,99,0.6201,0.0026,215029.0,0.0042,0.0002,0.6694,0.0035,0.6239,0.0032,0.8532,0.0001,0.7207,0.0022,0.7716,0.0033 -PyG,TU_DD,link_pred,True,,,2,2,3,skipsum,mean,99,0.6278,0.0061,215029.0,0.0053,0.0004,0.6647,0.0042,0.6247,0.0022,0.8251,0.0095,0.711,0.0049,0.7563,0.0074 -PyG,TU_DD,link_pred,True,,,2,4,2,skipconcat,add,99,0.6195,0.003,204802.0,0.0051,0.0001,0.6792,0.002,0.6324,0.0011,0.8561,0.0059,0.7274,0.0025,0.7889,0.0037 -PyG,TU_DD,link_pred,True,,,2,4,2,skipconcat,max,99,0.6161,0.0025,204802.0,0.0061,0.0011,0.6797,0.0032,0.6328,0.0032,0.8565,0.0023,0.7279,0.0018,0.7933,0.0028 -PyG,TU_DD,link_pred,True,,,2,4,2,skipconcat,mean,99,0.6296,0.0053,204802.0,0.0055,0.0001,0.6691,0.003,0.627,0.0014,0.8347,0.0109,0.716,0.0044,0.7678,0.0065 -PyG,TU_DD,link_pred,True,,,2,4,2,skipsum,add,99,0.6065,0.0033,215041.0,0.0051,0.0001,0.6825,0.0043,0.6333,0.0029,0.867,0.0058,0.7319,0.0039,0.7967,0.0029 -PyG,TU_DD,link_pred,True,,,2,4,2,skipsum,max,99,0.6068,0.0018,215041.0,0.0053,0.0,0.6772,0.0014,0.6284,0.0007,0.8669,0.0034,0.7287,0.0016,0.7956,0.0035 -PyG,TU_DD,link_pred,True,,,2,4,2,skipsum,mean,99,0.6107,0.0055,215041.0,0.0052,0.0,0.6826,0.0017,0.6359,0.0012,0.8548,0.0065,0.7292,0.0024,0.7878,0.0046 -PyG,TU_DD,link_pred,True,,,2,4,3,skipconcat,add,99,0.6184,0.0027,204193.0,0.0056,0.0004,0.6764,0.0039,0.6285,0.0037,0.8625,0.0054,0.7272,0.0028,0.7828,0.0019 -PyG,TU_DD,link_pred,True,,,2,4,3,skipconcat,max,99,0.6045,0.0064,204193.0,0.0056,0.0002,0.6839,0.0053,0.6339,0.0041,0.871,0.0045,0.7338,0.0043,0.7978,0.0061 -PyG,TU_DD,link_pred,True,,,2,4,3,skipconcat,mean,99,0.6233,0.0021,204193.0,0.0051,0.0001,0.6662,0.0027,0.6232,0.0031,0.8408,0.0049,0.7158,0.0013,0.769,0.0026 -PyG,TU_DD,link_pred,True,,,2,4,3,skipsum,add,99,0.6047,0.0014,213835.0,0.0054,0.0004,0.6787,0.0032,0.6292,0.002,0.8699,0.0057,0.7302,0.0031,0.7941,0.0032 -PyG,TU_DD,link_pred,True,,,2,4,3,skipsum,max,99,0.5993,0.0076,213835.0,0.0062,0.0012,0.6822,0.0066,0.6325,0.0047,0.8699,0.0083,0.7324,0.0058,0.797,0.0087 -PyG,TU_DD,link_pred,True,,,2,4,3,skipsum,mean,99,0.607,0.0037,213835.0,0.0049,0.0001,0.6826,0.0036,0.6363,0.0028,0.8525,0.0034,0.7287,0.003,0.7861,0.0048 -PyG,TU_DD,link_pred,True,,,2,6,2,skipconcat,add,99,0.6221,0.0008,206887.0,0.0054,0.0002,0.6763,0.0048,0.6285,0.0042,0.8625,0.0036,0.7271,0.0034,0.7871,0.0032 -PyG,TU_DD,link_pred,True,,,2,6,2,skipconcat,max,99,0.6055,0.0102,206887.0,0.0061,0.0001,0.689,0.0053,0.6388,0.0037,0.8698,0.0068,0.7366,0.0048,0.8081,0.0081 -PyG,TU_DD,link_pred,True,,,2,6,2,skipconcat,mean,99,0.6249,0.0009,206887.0,0.0066,0.0014,0.6759,0.0024,0.6327,0.0022,0.8387,0.0011,0.7213,0.0016,0.7764,0.0024 -PyG,TU_DD,link_pred,True,,,2,6,2,skipsum,add,79,0.6101,0.0049,213121.0,0.0051,0.0001,0.679,0.0071,0.6287,0.0058,0.8742,0.0038,0.7314,0.0052,0.7943,0.0061 -PyG,TU_DD,link_pred,True,,,2,6,2,skipsum,max,79,0.6076,0.0051,213121.0,0.0054,0.0001,0.6782,0.006,0.628,0.0055,0.8747,0.0025,0.7311,0.0037,0.8,0.0023 -PyG,TU_DD,link_pred,True,,,2,6,2,skipsum,mean,99,0.5965,0.0015,213121.0,0.0063,0.0008,0.6906,0.0055,0.6412,0.0048,0.8655,0.0027,0.7367,0.0041,0.8025,0.0017 -PyG,TU_DD,link_pred,True,,,2,6,3,skipconcat,add,99,0.6123,0.0031,211926.0,0.0065,0.001,0.677,0.0045,0.6285,0.0034,0.8656,0.0036,0.7283,0.0035,0.7909,0.0038 -PyG,TU_DD,link_pred,True,,,2,6,3,skipconcat,max,99,0.5987,0.0044,211926.0,0.0071,0.0012,0.6889,0.0083,0.6379,0.0077,0.874,0.0003,0.7375,0.0052,0.8058,0.0029 -PyG,TU_DD,link_pred,True,,,2,6,3,skipconcat,mean,99,0.6166,0.003,211926.0,0.0062,0.0002,0.6755,0.0043,0.6288,0.0042,0.8571,0.0019,0.7254,0.0024,0.781,0.0049 -PyG,TU_DD,link_pred,True,,,2,6,3,skipsum,add,99,0.6139,0.0079,211401.0,0.0051,0.0002,0.6711,0.0073,0.6235,0.0065,0.8645,0.0086,0.7244,0.0051,0.784,0.0089 -PyG,TU_DD,link_pred,True,,,2,6,3,skipsum,max,99,0.606,0.0009,211401.0,0.0061,0.0002,0.678,0.0042,0.6284,0.0037,0.8713,0.0056,0.7301,0.003,0.7953,0.0017 -PyG,TU_DD,link_pred,True,,,2,6,3,skipsum,mean,99,0.5999,0.0079,211401.0,0.0065,0.0014,0.6816,0.0074,0.6345,0.0064,0.8567,0.0032,0.729,0.0052,0.7953,0.0064 -PyG,TU_DD,link_pred,True,,,2,8,2,skipconcat,add,99,0.6189,0.0027,208129.0,0.0063,0.0,0.6769,0.0037,0.6286,0.0027,0.8648,0.0065,0.728,0.0035,0.79,0.0052 -PyG,TU_DD,link_pred,True,,,2,8,2,skipconcat,max,99,0.6007,0.0087,208129.0,0.0071,0.0004,0.6903,0.0044,0.6398,0.0031,0.8707,0.0053,0.7376,0.0039,0.8144,0.0042 -PyG,TU_DD,link_pred,True,,,2,8,2,skipconcat,mean,99,0.6169,0.0055,208129.0,0.0067,0.0001,0.682,0.0039,0.6353,0.0031,0.8545,0.0044,0.7288,0.0033,0.7878,0.0052 -PyG,TU_DD,link_pred,True,,,2,8,2,skipsum,add,99,0.6112,0.0037,212525.0,0.0056,0.0002,0.676,0.0053,0.6255,0.0046,0.8776,0.0039,0.7304,0.0036,0.7914,0.0064 -PyG,TU_DD,link_pred,True,,,2,8,2,skipsum,max,99,0.6032,0.0034,212525.0,0.0066,0.0001,0.6803,0.0042,0.6297,0.0043,0.8756,0.0041,0.7325,0.002,0.8013,0.0032 -PyG,TU_DD,link_pred,True,,,2,8,2,skipsum,mean,99,0.5937,0.002,212525.0,0.0066,0.0,0.6882,0.0011,0.6381,0.0012,0.8699,0.0084,0.7361,0.0024,0.8064,0.0029 -PyG,TU_DD,link_pred,True,,,2,8,3,skipconcat,add,99,0.6143,0.0054,208279.0,0.0063,0.0001,0.6728,0.0047,0.6244,0.0034,0.8673,0.0075,0.7261,0.0042,0.7872,0.0076 -PyG,TU_DD,link_pred,True,,,2,8,3,skipconcat,max,99,0.5914,0.0033,208279.0,0.0064,0.0002,0.6925,0.0053,0.6389,0.0034,0.8856,0.0074,0.7423,0.0049,0.8155,0.0044 -PyG,TU_DD,link_pred,True,,,2,8,3,skipconcat,mean,99,0.6121,0.0002,208279.0,0.0069,0.0,0.6754,0.0029,0.628,0.0022,0.8603,0.0025,0.726,0.0023,0.787,0.0015 -PyG,TU_DD,link_pred,True,,,2,8,3,skipsum,add,99,0.6064,0.0037,211201.0,0.007,0.0012,0.6748,0.007,0.6254,0.0059,0.872,0.0049,0.7284,0.0048,0.7915,0.0053 -PyG,TU_DD,link_pred,True,,,2,8,3,skipsum,max,99,0.6041,0.0096,211201.0,0.0066,0.0001,0.6824,0.0093,0.6301,0.0072,0.8834,0.0064,0.7355,0.0071,0.8005,0.0099 -PyG,TU_DD,link_pred,True,,,2,8,3,skipsum,mean,99,0.5936,0.0071,211201.0,0.0061,0.0001,0.691,0.007,0.6413,0.0064,0.8674,0.0018,0.7374,0.0047,0.8054,0.0059 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipconcat,add,99,0.6896,0.0041,199336.0,0.0039,0.0003,0.5954,0.0085,0.574,0.0066,0.7399,0.008,0.6465,0.0072,0.6285,0.0064 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipconcat,max,79,0.6764,0.0053,199336.0,0.0038,0.0004,0.5988,0.006,0.5722,0.0032,0.7825,0.0178,0.661,0.0084,0.6339,0.0136 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipconcat,mean,99,0.6819,0.0046,199336.0,0.0038,0.0003,0.5918,0.0089,0.5694,0.0073,0.7544,0.0046,0.6489,0.0061,0.6183,0.0096 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipsum,add,99,0.6804,0.0038,199801.0,0.0037,0.0004,0.6033,0.002,0.5778,0.0013,0.767,0.008,0.659,0.0031,0.6405,0.0036 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipsum,max,99,0.6751,0.0059,199801.0,0.0039,0.0003,0.6006,0.0084,0.5752,0.0063,0.7695,0.0096,0.6583,0.0074,0.6342,0.0133 -PyG,TU_ENZYMES,link_pred,True,,,1,2,2,skipsum,mean,79,0.6799,0.0054,199801.0,0.0041,0.0003,0.6007,0.0094,0.5745,0.0057,0.7765,0.0212,0.6603,0.0112,0.6286,0.0155 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipconcat,add,79,0.682,0.0023,203689.0,0.0036,0.0002,0.5977,0.0075,0.5753,0.0061,0.7474,0.0097,0.6501,0.0062,0.6311,0.0026 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipconcat,max,99,0.6743,0.0052,203689.0,0.0039,0.0004,0.597,0.0083,0.57,0.0061,0.7901,0.0079,0.6623,0.0068,0.6308,0.0138 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipconcat,mean,99,0.6799,0.0032,203689.0,0.0038,0.0004,0.5858,0.0074,0.5638,0.0057,0.7592,0.0075,0.647,0.0057,0.6144,0.0088 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipsum,add,99,0.6811,0.0039,200792.0,0.0035,0.0,0.5956,0.0067,0.5728,0.0055,0.752,0.0157,0.6502,0.0071,0.6326,0.0075 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipsum,max,99,0.6737,0.0051,200792.0,0.0039,0.0005,0.5993,0.0089,0.5733,0.0082,0.7786,0.0206,0.6602,0.0071,0.6343,0.0132 -PyG,TU_ENZYMES,link_pred,True,,,1,2,3,skipsum,mean,79,0.6784,0.0056,200792.0,0.0042,0.0002,0.5943,0.0113,0.5704,0.0076,0.7637,0.0225,0.653,0.0126,0.6242,0.0153 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipconcat,add,99,0.6978,0.0086,203465.0,0.004,0.0001,0.5935,0.01,0.5691,0.0079,0.7704,0.0104,0.6546,0.0072,0.6292,0.0118 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipconcat,max,99,0.6723,0.0096,203465.0,0.0047,0.0002,0.6162,0.0089,0.5826,0.0046,0.8183,0.0235,0.6805,0.0112,0.6626,0.0189 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipconcat,mean,99,0.6812,0.0048,203465.0,0.0043,0.0001,0.6021,0.0097,0.5758,0.007,0.7756,0.0117,0.6609,0.0089,0.6319,0.0144 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipsum,add,99,0.6814,0.0061,199463.0,0.004,0.0001,0.6052,0.0093,0.5756,0.0075,0.8018,0.0152,0.6701,0.0073,0.6446,0.0113 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipsum,max,99,0.6685,0.0086,199463.0,0.0047,0.0002,0.6185,0.006,0.5869,0.0024,0.8001,0.0244,0.677,0.01,0.6666,0.015 -PyG,TU_ENZYMES,link_pred,True,,,1,4,2,skipsum,mean,99,0.678,0.0063,199463.0,0.0043,0.0002,0.6055,0.0013,0.5776,0.0009,0.7847,0.0012,0.6654,0.0011,0.643,0.0101 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipconcat,add,99,0.6826,0.0029,205948.0,0.0041,0.0,0.5954,0.0101,0.5705,0.007,0.7709,0.0202,0.6557,0.0111,0.635,0.0098 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipconcat,max,99,0.6691,0.0062,205948.0,0.0046,0.0002,0.6116,0.0122,0.5801,0.0094,0.8088,0.0066,0.6756,0.0084,0.6555,0.0154 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipconcat,mean,99,0.677,0.0035,205948.0,0.0045,0.0,0.5939,0.0091,0.57,0.0073,0.7654,0.0117,0.6533,0.0073,0.6293,0.0131 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipsum,add,99,0.6845,0.0097,200593.0,0.004,0.0,0.5934,0.006,0.5681,0.0047,0.7795,0.0025,0.6572,0.004,0.6366,0.009 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipsum,max,99,0.6684,0.0085,200593.0,0.0042,0.0003,0.6102,0.0127,0.5787,0.0092,0.8103,0.0146,0.6752,0.0105,0.663,0.0192 -PyG,TU_ENZYMES,link_pred,True,,,1,4,3,skipsum,mean,99,0.6762,0.007,200593.0,0.0045,0.0003,0.6108,0.0078,0.5817,0.0047,0.788,0.0167,0.6693,0.0091,0.644,0.0138 -PyG,TU_ENZYMES,link_pred,True,,,1,6,2,skipconcat,add,79,0.6959,0.0066,201598.0,0.0046,0.0,0.5984,0.0074,0.5719,0.005,0.7832,0.0109,0.661,0.0073,0.6335,0.0093 -PyG,TU_ENZYMES,link_pred,True,,,1,6,2,skipconcat,max,99,0.6683,0.0111,201598.0,0.005,0.0,0.6253,0.0026,0.5908,0.0012,0.8153,0.0124,0.6851,0.0046,0.6797,0.0206 -PyG,TU_ENZYMES,link_pred,True,,,1,6,2,skipconcat,mean,99,0.6809,0.0084,201598.0,0.0056,0.0005,0.6037,0.0105,0.5766,0.0078,0.781,0.0122,0.6634,0.009,0.6399,0.0169 -PyG,TU_ENZYMES,link_pred,True,,,1,6,2,skipsum,add,59,0.6887,0.0139,200333.0,0.0048,0.0004,0.5945,0.013,0.5661,0.0094,0.81,0.0111,0.6665,0.0101,0.6385,0.0194 -PyG,TU_ENZYMES,link_pred,True,,,1,6,2,skipsum,max,99,0.6697,0.0105,200333.0,0.0049,0.0004,0.6184,0.0073,0.585,0.003,0.814,0.0257,0.6806,0.011,0.6708,0.0183 -PyG,TU_ENZYMES,link_pred,True,,,1,6,2,skipsum,mean,99,0.6727,0.005,200333.0,0.0065,0.0016,0.6172,0.0068,0.5845,0.0046,0.8103,0.0143,0.6791,0.0072,0.6555,0.0082 -PyG,TU_ENZYMES,link_pred,True,,,1,6,3,skipconcat,add,99,0.6907,0.0042,207621.0,0.007,0.0029,0.5917,0.0064,0.5668,0.0041,0.778,0.0126,0.6558,0.0072,0.6285,0.0059 -PyG,TU_ENZYMES,link_pred,True,,,1,6,3,skipconcat,max,99,0.6677,0.0079,207621.0,0.0102,0.007,0.6172,0.0025,0.5841,0.0029,0.8144,0.0176,0.6802,0.0049,0.6665,0.017 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-PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipconcat,mean,99,0.6807,0.005,204289.0,0.0098,0.0025,0.6045,0.0028,0.5769,0.0019,0.7838,0.0054,0.6646,0.0029,0.6443,0.0089 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipsum,add,59,0.6914,0.0156,199361.0,0.0068,0.0024,0.5987,0.0126,0.5691,0.0104,0.815,0.0064,0.6701,0.0056,0.6406,0.0169 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipsum,max,99,0.6698,0.0125,199361.0,0.0107,0.0042,0.6171,0.0076,0.5848,0.0043,0.807,0.0184,0.6781,0.0092,0.6737,0.0234 -PyG,TU_ENZYMES,link_pred,True,,,1,8,2,skipsum,mean,99,0.6705,0.007,199361.0,0.0095,0.0051,0.6165,0.0132,0.5851,0.0099,0.8014,0.0145,0.6763,0.011,0.6583,0.0168 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipconcat,add,79,0.684,0.0054,205174.0,0.008,0.0021,0.5966,0.0084,0.569,0.0056,0.796,0.0129,0.6636,0.0082,0.6413,0.0089 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipconcat,max,99,0.6682,0.0052,205174.0,0.0118,0.0042,0.6113,0.0085,0.5783,0.0057,0.8222,0.0229,0.6789,0.0099,0.6643,0.0165 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipconcat,mean,99,0.6747,0.0045,205174.0,0.0082,0.0021,0.6046,0.0059,0.576,0.0034,0.7916,0.0184,0.6668,0.0081,0.6414,0.0119 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipsum,add,79,0.6823,0.0054,201001.0,0.0089,0.0016,0.5899,0.0057,0.5633,0.0046,0.8005,0.0141,0.6612,0.0054,0.6417,0.0061 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipsum,max,99,0.6689,0.0097,201001.0,0.0139,0.0021,0.6162,0.007,0.5833,0.0041,0.8135,0.0158,0.6794,0.0081,0.672,0.0131 -PyG,TU_ENZYMES,link_pred,True,,,1,8,3,skipsum,mean,99,0.6713,0.0073,201001.0,0.009,0.0023,0.6085,0.0111,0.5785,0.0078,0.8001,0.0145,0.6714,0.0099,0.6518,0.0177 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipconcat,add,99,0.6902,0.0049,200451.0,0.0097,0.0012,0.5936,0.0083,0.5711,0.0069,0.7526,0.0156,0.6494,0.0074,0.6266,0.0104 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipconcat,max,79,0.6772,0.0054,200451.0,0.0049,0.0002,0.6024,0.0121,0.5731,0.008,0.8023,0.0205,0.6685,0.0122,0.6361,0.0148 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipconcat,mean,79,0.6835,0.0057,200451.0,0.0055,0.0016,0.5866,0.0074,0.5638,0.0048,0.765,0.0152,0.6492,0.0085,0.6204,0.0123 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipsum,add,99,0.6836,0.0055,200792.0,0.0101,0.0,0.5994,0.0067,0.5741,0.0054,0.77,0.0107,0.6578,0.0054,0.6346,0.0093 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipsum,max,99,0.6762,0.0058,200792.0,0.0064,0.0012,0.6013,0.0088,0.5743,0.0078,0.7845,0.0148,0.663,0.006,0.6325,0.0128 -PyG,TU_ENZYMES,link_pred,True,,,2,2,2,skipsum,mean,99,0.6784,0.005,200792.0,0.0065,0.0012,0.5957,0.0124,0.572,0.008,0.7589,0.0252,0.6523,0.0144,0.629,0.0113 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipconcat,add,79,0.6835,0.002,200481.0,0.0073,0.002,0.5911,0.0004,0.57,0.0024,0.7425,0.0187,0.6448,0.0056,0.6272,0.0033 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipconcat,max,79,0.6741,0.0039,200481.0,0.014,0.0003,0.597,0.0098,0.5694,0.0081,0.7979,0.0042,0.6645,0.0055,0.6353,0.0127 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipconcat,mean,99,0.6792,0.0043,200481.0,0.0086,0.001,0.5889,0.0103,0.5667,0.0074,0.755,0.015,0.6474,0.0101,0.6181,0.0129 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipsum,add,79,0.6813,0.0061,199463.0,0.0045,0.0001,0.5935,0.0134,0.5707,0.0101,0.7552,0.0164,0.6501,0.0119,0.6337,0.0102 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipsum,max,79,0.6736,0.0056,199463.0,0.01,0.0009,0.5974,0.0131,0.5705,0.0079,0.7864,0.0322,0.6612,0.0159,0.6349,0.0168 -PyG,TU_ENZYMES,link_pred,True,,,2,2,3,skipsum,mean,79,0.6771,0.0038,199463.0,0.0082,0.0003,0.5958,0.0034,0.5725,0.002,0.7559,0.009,0.6515,0.0046,0.6288,0.0112 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipconcat,add,99,0.6945,0.0079,199900.0,0.008,0.0019,0.5966,0.0136,0.5706,0.0105,0.7817,0.0134,0.6596,0.0101,0.6339,0.0108 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipconcat,max,99,0.6716,0.0091,199900.0,0.0124,0.0007,0.6182,0.0102,0.5862,0.0065,0.8033,0.0185,0.6778,0.0106,0.6678,0.0182 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipconcat,mean,79,0.6813,0.004,199900.0,0.0112,0.002,0.5987,0.0068,0.5727,0.0042,0.7771,0.0148,0.6594,0.0081,0.6317,0.0146 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipsum,add,99,0.6929,0.0094,200593.0,0.0078,0.0009,0.5955,0.0087,0.5679,0.0065,0.7995,0.0071,0.6641,0.0062,0.6325,0.0114 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipsum,max,99,0.6695,0.0081,200593.0,0.0074,0.0019,0.6172,0.0036,0.584,0.002,0.8144,0.0112,0.6802,0.0048,0.6643,0.015 -PyG,TU_ENZYMES,link_pred,True,,,2,4,2,skipsum,mean,99,0.6779,0.0068,200593.0,0.006,0.0018,0.6083,0.0026,0.5789,0.0023,0.7951,0.0105,0.6699,0.0036,0.6444,0.0098 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipconcat,add,79,0.6869,0.0017,200065.0,0.012,0.0019,0.5989,0.0038,0.5719,0.0016,0.7871,0.016,0.6624,0.0066,0.6354,0.002 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipconcat,max,99,0.6717,0.0089,200065.0,0.0061,0.0012,0.6122,0.0056,0.5791,0.0043,0.8224,0.0086,0.6796,0.0045,0.6596,0.0173 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipconcat,mean,99,0.678,0.0051,200065.0,0.0064,0.0019,0.5976,0.0106,0.5727,0.0077,0.7689,0.0125,0.6564,0.0095,0.6319,0.0152 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipsum,add,79,0.6828,0.011,200333.0,0.0084,0.0004,0.5916,0.0145,0.5652,0.0098,0.7934,0.0215,0.6601,0.014,0.637,0.0173 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipsum,max,99,0.6678,0.0092,200333.0,0.0074,0.0034,0.6153,0.0089,0.5836,0.0072,0.8051,0.0033,0.6767,0.0059,0.6635,0.0185 -PyG,TU_ENZYMES,link_pred,True,,,2,4,3,skipsum,mean,99,0.6729,0.0043,200333.0,0.0123,0.0008,0.6078,0.0035,0.5792,0.0035,0.7884,0.0123,0.6677,0.0037,0.6453,0.0093 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipconcat,add,99,0.6968,0.0044,203361.0,0.0131,0.0007,0.5924,0.0084,0.5663,0.0067,0.7901,0.0042,0.6597,0.0053,0.6345,0.0072 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipconcat,max,99,0.6749,0.008,203361.0,0.0056,0.0002,0.6179,0.0038,0.583,0.0009,0.828,0.0296,0.684,0.0099,0.6767,0.0188 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipconcat,mean,99,0.6855,0.0135,203361.0,0.0113,0.001,0.6021,0.0145,0.5735,0.0123,0.7999,0.0212,0.6678,0.009,0.6422,0.0163 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipsum,add,99,0.6891,0.0049,200393.0,0.0115,0.0012,0.5905,0.0143,0.5632,0.0101,0.8068,0.0129,0.6633,0.0114,0.6349,0.0149 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipsum,max,99,0.6669,0.0095,200393.0,0.0079,0.0006,0.6199,0.0025,0.5859,0.0014,0.8174,0.0093,0.6826,0.0037,0.6791,0.0151 -PyG,TU_ENZYMES,link_pred,True,,,2,6,2,skipsum,mean,99,0.6723,0.0076,200393.0,0.0075,0.0022,0.6148,0.0099,0.5835,0.0076,0.8027,0.0084,0.6758,0.0076,0.6557,0.0156 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipconcat,add,79,0.6888,0.0023,208916.0,0.0117,0.0009,0.5945,0.0049,0.5688,0.0039,0.7819,0.0095,0.6585,0.0043,0.6329,0.006 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipconcat,max,99,0.6689,0.0086,208916.0,0.0122,0.0025,0.6178,0.007,0.5834,0.0041,0.8241,0.0246,0.683,0.0099,0.671,0.0181 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipconcat,mean,99,0.6756,0.004,208916.0,0.0126,0.0028,0.6026,0.0052,0.5746,0.004,0.7901,0.0059,0.6653,0.0041,0.6407,0.0098 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipsum,add,99,0.6902,0.0103,199361.0,0.0104,0.0029,0.5891,0.0154,0.5613,0.0114,0.8181,0.006,0.6657,0.0098,0.6338,0.0145 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipsum,max,99,0.6684,0.0086,199361.0,0.0109,0.0014,0.6154,0.0031,0.5826,0.0011,0.814,0.0125,0.6791,0.0051,0.6682,0.013 -PyG,TU_ENZYMES,link_pred,True,,,2,6,3,skipsum,mean,99,0.671,0.0055,199361.0,0.0119,0.0041,0.6116,0.0048,0.58,0.0038,0.809,0.0046,0.6756,0.0035,0.6528,0.0148 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipconcat,add,99,0.7029,0.0037,205377.0,0.0095,0.0017,0.5907,0.0097,0.5638,0.0065,0.8012,0.0134,0.6618,0.009,0.6327,0.0112 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipconcat,max,99,0.6757,0.0137,205377.0,0.0132,0.0025,0.6178,0.0108,0.5817,0.0083,0.8398,0.0183,0.6872,0.0086,0.6782,0.0203 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipconcat,mean,99,0.6831,0.0081,205377.0,0.0063,0.0002,0.6039,0.0053,0.5776,0.0038,0.7732,0.0085,0.6613,0.0053,0.6399,0.0143 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipsum,add,39,0.6866,0.008,201001.0,0.0084,0.0019,0.5867,0.0132,0.5609,0.0088,0.7977,0.0186,0.6587,0.0125,0.6344,0.0172 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipsum,max,99,0.6707,0.0112,201001.0,0.013,0.002,0.6189,0.0028,0.5853,0.0015,0.8159,0.0112,0.6816,0.0043,0.6788,0.0134 -PyG,TU_ENZYMES,link_pred,True,,,2,8,2,skipsum,mean,99,0.6711,0.0062,201001.0,0.0074,0.0018,0.6146,0.0115,0.5813,0.0083,0.8198,0.0114,0.6803,0.0094,0.6589,0.0155 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipconcat,add,99,0.6908,0.0076,205957.0,0.0138,0.0003,0.5954,0.0081,0.5674,0.0066,0.8044,0.0056,0.6654,0.0047,0.6407,0.003 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipconcat,max,99,0.6705,0.0117,205957.0,0.0148,0.0038,0.6164,0.0012,0.5822,0.0019,0.8244,0.0123,0.6824,0.0032,0.672,0.0146 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipconcat,mean,99,0.6764,0.009,205957.0,0.0124,0.0029,0.6035,0.0113,0.5763,0.0081,0.781,0.0143,0.6632,0.0103,0.6439,0.0202 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipsum,add,59,0.6814,0.0123,200193.0,0.0084,0.002,0.5875,0.0063,0.56,0.0058,0.8194,0.018,0.6651,0.0034,0.6436,0.0197 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipsum,max,99,0.669,0.0049,200193.0,0.0132,0.0006,0.6129,0.0064,0.5813,0.0055,0.8081,0.0107,0.6761,0.0045,0.6707,0.008 -PyG,TU_ENZYMES,link_pred,True,,,2,8,3,skipsum,mean,99,0.6717,0.0037,200193.0,0.011,0.0011,0.611,0.0094,0.5805,0.0064,0.8005,0.0133,0.673,0.009,0.6516,0.0114 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipconcat,add,99,0.6812,0.0018,199336.0,0.0041,0.0001,0.6068,0.0014,0.5808,0.0036,0.7685,0.0206,0.6614,0.0054,0.646,0.0037 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipconcat,max,99,0.6757,0.0009,199336.0,0.0077,0.0012,0.5942,0.0045,0.569,0.004,0.7776,0.005,0.6571,0.002,0.6354,0.0058 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipconcat,mean,99,0.6768,0.0004,199336.0,0.0067,0.0013,0.5987,0.0054,0.574,0.0069,0.7684,0.0192,0.6569,0.0027,0.6318,0.0028 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipsum,add,79,0.6725,0.0058,199801.0,0.0117,0.0035,0.6086,0.0028,0.5809,0.0011,0.7797,0.0155,0.6657,0.0059,0.6568,0.0133 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipsum,max,99,0.6744,0.0018,199801.0,0.0051,0.001,0.5949,0.0035,0.571,0.0051,0.7648,0.0215,0.6536,0.0044,0.6365,0.0056 -PyG,TU_PROTEINS,link_pred,True,,,1,2,2,skipsum,mean,99,0.6759,0.0019,199801.0,0.0047,0.0005,0.5998,0.0055,0.5732,0.0055,0.7821,0.0084,0.6615,0.0009,0.6369,0.0058 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipconcat,add,99,0.6749,0.0027,203689.0,0.0089,0.0026,0.6051,0.0037,0.5787,0.0012,0.7726,0.0186,0.6616,0.0075,0.6482,0.0077 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipconcat,max,99,0.6729,0.0023,203689.0,0.0118,0.0025,0.5922,0.002,0.5678,0.0022,0.7727,0.0066,0.6545,0.0015,0.6392,0.0077 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipconcat,mean,99,0.6739,0.0017,203689.0,0.013,0.0048,0.5963,0.0043,0.5711,0.0033,0.7738,0.0038,0.6572,0.0034,0.6361,0.0045 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipsum,add,99,0.6726,0.0034,200792.0,0.0081,0.0012,0.6001,0.0025,0.5745,0.0034,0.7726,0.0166,0.6589,0.0045,0.6485,0.0077 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipsum,max,99,0.6731,0.0021,200792.0,0.0086,0.0017,0.5925,0.0008,0.5697,0.0007,0.7559,0.0067,0.6498,0.0022,0.6339,0.0074 -PyG,TU_PROTEINS,link_pred,True,,,1,2,3,skipsum,mean,99,0.6743,0.0017,200792.0,0.0054,0.0014,0.5949,0.0034,0.5697,0.003,0.7761,0.016,0.657,0.0053,0.6353,0.0038 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipconcat,add,99,0.6859,0.007,203465.0,0.0049,0.0002,0.6065,0.0053,0.5773,0.0035,0.7953,0.0116,0.669,0.0059,0.6523,0.0097 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipconcat,max,99,0.6717,0.0036,203465.0,0.0095,0.0009,0.6185,0.0036,0.5854,0.0037,0.8123,0.0157,0.6804,0.0046,0.6715,0.0011 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipconcat,mean,99,0.6759,0.002,203465.0,0.0066,0.0017,0.6079,0.0037,0.5789,0.0037,0.7916,0.0064,0.6687,0.0017,0.6511,0.0022 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipsum,add,79,0.6789,0.0057,199463.0,0.0092,0.0009,0.5933,0.0046,0.5652,0.0036,0.8096,0.0129,0.6656,0.0047,0.6534,0.0077 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipsum,max,99,0.6656,0.0036,199463.0,0.0065,0.0009,0.6177,0.0016,0.585,0.0014,0.8104,0.0034,0.6795,0.0012,0.6754,0.0043 -PyG,TU_PROTEINS,link_pred,True,,,1,4,2,skipsum,mean,99,0.6719,0.0044,199463.0,0.0158,0.0029,0.6103,0.0057,0.5796,0.0044,0.803,0.0125,0.6732,0.0055,0.6592,0.0097 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipconcat,add,99,0.6755,0.0062,205948.0,0.0092,0.0002,0.6054,0.0026,0.5772,0.0011,0.7873,0.0145,0.6661,0.0054,0.6554,0.0104 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipconcat,max,99,0.6681,0.0032,205948.0,0.0093,0.003,0.6163,0.0041,0.5844,0.0029,0.8054,0.0052,0.6773,0.0037,0.6618,0.0085 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipconcat,mean,99,0.6725,0.0027,205948.0,0.007,0.0013,0.6026,0.0037,0.5752,0.0031,0.7847,0.0072,0.6638,0.0031,0.6433,0.003 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipsum,add,79,0.6728,0.0019,200593.0,0.0088,0.0013,0.6002,0.0083,0.5726,0.007,0.7913,0.0079,0.6644,0.005,0.6572,0.0046 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipsum,max,99,0.6653,0.0009,200593.0,0.009,0.0025,0.6141,0.0054,0.5827,0.0033,0.8035,0.0132,0.6755,0.0064,0.6713,0.0066 -PyG,TU_PROTEINS,link_pred,True,,,1,4,3,skipsum,mean,99,0.6721,0.0022,200593.0,0.011,0.0007,0.6069,0.002,0.5769,0.0013,0.8023,0.0087,0.6711,0.0032,0.6571,0.0055 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipconcat,add,99,0.6847,0.0077,201598.0,0.0063,0.0007,0.6066,0.0043,0.5763,0.002,0.8046,0.0171,0.6715,0.0069,0.6587,0.0108 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipconcat,max,99,0.669,0.0054,201598.0,0.0137,0.0028,0.6228,0.0061,0.5872,0.004,0.827,0.0169,0.6867,0.0071,0.6864,0.0074 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipconcat,mean,99,0.674,0.0006,201598.0,0.0131,0.0011,0.6147,0.004,0.5844,0.0045,0.7949,0.0106,0.6735,0.0019,0.66,0.0014 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipsum,add,79,0.6768,0.0079,200333.0,0.0101,0.0017,0.5962,0.0101,0.566,0.0073,0.8256,0.0078,0.6715,0.0073,0.6603,0.0097 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipsum,max,99,0.6629,0.0021,200333.0,0.0061,0.0011,0.6269,0.0038,0.59,0.0021,0.832,0.0135,0.6904,0.0053,0.6915,0.006 -PyG,TU_PROTEINS,link_pred,True,,,1,6,2,skipsum,mean,99,0.6695,0.005,200333.0,0.0104,0.0029,0.6177,0.0075,0.5844,0.0056,0.8154,0.0114,0.6808,0.0065,0.669,0.0111 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipconcat,add,99,0.6768,0.0073,207621.0,0.0063,0.0011,0.6027,0.001,0.5737,0.0001,0.8,0.0083,0.6682,0.0028,0.6588,0.0085 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipconcat,max,99,0.6649,0.0048,207621.0,0.0119,0.0027,0.6214,0.0079,0.5861,0.005,0.8258,0.0253,0.6855,0.0102,0.6811,0.0118 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipconcat,mean,99,0.6697,0.0032,207621.0,0.0063,0.0007,0.6089,0.0059,0.579,0.005,0.7988,0.0007,0.6713,0.0032,0.6594,0.0078 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipsum,add,79,0.6744,0.0054,200393.0,0.0056,0.0003,0.5968,0.0094,0.5677,0.0075,0.8125,0.0021,0.6684,0.0053,0.6603,0.0104 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipsum,max,99,0.6622,0.0051,200393.0,0.0105,0.0021,0.6221,0.0068,0.5867,0.0065,0.8266,0.0062,0.6863,0.0023,0.6848,0.0066 -PyG,TU_PROTEINS,link_pred,True,,,1,6,3,skipsum,mean,99,0.6672,0.0015,200393.0,0.0099,0.0042,0.6166,0.0049,0.5825,0.0035,0.8235,0.0058,0.6823,0.0043,0.6705,0.0068 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipconcat,add,79,0.6857,0.0059,204289.0,0.0061,0.0005,0.6045,0.0023,0.5741,0.0012,0.81,0.0152,0.6719,0.0052,0.6601,0.0071 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipconcat,max,99,0.6708,0.003,204289.0,0.0136,0.0035,0.6253,0.0022,0.5862,0.0014,0.8515,0.0085,0.6944,0.003,0.6946,0.0039 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipconcat,mean,79,0.6751,0.0022,204289.0,0.0099,0.0021,0.6131,0.0017,0.5804,0.0015,0.8163,0.0065,0.6784,0.0021,0.6678,0.0051 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipsum,add,59,0.671,0.0078,199361.0,0.0108,0.0023,0.6053,0.0132,0.5738,0.0098,0.8203,0.0143,0.6752,0.0098,0.6709,0.013 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipsum,max,99,0.6648,0.0065,199361.0,0.0103,0.0019,0.6225,0.0029,0.5844,0.0021,0.8485,0.0076,0.6921,0.003,0.6956,0.0016 -PyG,TU_PROTEINS,link_pred,True,,,1,8,2,skipsum,mean,99,0.6647,0.004,199361.0,0.0062,0.0001,0.6192,0.0061,0.5838,0.0039,0.8309,0.0119,0.6858,0.0063,0.6788,0.0082 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipconcat,add,99,0.6753,0.0022,205174.0,0.0147,0.0018,0.5987,0.0054,0.5692,0.0053,0.8128,0.0162,0.6695,0.0034,0.6634,0.0069 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipconcat,max,99,0.6652,0.003,205174.0,0.0158,0.0018,0.6206,0.001,0.5843,0.0007,0.8358,0.0119,0.6878,0.0036,0.6829,0.0051 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipconcat,mean,99,0.67,0.0045,205174.0,0.0168,0.0017,0.6195,0.0073,0.5862,0.0045,0.8123,0.0137,0.681,0.0077,0.6645,0.0091 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipsum,add,79,0.6686,0.0097,201001.0,0.0131,0.0053,0.5995,0.0128,0.5693,0.0101,0.8189,0.0134,0.6716,0.0078,0.672,0.0161 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipsum,max,79,0.6623,0.0049,201001.0,0.0125,0.0025,0.6251,0.0039,0.5881,0.0033,0.8357,0.0011,0.6903,0.0021,0.6909,0.0055 -PyG,TU_PROTEINS,link_pred,True,,,1,8,3,skipsum,mean,99,0.6632,0.0028,201001.0,0.0132,0.0009,0.6223,0.0049,0.5865,0.0045,0.8298,0.005,0.6872,0.0021,0.6795,0.0066 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipconcat,add,99,0.6813,0.004,200451.0,0.0078,0.0017,0.6049,0.0059,0.5803,0.0037,0.7577,0.0126,0.6572,0.007,0.6456,0.008 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipconcat,max,59,0.6807,0.002,200451.0,0.0119,0.0018,0.5928,0.0058,0.567,0.0053,0.7869,0.013,0.659,0.0041,0.6325,0.006 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipconcat,mean,99,0.6773,0.002,200451.0,0.0068,0.0013,0.5948,0.0075,0.571,0.0069,0.7635,0.0069,0.6533,0.0031,0.632,0.0085 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipsum,add,99,0.6765,0.0029,200792.0,0.0112,0.0013,0.5978,0.0044,0.5726,0.0032,0.7708,0.0106,0.6571,0.005,0.6453,0.0053 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipsum,max,99,0.6744,0.0022,200792.0,0.0059,0.0013,0.5946,0.0038,0.5718,0.0039,0.7544,0.007,0.6505,0.0017,0.635,0.0059 -PyG,TU_PROTEINS,link_pred,True,,,2,2,2,skipsum,mean,99,0.6751,0.0028,200792.0,0.0087,0.0018,0.5997,0.0048,0.5729,0.0043,0.7838,0.0089,0.6619,0.0033,0.6382,0.0042 -PyG,TU_PROTEINS,link_pred,True,,,2,2,3,skipconcat,add,99,0.6752,0.0051,200481.0,0.0074,0.0009,0.6036,0.0028,0.579,0.0037,0.76,0.0103,0.6572,0.0017,0.6452,0.007 -PyG,TU_PROTEINS,link_pred,True,,,2,2,3,skipconcat,max,99,0.6738,0.0019,200481.0,0.0061,0.0014,0.595,0.0036,0.5697,0.0025,0.7762,0.0121,0.6571,0.005,0.6343,0.0062 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-PyG,TU_PROTEINS,link_pred,True,,,2,4,2,skipconcat,mean,99,0.6747,0.0012,199900.0,0.0137,0.0012,0.6064,0.0042,0.5782,0.004,0.7873,0.0058,0.6667,0.0018,0.6517,0.0028 -PyG,TU_PROTEINS,link_pred,True,,,2,4,2,skipsum,add,79,0.6757,0.004,200593.0,0.0093,0.0006,0.5944,0.0044,0.5658,0.0035,0.8118,0.0144,0.6668,0.0049,0.6549,0.0044 -PyG,TU_PROTEINS,link_pred,True,,,2,4,2,skipsum,max,99,0.665,0.0011,200593.0,0.0117,0.003,0.6146,0.0058,0.5822,0.0036,0.811,0.0108,0.6778,0.0061,0.6743,0.008 -PyG,TU_PROTEINS,link_pred,True,,,2,4,2,skipsum,mean,79,0.6718,0.0039,200593.0,0.0052,0.0001,0.6116,0.006,0.5803,0.0051,0.8071,0.0036,0.6751,0.0032,0.6612,0.007 -PyG,TU_PROTEINS,link_pred,True,,,2,4,3,skipconcat,add,99,0.6785,0.0033,200065.0,0.0057,0.0006,0.6003,0.0048,0.5724,0.0026,0.7932,0.0155,0.6649,0.0069,0.6512,0.0075 -PyG,TU_PROTEINS,link_pred,True,,,2,4,3,skipconcat,max,79,0.6695,0.0032,200065.0,0.0062,0.0012,0.615,0.002,0.5818,0.0022,0.8186,0.0077,0.6802,0.0018,0.6659,0.0023 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-PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipconcat,mean,99,0.6721,0.0029,208916.0,0.0142,0.0025,0.6092,0.0026,0.5793,0.0027,0.7986,0.0048,0.6715,0.0006,0.6532,0.0046 -PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipsum,add,99,0.6745,0.005,199361.0,0.0092,0.0021,0.5956,0.0029,0.5663,0.0012,0.817,0.0121,0.6689,0.0048,0.6627,0.0064 -PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipsum,max,99,0.6622,0.0041,199361.0,0.0076,0.0018,0.6217,0.0029,0.5871,0.0032,0.8208,0.0063,0.6845,0.0002,0.6835,0.0044 -PyG,TU_PROTEINS,link_pred,True,,,2,6,3,skipsum,mean,99,0.6663,0.005,199361.0,0.0153,0.0015,0.6157,0.0086,0.5821,0.0054,0.8204,0.0153,0.681,0.0088,0.671,0.0121 -PyG,TU_PROTEINS,link_pred,True,,,2,8,2,skipconcat,add,99,0.6813,0.0076,205377.0,0.0115,0.0015,0.6101,0.0034,0.578,0.0037,0.8164,0.0084,0.6767,0.0012,0.6676,0.0031 -PyG,TU_PROTEINS,link_pred,True,,,2,8,2,skipconcat,max,99,0.676,0.0084,205377.0,0.0133,0.004,0.6188,0.0063,0.5813,0.0052,0.8495,0.0065,0.6902,0.0036,0.6881,0.0042 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-PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipconcat,mean,99,0.6696,0.0038,205957.0,0.009,0.0015,0.613,0.0053,0.5808,0.0045,0.8134,0.0143,0.6776,0.0052,0.6618,0.0107 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipsum,add,99,0.6765,0.0077,200193.0,0.0106,0.0031,0.59,0.005,0.5623,0.0037,0.8127,0.0029,0.6647,0.0034,0.6568,0.0076 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipsum,max,99,0.6605,0.0038,200193.0,0.0078,0.0023,0.6213,0.006,0.585,0.0044,0.8356,0.0052,0.6882,0.0045,0.6919,0.0091 -PyG,TU_PROTEINS,link_pred,True,,,2,8,3,skipsum,mean,99,0.6647,0.004,200193.0,0.0122,0.002,0.6177,0.0037,0.5835,0.002,0.8227,0.0105,0.6828,0.0047,0.6773,0.0099 diff --git a/run/results/design_v2ogb_grid_round2ogb/agg/test.csv b/run/results/design_v2ogb_grid_round2ogb/agg/test.csv deleted file mode 100644 index efd62455..00000000 --- a/run/results/design_v2ogb_grid_round2ogb/agg/test.csv +++ /dev/null @@ -1,97 +0,0 @@ -format,dataset,task,trans,feature,label,l_pre,l_mp,l_post,stage,agg,epoch,loss,loss_std,params,time_iter,time_iter_std,accuracy,accuracy_std,precision,precision_std,recall,recall_std,f1,f1_std,auc,auc_std -OGB,ogbg,graph,False,,,1,2,2,skipconcat,add,99,0.1189,0.0,616233.0,0.0186,0.0,0.9701,0.0,0.6129,0.0,0.1462,0.0,0.236,0.0,0.7595,0.0 -OGB,ogbg,graph,False,,,1,2,2,skipconcat,max,99,0.1241,0.0,616233.0,0.0205,0.0,0.9696,0.0,0.5641,0.0,0.1692,0.0,0.2604,0.0,0.7462,0.0 -OGB,ogbg,graph,False,,,1,2,2,skipconcat,mean,99,0.1186,0.0,616233.0,0.0185,0.0,0.9703,0.0,0.6538,0.0,0.1308,0.0,0.2179,0.0,0.7583,0.0 -OGB,ogbg,graph,False,,,1,2,2,skipsum,add,99,0.1169,0.0,618244.0,0.0162,0.0,0.972,0.0,0.7027,0.0,0.2,0.0,0.3114,0.0,0.7559,0.0 -OGB,ogbg,graph,False,,,1,2,2,skipsum,max,99,0.123,0.0,618244.0,0.0196,0.0,0.9677,0.0,0.4634,0.0,0.1462,0.0,0.2222,0.0,0.742,0.0 -OGB,ogbg,graph,False,,,1,2,2,skipsum,mean,99,0.1203,0.0,618244.0,0.0194,0.0,0.9706,0.0,0.68,0.0,0.1308,0.0,0.2194,0.0,0.7298,0.0 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-OGB,ogbg,graph,False,,,2,6,3,skipsum,mean,53,0.0877,0.0,620372.0,0.0185,0.0,0.9803,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.7807,0.0 -OGB,ogbg,graph,False,,,2,8,2,skipconcat,add,78,0.0908,0.0,628802.0,0.0199,0.0,0.9801,0.0,0.48,0.0,0.1481,0.0,0.2264,0.0,0.7656,0.0 -OGB,ogbg,graph,False,,,2,8,2,skipconcat,max,40,0.0781,0.0,628802.0,0.0251,0.0,0.9813,0.0,0.6429,0.0,0.1111,0.0,0.1895,0.0,0.8135,0.0 -OGB,ogbg,graph,False,,,2,8,2,skipconcat,mean,2,0.1065,0.0,628802.0,0.022,0.0,0.9813,0.0,0.625,0.0,0.1235,0.0,0.2062,0.0,0.7452,0.0 -OGB,ogbg,graph,False,,,2,8,2,skipsum,add,84,0.0851,0.0,616051.0,0.0199,0.0,0.9793,0.0,0.4655,0.0,0.3333,0.0,0.3885,0.0,0.8015,0.0 -OGB,ogbg,graph,False,,,2,8,2,skipsum,max,75,0.0852,0.0,616051.0,0.0211,0.0,0.9779,0.0,0.3684,0.0,0.1728,0.0,0.2353,0.0,0.7955,0.0 -OGB,ogbg,graph,False,,,2,8,2,skipsum,mean,55,0.0857,0.0,616051.0,0.0175,0.0,0.9805,0.0,0.5333,0.0,0.0988,0.0,0.1667,0.0,0.776,0.0 -OGB,ogbg,graph,False,,,2,8,3,skipconcat,add,97,0.0776,0.0,636350.0,0.0197,0.0,0.981,0.0,0.5714,0.0,0.1481,0.0,0.2353,0.0,0.8087,0.0 -OGB,ogbg,graph,False,,,2,8,3,skipconcat,max,34,0.0821,0.0,636350.0,0.0232,0.0,0.9815,0.0,1.0,0.0,0.0617,0.0,0.1163,0.0,0.7876,0.0 -OGB,ogbg,graph,False,,,2,8,3,skipconcat,mean,75,0.0838,0.0,636350.0,0.0175,0.0,0.9808,0.0,0.5455,0.0,0.1481,0.0,0.233,0.0,0.7846,0.0 -OGB,ogbg,graph,False,,,2,8,3,skipsum,add,81,0.0933,0.0,617638.0,0.0156,0.0,0.9767,0.0,0.3729,0.0,0.2716,0.0,0.3143,0.0,0.7897,0.0 -OGB,ogbg,graph,False,,,2,8,3,skipsum,max,47,0.1468,0.0,617638.0,0.0179,0.0,0.9572,0.0,0.1895,0.0,0.358,0.0,0.2479,0.0,0.7875,0.0 -OGB,ogbg,graph,False,,,2,8,3,skipsum,mean,84,0.0826,0.0,617638.0,0.0194,0.0,0.9801,0.0,0.4828,0.0,0.1728,0.0,0.2545,0.0,0.7907,0.0 diff --git a/run/run_batch_custom.sh b/run/run_batch_custom.sh index e7fc19a6..88ade5c5 100644 --- a/run/run_batch_custom.sh +++ b/run/run_batch_custom.sh @@ -2,7 +2,7 @@ CONFIG=example_custom GRID=example_custom -REPEAT=3 +REPEAT=1 MAX_JOBS=8 # generate configs (after controlling computational budget) From 76f7d1d50e34251d811c76f5534654974c2bade1 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Sat, 17 Jun 2023 11:01:36 -0700 Subject: [PATCH 27/47] Added ability to get pooled last hidden layer --- graphgym/models/gnn.py | 20 +++++++++++++++++++- run/main.py | 20 ++++++++++++++++++-- 2 files changed, 37 insertions(+), 3 deletions(-) diff --git a/graphgym/models/gnn.py b/graphgym/models/gnn.py index db81504c..661bf289 100644 --- a/graphgym/models/gnn.py +++ b/graphgym/models/gnn.py @@ -9,7 +9,7 @@ from graphgym.models.feature_augment import Preprocess from graphgym.models.feature_encoder import (edge_encoder_dict, node_encoder_dict) -from graphgym.models.head import head_dict +from graphgym.models.head import (head_dict, GNNGraphHead) from graphgym.models.layer import (BatchNorm1dEdge, BatchNorm1dNode, GeneralLayer, GeneralMultiLayer) @@ -176,6 +176,24 @@ def __init__(self, dim_in, dim_out, **kwargs): self.post_mp = GNNHead(dim_in=d_in, dim_out=dim_out) self.apply(init_weights) + + def get_last_hidden_layer_pooled(self, batch): + for module in self.children(): + # don't do the final output layer. Keep the last hidden layer + if(isinstance(module, GNNGraphHead)): + break + batch = module(batch) + + labels = (batch.graph_label) + num_nodes = batch.G[0].number_of_nodes() + last_hidden_layer_pooled = [] + + for i in range(0, len(batch.node_feature), num_nodes): + relevant_vectors = batch.node_feature.detach()[i:(i + num_nodes)] + last_hidden_layer_pooled.append(torch.mean(relevant_vectors, dim = 0)) + + + return last_hidden_layer_pooled, labels # add true as well def forward(self, batch): for module in self.children(): diff --git a/run/main.py b/run/main.py index 0bff07e7..8b429bba 100644 --- a/run/main.py +++ b/run/main.py @@ -81,6 +81,22 @@ name = cfg.dataset.name.split(",")[1] + last_layers = [] + truths = [] + + for loader in loaders: + for batch in loader: + last_layer, truth = model.get_last_hidden_layer_pooled(batch) # first one gives me the vector output of the neural network. + last_layers += (last_layer) + truths.append(truth) + + last_layer_tensor = torch.stack(last_layers) + truths_tensor = torch.cat(truths) + print(last_layer_tensor) + print(truths_tensor.size()) + + 1/0 + for child in model.children(): # We are at the network level. if(isinstance(child, GeneralMultiLayer)): @@ -96,7 +112,7 @@ """ -This is obnoxious. Now, we get converted into a graph, where the lowest number edge always comes first. +Next steps. Create a new function in visualization that takes in the matrix and the classifications. -So, I'm gonna need to manually change the first half to the right order, then show the reverse. +Draw a nice TSNE grpah with that. """ \ No newline at end of file From f862328494ea0d81bf9792fc030fa0cf16dd5496 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Sat, 17 Jun 2023 11:08:18 -0700 Subject: [PATCH 28/47] Add visualize_tsne function --- run/Visualization.py | 17 +++++++++++++++-- run/main.py | 10 ++++++---- 2 files changed, 21 insertions(+), 6 deletions(-) diff --git a/run/Visualization.py b/run/Visualization.py index d87bc2f6..d8608d85 100644 --- a/run/Visualization.py +++ b/run/Visualization.py @@ -2,8 +2,23 @@ import matplotlib.pyplot as plt import networkx as nx from torch_geometric.utils import to_networkx +from sklearn.manifold import TSNE class Visualize: + def visualize_TSNE(matrix, classification): + + + + # Apply t-SNE to the matrix + tsne = TSNE(n_components=2) + embedded_matrix = tsne.fit_transform(matrix) + + # Plot the points based on the classification array + plt.scatter(embedded_matrix[:, 0], embedded_matrix[:, 1], c=classification) + plt.colorbar() + plt.show() + return + def visualize_graph(colorWeights, graph, name, edge_weights): nodeNameLocation = "datasets\\" + name + "\\processed\\nodeNames.pt" divisionsLocation = "datasets\\" + name + "\\processed\\divisions.pt" @@ -30,7 +45,6 @@ def visualize_graph(colorWeights, graph, name, edge_weights): graph = nx.relabel_nodes(graph, inv_map) graph = graph.to_directed() - print(type(graph)) @@ -39,7 +53,6 @@ def visualize_graph(colorWeights, graph, name, edge_weights): sampleSource = Visualize.nodeColourings(colorWeights, divisions) num_edges = len(graph.edges) - print(nx.is_directed(graph)) values = [] for i in range(len(graph.nodes)): diff --git a/run/main.py b/run/main.py index 8b429bba..7dd35f5c 100644 --- a/run/main.py +++ b/run/main.py @@ -92,10 +92,12 @@ last_layer_tensor = torch.stack(last_layers) truths_tensor = torch.cat(truths) - print(last_layer_tensor) - print(truths_tensor.size()) - - 1/0 + + numpy_matrix = last_layer_tensor.numpy() + numpy_truth = truths_tensor.numpy() + + + Visualize.visualize_TSNE(numpy_matrix, numpy_truth) for child in model.children(): # We are at the network level. From fea07a6424074738c8917e6c30cf79c07e3cbdaf Mon Sep 17 00:00:00 2001 From: luciancahil Date: Thu, 13 Jul 2023 07:26:49 -0700 Subject: [PATCH 29/47] Changed Visualization to Threshold --- run/Visualization.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/run/Visualization.py b/run/Visualization.py index d8608d85..d8579069 100644 --- a/run/Visualization.py +++ b/run/Visualization.py @@ -34,7 +34,8 @@ def visualize_graph(colorWeights, graph, name, edge_weights): for edge in edge_weights: color = [0]*3 - color[1] = (edge.item() - smallest_edge) / diff_edge + if((edge.item() - smallest_edge) / diff_edge > 0.9): + color[1] = 1.0 edge_colours.append(color) From d8643cbaf819de31af29410c189cc575da206148 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Fri, 14 Jul 2023 08:42:51 -0700 Subject: [PATCH 30/47] Added correlation visualization --- graphgym/models/gnn.py | 23 +++++++++++++++++++++++ run/Visualization.py | 26 ++++++++++++++++++++++++++ run/main.py | 19 +++++++++++++++---- run/run_batch_custom.sh | 2 +- 4 files changed, 65 insertions(+), 5 deletions(-) diff --git a/graphgym/models/gnn.py b/graphgym/models/gnn.py index 661bf289..e7993c17 100644 --- a/graphgym/models/gnn.py +++ b/graphgym/models/gnn.py @@ -13,6 +13,7 @@ from graphgym.models.layer import (BatchNorm1dEdge, BatchNorm1dNode, GeneralLayer, GeneralMultiLayer) +import numpy as np # Layer def GNNLayer(dim_in, dim_out, has_act=True): @@ -194,6 +195,28 @@ def get_last_hidden_layer_pooled(self, batch): return last_hidden_layer_pooled, labels # add true as well + + # returns a 2D matrix of n x h, where n is the number of nodes, and h is the hidden size + def get_correlations(self, batch): + for module in self.children(): + # don't do the final output layer. Keep the last hidden layer + if(isinstance(module, GNNGraphHead)): + break + batch = module(batch) + num_nodes = batch.G[0].number_of_nodes() + + correlationMatricies = [] + + + for i in range(0, len(batch.node_feature), num_nodes): + relevant_vectors = batch.node_feature.detach()[i:(i + num_nodes)] + relevant_vectors = relevant_vectors.numpy() + correlationMatrix = np.corrcoef(relevant_vectors) + + correlationMatricies.append(correlationMatrix) + + + return correlationMatricies def forward(self, batch): for module in self.children(): diff --git a/run/Visualization.py b/run/Visualization.py index d8579069..eef60568 100644 --- a/run/Visualization.py +++ b/run/Visualization.py @@ -5,6 +5,32 @@ from sklearn.manifold import TSNE class Visualize: + def visualize_correlations(name, graph, correlationMatrix): + nodeNameLocation = "datasets\\" + name + "\\processed\\nodeNames.pt" + nodeNames = torch.load(nodeNameLocation) + graphCopy = nx.create_empty_copy(graph) + cutoff = 0.9 + + inv_map = {v: k for k, v in nodeNames.items()} + num_nodes = len(graphCopy.nodes) + + + for row in range(num_nodes): + for col in range(row + 1, num_nodes): + if(correlationMatrix[row][col] >= cutoff): + graphCopy.add_edge(row, col) + + + graphCopy = nx.relabel_nodes(graphCopy, inv_map) + + + pos = nx.shell_layout(graphCopy) + nx.draw_networkx_nodes(graphCopy, pos, cmap=plt.get_cmap('jet')) + nx.draw_networkx_labels(graphCopy, pos, font_color = "red") + nx.draw_networkx_edges(graphCopy, pos, edgelist=graphCopy.edges) + plt.show() + return + def visualize_TSNE(matrix, classification): diff --git a/run/main.py b/run/main.py index 7dd35f5c..6b049821 100644 --- a/run/main.py +++ b/run/main.py @@ -79,23 +79,33 @@ os.rename(args.cfg_file, f'{args.cfg_file}_done') + name = cfg.dataset.name.split(",")[1] - last_layers = [] + last_layers_pooled = [] truths = [] for loader in loaders: for batch in loader: - last_layer, truth = model.get_last_hidden_layer_pooled(batch) # first one gives me the vector output of the neural network. - last_layers += (last_layer) + last_layer_pooled, truth = model.get_last_hidden_layer_pooled(batch) # first one gives me the vector output of the neural network. + last_layers_pooled += last_layer_pooled truths.append(truth) - last_layer_tensor = torch.stack(last_layers) + last_layer_tensor = torch.stack(last_layers_pooled) truths_tensor = torch.cat(truths) numpy_matrix = last_layer_tensor.numpy() numpy_truth = truths_tensor.numpy() + correlations = [] + + for loader in loaders: + for batch in loader: + correlation = model.get_correlations(batch) # first one gives me the vector output of the neural network. + correlations += correlation + + + Visualize.visualize_correlations(name, datasets[0].graphs[0].G, correlations[0]) Visualize.visualize_TSNE(numpy_matrix, numpy_truth) @@ -109,6 +119,7 @@ colorWeights = layer.weight Visualize.visualize_graph(colorWeights, datasets[0].graphs[0].G, name, edge_weights) + diff --git a/run/run_batch_custom.sh b/run/run_batch_custom.sh index 88ade5c5..df270bcb 100644 --- a/run/run_batch_custom.sh +++ b/run/run_batch_custom.sh @@ -3,7 +3,7 @@ CONFIG=example_custom GRID=example_custom REPEAT=1 -MAX_JOBS=8 +MAX_JOBS=20 # generate configs (after controlling computational budget) # please remove --config_budget, if don't control computational budget From b766b645b1acba328c90cc60788e799e917753cc Mon Sep 17 00:00:00 2001 From: luciancahil Date: Mon, 17 Jul 2023 15:50:04 -0700 Subject: [PATCH 31/47] Removed Checkpoint files when done --- graphgym/train.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/graphgym/train.py b/graphgym/train.py index 466eaa65..38f594a8 100644 --- a/graphgym/train.py +++ b/graphgym/train.py @@ -3,7 +3,7 @@ import torch -from graphgym.checkpoint import clean_ckpt, load_ckpt, save_ckpt +from graphgym.checkpoint import clean_ckpt, load_ckpt, save_ckpt, re from graphgym.config import cfg from graphgym.loss import compute_loss from graphgym.utils.epoch import is_ckpt_epoch, is_eval_epoch @@ -81,4 +81,6 @@ def train(loggers, loaders, model, optimizer, scheduler): if cfg.train.ckpt_clean: clean_ckpt() + remove_ckpt() + logging.info('Task done, results saved in {}'.format(cfg.out_dir)) From 195ca1e65fbf17c49d3c7fd17ebe7bb05d0d2ae7 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Mon, 17 Jul 2023 16:03:24 -0700 Subject: [PATCH 32/47] Remove Checkpoint --- graphgym/train.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/graphgym/train.py b/graphgym/train.py index 38f594a8..e837cdfd 100644 --- a/graphgym/train.py +++ b/graphgym/train.py @@ -3,7 +3,7 @@ import torch -from graphgym.checkpoint import clean_ckpt, load_ckpt, save_ckpt, re +from graphgym.checkpoint import clean_ckpt, load_ckpt, save_ckpt, remove_ckpt from graphgym.config import cfg from graphgym.loss import compute_loss from graphgym.utils.epoch import is_ckpt_epoch, is_eval_epoch From e4ea0287538a5f369e557a881d3f152f14445aad Mon Sep 17 00:00:00 2001 From: luciancahil Date: Tue, 25 Jul 2023 19:41:13 -0700 Subject: [PATCH 33/47] Added all data tuple --- run/CytokinesDataSet.py | 42 +++++++++++++++++++++++++++++++++++++++-- run/main.py | 9 ++++----- run/run_custom_CCL2.sh | 4 ++++ 3 files changed, 48 insertions(+), 7 deletions(-) create mode 100644 run/run_custom_CCL2.sh diff --git a/run/CytokinesDataSet.py b/run/CytokinesDataSet.py index 04aa3840..90914c28 100644 --- a/run/CytokinesDataSet.py +++ b/run/CytokinesDataSet.py @@ -53,13 +53,16 @@ def download(self): def process(self): name = self.graphName[:-10] print(self.graphName) - self.new_dir = "datasets\\" + name + "\\processed\\"# "datasets\\" + name + "\\processed" # new processed dir + self.new_dir = "datasets/" + name + "/processed/"# "datasets\\" + name + "\\processed" # new processed dir train_data = Data() train_slices = dict() test_data = Data() test_slices = dict() + all_data = Data() + all_slices = dict() train_tuple = (train_data, train_slices) test_tuple = (test_data, test_slices) + all_tuple = (all_data, all_slices) num_patients = len(self.patients) num_training = int(0.8*num_patients) # when index <= num_training, the patient goes into training data. Else, testing @@ -77,6 +80,10 @@ def process(self): test_x_slice = [] test_edge_index_slice = [] + all_y_slice = [] + all_x_slice = [] + all_edge_index_slice = [] + for i in range(num_training + 1): train_y_slice.append(i) train_x_slice.append(num_nodes*i) @@ -86,6 +93,11 @@ def process(self): test_y_slice.append(i) test_x_slice.append(num_nodes*i) test_edge_index_slice.append(num_edges * i) + + for i in range(num_patients + 1): + all_y_slice.append(i) + all_x_slice.append(num_nodes*i) + all_edge_index_slice.append(num_edges * i) train_slices['y'] = torch.tensor(train_y_slice) train_slices['x'] = torch.tensor(train_x_slice) @@ -94,6 +106,11 @@ def process(self): test_slices['y'] = torch.tensor(test_y_slice) test_slices['x'] = torch.tensor(test_x_slice) test_slices['edge_index'] = torch.tensor(test_edge_index_slice) + + + all_slices['y'] = torch.tensor(all_y_slice) + all_slices['x'] = torch.tensor(all_x_slice) + all_slices['edge_index'] = torch.tensor(all_edge_index_slice) node_vector_len = len(self._get_node_features(self.patients[0]).numpy()[0]) # the length of a node vector @@ -107,6 +124,11 @@ def process(self): test_y_list = [] # It's just easier to make a list than figure out how to do 1d concats + all_x_tensor = torch.empty((0, node_vector_len), dtype=torch.float32) + all_edge_index_tensor = torch.empty((2, 0), dtype=torch.int32) + all_y_list = [] # It's just easier to make a list than figure out how to do 1d concats + + # runs once for each patient index = 0 for patient in self.patients: @@ -127,12 +149,17 @@ def process(self): test_x_tensor = torch.cat((test_x_tensor,node_feats), 0) test_edge_index_tensor = torch.cat((test_edge_index_tensor,edge_index), 1) test_y_list.append(int(patient[CLASS_NAME])) + + all_x_tensor = torch.cat((all_x_tensor,node_feats), 0) + all_edge_index_tensor = torch.cat((all_edge_index_tensor,edge_index), 1) + all_y_list.append(int(patient[CLASS_NAME])) index += 1 # turn y_lists into tensors train_y_tensor = torch.tensor(train_y_list) test_y_tensor = torch.tensor(test_y_list) + all_y_tensor = torch.tensor(all_y_list) train_data.x = train_x_tensor train_data.y = train_y_tensor @@ -142,11 +169,22 @@ def process(self): test_data.x = test_x_tensor test_data.y = test_y_tensor test_data.edge_index = test_edge_index_tensor + + + all_data.x = all_x_tensor + all_data.y = all_y_list + all_data.edge_index = all_edge_index_tensor print(self.new_dir) - torch.save(self.divisions, os.path.join(self.new_dir, 'divisions.pt')) + print(self.divisions) + print(train_tuple) + print(test_tuple) + print(all_tuple) + 1/0 + torch.save(self.divisions, os.path.join(self.new_dir, 'divisions.pt')) # states which genes belong to which cytokine torch.save(self.nodeNames, os.path.join(self.new_dir, 'nodeNames.pt')) torch.save(train_tuple, os.path.join(self.new_dir, 'train_data.pt')) torch.save(test_tuple, os.path.join(self.new_dir, 'test_data.pt')) + torch.save(all_tuple, os.path.join(self.new_dir, 'all_data.pt')) # last step, just save everything in the right .pt files diff --git a/run/main.py b/run/main.py index 6b049821..8d15794d 100644 --- a/run/main.py +++ b/run/main.py @@ -44,6 +44,9 @@ loggers = create_logger() model = create_model() + print(datasets[0]) + 1/0 + # Add edge_weights attribute to the datasets so that they can be accessed in batches num_edges = len(datasets[0][0].edge_index[0]) edge_weights = torch.nn.Parameter(torch.ones(num_edges)) @@ -78,7 +81,7 @@ if args.mark_done: os.rename(args.cfg_file, f'{args.cfg_file}_done') - + """ name = cfg.dataset.name.split(",")[1] @@ -124,8 +127,4 @@ -""" -Next steps. Create a new function in visualization that takes in the matrix and the classifications. - -Draw a nice TSNE grpah with that. """ \ No newline at end of file diff --git a/run/run_custom_CCL2.sh b/run/run_custom_CCL2.sh new file mode 100644 index 00000000..2159ce47 --- /dev/null +++ b/run/run_custom_CCL2.sh @@ -0,0 +1,4 @@ +#!/usr/bin/env bash + +# Test for running a single experiment. --repeat means run how many different random seeds. +python main.py --cfg configs/example_custom_single_CCL2.yaml --repeat 1 From aa8a2cebf68793741a41242230bf0db5eb41b8cf Mon Sep 17 00:00:00 2001 From: luciancahil Date: Tue, 25 Jul 2023 19:47:17 -0700 Subject: [PATCH 34/47] Updated Readme --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 6ae56953..f708c4f6 100644 --- a/README.md +++ b/README.md @@ -330,7 +330,7 @@ Alterernatively: 1. Alter the process() function to do follow the instructions below #### Process function requirements -1. Your dataset's process function must create 2 tuples, one for training data and one for testing. The tuples must have 2 objects in them. First, a Data() object containing an x tensor, a y tensor, and an edge_index tensor. Second, a dict that serves as the "slices" array for each of the x tensor, y tensor, and edge_index tensor. +1. Your dataset's process function must create 3 tuples, one for training data, one for all data, and one for testing. The tuples must have 2 objects in them. First, a Data() object containing an x tensor, a y tensor, and an edge_index tensor. Second, a dict that serves as the "slices" array for each of the x tensor, y tensor, and edge_index tensor. 1. If your dataset is a node classifaction task, then the 2nd object should just be None. 1. If your data.x must contain a 2D tensor of type float. There must be as many rows as there are node inputs in your entire dataset, and as many collumns as there are values in each individual node. If each node only has 1 single value, then it should only have 1 collumn. 1. Your data.y field must be a 1D tensor of type int. It represents the desired target. For graph classification, it must have as many elements as graphs you wish to classify. For node classification, it must have as many elements as nodes. From eba2e599cfe87d27887a65e7c50ec00c6473bf36 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Tue, 25 Jul 2023 20:23:40 -0700 Subject: [PATCH 35/47] Made Y in All_data a tensor --- graphgym/custom_dataset.py | 13 ++++++++++--- run/CytokinesDataSet.py | 12 ++++-------- 2 files changed, 14 insertions(+), 11 deletions(-) diff --git a/graphgym/custom_dataset.py b/graphgym/custom_dataset.py index 9d78662e..f9a98d20 100644 --- a/graphgym/custom_dataset.py +++ b/graphgym/custom_dataset.py @@ -18,7 +18,7 @@ def __init__( name, url, root: str, - train: bool = True, + train: bool = -1, transform: Optional[Callable] = None, pre_transform: Optional[Callable] = None, pre_filter: Optional[Callable] = None, @@ -27,7 +27,14 @@ def __init__( self.url = url self.train = train super().__init__(root, transform, pre_transform, pre_filter) - path = self.processed_paths[0] if train else self.processed_paths[1] + + if train == True: + path = self.processed_paths[0] + elif train == False: + path = self.processed_paths[1] + elif train == -1: + path = self.processed_paths[2] + self.path = path self.data, self.slices = torch.load(path) @@ -37,7 +44,7 @@ def raw_file_names(self) -> str: @property def processed_file_names(self) -> List[str]: - return ['train_data.pt', 'test_data.pt'] + return ['train_data.pt', 'test_data.pt','all_data.pt'] def download(self): path = download_url(self.url, self.raw_dir) diff --git a/run/CytokinesDataSet.py b/run/CytokinesDataSet.py index 90914c28..b7c841e8 100644 --- a/run/CytokinesDataSet.py +++ b/run/CytokinesDataSet.py @@ -111,8 +111,8 @@ def process(self): all_slices['y'] = torch.tensor(all_y_slice) all_slices['x'] = torch.tensor(all_x_slice) all_slices['edge_index'] = torch.tensor(all_edge_index_slice) - + node_vector_len = len(self._get_node_features(self.patients[0]).numpy()[0]) # the length of a node vector # preparing data train_x_tensor = torch.empty((0, node_vector_len), dtype=torch.float32) @@ -172,14 +172,10 @@ def process(self): all_data.x = all_x_tensor - all_data.y = all_y_list + all_data.y = all_y_tensor all_data.edge_index = all_edge_index_tensor - print(self.new_dir) - print(self.divisions) - print(train_tuple) - print(test_tuple) - print(all_tuple) - 1/0 + + torch.save(self.divisions, os.path.join(self.new_dir, 'divisions.pt')) # states which genes belong to which cytokine torch.save(self.nodeNames, os.path.join(self.new_dir, 'nodeNames.pt')) torch.save(train_tuple, os.path.join(self.new_dir, 'train_data.pt')) From 2b7a59bc4a72c8d243a42f6b84ed3755ba082acc Mon Sep 17 00:00:00 2001 From: luciancahil Date: Tue, 25 Jul 2023 22:27:49 -0700 Subject: [PATCH 36/47] remove shuffling --- graphgym/loader.py | 2 +- run/CytokinesDataSet.py | 1 - run/main.py | 5 ++++- 3 files changed, 5 insertions(+), 3 deletions(-) diff --git a/graphgym/loader.py b/graphgym/loader.py index 59348e00..92e266c4 100644 --- a/graphgym/loader.py +++ b/graphgym/loader.py @@ -262,7 +262,7 @@ def create_dataset(): else: datasets = dataset.split(transductive=cfg.dataset.transductive, split_ratio=cfg.dataset.split, - shuffle=cfg.dataset.shuffle_split) + shuffle=False) # We only change the training negative sampling ratio for i in range(1, len(datasets)): dataset.edge_negative_sampling_ratio = 1 diff --git a/run/CytokinesDataSet.py b/run/CytokinesDataSet.py index b7c841e8..306e60c0 100644 --- a/run/CytokinesDataSet.py +++ b/run/CytokinesDataSet.py @@ -201,7 +201,6 @@ def _get_node_features(self, patient): """ all_node_feats = np.asarray(patient['data']) - return torch.tensor(all_node_feats, dtype=torch.float) # todo: REturn list of 1 each time diff --git a/run/main.py b/run/main.py index 8d15794d..fb2e4a3f 100644 --- a/run/main.py +++ b/run/main.py @@ -44,7 +44,10 @@ loggers = create_logger() model = create_model() - print(datasets[0]) + + torch.set_printoptions(precision=10) + + print([num * 20 for num in datasets[1][4].node_feature[0]]) 1/0 # Add edge_weights attribute to the datasets so that they can be accessed in batches From 328ba04fa4d44692ef270b95b276ad0a5ee04fbd Mon Sep 17 00:00:00 2001 From: luciancahil Date: Wed, 26 Jul 2023 07:56:59 -0700 Subject: [PATCH 37/47] Added k fold --- run/main.py | 112 +++++++++++++++++++++++++++++++++------------------- 1 file changed, 72 insertions(+), 40 deletions(-) diff --git a/run/main.py b/run/main.py index fb2e4a3f..3ac60ee1 100644 --- a/run/main.py +++ b/run/main.py @@ -3,7 +3,7 @@ import torch from torch_geometric import seed_everything - +from deepsnap.dataset import GraphDataset from graphgym.cmd_args import parse_args from graphgym.config import cfg, dump_cfg, load_cfg, set_run_dir, set_out_dir from graphgym.loader import create_dataset, create_loader @@ -40,51 +40,83 @@ auto_select_device() # Set machine learning pipeline datasets = create_dataset() - loaders = create_loader(datasets) - loggers = create_logger() - model = create_model() - - - torch.set_printoptions(precision=10) - - print([num * 20 for num in datasets[1][4].node_feature[0]]) - 1/0 - - # Add edge_weights attribute to the datasets so that they can be accessed in batches - num_edges = len(datasets[0][0].edge_index[0]) - edge_weights = torch.nn.Parameter(torch.ones(num_edges)) - for loader in loaders: - for dataset in loader.dataset: - dataset.edge_weights = edge_weights - - - #add edge weights to the set of parameters - newParam = list() - for param in model.parameters(): - newParam.append(param) - - newParam.append(edge_weights) - - optimizer = create_optimizer(newParam) - scheduler = create_scheduler(optimizer) - # Print model info - logging.info(model) - logging.info(cfg) - cfg.params = params_count(model) - logging.info('Num parameters: %s', cfg.params) - # Start training - if cfg.train.mode == 'standard': - train(loggers, loaders, model, optimizer, scheduler) - else: - train_dict[cfg.train.mode](loggers, loaders, model, optimizer, - scheduler) + + + # last 6 are testing + + dataset_all = [] + dataset_all += datasets[0] + dataset_all += datasets[1] + merged_dataset = GraphDataset(dataset_all) + print("all") + print(len(merged_dataset)) + print(type(merged_dataset)) + print(type(datasets[0])) + + + offset = int(len(merged_dataset) / 2) + + print(offset) + print(type(offset)) + print(int(offset)) + + for i in range(offset): + new_test_dataset = [] + new_train_dataset = [] + + for j in range(len(dataset_all)): + if j == i or j == i + offset: + new_test_dataset.append(dataset_all[j]) + else: + new_train_dataset.append(dataset_all[j]) + + new_test_dataset = GraphDataset(new_test_dataset) + new_train_dataset = GraphDataset(new_train_dataset) + datasets[0] = new_train_dataset + datasets[1] = new_test_dataset + + + + loaders = create_loader(datasets) + loggers = create_logger() + model = create_model() + + # Add edge_weights attribute to the datasets so that they can be accessed in batches + num_edges = len(datasets[0][0].edge_index[0]) + edge_weights = torch.nn.Parameter(torch.ones(num_edges)) + for loader in loaders: + for dataset in loader.dataset: + dataset.edge_weights = edge_weights + + + #add edge weights to the set of parameters + newParam = list() + for param in model.parameters(): + newParam.append(param) + + newParam.append(edge_weights) + + optimizer = create_optimizer(newParam) + scheduler = create_scheduler(optimizer) + # Print model info + logging.info(model) + logging.info(cfg) + cfg.params = params_count(model) + logging.info('Num parameters: %s', cfg.params) + # Start training + if cfg.train.mode == 'standard': + train(loggers, loaders, model, optimizer, scheduler) + else: + train_dict[cfg.train.mode](loggers, loaders, model, optimizer, + scheduler) + """ # Aggregate results from different seeds agg_runs(cfg.out_dir, cfg.metric_best) # When being launched in batch mode, mark a yaml as done if args.mark_done: os.rename(args.cfg_file, f'{args.cfg_file}_done') - """ + name = cfg.dataset.name.split(",")[1] From 6c39601387fc0bd366417a627133ebdba3b4bbe9 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Wed, 26 Jul 2023 08:40:09 -0700 Subject: [PATCH 38/47] Calculate results --- run/main.py | 39 +++++++++++++++++++++++++++++---------- 1 file changed, 29 insertions(+), 10 deletions(-) diff --git a/run/main.py b/run/main.py index 3ac60ee1..1ba423dd 100644 --- a/run/main.py +++ b/run/main.py @@ -48,18 +48,10 @@ dataset_all += datasets[0] dataset_all += datasets[1] merged_dataset = GraphDataset(dataset_all) - print("all") - print(len(merged_dataset)) - print(type(merged_dataset)) - print(type(datasets[0])) - - offset = int(len(merged_dataset) / 2) - print(offset) - print(type(offset)) - print(int(offset)) - + correct = 0 + total = 0 for i in range(offset): new_test_dataset = [] new_train_dataset = [] @@ -81,6 +73,10 @@ loggers = create_logger() model = create_model() + + + + # Add edge_weights attribute to the datasets so that they can be accessed in batches num_edges = len(datasets[0][0].edge_index[0]) edge_weights = torch.nn.Parameter(torch.ones(num_edges)) @@ -109,6 +105,29 @@ else: train_dict[cfg.train.mode](loggers, loaders, model, optimizer, scheduler) + + + for batch in loaders[1]: + print("here") + pred, true = model(batch) + # this only works in this very specific case. Work needs to be done to generalize it + if(pred[0] < 0.5): + correct += 1 + + if(pred[1] > 0.5): + correct +=1 + + total += 2 + + + + + + print("correct") + print(correct) + print("total") + print(total) + """ # Aggregate results from different seeds agg_runs(cfg.out_dir, cfg.metric_best) From 748f3c4bda8dd7b244ad7d85c55ea5ab137019d7 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Tue, 22 Aug 2023 12:46:43 -0700 Subject: [PATCH 39/47] I don't know man. --- graphgym/models/gnn.py | 9 ++- requirements.txt | 32 ++++++----- run/Visualization.py | 18 ++++-- run/datasets/__init__.py | 0 run/datasets/ba.pkl | Bin 393952 -> 0 bytes run/datasets/ba500.pkl | Bin 1970625 -> 0 bytes run/datasets/scalefree.pkl | Bin 2319361 -> 0 bytes run/datasets/smallworld.pkl | Bin 1864781 -> 0 bytes run/datasets/syn_graph.py | 93 ------------------------------- run/datasets/ws.pkl | Bin 399976 -> 0 bytes run/datasets/ws500.pkl | Bin 2000673 -> 0 bytes run/example_kFold_CCL1.sh | 4 ++ run/example_kFold_CCL13.sh | 4 ++ run/example_kFold_CCL17.sh | 4 ++ run/example_kFold_CCL19.sh | 4 ++ run/example_kFold_CCL2.sh | 4 ++ run/example_kFold_CCL20.sh | 4 ++ run/example_kFold_CCL23.sh | 4 ++ run/example_kFold_CCL24.sh | 4 ++ run/example_kFold_CCL25.sh | 4 ++ run/example_kFold_CCL26.sh | 4 ++ run/example_kFold_CCL27.sh | 4 ++ run/example_kFold_CCL3.sh | 4 ++ run/example_kFold_CCL3L1.sh | 4 ++ run/example_kFold_CCL4.sh | 4 ++ run/example_kFold_CCL4L2.sh | 4 ++ run/example_kFold_CCL5.sh | 4 ++ run/example_kFold_CCL7.sh | 4 ++ run/example_kFold_CCL8.sh | 4 ++ run/example_kFold_CD40LG.sh | 4 ++ run/example_kFold_CD70.sh | 4 ++ run/example_kFold_CKLF.sh | 4 ++ run/example_kFold_CSF1.sh | 4 ++ run/example_kFold_CSF2.sh | 4 ++ run/example_kFold_CXCL10.sh | 4 ++ run/example_kFold_CXCL11.sh | 4 ++ run/example_kFold_CXCL12.sh | 4 ++ run/example_kFold_CXCL13.sh | 4 ++ run/example_kFold_CXCL14.sh | 4 ++ run/example_kFold_CXCL2.sh | 4 ++ run/example_kFold_CXCL8.sh | 4 ++ run/example_kFold_CXCL9.sh | 4 ++ run/example_kFold_EGF.sh | 4 ++ run/example_kFold_FASLG.sh | 4 ++ run/example_kFold_FLT3LG.sh | 4 ++ run/example_kFold_HGF.sh | 4 ++ run/example_kFold_IFNG.sh | 4 ++ run/example_kFold_IFNL1.sh | 4 ++ run/example_kFold_IL11.sh | 4 ++ run/example_kFold_IL12A.sh | 4 ++ run/example_kFold_IL12B.sh | 4 ++ run/example_kFold_IL18.sh | 4 ++ run/example_kFold_IL19.sh | 4 ++ run/example_kFold_IL1B.sh | 4 ++ run/example_kFold_IL1RN.sh | 4 ++ run/example_kFold_IL2.sh | 4 ++ run/example_kFold_IL23A.sh | 4 ++ run/example_kFold_IL26.sh | 4 ++ run/example_kFold_IL3.sh | 4 ++ run/example_kFold_IL34.sh | 4 ++ run/example_kFold_IL4.sh | 4 ++ run/example_kFold_IL5.sh | 4 ++ run/example_kFold_IL6.sh | 4 ++ run/example_kFold_IL7.sh | 4 ++ run/example_kFold_LIF.sh | 4 ++ run/example_kFold_OSM.sh | 4 ++ run/example_kFold_PDGFB.sh | 4 ++ run/example_kFold_PF4.sh | 4 ++ run/example_kFold_PPBP.sh | 4 ++ run/example_kFold_SPP1.sh | 4 ++ run/example_kFold_TGFA.sh | 4 ++ run/example_kFold_TGFB1.sh | 4 ++ run/example_kFold_TGFB3.sh | 4 ++ run/example_kFold_TNF.sh | 4 ++ run/example_kFold_TNFSF10.sh | 4 ++ run/example_kFold_TNFSF11.sh | 4 ++ run/example_kFold_TNFSF13.sh | 4 ++ run/example_kFold_TNFSF13B.sh | 4 ++ run/example_kFold_TNFSF14.sh | 4 ++ run/example_kFold_TNFSF9.sh | 4 ++ run/example_kFold_XCL1.sh | 4 ++ run/example_kFold_XCL2.sh | 4 ++ run/main.py | 100 ++++++++++++++++++++++++++++++---- run/run_custom_CCL1.sh | 4 ++ run/run_custom_CCL13.sh | 4 ++ run/run_custom_CCL17.sh | 4 ++ run/run_custom_CCL19.sh | 4 ++ run/run_custom_CCL20.sh | 4 ++ run/run_custom_CCL23.sh | 4 ++ run/run_custom_CCL24.sh | 4 ++ run/run_custom_CCL25.sh | 4 ++ run/run_custom_CCL26.sh | 4 ++ run/run_custom_CCL27.sh | 4 ++ run/run_custom_CCL3.sh | 4 ++ run/run_custom_CCL3L1.sh | 4 ++ run/run_custom_CCL4.sh | 4 ++ run/run_custom_CCL4L2.sh | 4 ++ run/run_custom_CCL5.sh | 4 ++ run/run_custom_CCL7.sh | 4 ++ run/run_custom_CCL8.sh | 4 ++ run/run_custom_CD40LG.sh | 4 ++ run/run_custom_CD70.sh | 4 ++ run/run_custom_CKLF.sh | 4 ++ run/run_custom_CSF1.sh | 4 ++ run/run_custom_CSF2.sh | 4 ++ run/run_custom_CXCL10.sh | 4 ++ run/run_custom_CXCL11.sh | 4 ++ run/run_custom_CXCL12.sh | 4 ++ run/run_custom_CXCL13.sh | 4 ++ run/run_custom_CXCL14.sh | 4 ++ run/run_custom_CXCL2.sh | 4 ++ run/run_custom_CXCL8.sh | 4 ++ run/run_custom_CXCL9.sh | 4 ++ run/run_custom_EGF.sh | 4 ++ run/run_custom_FASLG.sh | 4 ++ run/run_custom_FLT3LG.sh | 4 ++ run/run_custom_HGF.sh | 4 ++ run/run_custom_IFNG.sh | 4 ++ run/run_custom_IFNL1.sh | 4 ++ run/run_custom_IL11.sh | 4 ++ run/run_custom_IL12A.sh | 4 ++ run/run_custom_IL12B.sh | 4 ++ run/run_custom_IL18.sh | 4 ++ run/run_custom_IL19.sh | 4 ++ run/run_custom_IL1B.sh | 4 ++ run/run_custom_IL1RN.sh | 4 ++ run/run_custom_IL2.sh | 4 ++ run/run_custom_IL23A.sh | 4 ++ run/run_custom_IL26.sh | 4 ++ run/run_custom_IL3.sh | 4 ++ run/run_custom_IL34.sh | 4 ++ run/run_custom_IL4.sh | 4 ++ run/run_custom_IL5.sh | 4 ++ run/run_custom_IL6.sh | 4 ++ run/run_custom_IL7.sh | 4 ++ run/run_custom_LIF.sh | 4 ++ run/run_custom_OSM.sh | 4 ++ run/run_custom_PDGFB.sh | 4 ++ run/run_custom_PF4.sh | 4 ++ run/run_custom_PPBP.sh | 4 ++ run/run_custom_SPP1.sh | 4 ++ run/run_custom_TGFA.sh | 4 ++ run/run_custom_TGFB1.sh | 4 ++ run/run_custom_TGFB3.sh | 4 ++ run/run_custom_TNF.sh | 4 ++ run/run_custom_TNFSF10.sh | 4 ++ run/run_custom_TNFSF11.sh | 4 ++ run/run_custom_TNFSF13.sh | 4 ++ run/run_custom_TNFSF13B.sh | 4 ++ run/run_custom_TNFSF14.sh | 4 ++ run/run_custom_TNFSF9.sh | 4 ++ run/run_custom_XCL1.sh | 4 ++ run/run_custom_XCL2.sh | 4 ++ 153 files changed, 694 insertions(+), 122 deletions(-) delete mode 100644 run/datasets/__init__.py delete mode 100644 run/datasets/ba.pkl delete mode 100644 run/datasets/ba500.pkl delete mode 100644 run/datasets/scalefree.pkl delete mode 100644 run/datasets/smallworld.pkl delete mode 100644 run/datasets/syn_graph.py delete mode 100644 run/datasets/ws.pkl delete mode 100644 run/datasets/ws500.pkl create mode 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100644 run/run_custom_IL1B.sh create mode 100644 run/run_custom_IL1RN.sh create mode 100644 run/run_custom_IL2.sh create mode 100644 run/run_custom_IL23A.sh create mode 100644 run/run_custom_IL26.sh create mode 100644 run/run_custom_IL3.sh create mode 100644 run/run_custom_IL34.sh create mode 100644 run/run_custom_IL4.sh create mode 100644 run/run_custom_IL5.sh create mode 100644 run/run_custom_IL6.sh create mode 100644 run/run_custom_IL7.sh create mode 100644 run/run_custom_LIF.sh create mode 100644 run/run_custom_OSM.sh create mode 100644 run/run_custom_PDGFB.sh create mode 100644 run/run_custom_PF4.sh create mode 100644 run/run_custom_PPBP.sh create mode 100644 run/run_custom_SPP1.sh create mode 100644 run/run_custom_TGFA.sh create mode 100644 run/run_custom_TGFB1.sh create mode 100644 run/run_custom_TGFB3.sh create mode 100644 run/run_custom_TNF.sh create mode 100644 run/run_custom_TNFSF10.sh create mode 100644 run/run_custom_TNFSF11.sh create mode 100644 run/run_custom_TNFSF13.sh create mode 100644 run/run_custom_TNFSF13B.sh create mode 100644 run/run_custom_TNFSF14.sh create mode 100644 run/run_custom_TNFSF9.sh create mode 100644 run/run_custom_XCL1.sh create mode 100644 run/run_custom_XCL2.sh diff --git a/graphgym/models/gnn.py b/graphgym/models/gnn.py index e7993c17..8757fd7e 100644 --- a/graphgym/models/gnn.py +++ b/graphgym/models/gnn.py @@ -11,7 +11,8 @@ node_encoder_dict) from graphgym.models.head import (head_dict, GNNGraphHead) from graphgym.models.layer import (BatchNorm1dEdge, BatchNorm1dNode, - GeneralLayer, GeneralMultiLayer) + GeneralLayer, GeneralMultiLayer, + Linear) import numpy as np @@ -182,7 +183,13 @@ def get_last_hidden_layer_pooled(self, batch): for module in self.children(): # don't do the final output layer. Keep the last hidden layer if(isinstance(module, GNNGraphHead)): + for child in module.children(): + for grandChild in child.children(): + for greatGrandChild in grandChild.children(): + if not isinstance(greatGrandChild, Linear): + batch = greatGrandChild(batch) break + batch = module(batch) labels = (batch.graph_label) diff --git a/requirements.txt b/requirements.txt index b4715066..afe6e191 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,13 +1,19 @@ -yacs -tensorboardx -torch -torch-geometric -deepsnap -ogb -numpy -pandas -scipy -scikit-learn -matplotlib -seaborn -notebook \ No newline at end of file +deepsnap==0.2.1 +matplotlib==3.1.3 +matplotlib==3.7.0 +networkx==2.8.4 +numpy==1.18.5 +numpy==1.23.5 +ogb==1.3.6 +pandas==1.5.3 +PyYAML==6.0 +PyYAML==6.0.1 +scikit_learn==1.2.1 +seaborn==0.12.2 +setuptools==66.0.0 +setuptools==65.6.3 +tensorboardX==2.6.2 +torch==1.12.1 +torch_geometric==2.3.1 +torch_scatter==2.1.1 +yacs==0.1.8 diff --git a/run/Visualization.py b/run/Visualization.py index eef60568..ba76127a 100644 --- a/run/Visualization.py +++ b/run/Visualization.py @@ -73,21 +73,23 @@ def visualize_graph(colorWeights, graph, name, edge_weights): graph = graph.to_directed() + num_nodes = len(graph.nodes) - sampleSource = Visualize.nodeColourings(colorWeights, divisions) num_edges = len(graph.edges) - values = [] + """ values = [] + sampleSource = Visualize.nodeColourings(colorWeights, divisions) + for i in range(len(graph.nodes)): - values.append(sampleSource[i]) + values.append(sampleSource[i])""" pos = nx.shell_layout(graph) - nx.draw_networkx_nodes(graph, pos, cmap=plt.get_cmap('jet'), node_color = values, node_size = 1000) - nx.draw_networkx_labels(graph, pos, font_color = "red") + nx.draw_networkx_nodes(graph, pos, cmap=plt.get_cmap('jet'), node_color = 'black', node_size = 1000) + #nx.draw_networkx_labels(graph, pos, font_color = "red") nx.draw_networkx_edges(graph, pos, edgelist=graph.edges, edge_color=edge_colours[:num_edges], node_size = 1000, arrows=True, connectionstyle='arc3, rad = 0.1') plt.show() @@ -115,9 +117,15 @@ def nodeColourings(colorWeights, division): # we have an array that has the average of every gene. 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os.path.dirname(__file__) - - -def degree_dist(G): - degree_sequence = sorted([d for n, d in G.degree()], reverse=True) - degreeCount = collections.Counter(degree_sequence) - deg, cnt = zip(*degreeCount.items()) - - fig, ax = plt.subplots() - plt.bar(deg, cnt, width=0.80, color='b') - - plt.title("Degree Histogram") - plt.ylabel("Count") - plt.xlabel("Degree") - ax.set_xticks([d + 0.4 for d in deg]) - ax.set_xticklabels(deg) - plt.show() - - -def save_syn(): - clustering_bins = np.linspace(0.3, 0.6, 7) - print(clustering_bins) - path_bins = np.linspace(1.8, 3.0, 7) - print(path_bins) - - powerlaw_k = np.arange(2, 12) - powerlaw_p = np.linspace(0, 1, 101) - ws_k = np.arange(4, 23, 2) - ws_p = np.linspace(0, 1, 101) - - counts = np.zeros((8, 8)) - thresh = 4 - graphs = [] - n = 64 - while True: - k, p = np.random.choice(powerlaw_k), np.random.choice(powerlaw_p) - g = nx.powerlaw_cluster_graph(n, k, p) - clustering = nx.average_clustering(g) - path = nx.average_shortest_path_length(g) - clustering_id = np.digitize(clustering, clustering_bins) - path_id = np.digitize(path, path_bins) - if counts[clustering_id, path_id] < thresh: - counts[clustering_id, path_id] += 1 - default_feature = torch.ones(1) - nx.set_node_attributes(g, default_feature, 'node_feature') - graphs.append(g) - print(np.sum(counts)) - if np.sum(counts) == 8 * 8 * thresh: - break - - with open('scalefree.pkl', 'wb') as file: - pickle.dump(graphs, file) - - counts = np.zeros((8, 8)) - thresh = 4 - graphs = [] - n = 64 - while True: - k, p = np.random.choice(ws_k), np.random.choice(ws_p) - g = nx.watts_strogatz_graph(n, k, p) - clustering = nx.average_clustering(g) - path = nx.average_shortest_path_length(g) - clustering_id = np.digitize(clustering, clustering_bins) - path_id = np.digitize(path, path_bins) - if counts[clustering_id, path_id] < thresh: - counts[clustering_id, path_id] += 1 - default_feature = torch.ones(1) - nx.set_node_attributes(g, default_feature, 'node_feature') - graphs.append(g) - print(np.sum(counts)) - if np.sum(counts) == 8 * 8 * thresh: - break - - with open('smallworld.pkl', 'wb') as file: - pickle.dump(graphs, file) - - -def load_syn(): - with open('{}/smallworld.pkl'.format(dirname), 'rb') as file: - graphs = pickle.load(file) - for graph in graphs: - print(nx.average_clustering(graph), - nx.average_shortest_path_length(graph)) - # degree_dist(graph) diff --git a/run/datasets/ws.pkl b/run/datasets/ws.pkl deleted file mode 100644 index 98376b976934d59e93fd2a8fdebb09434a100296..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 399976 zcmdp!g&ZMSJ$ zxKqQzMN6s`uP(LNv@`gk#oI0TPq1Zui%okpIsZ3LE9^el^S6tg7A|R+x45xk!JmFq z>pvk27cKfT(q`EYS+Ly>3;sV(wi>%d(~Bv!EtlF^&eO9kwJ(=C6p9t)QpZi(H9gPm z7tC*H%odb7>BVkaKYm_g!@`}GRL{#6=v8kwuVKNWC5y9pyVg{fIv18POF-xEu%LS0 zPK)PnH*foF@y_$M*`r~>lIl{I6)P(%D)wu3c=b-dp1JBzgW}TldXL|)+1ejh@mS^) z*|ZZsc$aK(!{Tih?=)}M1=*5?ix-tD0XA)qv(v(chMgA7Td-)mh4UAcnjN}nHNl2G 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+- graphgym.egg-info/SOURCES.txt | 6 +- requirements.txt | 1 - run/Visualization.py | 157 --------------- run/example_kFold_CCL1.sh | 4 - run/example_kFold_CCL13.sh | 4 - run/example_kFold_CCL17.sh | 4 - run/example_kFold_CCL19.sh | 4 - run/example_kFold_CCL2.sh | 4 - run/example_kFold_CCL20.sh | 4 - run/example_kFold_CCL23.sh | 4 - run/example_kFold_CCL24.sh | 4 - run/example_kFold_CCL25.sh | 4 - run/example_kFold_CCL26.sh | 4 - run/example_kFold_CCL27.sh | 4 - run/example_kFold_CCL3.sh | 4 - run/example_kFold_CCL3L1.sh | 4 - run/example_kFold_CCL4.sh | 4 - run/example_kFold_CCL4L2.sh | 4 - run/example_kFold_CCL5.sh | 4 - run/example_kFold_CCL7.sh | 4 - run/example_kFold_CCL8.sh | 4 - run/example_kFold_CD40LG.sh | 4 - run/example_kFold_CD70.sh | 4 - run/example_kFold_CKLF.sh | 4 - run/example_kFold_CSF1.sh | 4 - run/example_kFold_CSF2.sh | 4 - run/example_kFold_CXCL10.sh | 4 - run/example_kFold_CXCL11.sh | 4 - run/example_kFold_CXCL12.sh | 4 - run/example_kFold_CXCL13.sh | 4 - run/example_kFold_CXCL14.sh | 4 - run/example_kFold_CXCL2.sh | 4 - run/example_kFold_CXCL8.sh | 4 - run/example_kFold_CXCL9.sh | 4 - run/example_kFold_EGF.sh | 4 - run/example_kFold_FASLG.sh | 4 - run/example_kFold_FLT3LG.sh | 4 - run/example_kFold_HGF.sh | 4 - run/example_kFold_IFNG.sh | 4 - run/example_kFold_IFNL1.sh | 4 - run/example_kFold_IL11.sh | 4 - run/example_kFold_IL12A.sh | 4 - run/example_kFold_IL12B.sh | 4 - run/example_kFold_IL18.sh | 4 - run/example_kFold_IL19.sh | 4 - run/example_kFold_IL1B.sh | 4 - run/example_kFold_IL1RN.sh | 4 - run/example_kFold_IL2.sh | 4 - run/example_kFold_IL23A.sh | 4 - run/example_kFold_IL26.sh | 4 - run/example_kFold_IL3.sh | 4 - run/example_kFold_IL34.sh | 4 - run/example_kFold_IL4.sh | 4 - run/example_kFold_IL5.sh | 4 - run/example_kFold_IL6.sh | 4 - run/example_kFold_IL7.sh | 4 - run/example_kFold_LIF.sh | 4 - run/example_kFold_OSM.sh | 4 - run/example_kFold_PDGFB.sh | 4 - run/example_kFold_PF4.sh | 4 - run/example_kFold_PPBP.sh | 4 - run/example_kFold_SPP1.sh | 4 - run/example_kFold_TGFA.sh | 4 - run/example_kFold_TGFB1.sh | 4 - run/example_kFold_TGFB3.sh | 4 - run/example_kFold_TNF.sh | 4 - run/example_kFold_TNFSF10.sh | 4 - run/example_kFold_TNFSF11.sh | 4 - run/example_kFold_TNFSF13.sh | 4 - run/example_kFold_TNFSF13B.sh | 4 - run/example_kFold_TNFSF14.sh | 4 - run/example_kFold_TNFSF9.sh | 4 - run/example_kFold_XCL1.sh | 4 - run/example_kFold_XCL2.sh | 4 - run/grids/example_custom_CCL1.txt | 18 ++ run/main.py | 186 +----------------- ...tch_custom.sh => run_batch_custom_CCL1.sh} | 12 +- run/run_custom_CCL13.sh | 4 - run/run_custom_CCL17.sh | 4 - run/run_custom_CCL19.sh | 4 - run/run_custom_CCL2.sh | 4 - run/run_custom_CCL20.sh | 4 - run/run_custom_CCL23.sh | 4 - run/run_custom_CCL24.sh | 4 - run/run_custom_CCL25.sh | 4 - run/run_custom_CCL26.sh | 4 - run/run_custom_CCL27.sh | 4 - run/run_custom_CCL3.sh | 4 - run/run_custom_CCL3L1.sh | 4 - run/run_custom_CCL4.sh | 4 - run/run_custom_CCL4L2.sh | 4 - run/run_custom_CCL5.sh | 4 - run/run_custom_CCL7.sh | 4 - run/run_custom_CCL8.sh | 4 - run/run_custom_CD40LG.sh | 4 - run/run_custom_CD70.sh | 4 - run/run_custom_CKLF.sh | 4 - run/run_custom_CSF1.sh | 4 - run/run_custom_CSF2.sh | 4 - run/run_custom_CXCL10.sh | 4 - run/run_custom_CXCL11.sh | 4 - run/run_custom_CXCL12.sh | 4 - run/run_custom_CXCL13.sh | 4 - run/run_custom_CXCL14.sh | 4 - run/run_custom_CXCL2.sh | 4 - run/run_custom_CXCL8.sh | 4 - run/run_custom_CXCL9.sh | 4 - run/run_custom_EGF.sh | 4 - run/run_custom_FASLG.sh | 4 - run/run_custom_FLT3LG.sh | 4 - run/run_custom_HGF.sh | 4 - run/run_custom_IFNG.sh | 4 - run/run_custom_IFNL1.sh | 4 - run/run_custom_IL11.sh | 4 - run/run_custom_IL12A.sh | 4 - run/run_custom_IL12B.sh | 4 - run/run_custom_IL18.sh | 4 - run/run_custom_IL19.sh | 4 - run/run_custom_IL1B.sh | 4 - run/run_custom_IL1RN.sh | 4 - run/run_custom_IL2.sh | 4 - run/run_custom_IL23A.sh | 4 - run/run_custom_IL26.sh | 4 - run/run_custom_IL3.sh | 4 - run/run_custom_IL34.sh | 4 - run/run_custom_IL4.sh | 4 - run/run_custom_IL5.sh | 4 - run/run_custom_IL6.sh | 4 - run/run_custom_IL7.sh | 4 - run/run_custom_LIF.sh | 4 - run/run_custom_OSM.sh | 4 - run/run_custom_PDGFB.sh | 4 - run/run_custom_PF4.sh | 4 - run/run_custom_PPBP.sh | 4 - run/run_custom_SPP1.sh | 4 - run/run_custom_TGFA.sh | 4 - run/run_custom_TGFB1.sh | 4 - run/run_custom_TGFB3.sh | 4 - run/run_custom_TNF.sh | 4 - run/run_custom_TNFSF10.sh | 4 - run/run_custom_TNFSF11.sh | 4 - run/run_custom_TNFSF13.sh | 4 - run/run_custom_TNFSF13B.sh | 4 - run/run_custom_TNFSF14.sh | 4 - run/run_custom_TNFSF9.sh | 4 - run/run_custom_XCL1.sh | 4 - run/run_custom_XCL2.sh | 4 - 148 files changed, 32 insertions(+), 914 deletions(-) delete mode 100644 run/Visualization.py delete mode 100644 run/example_kFold_CCL1.sh delete mode 100644 run/example_kFold_CCL13.sh delete mode 100644 run/example_kFold_CCL17.sh delete mode 100644 run/example_kFold_CCL19.sh delete mode 100644 run/example_kFold_CCL2.sh delete mode 100644 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delete mode 100644 run/run_custom_TNFSF9.sh delete mode 100644 run/run_custom_XCL1.sh delete mode 100644 run/run_custom_XCL2.sh diff --git a/graphgym.egg-info/PKG-INFO b/graphgym.egg-info/PKG-INFO index 49915d17..5b2a9d14 100644 --- a/graphgym.egg-info/PKG-INFO +++ b/graphgym.egg-info/PKG-INFO @@ -338,7 +338,7 @@ Description: # GraphGym 1. Alter the process() function to do follow the instructions below #### Process function requirements - 1. Your dataset's process function must create 2 tuples, one for training data and one for testing. The tuples must have 2 objects in them. First, a Data() object containing an x tensor, a y tensor, and an edge_index tensor. Second, a dict that serves as the "slices" array for each of the x tensor, y tensor, and edge_index tensor. + 1. Your dataset's process function must create 3 tuples, one for training data, one for all data, and one for testing. The tuples must have 2 objects in them. First, a Data() object containing an x tensor, a y tensor, and an edge_index tensor. Second, a dict that serves as the "slices" array for each of the x tensor, y tensor, and edge_index tensor. 1. If your dataset is a node classifaction task, then the 2nd object should just be None. 1. If your data.x must contain a 2D tensor of type float. There must be as many rows as there are node inputs in your entire dataset, and as many collumns as there are values in each individual node. If each node only has 1 single value, then it should only have 1 collumn. 1. Your data.y field must be a 1D tensor of type int. It represents the desired target. For graph classification, it must have as many elements as graphs you wish to classify. For node classification, it must have as many elements as nodes. diff --git a/graphgym.egg-info/SOURCES.txt b/graphgym.egg-info/SOURCES.txt index 33122b62..6d2aeab5 100644 --- a/graphgym.egg-info/SOURCES.txt +++ b/graphgym.egg-info/SOURCES.txt @@ -1,3 +1,4 @@ +LICENSE README.md setup.py graphgym/__init__.py @@ -78,10 +79,9 @@ graphgym/utils/io.py graphgym/utils/plot.py graphgym/utils/tools.py run/CytokinesDataSet.py +run/Visualization.py run/__init__.py run/agg_batch.py run/configs_gen.py run/main.py -run/main_pyg.py -run/datasets/__init__.py -run/datasets/syn_graph.py \ No newline at end of file +run/main_pyg.py \ No newline at end of file diff --git a/requirements.txt b/requirements.txt index afe6e191..41af8013 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,5 +1,4 @@ deepsnap==0.2.1 -matplotlib==3.1.3 matplotlib==3.7.0 networkx==2.8.4 numpy==1.18.5 diff --git a/run/Visualization.py b/run/Visualization.py deleted file mode 100644 index ba76127a..00000000 --- a/run/Visualization.py +++ /dev/null @@ -1,157 +0,0 @@ -import torch -import matplotlib.pyplot as plt -import networkx as nx -from torch_geometric.utils import to_networkx -from sklearn.manifold import TSNE - -class Visualize: - def visualize_correlations(name, graph, correlationMatrix): - nodeNameLocation = "datasets\\" + name + "\\processed\\nodeNames.pt" - nodeNames = torch.load(nodeNameLocation) - graphCopy = nx.create_empty_copy(graph) - cutoff = 0.9 - - inv_map = {v: k for k, v in nodeNames.items()} - num_nodes = len(graphCopy.nodes) - - - for row in range(num_nodes): - for col in range(row + 1, num_nodes): - if(correlationMatrix[row][col] >= cutoff): - graphCopy.add_edge(row, col) - - - graphCopy = nx.relabel_nodes(graphCopy, inv_map) - - - pos = nx.shell_layout(graphCopy) - nx.draw_networkx_nodes(graphCopy, pos, cmap=plt.get_cmap('jet')) - nx.draw_networkx_labels(graphCopy, pos, font_color = "red") - nx.draw_networkx_edges(graphCopy, pos, edgelist=graphCopy.edges) - plt.show() - return - - def visualize_TSNE(matrix, classification): - - - - # Apply t-SNE to the matrix - tsne = TSNE(n_components=2) - embedded_matrix = tsne.fit_transform(matrix) - - # Plot the points based on the classification array - plt.scatter(embedded_matrix[:, 0], embedded_matrix[:, 1], c=classification) - plt.colorbar() - plt.show() - return - - def visualize_graph(colorWeights, graph, name, edge_weights): - nodeNameLocation = "datasets\\" + name + "\\processed\\nodeNames.pt" - divisionsLocation = "datasets\\" + name + "\\processed\\divisions.pt" - nodeNames = torch.load(nodeNameLocation) - divisions = torch.load(divisionsLocation) - - largest_edge = max(edge_weights).item() - smallest_edge = min(edge_weights).item() - - diff_edge = largest_edge - smallest_edge - - edge_colours = [] - - for edge in edge_weights: - color = [0]*3 - if((edge.item() - smallest_edge) / diff_edge > 0.9): - color[1] = 1.0 - edge_colours.append(color) - - - - - inv_map = {v: k for k, v in nodeNames.items()} - - graph = nx.relabel_nodes(graph, inv_map) - graph = graph.to_directed() - - - num_nodes = len(graph.nodes) - - - - - num_edges = len(graph.edges) - - """ values = [] - sampleSource = Visualize.nodeColourings(colorWeights, divisions) - - - for i in range(len(graph.nodes)): - values.append(sampleSource[i])""" - - pos = nx.shell_layout(graph) - nx.draw_networkx_nodes(graph, pos, cmap=plt.get_cmap('jet'), node_color = 'black', node_size = 1000) - #nx.draw_networkx_labels(graph, pos, font_color = "red") - nx.draw_networkx_edges(graph, pos, edgelist=graph.edges, edge_color=edge_colours[:num_edges], node_size = 1000, arrows=True, connectionstyle='arc3, rad = 0.1') - plt.show() - - """ - A function that returns how each node is to be colored. - colorWeights is the weights of the layer we are looking at. - division is an array that tells us which weights belong to which node in the graph - """ - def nodeColourings(colorWeights, division): - # not sure if I like a simple average eqaution. - - num_rows = len(colorWeights) - num_cols = len(colorWeights[0]) - - - # stores the average value of the weight of a single gene - averages = [None] * num_cols - for col in range(num_cols): - total = 0 - for row in range(num_rows): - total += abs(colorWeights[row][col].item()) - - averages[col] = total / num_rows - - # we have an array that has the average of every gene. Now we need to average across nodes - node_avg = [] - start = 0 - print(division) - print(len(colorWeights[0])) - 1/0 - for end in division: - total = 0 - for i in range(start, end): #average out, then print list, then return - print("stop") - print(i) - print(len(averages)) - total += averages[i] - average = total / (end - start) - node_avg.append(average) - start = end - - - largest_avg = 0 - - # find the largest average to use as scaling - for avg in node_avg: - largest_avg = max(largest_avg, abs(avg)) - - - sampleSource = [] - for i in range(len(node_avg)): - color = [0]*3 - - color[2] = node_avg[i] / largest_avg - - sampleSource.append(color) - - - - - - - - return sampleSource - diff --git a/run/example_kFold_CCL1.sh b/run/example_kFold_CCL1.sh deleted file mode 100644 index 9e6ea593..00000000 --- a/run/example_kFold_CCL1.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CCL1.yaml --repeat 1 diff --git a/run/example_kFold_CCL13.sh b/run/example_kFold_CCL13.sh deleted file mode 100644 index 34dd6d0d..00000000 --- a/run/example_kFold_CCL13.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CCL13.yaml --repeat 1 diff --git a/run/example_kFold_CCL17.sh b/run/example_kFold_CCL17.sh deleted file mode 100644 index 98051c30..00000000 --- a/run/example_kFold_CCL17.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CCL17.yaml --repeat 1 diff --git a/run/example_kFold_CCL19.sh b/run/example_kFold_CCL19.sh deleted file mode 100644 index 063c6f8b..00000000 --- a/run/example_kFold_CCL19.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CCL19.yaml --repeat 1 diff --git a/run/example_kFold_CCL2.sh b/run/example_kFold_CCL2.sh deleted file mode 100644 index 175caed5..00000000 --- a/run/example_kFold_CCL2.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CCL2.yaml --repeat 1 diff --git a/run/example_kFold_CCL20.sh b/run/example_kFold_CCL20.sh deleted file mode 100644 index 05d3a2c4..00000000 --- a/run/example_kFold_CCL20.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CCL20.yaml --repeat 1 diff --git a/run/example_kFold_CCL23.sh b/run/example_kFold_CCL23.sh deleted file mode 100644 index dce50add..00000000 --- a/run/example_kFold_CCL23.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CCL23.yaml --repeat 1 diff --git a/run/example_kFold_CCL24.sh b/run/example_kFold_CCL24.sh deleted file mode 100644 index e83b5baf..00000000 --- a/run/example_kFold_CCL24.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CCL24.yaml --repeat 1 diff --git a/run/example_kFold_CCL25.sh b/run/example_kFold_CCL25.sh deleted file mode 100644 index 5978faf4..00000000 --- a/run/example_kFold_CCL25.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CCL25.yaml --repeat 1 diff --git a/run/example_kFold_CCL26.sh b/run/example_kFold_CCL26.sh deleted file mode 100644 index d18fb0c7..00000000 --- a/run/example_kFold_CCL26.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CCL26.yaml --repeat 1 diff --git a/run/example_kFold_CCL27.sh b/run/example_kFold_CCL27.sh deleted file mode 100644 index 3bde3f6b..00000000 --- a/run/example_kFold_CCL27.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CCL27.yaml --repeat 1 diff --git a/run/example_kFold_CCL3.sh b/run/example_kFold_CCL3.sh deleted file mode 100644 index 0d5008b8..00000000 --- a/run/example_kFold_CCL3.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CCL3.yaml --repeat 1 diff --git a/run/example_kFold_CCL3L1.sh b/run/example_kFold_CCL3L1.sh deleted file mode 100644 index 921e4a6d..00000000 --- a/run/example_kFold_CCL3L1.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CCL3L1.yaml --repeat 1 diff --git a/run/example_kFold_CCL4.sh b/run/example_kFold_CCL4.sh deleted file mode 100644 index f245a14c..00000000 --- a/run/example_kFold_CCL4.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CCL4.yaml --repeat 1 diff --git a/run/example_kFold_CCL4L2.sh b/run/example_kFold_CCL4L2.sh deleted file mode 100644 index 5c20e220..00000000 --- a/run/example_kFold_CCL4L2.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CCL4L2.yaml --repeat 1 diff --git a/run/example_kFold_CCL5.sh b/run/example_kFold_CCL5.sh deleted file mode 100644 index 071be373..00000000 --- a/run/example_kFold_CCL5.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CCL5.yaml --repeat 1 diff --git a/run/example_kFold_CCL7.sh b/run/example_kFold_CCL7.sh deleted file mode 100644 index 11babc4f..00000000 --- a/run/example_kFold_CCL7.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CCL7.yaml --repeat 1 diff --git a/run/example_kFold_CCL8.sh b/run/example_kFold_CCL8.sh deleted file mode 100644 index 45e0e77a..00000000 --- a/run/example_kFold_CCL8.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CCL8.yaml --repeat 1 diff --git a/run/example_kFold_CD40LG.sh b/run/example_kFold_CD40LG.sh deleted file mode 100644 index 7a75f572..00000000 --- a/run/example_kFold_CD40LG.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CD40LG.yaml --repeat 1 diff --git a/run/example_kFold_CD70.sh b/run/example_kFold_CD70.sh deleted file mode 100644 index cc509e3b..00000000 --- a/run/example_kFold_CD70.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CD70.yaml --repeat 1 diff --git a/run/example_kFold_CKLF.sh b/run/example_kFold_CKLF.sh deleted file mode 100644 index 3e6afdae..00000000 --- a/run/example_kFold_CKLF.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CKLF.yaml --repeat 1 diff --git a/run/example_kFold_CSF1.sh b/run/example_kFold_CSF1.sh deleted file mode 100644 index d1888fe0..00000000 --- a/run/example_kFold_CSF1.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CSF1.yaml --repeat 1 diff --git a/run/example_kFold_CSF2.sh b/run/example_kFold_CSF2.sh deleted file mode 100644 index 9343ad44..00000000 --- a/run/example_kFold_CSF2.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CSF2.yaml --repeat 1 diff --git a/run/example_kFold_CXCL10.sh b/run/example_kFold_CXCL10.sh deleted file mode 100644 index 61060b3c..00000000 --- a/run/example_kFold_CXCL10.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CXCL10.yaml --repeat 1 diff --git a/run/example_kFold_CXCL11.sh b/run/example_kFold_CXCL11.sh deleted file mode 100644 index 6a170509..00000000 --- a/run/example_kFold_CXCL11.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CXCL11.yaml --repeat 1 diff --git a/run/example_kFold_CXCL12.sh b/run/example_kFold_CXCL12.sh deleted file mode 100644 index 014d8eae..00000000 --- a/run/example_kFold_CXCL12.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CXCL12.yaml --repeat 1 diff --git a/run/example_kFold_CXCL13.sh b/run/example_kFold_CXCL13.sh deleted file mode 100644 index e2dc4848..00000000 --- a/run/example_kFold_CXCL13.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CXCL13.yaml --repeat 1 diff --git a/run/example_kFold_CXCL14.sh b/run/example_kFold_CXCL14.sh deleted file mode 100644 index 12d9bf68..00000000 --- a/run/example_kFold_CXCL14.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CXCL14.yaml --repeat 1 diff --git a/run/example_kFold_CXCL2.sh b/run/example_kFold_CXCL2.sh deleted file mode 100644 index eb475d35..00000000 --- a/run/example_kFold_CXCL2.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CXCL2.yaml --repeat 1 diff --git a/run/example_kFold_CXCL8.sh b/run/example_kFold_CXCL8.sh deleted file mode 100644 index f1d29d95..00000000 --- a/run/example_kFold_CXCL8.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CXCL8.yaml --repeat 1 diff --git a/run/example_kFold_CXCL9.sh b/run/example_kFold_CXCL9.sh deleted file mode 100644 index e6191498..00000000 --- a/run/example_kFold_CXCL9.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_CXCL9.yaml --repeat 1 diff --git a/run/example_kFold_EGF.sh b/run/example_kFold_EGF.sh deleted file mode 100644 index c5eeeb5b..00000000 --- a/run/example_kFold_EGF.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_EGF.yaml --repeat 1 diff --git a/run/example_kFold_FASLG.sh b/run/example_kFold_FASLG.sh deleted file mode 100644 index e4d0e3bc..00000000 --- a/run/example_kFold_FASLG.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_FASLG.yaml --repeat 1 diff --git a/run/example_kFold_FLT3LG.sh b/run/example_kFold_FLT3LG.sh deleted file mode 100644 index 35f55d91..00000000 --- a/run/example_kFold_FLT3LG.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_FLT3LG.yaml --repeat 1 diff --git a/run/example_kFold_HGF.sh b/run/example_kFold_HGF.sh deleted file mode 100644 index 73c85f08..00000000 --- a/run/example_kFold_HGF.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_HGF.yaml --repeat 1 diff --git a/run/example_kFold_IFNG.sh b/run/example_kFold_IFNG.sh deleted file mode 100644 index 33403919..00000000 --- a/run/example_kFold_IFNG.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_IFNG.yaml --repeat 1 diff --git a/run/example_kFold_IFNL1.sh b/run/example_kFold_IFNL1.sh deleted file mode 100644 index 397367bb..00000000 --- a/run/example_kFold_IFNL1.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_IFNL1.yaml --repeat 1 diff --git a/run/example_kFold_IL11.sh b/run/example_kFold_IL11.sh deleted file mode 100644 index c83b2be7..00000000 --- a/run/example_kFold_IL11.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_IL11.yaml --repeat 1 diff --git a/run/example_kFold_IL12A.sh b/run/example_kFold_IL12A.sh deleted file mode 100644 index 19735aac..00000000 --- a/run/example_kFold_IL12A.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_IL12A.yaml --repeat 1 diff --git a/run/example_kFold_IL12B.sh b/run/example_kFold_IL12B.sh deleted file mode 100644 index e864aaef..00000000 --- a/run/example_kFold_IL12B.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_IL12B.yaml --repeat 1 diff --git a/run/example_kFold_IL18.sh b/run/example_kFold_IL18.sh deleted file mode 100644 index 927c0f19..00000000 --- a/run/example_kFold_IL18.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_IL18.yaml --repeat 1 diff --git a/run/example_kFold_IL19.sh b/run/example_kFold_IL19.sh deleted file mode 100644 index 42cd3ef6..00000000 --- a/run/example_kFold_IL19.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_IL19.yaml --repeat 1 diff --git a/run/example_kFold_IL1B.sh b/run/example_kFold_IL1B.sh deleted file mode 100644 index 27b9ed11..00000000 --- a/run/example_kFold_IL1B.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_IL1B.yaml --repeat 1 diff --git a/run/example_kFold_IL1RN.sh b/run/example_kFold_IL1RN.sh deleted file mode 100644 index 24a3ab8d..00000000 --- a/run/example_kFold_IL1RN.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_IL1RN.yaml --repeat 1 diff --git a/run/example_kFold_IL2.sh b/run/example_kFold_IL2.sh deleted file mode 100644 index 843bc6b0..00000000 --- a/run/example_kFold_IL2.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_IL2.yaml --repeat 1 diff --git a/run/example_kFold_IL23A.sh b/run/example_kFold_IL23A.sh deleted file mode 100644 index b27d1271..00000000 --- a/run/example_kFold_IL23A.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_IL23A.yaml --repeat 1 diff --git a/run/example_kFold_IL26.sh b/run/example_kFold_IL26.sh deleted file mode 100644 index 53e475a6..00000000 --- a/run/example_kFold_IL26.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_IL26.yaml --repeat 1 diff --git a/run/example_kFold_IL3.sh b/run/example_kFold_IL3.sh deleted file mode 100644 index 65d810bd..00000000 --- a/run/example_kFold_IL3.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_IL3.yaml --repeat 1 diff --git a/run/example_kFold_IL34.sh b/run/example_kFold_IL34.sh deleted file mode 100644 index 01a2447a..00000000 --- a/run/example_kFold_IL34.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_IL34.yaml --repeat 1 diff --git a/run/example_kFold_IL4.sh b/run/example_kFold_IL4.sh deleted file mode 100644 index 5f8630c3..00000000 --- a/run/example_kFold_IL4.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_IL4.yaml --repeat 1 diff --git a/run/example_kFold_IL5.sh b/run/example_kFold_IL5.sh deleted file mode 100644 index 8262963a..00000000 --- a/run/example_kFold_IL5.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_IL5.yaml --repeat 1 diff --git a/run/example_kFold_IL6.sh b/run/example_kFold_IL6.sh deleted file mode 100644 index e0824850..00000000 --- a/run/example_kFold_IL6.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_IL6.yaml --repeat 1 diff --git a/run/example_kFold_IL7.sh b/run/example_kFold_IL7.sh deleted file mode 100644 index 829ba341..00000000 --- a/run/example_kFold_IL7.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_IL7.yaml --repeat 1 diff --git a/run/example_kFold_LIF.sh b/run/example_kFold_LIF.sh deleted file mode 100644 index 7676ca72..00000000 --- a/run/example_kFold_LIF.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_LIF.yaml --repeat 1 diff --git a/run/example_kFold_OSM.sh b/run/example_kFold_OSM.sh deleted file mode 100644 index 2eaaa31e..00000000 --- a/run/example_kFold_OSM.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_OSM.yaml --repeat 1 diff --git a/run/example_kFold_PDGFB.sh b/run/example_kFold_PDGFB.sh deleted file mode 100644 index 230c4d41..00000000 --- a/run/example_kFold_PDGFB.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_PDGFB.yaml --repeat 1 diff --git a/run/example_kFold_PF4.sh b/run/example_kFold_PF4.sh deleted file mode 100644 index c0308cee..00000000 --- a/run/example_kFold_PF4.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_PF4.yaml --repeat 1 diff --git a/run/example_kFold_PPBP.sh b/run/example_kFold_PPBP.sh deleted file mode 100644 index 9be34d44..00000000 --- a/run/example_kFold_PPBP.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_PPBP.yaml --repeat 1 diff --git a/run/example_kFold_SPP1.sh b/run/example_kFold_SPP1.sh deleted file mode 100644 index 3d0a0d40..00000000 --- a/run/example_kFold_SPP1.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_SPP1.yaml --repeat 1 diff --git a/run/example_kFold_TGFA.sh b/run/example_kFold_TGFA.sh deleted file mode 100644 index b27b5072..00000000 --- a/run/example_kFold_TGFA.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_TGFA.yaml --repeat 1 diff --git a/run/example_kFold_TGFB1.sh b/run/example_kFold_TGFB1.sh deleted file mode 100644 index 5cea948c..00000000 --- a/run/example_kFold_TGFB1.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_TGFB1.yaml --repeat 1 diff --git a/run/example_kFold_TGFB3.sh b/run/example_kFold_TGFB3.sh deleted file mode 100644 index 786b4b5b..00000000 --- a/run/example_kFold_TGFB3.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_TGFB3.yaml --repeat 1 diff --git a/run/example_kFold_TNF.sh b/run/example_kFold_TNF.sh deleted file mode 100644 index f947ffe4..00000000 --- a/run/example_kFold_TNF.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_TNF.yaml --repeat 1 diff --git a/run/example_kFold_TNFSF10.sh b/run/example_kFold_TNFSF10.sh deleted file mode 100644 index 22a48231..00000000 --- a/run/example_kFold_TNFSF10.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_TNFSF10.yaml --repeat 1 diff --git a/run/example_kFold_TNFSF11.sh b/run/example_kFold_TNFSF11.sh deleted file mode 100644 index f2d73c66..00000000 --- a/run/example_kFold_TNFSF11.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_TNFSF11.yaml --repeat 1 diff --git a/run/example_kFold_TNFSF13.sh b/run/example_kFold_TNFSF13.sh deleted file mode 100644 index 0e70dd6f..00000000 --- a/run/example_kFold_TNFSF13.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_TNFSF13.yaml --repeat 1 diff --git a/run/example_kFold_TNFSF13B.sh b/run/example_kFold_TNFSF13B.sh deleted file mode 100644 index ab942585..00000000 --- a/run/example_kFold_TNFSF13B.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_TNFSF13B.yaml --repeat 1 diff --git a/run/example_kFold_TNFSF14.sh b/run/example_kFold_TNFSF14.sh deleted file mode 100644 index 3fdc3fab..00000000 --- a/run/example_kFold_TNFSF14.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_TNFSF14.yaml --repeat 1 diff --git a/run/example_kFold_TNFSF9.sh b/run/example_kFold_TNFSF9.sh deleted file mode 100644 index cae6174e..00000000 --- a/run/example_kFold_TNFSF9.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_TNFSF9.yaml --repeat 1 diff --git a/run/example_kFold_XCL1.sh b/run/example_kFold_XCL1.sh deleted file mode 100644 index fbd55341..00000000 --- a/run/example_kFold_XCL1.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_XCL1.yaml --repeat 1 diff --git a/run/example_kFold_XCL2.sh b/run/example_kFold_XCL2.sh deleted file mode 100644 index 23c288cb..00000000 --- a/run/example_kFold_XCL2.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_kFold_XCL2.yaml --repeat 1 diff --git a/run/grids/example_custom_CCL1.txt b/run/grids/example_custom_CCL1.txt new file mode 100644 index 00000000..39bbc52a --- /dev/null +++ b/run/grids/example_custom_CCL1.txt @@ -0,0 +1,18 @@ +# Format for each row: name in config.py; alias; range to search +# No spaces, except between these 3 fields +# Line breaks are used to union different grid search spaces +# Feel free to add '#' to add comments + +# (1) dataset configurations +dataset.format format ['PyG'] +dataset.name dataset ['Custom,GSE40240_CCL1,https://drive.google.com/uc?export=download&id=1grcJaqZHXlrejhNDrJXpnb1s07Gk4X0j','Custom,GSE40240_CCL1,https://drive.google.com/uc?export=download&id=1grcJaqZHXlrejhNDrJXpnb1s07Gk4X0j'] +dataset.task task ['graph'] +dataset.transductive trans [False] +dataset.augment_feature feature [[]] +dataset.augment_label label [''] +# (2) The recommended GNN design space, 96 models in total +gnn.layers_pre_mp l_pre [1,2] +gnn.layers_mp l_mp [2,4,6,8] +gnn.layers_post_mp l_post [2,3] +gnn.stage_type stage ['skipsum','skipconcat'] +gnn.agg agg ['add','mean'] \ No newline at end of file diff --git a/run/main.py b/run/main.py index 59a84e7a..e5aafff6 100644 --- a/run/main.py +++ b/run/main.py @@ -17,7 +17,6 @@ from graphgym.utils.device import auto_select_device from graphgym.models.gnn import GNNStackStage from CytokinesDataSet import CytokinesDataSet -from Visualization import Visualize from graphgym.models.layer import GeneralMultiLayer, Linear, GeneralConv from graphgym.models.gnn import GNNStackStage import numpy as np @@ -32,6 +31,7 @@ # Set Pytorch environment torch.set_num_threads(cfg.num_threads) dump_cfg(cfg) + print("wonder") # Repeat for different random seeds for i in range(args.repeat): set_run_dir(cfg.out_dir) @@ -46,10 +46,9 @@ loggers = create_logger() model = create_model() - + total = 0 - # Add edge_weights attribute to the datasets so that they can be accessed in batches num_edges = len(datasets[0][0].edge_index[0]) edge_weights = torch.nn.Parameter(torch.ones(num_edges)) @@ -72,193 +71,16 @@ logging.info(cfg) cfg.params = params_count(model) logging.info('Num parameters: %s', cfg.params) - - - name = cfg.dataset.name.split(",")[1] - - # Start training if cfg.train.mode == 'standard': train(loggers, loaders, model, optimizer, scheduler) else: train_dict[cfg.train.mode](loggers, loaders, model, optimizer, - scheduler) - # Aggregate results from different seeds + scheduler) + agg_runs(cfg.out_dir, cfg.metric_best) # When being launched in batch mode, mark a yaml as done if args.mark_done: os.rename(args.cfg_file, f'{args.cfg_file}_done') - last_layers_pooled = [] - truths = [] - - print("starting loaders") - - for loader in loaders: - for batch in loader: - last_layer_pooled, truth = model.get_last_hidden_layer_pooled(batch) # first one gives me the vector output of the neural network. - last_layers_pooled += last_layer_pooled - truths.append(truth) - - break - - for loader in loaders: - for batch in loader: - last_layer_pooled, truth = model.get_last_hidden_layer_pooled(batch) # first one gives me the vector output of the neural network. - last_layers_pooled += last_layer_pooled - truths.append(truth) - - break - - print(len(last_layers_pooled)) - - last_layer_tensor = torch.stack(last_layers_pooled) - truths_tensor = torch.cat(truths) - - numpy_matrix = last_layer_tensor.numpy() - numpy_truth = truths_tensor.numpy() - - Visualize.visualize_TSNE(numpy_matrix, numpy_truth) - - -""" - dataset_all = [] - dataset_all += datasets[0] - dataset_all += datasets[1] - merged_dataset = GraphDataset(dataset_all, minimum_node_per_graph = 0) - offset = int(len(merged_dataset) / 2) -correct = 0 - - total = 0 - for i in range(offset): - new_test_dataset = [] - new_train_dataset = [] - - for j in range(len(dataset_all)): - if j == i or j == i + offset: - new_test_dataset.append(dataset_all[j]) - else: - new_train_dataset.append(dataset_all[j]) - - new_test_dataset = GraphDataset(new_test_dataset, minimum_node_per_graph = 0) - new_train_dataset = GraphDataset(new_train_dataset, minimum_node_per_graph = 0) - datasets[0] = new_train_dataset - datasets[1] = new_test_dataset - - - - loaders = create_loader(datasets) - loggers = create_logger() - model = create_model() - - - - - - # Add edge_weights attribute to the datasets so that they can be accessed in batches - num_edges = len(datasets[0][0].edge_index[0]) - edge_weights = torch.nn.Parameter(torch.ones(num_edges)) - for loader in loaders: - for dataset in loader.dataset: - dataset.edge_weights = edge_weights - - - #add edge weights to the set of parameters - newParam = list() - for param in model.parameters(): - newParam.append(param) - - newParam.append(edge_weights) - - optimizer = create_optimizer(newParam) - scheduler = create_scheduler(optimizer) - # Print model info - logging.info(model) - logging.info(cfg) - cfg.params = params_count(model) - logging.info('Num parameters: %s', cfg.params) - # Start training - if cfg.train.mode == 'standard': - train(loggers, loaders, model, optimizer, scheduler) - else: - train_dict[cfg.train.mode](loggers, loaders, model, optimizer, - scheduler) - - - for batch in loaders[1]: - print("here") - pred, true = model(batch) - # this only works in this very specific case. Work needs to be done to generalize it - if(pred[0] < 0.5): - correct += 1 - - if(pred[1] > 0.5): - correct +=1 - - total += 2 - - - - - - print("correct") - print(correct) - print("total") - print(total)""" - -""" - # Aggregate results from different seeds - agg_runs(cfg.out_dir, cfg.metric_best) - # When being launched in batch mode, mark a yaml as done - if args.mark_done: - os.rename(args.cfg_file, f'{args.cfg_file}_done') - - - - name = cfg.dataset.name.split(",")[1] - - last_layers_pooled = [] - truths = [] - - for loader in loaders: - for batch in loader: - last_layer_pooled, truth = model.get_last_hidden_layer_pooled(batch) # first one gives me the vector output of the neural network. - last_layers_pooled += last_layer_pooled - truths.append(truth) - - last_layer_tensor = torch.stack(last_layers_pooled) - truths_tensor = torch.cat(truths) - - numpy_matrix = last_layer_tensor.numpy() - numpy_truth = truths_tensor.numpy() - - Visualize.visualize_correlations(name, datasets[0].graphs[0].G, correlations[0]) - - Visualize.visualize_TSNE(numpy_matrix, numpy_truth) - - - correlations = [] - - for loader in loaders: - for batch in loader: - correlation = model.get_correlations(batch) # first one gives me the vector output of the neural network. - correlations += correlation - - - - - for child in model.children(): # We are at the network level. - if(isinstance(child, GeneralMultiLayer)): - for grandchild in child.children(): # we are at the MultiLayer object - for object in grandchild.children(): # we are at the GeneralLayer object - if(isinstance(object, Linear)): - for layer in object.children(): # we are at the Linear object - colorWeights = layer.weight - - Visualize.visualize_graph(colorWeights, datasets[0].graphs[0].G, name, edge_weights) - - - - -""" \ No newline at end of file diff --git a/run/run_batch_custom.sh b/run/run_batch_custom_CCL1.sh similarity index 79% rename from run/run_batch_custom.sh rename to run/run_batch_custom_CCL1.sh index df270bcb..d39e1405 100644 --- a/run/run_batch_custom.sh +++ b/run/run_batch_custom_CCL1.sh @@ -1,16 +1,16 @@ #!/usr/bin/env bash -CONFIG=example_custom -GRID=example_custom +CONFIG=example_custom_CCL1 +GRID=example_custom_CCL1 REPEAT=1 MAX_JOBS=20 # generate configs (after controlling computational budget) # please remove --config_budget, if don't control computational budget python configs_gen.py --config configs/${CONFIG}.yaml \ - --config_budget configs/${CONFIG}.yaml \ - --grid grids/${GRID}.txt \ - --out_dir configs + --config_budget configs/${CONFIG}.yaml \ + --grid grids/${GRID}.txt \ + --out_dir configs #python configs_gen.py --config configs/ChemKG/${CONFIG}.yaml --config_budget configs/ChemKG/${CONFIG}.yaml --grid grids/ChemKG/${GRID}.txt --out_dir configs # run batch of configs # Args: config_dir, num of repeats, max jobs running @@ -21,4 +21,4 @@ bash parallel.sh configs/${CONFIG}_grid_${GRID} $REPEAT $MAX_JOBS bash parallel.sh configs/${CONFIG}_grid_${GRID} $REPEAT $MAX_JOBS # aggregate results for the batch -python agg_batch.py --dir results/${CONFIG}_grid_${GRID} +python agg_batch.py --dir results/${CONFIG}_grid_${GRID} \ No newline at end of file diff --git a/run/run_custom_CCL13.sh b/run/run_custom_CCL13.sh deleted file mode 100644 index 8d753e23..00000000 --- a/run/run_custom_CCL13.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CCL13.yaml --repeat 1 diff --git a/run/run_custom_CCL17.sh b/run/run_custom_CCL17.sh deleted file mode 100644 index 85f9f97d..00000000 --- a/run/run_custom_CCL17.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CCL17.yaml --repeat 1 diff --git a/run/run_custom_CCL19.sh b/run/run_custom_CCL19.sh deleted file mode 100644 index 957216da..00000000 --- a/run/run_custom_CCL19.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CCL19.yaml --repeat 1 diff --git a/run/run_custom_CCL2.sh b/run/run_custom_CCL2.sh deleted file mode 100644 index 2159ce47..00000000 --- a/run/run_custom_CCL2.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CCL2.yaml --repeat 1 diff --git a/run/run_custom_CCL20.sh b/run/run_custom_CCL20.sh deleted file mode 100644 index abd9e51c..00000000 --- a/run/run_custom_CCL20.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CCL20.yaml --repeat 1 diff --git a/run/run_custom_CCL23.sh b/run/run_custom_CCL23.sh deleted file mode 100644 index ab9904a9..00000000 --- a/run/run_custom_CCL23.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CCL23.yaml --repeat 1 diff --git a/run/run_custom_CCL24.sh b/run/run_custom_CCL24.sh deleted file mode 100644 index 26cb127d..00000000 --- a/run/run_custom_CCL24.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CCL24.yaml --repeat 1 diff --git a/run/run_custom_CCL25.sh b/run/run_custom_CCL25.sh deleted file mode 100644 index ac6875d3..00000000 --- a/run/run_custom_CCL25.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CCL25.yaml --repeat 1 diff --git a/run/run_custom_CCL26.sh b/run/run_custom_CCL26.sh deleted file mode 100644 index 570f76df..00000000 --- a/run/run_custom_CCL26.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CCL26.yaml --repeat 1 diff --git a/run/run_custom_CCL27.sh b/run/run_custom_CCL27.sh deleted file mode 100644 index ebe5e4ec..00000000 --- a/run/run_custom_CCL27.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CCL27.yaml --repeat 1 diff --git a/run/run_custom_CCL3.sh b/run/run_custom_CCL3.sh deleted file mode 100644 index 512f63d0..00000000 --- a/run/run_custom_CCL3.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CCL3.yaml --repeat 1 diff --git a/run/run_custom_CCL3L1.sh b/run/run_custom_CCL3L1.sh deleted file mode 100644 index b514011a..00000000 --- a/run/run_custom_CCL3L1.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CCL3L1.yaml --repeat 1 diff --git a/run/run_custom_CCL4.sh b/run/run_custom_CCL4.sh deleted file mode 100644 index dcbb7608..00000000 --- a/run/run_custom_CCL4.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CCL4.yaml --repeat 1 diff --git a/run/run_custom_CCL4L2.sh b/run/run_custom_CCL4L2.sh deleted file mode 100644 index be9287ac..00000000 --- a/run/run_custom_CCL4L2.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CCL4L2.yaml --repeat 1 diff --git a/run/run_custom_CCL5.sh b/run/run_custom_CCL5.sh deleted file mode 100644 index 895f4491..00000000 --- a/run/run_custom_CCL5.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CCL5.yaml --repeat 1 diff --git a/run/run_custom_CCL7.sh b/run/run_custom_CCL7.sh deleted file mode 100644 index 5d187881..00000000 --- a/run/run_custom_CCL7.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CCL7.yaml --repeat 1 diff --git a/run/run_custom_CCL8.sh b/run/run_custom_CCL8.sh deleted file mode 100644 index f55b1163..00000000 --- a/run/run_custom_CCL8.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CCL8.yaml --repeat 1 diff --git a/run/run_custom_CD40LG.sh b/run/run_custom_CD40LG.sh deleted file mode 100644 index ddcbe405..00000000 --- a/run/run_custom_CD40LG.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CD40LG.yaml --repeat 1 diff --git a/run/run_custom_CD70.sh b/run/run_custom_CD70.sh deleted file mode 100644 index 134a5315..00000000 --- a/run/run_custom_CD70.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CD70.yaml --repeat 1 diff --git a/run/run_custom_CKLF.sh b/run/run_custom_CKLF.sh deleted file mode 100644 index 045d08d0..00000000 --- a/run/run_custom_CKLF.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CKLF.yaml --repeat 1 diff --git a/run/run_custom_CSF1.sh b/run/run_custom_CSF1.sh deleted file mode 100644 index 6a2d4d9e..00000000 --- a/run/run_custom_CSF1.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CSF1.yaml --repeat 1 diff --git a/run/run_custom_CSF2.sh b/run/run_custom_CSF2.sh deleted file mode 100644 index e20e5d42..00000000 --- a/run/run_custom_CSF2.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CSF2.yaml --repeat 1 diff --git a/run/run_custom_CXCL10.sh b/run/run_custom_CXCL10.sh deleted file mode 100644 index 6abdf57f..00000000 --- a/run/run_custom_CXCL10.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CXCL10.yaml --repeat 1 diff --git a/run/run_custom_CXCL11.sh b/run/run_custom_CXCL11.sh deleted file mode 100644 index 00626fc7..00000000 --- a/run/run_custom_CXCL11.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CXCL11.yaml --repeat 1 diff --git a/run/run_custom_CXCL12.sh b/run/run_custom_CXCL12.sh deleted file mode 100644 index 29f6aaa5..00000000 --- a/run/run_custom_CXCL12.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CXCL12.yaml --repeat 1 diff --git a/run/run_custom_CXCL13.sh b/run/run_custom_CXCL13.sh deleted file mode 100644 index 911903ae..00000000 --- a/run/run_custom_CXCL13.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CXCL13.yaml --repeat 1 diff --git a/run/run_custom_CXCL14.sh b/run/run_custom_CXCL14.sh deleted file mode 100644 index db20d934..00000000 --- a/run/run_custom_CXCL14.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CXCL14.yaml --repeat 1 diff --git a/run/run_custom_CXCL2.sh b/run/run_custom_CXCL2.sh deleted file mode 100644 index b93fa058..00000000 --- a/run/run_custom_CXCL2.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CXCL2.yaml --repeat 1 diff --git a/run/run_custom_CXCL8.sh b/run/run_custom_CXCL8.sh deleted file mode 100644 index 12c3e679..00000000 --- a/run/run_custom_CXCL8.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CXCL8.yaml --repeat 1 diff --git a/run/run_custom_CXCL9.sh b/run/run_custom_CXCL9.sh deleted file mode 100644 index 3632d6b9..00000000 --- a/run/run_custom_CXCL9.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_CXCL9.yaml --repeat 1 diff --git a/run/run_custom_EGF.sh b/run/run_custom_EGF.sh deleted file mode 100644 index 2f5073f2..00000000 --- a/run/run_custom_EGF.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_EGF.yaml --repeat 1 diff --git a/run/run_custom_FASLG.sh b/run/run_custom_FASLG.sh deleted file mode 100644 index acba7560..00000000 --- a/run/run_custom_FASLG.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_FASLG.yaml --repeat 1 diff --git a/run/run_custom_FLT3LG.sh b/run/run_custom_FLT3LG.sh deleted file mode 100644 index 579c7841..00000000 --- a/run/run_custom_FLT3LG.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_FLT3LG.yaml --repeat 1 diff --git a/run/run_custom_HGF.sh b/run/run_custom_HGF.sh deleted file mode 100644 index 95459fcf..00000000 --- a/run/run_custom_HGF.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_HGF.yaml --repeat 1 diff --git a/run/run_custom_IFNG.sh b/run/run_custom_IFNG.sh deleted file mode 100644 index f4380937..00000000 --- a/run/run_custom_IFNG.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_IFNG.yaml --repeat 1 diff --git a/run/run_custom_IFNL1.sh b/run/run_custom_IFNL1.sh deleted file mode 100644 index 5c249dc8..00000000 --- a/run/run_custom_IFNL1.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_IFNL1.yaml --repeat 1 diff --git a/run/run_custom_IL11.sh b/run/run_custom_IL11.sh deleted file mode 100644 index 3921041d..00000000 --- a/run/run_custom_IL11.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_IL11.yaml --repeat 1 diff --git a/run/run_custom_IL12A.sh b/run/run_custom_IL12A.sh deleted file mode 100644 index 8a902809..00000000 --- a/run/run_custom_IL12A.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_IL12A.yaml --repeat 1 diff --git a/run/run_custom_IL12B.sh b/run/run_custom_IL12B.sh deleted file mode 100644 index 18c0f372..00000000 --- a/run/run_custom_IL12B.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_IL12B.yaml --repeat 1 diff --git a/run/run_custom_IL18.sh b/run/run_custom_IL18.sh deleted file mode 100644 index 6e8f7ab8..00000000 --- a/run/run_custom_IL18.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_IL18.yaml --repeat 1 diff --git a/run/run_custom_IL19.sh b/run/run_custom_IL19.sh deleted file mode 100644 index 3da39a4b..00000000 --- a/run/run_custom_IL19.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_IL19.yaml --repeat 1 diff --git a/run/run_custom_IL1B.sh b/run/run_custom_IL1B.sh deleted file mode 100644 index 17372e06..00000000 --- a/run/run_custom_IL1B.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_IL1B.yaml --repeat 1 diff --git a/run/run_custom_IL1RN.sh b/run/run_custom_IL1RN.sh deleted file mode 100644 index 451efdf6..00000000 --- a/run/run_custom_IL1RN.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_IL1RN.yaml --repeat 1 diff --git a/run/run_custom_IL2.sh b/run/run_custom_IL2.sh deleted file mode 100644 index d9fc462c..00000000 --- a/run/run_custom_IL2.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_IL2.yaml --repeat 1 diff --git a/run/run_custom_IL23A.sh b/run/run_custom_IL23A.sh deleted file mode 100644 index 91630310..00000000 --- a/run/run_custom_IL23A.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_IL23A.yaml --repeat 1 diff --git a/run/run_custom_IL26.sh b/run/run_custom_IL26.sh deleted file mode 100644 index 8a4edbf6..00000000 --- a/run/run_custom_IL26.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_IL26.yaml --repeat 1 diff --git a/run/run_custom_IL3.sh b/run/run_custom_IL3.sh deleted file mode 100644 index c254dfaf..00000000 --- a/run/run_custom_IL3.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_IL3.yaml --repeat 1 diff --git a/run/run_custom_IL34.sh b/run/run_custom_IL34.sh deleted file mode 100644 index 36dd88c6..00000000 --- a/run/run_custom_IL34.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_IL34.yaml --repeat 1 diff --git a/run/run_custom_IL4.sh b/run/run_custom_IL4.sh deleted file mode 100644 index 9f8a6525..00000000 --- a/run/run_custom_IL4.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_IL4.yaml --repeat 1 diff --git a/run/run_custom_IL5.sh b/run/run_custom_IL5.sh deleted file mode 100644 index c6dd896b..00000000 --- a/run/run_custom_IL5.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_IL5.yaml --repeat 1 diff --git a/run/run_custom_IL6.sh b/run/run_custom_IL6.sh deleted file mode 100644 index 1b62738b..00000000 --- a/run/run_custom_IL6.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_IL6.yaml --repeat 1 diff --git a/run/run_custom_IL7.sh b/run/run_custom_IL7.sh deleted file mode 100644 index 50015e17..00000000 --- a/run/run_custom_IL7.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_IL7.yaml --repeat 1 diff --git a/run/run_custom_LIF.sh b/run/run_custom_LIF.sh deleted file mode 100644 index 16b96664..00000000 --- a/run/run_custom_LIF.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_LIF.yaml --repeat 1 diff --git a/run/run_custom_OSM.sh b/run/run_custom_OSM.sh deleted file mode 100644 index d583c5bf..00000000 --- a/run/run_custom_OSM.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_OSM.yaml --repeat 1 diff --git a/run/run_custom_PDGFB.sh b/run/run_custom_PDGFB.sh deleted file mode 100644 index 8b6abeab..00000000 --- a/run/run_custom_PDGFB.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_PDGFB.yaml --repeat 1 diff --git a/run/run_custom_PF4.sh b/run/run_custom_PF4.sh deleted file mode 100644 index e37f7f6d..00000000 --- a/run/run_custom_PF4.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_PF4.yaml --repeat 1 diff --git a/run/run_custom_PPBP.sh b/run/run_custom_PPBP.sh deleted file mode 100644 index 404752b8..00000000 --- a/run/run_custom_PPBP.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_PPBP.yaml --repeat 1 diff --git a/run/run_custom_SPP1.sh b/run/run_custom_SPP1.sh deleted file mode 100644 index 49ff75bc..00000000 --- a/run/run_custom_SPP1.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_SPP1.yaml --repeat 1 diff --git a/run/run_custom_TGFA.sh b/run/run_custom_TGFA.sh deleted file mode 100644 index 351921db..00000000 --- a/run/run_custom_TGFA.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_TGFA.yaml --repeat 1 diff --git a/run/run_custom_TGFB1.sh b/run/run_custom_TGFB1.sh deleted file mode 100644 index 8b9f28e6..00000000 --- a/run/run_custom_TGFB1.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_TGFB1.yaml --repeat 1 diff --git a/run/run_custom_TGFB3.sh b/run/run_custom_TGFB3.sh deleted file mode 100644 index c3dd5f9b..00000000 --- a/run/run_custom_TGFB3.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_TGFB3.yaml --repeat 1 diff --git a/run/run_custom_TNF.sh b/run/run_custom_TNF.sh deleted file mode 100644 index a75717c0..00000000 --- a/run/run_custom_TNF.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_TNF.yaml --repeat 1 diff --git a/run/run_custom_TNFSF10.sh b/run/run_custom_TNFSF10.sh deleted file mode 100644 index 48ec0bb3..00000000 --- a/run/run_custom_TNFSF10.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_TNFSF10.yaml --repeat 1 diff --git a/run/run_custom_TNFSF11.sh b/run/run_custom_TNFSF11.sh deleted file mode 100644 index 3f17085c..00000000 --- a/run/run_custom_TNFSF11.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_TNFSF11.yaml --repeat 1 diff --git a/run/run_custom_TNFSF13.sh b/run/run_custom_TNFSF13.sh deleted file mode 100644 index 2730e3c1..00000000 --- a/run/run_custom_TNFSF13.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_TNFSF13.yaml --repeat 1 diff --git a/run/run_custom_TNFSF13B.sh b/run/run_custom_TNFSF13B.sh deleted file mode 100644 index ebdd440b..00000000 --- a/run/run_custom_TNFSF13B.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_TNFSF13B.yaml --repeat 1 diff --git a/run/run_custom_TNFSF14.sh b/run/run_custom_TNFSF14.sh deleted file mode 100644 index e3f4d46f..00000000 --- a/run/run_custom_TNFSF14.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_TNFSF14.yaml --repeat 1 diff --git a/run/run_custom_TNFSF9.sh b/run/run_custom_TNFSF9.sh deleted file mode 100644 index 284ac0f6..00000000 --- a/run/run_custom_TNFSF9.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_TNFSF9.yaml --repeat 1 diff --git a/run/run_custom_XCL1.sh b/run/run_custom_XCL1.sh deleted file mode 100644 index 52fd0e79..00000000 --- a/run/run_custom_XCL1.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_XCL1.yaml --repeat 1 diff --git a/run/run_custom_XCL2.sh b/run/run_custom_XCL2.sh deleted file mode 100644 index fb93fd1e..00000000 --- a/run/run_custom_XCL2.sh +++ /dev/null @@ -1,4 +0,0 @@ -#!/usr/bin/env bash - -# Test for running a single experiment. --repeat means run how many different random seeds. -python main.py --cfg configs/example_custom_single_XCL2.yaml --repeat 1 From 05ef4f03180eeae77932ba7260dd89f38d5c5db7 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Thu, 9 Nov 2023 16:14:44 -0800 Subject: [PATCH 41/47] Add Patient Processing Ability --- run/Cypress.py | 567 + run/Graphs/CCL11_graph.csv | 17 + run/Graphs/CCL13_graph.csv | 9 + run/Graphs/CCL14_graph.csv | 7 + run/Graphs/CCL15_graph.csv | 4 + run/Graphs/CCL16_graph.csv | 5 + run/Graphs/CCL17_graph.csv | 14 + run/Graphs/CCL18_graph.csv | 8 + run/Graphs/CCL19_graph.csv | 10 + run/Graphs/CCL1_graph.csv | 8 + run/Graphs/CCL20_graph.csv | 23 + run/Graphs/CCL23_graph.csv | 3 + run/Graphs/CCL24_graph.csv | 15 + run/Graphs/CCL25_graph.csv | 24 + run/Graphs/CCL26_graph.csv | 15 + run/Graphs/CCL27_graph.csv | 9 + run/Graphs/CCL28_graph.csv | 5 + run/Graphs/CCL2_graph.csv | 17 + run/Graphs/CCL3L1_graph.csv | 23 + run/Graphs/CCL3_graph.csv | 18 + run/Graphs/CCL4L2_graph.csv | 23 + run/Graphs/CCL4_graph.csv | 39 + run/Graphs/CCL5_graph.csv | 22 + run/Graphs/CCL7_graph.csv | 29 + run/Graphs/CCL8_graph.csv | 15 + run/Graphs/CD40LG_graph.csv | 10 + run/Graphs/CD70_graph.csv | 1 + run/Graphs/CKLF_graph.csv | 1 + run/Graphs/CSF1_graph.csv | 4 + run/Graphs/CSF2_graph.csv | 33 + run/Graphs/CSF3_graph.csv | 3 + run/Graphs/CXCL10_graph.csv | 15 + run/Graphs/CXCL11_graph.csv | 8 + run/Graphs/CXCL12_graph.csv | 8 + run/Graphs/CXCL13_graph.csv | 7 + run/Graphs/CXCL14_graph.csv | 2 + run/Graphs/CXCL1_graph.csv | 1 + run/Graphs/CXCL2_graph.csv | 9 + run/Graphs/CXCL3_graph.csv | 2 + run/Graphs/CXCL5_graph.csv | 5 + run/Graphs/CXCL6_graph.csv | 1 + run/Graphs/CXCL8_graph.csv | 11 + run/Graphs/CXCL9_graph.csv | 9 + run/Graphs/EGF_graph.csv | 16 + run/Graphs/EPO_graph.csv | 6 + run/Graphs/FASLG_graph.csv | 1 + run/Graphs/FLT3LG_graph.csv | 21 + run/Graphs/GDF15_graph.csv | 5 + run/Graphs/HGF_graph.csv | 22 + run/Graphs/IFNA13_graph.csv | 2 + run/Graphs/IFNA1_graph.csv | 4 + run/Graphs/IFNG_graph.csv | 6 + run/Graphs/IFNL1_graph.csv | 7 + run/Graphs/IFNL2_graph.csv | 2 + run/Graphs/IFNL3_graph.csv | 4 + run/Graphs/IL11_graph.csv | 2 + run/Graphs/IL12A_graph.csv | 6 + run/Graphs/IL12B_graph.csv | 3 + run/Graphs/IL13_graph.csv | 4 + run/Graphs/IL17A_graph.csv | 6 + run/Graphs/IL17F_graph.csv | 4 + run/Graphs/IL18_graph.csv | 14 + run/Graphs/IL19_graph.csv | 8 + run/Graphs/IL1A_graph.csv | 2 + run/Graphs/IL1B_graph.csv | 1 + run/Graphs/IL1F10_graph.csv | 2 + run/Graphs/IL1RN_graph.csv | 4 + run/Graphs/IL20_graph.csv | 4 + run/Graphs/IL22_graph.csv | 3 + run/Graphs/IL23A_graph.csv | 8 + run/Graphs/IL26_graph.csv | 11 + run/Graphs/IL2_graph.csv | 14 + run/Graphs/IL31_graph.csv | 4 + run/Graphs/IL34_graph.csv | 4 + run/Graphs/IL36RN_graph.csv | 1 + run/Graphs/IL37_graph.csv | 5 + run/Graphs/IL3_graph.csv | 5 + run/Graphs/IL4_graph.csv | 6 + run/Graphs/IL5_graph.csv | 8 + run/Graphs/IL6_graph.csv | 9 + run/Graphs/IL7_graph.csv | 17 + run/Graphs/IL9_graph.csv | 4 + run/Graphs/LIF_graph.csv | 2 + run/Graphs/OSM_graph.csv | 3 + run/Graphs/PDGFA_graph.csv | 3 + run/Graphs/PDGFB_graph.csv | 6 + run/Graphs/PF4_graph.csv | 26 + run/Graphs/PPBP_graph.csv | 5 + run/Graphs/SPP1_graph.csv | 15 + run/Graphs/TGFA_graph.csv | 3 + run/Graphs/TGFB1_graph.csv | 9 + run/Graphs/TGFB3_graph.csv | 9 + run/Graphs/THPO_graph.csv | 1 + run/Graphs/TMPRSS13_graph.csv | 11 + run/Graphs/TNFSF10_graph.csv | 11 + run/Graphs/TNFSF11_graph.csv | 6 + run/Graphs/TNFSF13B_graph.csv | 5 + run/Graphs/TNFSF13_graph.csv | 49 + run/Graphs/TNFSF14_graph.csv | 9 + run/Graphs/TNFSF18_graph.csv | 6 + run/Graphs/TNFSF4_graph.csv | 3 + run/Graphs/TNFSF9_graph.csv | 3 + run/Graphs/TNF_graph.csv | 13 + run/Graphs/XCL1_graph.csv | 1 + run/Graphs/XCL2_graph.csv | 1 + run/Graphs/__init__.py | 0 run/Modified Graphs/CCL13_graph.csv | 5 + run/Modified Graphs/CCL17_graph.csv | 6 + run/Modified Graphs/CCL19_graph.csv | 6 + run/Modified Graphs/CCL1_graph.csv | 2 + run/Modified Graphs/CCL20_graph.csv | 5 + run/Modified Graphs/CCL23_graph.csv | 1 + run/Modified Graphs/CCL24_graph.csv | 3 + run/Modified Graphs/CCL25_graph.csv | 10 + run/Modified Graphs/CCL26_graph.csv | 3 + run/Modified Graphs/CCL27_graph.csv | 2 + run/Modified Graphs/CCL2_graph.csv | 9 + run/Modified Graphs/CCL3L1_graph.csv | 11 + run/Modified Graphs/CCL3_graph.csv | 14 + run/Modified Graphs/CCL4L2_graph.csv | 9 + run/Modified Graphs/CCL4_graph.csv | 19 + run/Modified Graphs/CCL5_graph.csv | 12 + run/Modified Graphs/CCL7_graph.csv | 12 + run/Modified Graphs/CCL8_graph.csv | 4 + run/Modified Graphs/CD40LG_graph.csv | 8 + run/Modified Graphs/CD70_graph.csv | 1 + run/Modified Graphs/CKLF_graph.csv | 1 + run/Modified Graphs/CSF1_graph.csv | 2 + run/Modified Graphs/CSF2_graph.csv | 7 + run/Modified Graphs/CXCL10_graph.csv | 6 + run/Modified Graphs/CXCL11_graph.csv | 3 + run/Modified Graphs/CXCL12_graph.csv | 7 + run/Modified Graphs/CXCL13_graph.csv | 5 + run/Modified Graphs/CXCL14_graph.csv | 1 + run/Modified Graphs/CXCL2_graph.csv | 2 + run/Modified Graphs/CXCL8_graph.csv | 1 + run/Modified Graphs/CXCL9_graph.csv | 3 + run/Modified Graphs/EGF_graph.csv | 3 + run/Modified Graphs/FASLG_graph.csv | 1 + run/Modified Graphs/FLT3LG_graph.csv | 14 + run/Modified Graphs/HGF_graph.csv | 4 + run/Modified Graphs/IFNG_graph.csv | 5 + run/Modified Graphs/IFNL1_graph.csv | 7 + run/Modified Graphs/IL11_graph.csv | 1 + run/Modified Graphs/IL12A_graph.csv | 2 + run/Modified Graphs/IL12B_graph.csv | 2 + run/Modified Graphs/IL18_graph.csv | 2 + run/Modified Graphs/IL19_graph.csv | 1 + run/Modified Graphs/IL1B_graph.csv | 1 + run/Modified Graphs/IL1RN_graph.csv | 2 + run/Modified Graphs/IL23A_graph.csv | 7 + run/Modified Graphs/IL26_graph.csv | 3 + run/Modified Graphs/IL2_graph.csv | 5 + run/Modified Graphs/IL34_graph.csv | 1 + run/Modified Graphs/IL3_graph.csv | 3 + run/Modified Graphs/IL4_graph.csv | 5 + run/Modified Graphs/IL5_graph.csv | 3 + run/Modified Graphs/IL6_graph.csv | 4 + run/Modified Graphs/IL7_graph.csv | 7 + run/Modified Graphs/LIF_graph.csv | 1 + run/Modified Graphs/OSM_graph.csv | 3 + run/Modified Graphs/PDGFB_graph.csv | 4 + run/Modified Graphs/PF4_graph.csv | 7 + run/Modified Graphs/PPBP_graph.csv | 2 + run/Modified Graphs/SPP1_graph.csv | 2 + run/Modified Graphs/TGFA_graph.csv | 3 + run/Modified Graphs/TGFB1_graph.csv | 5 + run/Modified Graphs/TGFB3_graph.csv | 8 + run/Modified Graphs/TNFSF10_graph.csv | 7 + run/Modified Graphs/TNFSF11_graph.csv | 1 + run/Modified Graphs/TNFSF13B_graph.csv | 3 + run/Modified Graphs/TNFSF13_graph.csv | 15 + run/Modified Graphs/TNFSF14_graph.csv | 3 + run/Modified Graphs/TNFSF9_graph.csv | 3 + run/Modified Graphs/TNF_graph.csv | 5 + run/Modified Graphs/XCL1_graph.csv | 1 + run/Modified Graphs/XCL2_graph.csv | 1 + run/Modified Graphs/__init__.py | 0 run/generation.py | 61 + run/rawData/GSE40240_eset.csv | 18837 +++++++++++++++++++++++ run/rawData/GSE40240_patients.csv | 28 + 181 files changed, 20777 insertions(+) create mode 100644 run/Cypress.py create mode 100644 run/Graphs/CCL11_graph.csv create mode 100644 run/Graphs/CCL13_graph.csv create mode 100644 run/Graphs/CCL14_graph.csv create mode 100644 run/Graphs/CCL15_graph.csv create mode 100644 run/Graphs/CCL16_graph.csv create mode 100644 run/Graphs/CCL17_graph.csv create mode 100644 run/Graphs/CCL18_graph.csv create mode 100644 run/Graphs/CCL19_graph.csv create mode 100644 run/Graphs/CCL1_graph.csv create mode 100644 run/Graphs/CCL20_graph.csv create mode 100644 run/Graphs/CCL23_graph.csv create mode 100644 run/Graphs/CCL24_graph.csv create mode 100644 run/Graphs/CCL25_graph.csv create mode 100644 run/Graphs/CCL26_graph.csv create mode 100644 run/Graphs/CCL27_graph.csv create mode 100644 run/Graphs/CCL28_graph.csv create mode 100644 run/Graphs/CCL2_graph.csv create mode 100644 run/Graphs/CCL3L1_graph.csv create mode 100644 run/Graphs/CCL3_graph.csv create mode 100644 run/Graphs/CCL4L2_graph.csv create mode 100644 run/Graphs/CCL4_graph.csv create mode 100644 run/Graphs/CCL5_graph.csv create mode 100644 run/Graphs/CCL7_graph.csv create mode 100644 run/Graphs/CCL8_graph.csv create mode 100644 run/Graphs/CD40LG_graph.csv create mode 100644 run/Graphs/CD70_graph.csv create mode 100644 run/Graphs/CKLF_graph.csv create mode 100644 run/Graphs/CSF1_graph.csv create mode 100644 run/Graphs/CSF2_graph.csv create mode 100644 run/Graphs/CSF3_graph.csv create mode 100644 run/Graphs/CXCL10_graph.csv create mode 100644 run/Graphs/CXCL11_graph.csv create mode 100644 run/Graphs/CXCL12_graph.csv create mode 100644 run/Graphs/CXCL13_graph.csv create mode 100644 run/Graphs/CXCL14_graph.csv create mode 100644 run/Graphs/CXCL1_graph.csv create mode 100644 run/Graphs/CXCL2_graph.csv create mode 100644 run/Graphs/CXCL3_graph.csv create mode 100644 run/Graphs/CXCL5_graph.csv create mode 100644 run/Graphs/CXCL6_graph.csv create mode 100644 run/Graphs/CXCL8_graph.csv create mode 100644 run/Graphs/CXCL9_graph.csv create mode 100644 run/Graphs/EGF_graph.csv create mode 100644 run/Graphs/EPO_graph.csv create mode 100644 run/Graphs/FASLG_graph.csv create mode 100644 run/Graphs/FLT3LG_graph.csv create mode 100644 run/Graphs/GDF15_graph.csv create mode 100644 run/Graphs/HGF_graph.csv create mode 100644 run/Graphs/IFNA13_graph.csv create mode 100644 run/Graphs/IFNA1_graph.csv create mode 100644 run/Graphs/IFNG_graph.csv create mode 100644 run/Graphs/IFNL1_graph.csv create mode 100644 run/Graphs/IFNL2_graph.csv create mode 100644 run/Graphs/IFNL3_graph.csv create mode 100644 run/Graphs/IL11_graph.csv create mode 100644 run/Graphs/IL12A_graph.csv create mode 100644 run/Graphs/IL12B_graph.csv create mode 100644 run/Graphs/IL13_graph.csv create mode 100644 run/Graphs/IL17A_graph.csv create mode 100644 run/Graphs/IL17F_graph.csv create mode 100644 run/Graphs/IL18_graph.csv create mode 100644 run/Graphs/IL19_graph.csv create mode 100644 run/Graphs/IL1A_graph.csv create mode 100644 run/Graphs/IL1B_graph.csv create mode 100644 run/Graphs/IL1F10_graph.csv create mode 100644 run/Graphs/IL1RN_graph.csv create mode 100644 run/Graphs/IL20_graph.csv create mode 100644 run/Graphs/IL22_graph.csv create mode 100644 run/Graphs/IL23A_graph.csv create mode 100644 run/Graphs/IL26_graph.csv create mode 100644 run/Graphs/IL2_graph.csv create mode 100644 run/Graphs/IL31_graph.csv create mode 100644 run/Graphs/IL34_graph.csv create mode 100644 run/Graphs/IL36RN_graph.csv create mode 100644 run/Graphs/IL37_graph.csv create mode 100644 run/Graphs/IL3_graph.csv create mode 100644 run/Graphs/IL4_graph.csv create mode 100644 run/Graphs/IL5_graph.csv create mode 100644 run/Graphs/IL6_graph.csv create mode 100644 run/Graphs/IL7_graph.csv create mode 100644 run/Graphs/IL9_graph.csv create mode 100644 run/Graphs/LIF_graph.csv create mode 100644 run/Graphs/OSM_graph.csv create mode 100644 run/Graphs/PDGFA_graph.csv create mode 100644 run/Graphs/PDGFB_graph.csv create mode 100644 run/Graphs/PF4_graph.csv create mode 100644 run/Graphs/PPBP_graph.csv create mode 100644 run/Graphs/SPP1_graph.csv create mode 100644 run/Graphs/TGFA_graph.csv create mode 100644 run/Graphs/TGFB1_graph.csv create mode 100644 run/Graphs/TGFB3_graph.csv create mode 100644 run/Graphs/THPO_graph.csv create mode 100644 run/Graphs/TMPRSS13_graph.csv create mode 100644 run/Graphs/TNFSF10_graph.csv create mode 100644 run/Graphs/TNFSF11_graph.csv create mode 100644 run/Graphs/TNFSF13B_graph.csv create mode 100644 run/Graphs/TNFSF13_graph.csv create mode 100644 run/Graphs/TNFSF14_graph.csv create mode 100644 run/Graphs/TNFSF18_graph.csv create mode 100644 run/Graphs/TNFSF4_graph.csv create mode 100644 run/Graphs/TNFSF9_graph.csv create mode 100644 run/Graphs/TNF_graph.csv create mode 100644 run/Graphs/XCL1_graph.csv create mode 100644 run/Graphs/XCL2_graph.csv create mode 100644 run/Graphs/__init__.py create mode 100644 run/Modified Graphs/CCL13_graph.csv create mode 100644 run/Modified Graphs/CCL17_graph.csv create mode 100644 run/Modified Graphs/CCL19_graph.csv create mode 100644 run/Modified Graphs/CCL1_graph.csv create mode 100644 run/Modified Graphs/CCL20_graph.csv create mode 100644 run/Modified Graphs/CCL23_graph.csv create mode 100644 run/Modified Graphs/CCL24_graph.csv create mode 100644 run/Modified Graphs/CCL25_graph.csv create mode 100644 run/Modified Graphs/CCL26_graph.csv create mode 100644 run/Modified Graphs/CCL27_graph.csv create mode 100644 run/Modified Graphs/CCL2_graph.csv create mode 100644 run/Modified Graphs/CCL3L1_graph.csv create mode 100644 run/Modified Graphs/CCL3_graph.csv create mode 100644 run/Modified Graphs/CCL4L2_graph.csv create mode 100644 run/Modified Graphs/CCL4_graph.csv create mode 100644 run/Modified Graphs/CCL5_graph.csv create mode 100644 run/Modified Graphs/CCL7_graph.csv create mode 100644 run/Modified Graphs/CCL8_graph.csv create mode 100644 run/Modified Graphs/CD40LG_graph.csv create mode 100644 run/Modified Graphs/CD70_graph.csv create mode 100644 run/Modified Graphs/CKLF_graph.csv create mode 100644 run/Modified Graphs/CSF1_graph.csv create mode 100644 run/Modified Graphs/CSF2_graph.csv create mode 100644 run/Modified Graphs/CXCL10_graph.csv create mode 100644 run/Modified Graphs/CXCL11_graph.csv create mode 100644 run/Modified Graphs/CXCL12_graph.csv create mode 100644 run/Modified Graphs/CXCL13_graph.csv create mode 100644 run/Modified Graphs/CXCL14_graph.csv create mode 100644 run/Modified Graphs/CXCL2_graph.csv create mode 100644 run/Modified Graphs/CXCL8_graph.csv create mode 100644 run/Modified Graphs/CXCL9_graph.csv create mode 100644 run/Modified Graphs/EGF_graph.csv create mode 100644 run/Modified Graphs/FASLG_graph.csv create mode 100644 run/Modified Graphs/FLT3LG_graph.csv create mode 100644 run/Modified Graphs/HGF_graph.csv create mode 100644 run/Modified Graphs/IFNG_graph.csv create mode 100644 run/Modified Graphs/IFNL1_graph.csv create mode 100644 run/Modified Graphs/IL11_graph.csv create mode 100644 run/Modified Graphs/IL12A_graph.csv create mode 100644 run/Modified Graphs/IL12B_graph.csv create mode 100644 run/Modified Graphs/IL18_graph.csv create mode 100644 run/Modified Graphs/IL19_graph.csv create mode 100644 run/Modified Graphs/IL1B_graph.csv create mode 100644 run/Modified Graphs/IL1RN_graph.csv create mode 100644 run/Modified Graphs/IL23A_graph.csv create mode 100644 run/Modified Graphs/IL26_graph.csv create mode 100644 run/Modified Graphs/IL2_graph.csv create mode 100644 run/Modified Graphs/IL34_graph.csv create mode 100644 run/Modified Graphs/IL3_graph.csv create mode 100644 run/Modified Graphs/IL4_graph.csv create mode 100644 run/Modified Graphs/IL5_graph.csv create mode 100644 run/Modified Graphs/IL6_graph.csv create mode 100644 run/Modified Graphs/IL7_graph.csv create mode 100644 run/Modified Graphs/LIF_graph.csv create mode 100644 run/Modified Graphs/OSM_graph.csv create mode 100644 run/Modified Graphs/PDGFB_graph.csv create mode 100644 run/Modified Graphs/PF4_graph.csv create mode 100644 run/Modified Graphs/PPBP_graph.csv create mode 100644 run/Modified Graphs/SPP1_graph.csv create mode 100644 run/Modified Graphs/TGFA_graph.csv create mode 100644 run/Modified Graphs/TGFB1_graph.csv create mode 100644 run/Modified Graphs/TGFB3_graph.csv create mode 100644 run/Modified Graphs/TNFSF10_graph.csv create mode 100644 run/Modified Graphs/TNFSF11_graph.csv create mode 100644 run/Modified Graphs/TNFSF13B_graph.csv create mode 100644 run/Modified Graphs/TNFSF13_graph.csv create mode 100644 run/Modified Graphs/TNFSF14_graph.csv create mode 100644 run/Modified Graphs/TNFSF9_graph.csv create mode 100644 run/Modified Graphs/TNF_graph.csv create mode 100644 run/Modified Graphs/XCL1_graph.csv create mode 100644 run/Modified Graphs/XCL2_graph.csv create mode 100644 run/Modified Graphs/__init__.py create mode 100644 run/generation.py create mode 100644 run/rawData/GSE40240_eset.csv create mode 100644 run/rawData/GSE40240_patients.csv diff --git a/run/Cypress.py b/run/Cypress.py new file mode 100644 index 00000000..65d2507b --- /dev/null +++ b/run/Cypress.py @@ -0,0 +1,567 @@ +import logging +import os + +import torch +from torch_geometric import seed_everything +from deepsnap.dataset import GraphDataset +from graphgym.custom_dataset import custom_dataset +from graphgym.cmd_args import parse_args +from graphgym.config import cfg, dump_cfg, load_cfg, set_run_dir, set_out_dir +from graphgym.loader import create_dataset, create_local_dataset, create_loader +from graphgym.logger import create_logger, setup_printing +from graphgym.model_builder import create_model +from graphgym.optimizer import create_optimizer, create_scheduler +from graphgym.register import train_dict +from graphgym.train import train +from graphgym.utils.agg_runs import agg_runs +from graphgym.utils.comp_budget import params_count +from graphgym.utils.device import auto_select_device +from graphgym.models.gnn import GNNStackStage +from iCYPRESS.CytokinesDataSet import CytokinesDataSet +from iCYPRESS.Visualization import Visualize +from graphgym.models.layer import GeneralMultiLayer, Linear, GeneralConv +from graphgym.models.gnn import GNNStackStage +import numpy as np + + +class Cypress: + def __init__(self, patients = None, eset = None, blood_only=True, active_cyto_list = ['CCL1'], batch_size = 80, + eval_period = 20, layers_pre_mp = 2, layers_mp = 6, layers_post_mp = 2, + dim_inner = 137, max_epoch = 400): + + if eset is None: + self.makeExistingConfigFile() + self.custom = False + return + + self.custom = True + # get current config file + current_dir = os.path.dirname(os.path.abspath(__file__)) + curr_cfg_file = os.path.join(current_dir, "configs", "example_custom.yaml") + curr_cfg_gen = os.path.join(current_dir, "configs_gen.py") + self.write_lines_to_file(curr_cfg_file, os.path.join( "configs", "example_custom.yaml")) + self.write_lines_to_file(curr_cfg_gen, "configs_gen.py") + + self.current_dir = os.path.dirname(os.path.abspath(__file__)) + + self.eset = eset + + patient_dict, patient_list = self.process_patients(patients) # a dict that matches a patient name to their classification + + + cyto_list,cyto_adjacency_dict,cyto_tissue_dict = self.process_graphs(blood_only) # list of cytokines, maps a cytokine's name to their adjacency matrix, maps a cytokine's name to the tissues they need + + + tissue_gene_dict, gene_set = self.process_tissues(blood_only) # dict that matches tissues to the genes associated with them, a set of all genes we have + + + gene_to_patient, active_tissue_gene_dict = self.process_eset(eset, gene_set, patient_dict, tissue_gene_dict) # 2 layer deep dict. First layer maps gene name to a dict. Second layer matches patient code to gene expresion data of the given gene. + + + # now convert these to vectors like needed + # probably best to only do this for ONE cytokine at a time? Yeah, accept a gene, then move. + # also, make a function that prints out everu available cytokine. + for cyto in active_cyto_list: + if cyto not in cyto_tissue_dict.keys(): + raise(ValueError("{} is not a valid cytokine.".format(cyto))) + self.create_cyto_database(cyto, eset, cyto_tissue_dict, active_tissue_gene_dict, patient_list, + patient_dict, gene_to_patient, cyto_adjacency_dict) + + name = cyto + "_" + eset[:eset.index(".")] + self.name = name + self.makeConfigFile(name, batch_size, eval_period, layers_pre_mp, layers_mp, + layers_post_mp, dim_inner, max_epoch) + + self.active_cyto_list = active_cyto_list + + def makeExistingConfigFile(self): + if (not os.path.exists(os.path.abspath("configs"))): + os.makedirs(os.path.abspath("configs")) + + # get current config file + current_dir = os.path.dirname(os.path.abspath(__file__)) + curr_cfg_file = os.path.join(current_dir, "configs", "example_custom.yaml") + self.write_lines_to_file(curr_cfg_file, os.path.join("configs", "example_custom.yaml")) + + def make_bash_scripts(self, cyto): + scipt_name = cyto + "_" + self.eset[:self.eset.index(".")] + + # check if parallel.sh exists. If it doesn't create it. + + # generate the sh file for this particular cytokine and GSE + + # run the bash script + + def create_cyto_database(self, cyto, eset, cyto_tissue_dict, active_tissue_gene_dict, patient_list, + patient_dict, gene_to_patient, cyto_adjacency_dict): + + # creates graphname + graphName = cyto + "_" + eset[:eset.index(".")] + + #create patientArray + patientArray = [] + + # count the number of active genes in each tissue. + tissues = cyto_tissue_dict[cyto] + + gene_count = [] + for tissue in tissues: + count = len(active_tissue_gene_dict[tissue]) + + gene_count.append(count) + + total_genes = sum(gene_count) + + + for patient in patient_list: + patient_data = {} + + patient_data["DISEASE"] = str(patient_dict[patient]) + + + data = [] + # create the information that goes into each node + for i, tissue in enumerate(tissues): + tissue_data = [0]*total_genes + start = sum(gene_count[:i]) + + tissue_genes = active_tissue_gene_dict[tissue] + + offset = 0 + for gene in tissue_genes: + tissue_data[start + offset] = gene_to_patient[gene][patient] / 20 + offset += 1 + + data.append(tissue_data) + + patient_data["data"] = data + patientArray.append(patient_data) + + + nodeList = cyto_tissue_dict[cyto] + graphAdjacency = cyto_adjacency_dict[cyto] + + nodeIntMap = {} + i = 0 + + for node in nodeList: + nodeIntMap[node] = i + i += 1 + + intAdjacency = [] + # turn the adjacency names into int + for edge in graphAdjacency: + newEdge = [nodeIntMap[edge[0]], nodeIntMap[edge[1]]] + intAdjacency.append(newEdge) + + try: + os.mkdir(os.path.join("datasets")) + except OSError: + pass + + try: + os.mkdir(os.path.join("datasets", graphName)) + except OSError: + pass + + try: + os.mkdir(os.path.join("datasets", graphName ,"raw")) + except OSError: + pass + + try: + os.mkdir(os.path.join("datasets", graphName, "processed")) + except OSError: + pass + + full_dataset = CytokinesDataSet(root="data/", graphName=graphName, filename="full.csv", + test=True, patients=patientArray, adjacency=intAdjacency, + nodeNames = nodeIntMap, divisions = gene_count) + + + torch.save(full_dataset, (os.path.join("datasets", graphName, "raw", graphName + ".pt"))) + + + + def process_eset(self, eset, gene_set, patient_dict, tissue_gene_dict): + eset_file = open(eset, 'r') + + eset_lines = eset_file.read().splitlines() + + + # read the first line, and see if it matches with the patient file provided + patients = eset_lines[0].replace("\"", "").split(",")[2:] + + patient_set = set(patient_dict.keys()) + + for patient in patients: + try: + patient_set.remove(patient) + except(KeyError): + raise(ValueError("{} is not found in the patients file.".format(patient))) + + + if (len(patient_set) != 0): + raise(ValueError("The eset file does not contain {}".format(patient_set))) + + + gene_to_patient = dict() # maps the name of a gene to a dict of patients + for line_num in range(1, len(eset_lines)): + line = eset_lines[line_num].replace("\"", "") + parts = line.split(",") + new_gene = parts[1] + + + if (new_gene not in gene_set): + continue + # get all the gene expression numbers, and then normalize them + gene_nums = parts[2:] + gene_nums = [float(gene_num) for gene_num in gene_nums] + gene_nums = self.normalize_vector(gene_nums) + + + + patient_gene_data_dict = dict() # maps the patients code to their gene expression data of this one specific gene + for index, patient in enumerate(patients): + patient_gene_data_dict[patient] = gene_nums[index] + + gene_to_patient[new_gene] = patient_gene_data_dict + + # make a new tissue_gene_dict + + active_tissue_gene_dict = dict() + + for tissue in tissue_gene_dict.keys(): + gene_array = [] + + original_genes = tissue_gene_dict[tissue] + + for gene in original_genes: + if gene in gene_to_patient.keys(): + gene_array.append(gene) + + active_tissue_gene_dict[tissue] = gene_array + return (gene_to_patient, active_tissue_gene_dict) + + def normalize_vector(self, vector): + min_val = np.min(vector) + max_val = np.max(vector) + normalized_vector = (vector - min_val) / (max_val - min_val) + return normalized_vector + + def process_patients(self, patients): + patient_file = open(patients, 'r') + patient_dict = dict() + patient_list = [] + + for line in patient_file.read().splitlines(): + parts = line.split(",") + patient_dict[parts[0]] = int(parts[1]) + patient_list.append(parts[0]) + + return patient_dict, patient_list + + + def process_graphs(self, blood_only): + if(blood_only): + graph_folder_path = os.path.join(self.current_dir,"Modified Graphs") + else: + graph_folder_path = os.path.join(self.current_dir,"Graphs") + + cyto_list = [] + cyto_adjacency_dict = dict() # maps a cytokine's name to their adjacency matrix + cyto_tissue_dict = dict() # maps a cytokine's name to the tissues they need + + for filename in os.listdir(graph_folder_path): + cyto_name = filename[:-10] + cyto_list.append(cyto_name) # drop the _graph.csv + graph_file_path = os.path.join(graph_folder_path, filename) + if (filename == '__pycache__'): + continue + graphAdjacency = [] + tissue_set = set() + + f = open(graph_file_path, 'r') + graphLines = f.read().splitlines() + + for line in graphLines: + parts = line.upper().split(",") # remove newline, capitalize, and remove spaces + graphAdjacency.append(parts) + newParts = [parts[1], parts[0]] + tissue_set.update(newParts) + + graphAdjacency.append(newParts) + + + # put the tissues into a list, and then sort them + tissue_list = [] + for tissue in tissue_set: + tissue_list.append(tissue) + + tissue_list.sort() + + cyto_adjacency_dict[cyto_name] = graphAdjacency + cyto_tissue_dict[cyto_name] = tissue_list + + + return cyto_list,cyto_adjacency_dict,cyto_tissue_dict + + def process_tissues(self, blood_only): + tissue_gene_dict = dict() # maps tissues to the genes associated with them + + gene_set = set() + + tissue_file = open(os.path.join(self.current_dir, "GenesToTissues.csv")) + + tissue_lines = tissue_file.read().splitlines() + + for i in range(0, len(tissue_lines), 2): + tissue_line = tissue_lines[i] + + tissue_line_arr = tissue_line.split(",") + + if (blood_only and (tissue_line_arr[1] == "N")): + continue + + tissue = tissue_line_arr[0] + genes_array = tissue_lines[i + 1].split(',') + + tissue_gene_dict[tissue] = genes_array + + gene_set.update(genes_array) + + return tissue_gene_dict, gene_set + + def makeGridFile(self, name, layers_pre_mp = [1,2], layers_mp =[2,4,6,8], layers_post_mp = [2,3], + agg_type = ['add','mean']) : + if (not os.path.exists(os.path.abspath("grids"))): + os.makedirs(os.path.abspath("grids")) + + with open(os.path.join('grids', name + ".txt"), 'w') as file: + file.write("# Format for each row: name in config.py; alias; range to search\n") + file.write("# No spaces, except between these 3 sfields\n") + file.write("# Line breaks are used to union different grid search spaces\n") + file.write("# Feel free to add '#' to add comments\n") + file.write("\n") + file.write("# (1) dataset configurations\n") + file.write("dataset.format format ['PyG']\n") + file.write("dataset.name dataset ['" + name + "']\n") + file.write("dataset.task task ['graph']\n") + file.write("dataset.transductive trans [False]\n") + file.write("dataset.augment_feature feature [[]]\n") + file.write("dataset.augment_label label ['']\n") + file.write("# (2) The recommended GNN design space, 96 models in total\n") + file.write("gnn.layers_pre_mp l_pre " + str(layers_pre_mp) + "\n") + file.write("gnn.layers_mp l_mp " + str(layers_mp) + "\n") + file.write("gnn.layers_post_mp l_post " + str(layers_post_mp) + "\n") + file.write("gnn.stage_type stage ['skipsum','skipconcat']\n") + file.write("gnn.agg agg " + str(agg_type)) + + + def makeConfigFile(self, name, batch_size, eval_period, layers_pre_mp, layers_mp, + layers_post_mp, dim_inner, max_epoch): + if (not os.path.exists(os.path.abspath("configs"))): + os.makedirs(os.path.abspath("configs")) + + # using with statement + with open(os.path.join('configs', name + ".yaml"), 'w') as file: + file.write('out_dir: results\n') + file.write('dataset:\n') + file.write(' format: PyG\n') + file.write(' name: ' + name + '\n') + file.write(' task: graph\n') + file.write(' task_type: classification\n') + file.write(' transductive: True\n') + file.write(' split: [0.8, 0.2]\n') + file.write(' augment_feature: []\n') + file.write(' augment_feature_dims: [0]\n') + file.write(' augment_feature_repr: position\n') + file.write(' augment_label: \'\'\n') + file.write(' augment_label_dims: 0\n') + file.write(' transform: none\n') + file.write('train:\n') + file.write(' batch_size: ' + str(batch_size) + '\n' ) + file.write(' eval_period: ' + str(eval_period) + '\n') + file.write(' ckpt_period: 100\n') + file.write('model:\n') + file.write(' type: gnn\n') + file.write(' loss_fun: cross_entropy\n') + file.write(' edge_decoding: dot\n') + file.write(' graph_pooling: add\n') + file.write('gnn:\n') + file.write(' layers_pre_mp: ' + str(layers_pre_mp) + '\n') + file.write(' layers_mp: ' + str(layers_mp) + '\n') + file.write(' layers_post_mp: ' + str(layers_post_mp) + '\n') + file.write(' dim_inner: ' + str(dim_inner) + '\n') + file.write(' layer_type: generalconv\n') + file.write(' stage_type: skipsum\n') + file.write(' batchnorm: True\n') + file.write(' act: prelu\n') + file.write(' dropout: 0.0\n') + file.write(' agg: add\n') + file.write(' normalize_adj: False\n') + file.write('optim:\n') + file.write(' optimizer: adam\n') + file.write(' base_lr: 0.01\n') + file.write(' max_epoch: ' + str(max_epoch) + '\n') + + + def write_lines_to_file(self, input_file, output_file_name): + try: + with open(input_file, 'r') as infile: + # Read all lines from the input file + lines = infile.readlines() + + # Remove any leading/trailing whitespaces from the output file name + output_file_name = output_file_name.strip() + + # Write the lines to the output file with the provided name (overwriting if it exists) + with open(output_file_name, 'w') as outfile: + for line in lines: + outfile.write(line) + + except FileNotFoundError: + print(f"Error: Input file '{input_file}' not found.") + except Exception as e: + print(f"Error: An unexpected error occurred - {e}") + + def parallel(self, cyto = None): + self.makeGridFile(self.name) + fake_sh_file = self.make_fake_sh(self.name) + + try: + os.mkdir(os.path.join("results")) + print(os.path.join("results")) + print("here") + 1/0 + except OSError: + pass + + + os.system(fake_sh_file) + return + + def make_fake_sh(self, name): + current_dir = os.path.dirname(os.path.abspath(__file__)) + parallel_location = os.path.join(current_dir, "parallel.sh") + agg_batch_location = os.path.join(current_dir, "agg_batch.py") + max_jobs = 3 + repeat = 1 + + + + try: + os.mkdir(os.path.join("results", name)) + except OSError: + pass + + fake_sh_file = ( + "set CONFIG=" + + name + + " && set GRID=" + + name + + " && set REPEAT=1 && set MAX_JOBS=3 && python configs_gen.py --config configs/" + name + ".yaml " + "--config_budget configs/" + name + ".yaml --grid grids/" + name + ".txt --out_dir configs && " + + "bash " + parallel_location + " configs/" + name + "_grid_" + name + " "+ str(repeat) + " " + str(max_jobs) + " && " + + "python " + agg_batch_location + " --dir results/" + name + "_grid_" + name + "" + ) + + + + return fake_sh_file + + def train(self, cyto = None): + + + if (self.custom): + # check if cytokine has been initalized + if cyto not in self.active_cyto_list: + raise(ValueError("{} has not been initalized as a cytokine".format(cyto))) + + name = cyto + "_" + self.eset[:self.eset.index(".")] + + args = parse_args(name + ".yaml") + else: + name = None + args = parse_args() + + # Load config file + load_cfg(cfg, args) + + set_out_dir(cfg.out_dir, args.cfg_file) + # Set Pytorch environment + torch.set_num_threads(cfg.num_threads) + dump_cfg(cfg) + # Repeat for different random seeds + for i in range(args.repeat): + set_run_dir(cfg.out_dir) + setup_printing() + # Set configurations for each run + cfg.seed = cfg.seed + 1 + seed_everything(cfg.seed) + auto_select_device() + # Set machine learning pipeline + # to fix this, copy create_dataset, only with formed graphs already created. + + if (self.custom): + dataset_raw = custom_dataset(root=os.path.join("datasets", name), name=name, url="null") + graphs = GraphDataset.pyg_to_graphs(dataset_raw) + datasets = create_local_dataset(graphs) + else: + datasets = create_dataset() + loaders = create_loader(datasets) + loggers = create_logger() + model = create_model() + + + + + + # Add edge_weights attribute to the datasets so that they can be accessed in batches + num_edges = len(datasets[0][0].edge_index[0]) + edge_weights = torch.nn.Parameter(torch.ones(num_edges)) + for loader in loaders: + for dataset in loader.dataset: + dataset.edge_weights = edge_weights + + + #add edge weights to the set of parameters + newParam = list() + for param in model.parameters(): + newParam.append(param) + + newParam.append(edge_weights) + + optimizer = create_optimizer(newParam) + scheduler = create_scheduler(optimizer) + # Print model info + logging.info(model) + logging.info(cfg) + cfg.params = params_count(model) + logging.info('Num parameters: %s', cfg.params) + + + # Start training + if cfg.train.mode == 'standard': + train(loggers, loaders, model, optimizer, scheduler) + else: + train_dict[cfg.train.mode](loggers, loaders, model, optimizer, + scheduler) + # Aggregate results from different seeds + agg_runs(cfg.out_dir, cfg.metric_best) + # When being launched in batch mode, mark a yaml as done + if args.mark_done: + os.rename(args.cfg_file, f'{args.cfg_file}_done') + + + + def get_cyto_list(): + return ['CCL1', 'CCL2', 'CCL3', 'CCL3L1', 'CCL4', 'CCL4L2', 'CCL5', 'CCL7', + 'CCL8', 'CCL13', 'CCL17', 'CCL19', 'CCL20', 'CCL23', 'CCL24', 'CCL25', + 'CCL26', 'CCL27', 'CD40LG', 'CD70', 'CKLF', 'CSF1', 'CSF2', 'CXCL2', 'CXCL8', + 'CXCL9', 'CXCL10', 'CXCL11', 'CXCL12', 'CXCL13', 'CXCL14', 'EGF', 'FASLG', + 'FLT3LG', 'HGF', 'IFNG', 'IFNL1', 'IL2', 'IL3', 'IL4', 'IL5', 'IL6', + 'IL7', 'IL11', 'IL12A', 'IL12B', 'IL18', 'IL19', 'IL1B', 'IL1RN', 'IL23A', + 'IL26', 'LIF', 'OSM', 'PDGFB', 'PF4', 'PPBP', 'SPP1', 'TGFA', 'TGFB1', + 'TGFB3', 'TNFSF9', 'TNFSF10', 'TNFSF11', 'TNFSF13', 'TNFSF13B', 'TNFSF14', + 'TNF', 'XCL1', 'XCL2'] \ No newline at end of file diff --git a/run/Graphs/CCL11_graph.csv b/run/Graphs/CCL11_graph.csv new file mode 100644 index 00000000..4629138a --- /dev/null +++ b/run/Graphs/CCL11_graph.csv @@ -0,0 +1,17 @@ +heart muscle,NK-cell +heart muscle,placenta +intestine,basophil +heart muscle,salivary gland +intestine,MAIT T-cell +intestine,eosinophil +heart muscle,basophil +heart muscle,intestine +intestine,salivary gland +heart muscle,adipose tissue +intestine,NK-cell +intestine,plasmacytoid DC +heart muscle,plasmacytoid DC +intestine,adipose tissue +heart muscle,eosinophil +heart muscle,MAIT T-cell +intestine,placenta diff --git a/run/Graphs/CCL13_graph.csv b/run/Graphs/CCL13_graph.csv new file mode 100644 index 00000000..2c29d5fe --- /dev/null +++ b/run/Graphs/CCL13_graph.csv @@ -0,0 +1,9 @@ +classical monocyte,eosinophil +classical monocyte,placenta +classical monocyte,plasmacytoid DC +classical monocyte,intestine +classical monocyte,NK-cell +classical monocyte,adipose tissue +classical monocyte,basophil +classical monocyte,MAIT T-cell +classical monocyte,salivary gland diff --git a/run/Graphs/CCL14_graph.csv b/run/Graphs/CCL14_graph.csv new file mode 100644 index 00000000..c29b0d12 --- /dev/null +++ b/run/Graphs/CCL14_graph.csv @@ -0,0 +1,7 @@ +breast,basophil +breast,placenta +breast,salivary gland +breast,eosinophil +breast,adipose tissue +breast,MAIT T-cell +breast,NK-cell diff --git a/run/Graphs/CCL15_graph.csv b/run/Graphs/CCL15_graph.csv new file mode 100644 index 00000000..6c27f2f7 --- /dev/null +++ b/run/Graphs/CCL15_graph.csv @@ -0,0 +1,4 @@ +intestine,basophil +liver,eosinophil +intestine,eosinophil +liver,basophil diff --git a/run/Graphs/CCL16_graph.csv b/run/Graphs/CCL16_graph.csv new file mode 100644 index 00000000..299e7d87 --- /dev/null +++ b/run/Graphs/CCL16_graph.csv @@ -0,0 +1,5 @@ +liver,eosinophil +liver,urinary bladder +liver,MAIT T-cell +liver,T-reg +liver,basophil diff --git a/run/Graphs/CCL17_graph.csv b/run/Graphs/CCL17_graph.csv new file mode 100644 index 00000000..f1f1965a --- /dev/null +++ b/run/Graphs/CCL17_graph.csv @@ -0,0 +1,14 @@ +myeloid DC,adipose tissue +memory B-cell,salivary gland +memory B-cell,urinary bladder +myeloid DC,eosinophil +myeloid DC,placenta +myeloid DC,urinary bladder +memory B-cell,placenta +myeloid DC,T-reg +memory B-cell,T-reg +memory B-cell,NK-cell +memory B-cell,adipose tissue +memory B-cell,eosinophil +myeloid DC,salivary gland +myeloid DC,NK-cell diff --git a/run/Graphs/CCL18_graph.csv b/run/Graphs/CCL18_graph.csv new file mode 100644 index 00000000..15368b14 --- /dev/null +++ b/run/Graphs/CCL18_graph.csv @@ -0,0 +1,8 @@ +lung,T-reg +heart muscle,basophil +lung,eosinophil +lung,basophil +heart muscle,T-reg +lung,urinary bladder +heart muscle,eosinophil +heart muscle,urinary bladder diff --git a/run/Graphs/CCL19_graph.csv b/run/Graphs/CCL19_graph.csv new file mode 100644 index 00000000..3cccf61b --- /dev/null +++ b/run/Graphs/CCL19_graph.csv @@ -0,0 +1,10 @@ +intermediate monocyte,naive CD4 T-cell +intermediate monocyte,plasmacytoid DC +intermediate monocyte,NK-cell +intermediate monocyte,placenta +intermediate monocyte,basophil +intermediate monocyte,eosinophil +intermediate monocyte,intestine +intermediate monocyte,T-reg +intermediate monocyte,salivary gland +intermediate monocyte,adipose tissue diff --git a/run/Graphs/CCL1_graph.csv b/run/Graphs/CCL1_graph.csv new file mode 100644 index 00000000..ffa89f1a --- /dev/null +++ b/run/Graphs/CCL1_graph.csv @@ -0,0 +1,8 @@ +intestine,urinary bladder +tongue,urinary bladder +intermediate monocyte,T-reg +classical monocyte,urinary bladder +tongue,T-reg +classical monocyte,T-reg +intermediate monocyte,urinary bladder +intestine,T-reg diff --git a/run/Graphs/CCL20_graph.csv b/run/Graphs/CCL20_graph.csv new file mode 100644 index 00000000..ae7fecf0 --- /dev/null +++ b/run/Graphs/CCL20_graph.csv @@ -0,0 +1,23 @@ +lung,adipose tissue +gallbladder,intestine +lung,T-reg +gallbladder,memory B-cell +MAIT T-cell,T-reg +MAIT T-cell,naive B-cell +gallbladder,MAIT T-cell +lung,MAIT T-cell +MAIT T-cell,adipose tissue +MAIT T-cell,memory CD4 T-cell +lung,intestine +MAIT T-cell,memory B-cell +lung,plasmacytoid DC +gallbladder,T-reg +gallbladder,adipose tissue +MAIT T-cell,plasmacytoid DC +lung,memory B-cell +lung,naive B-cell +lung,memory CD4 T-cell +gallbladder,plasmacytoid DC +gallbladder,naive B-cell +MAIT T-cell,intestine +gallbladder,memory CD4 T-cell diff --git a/run/Graphs/CCL23_graph.csv b/run/Graphs/CCL23_graph.csv new file mode 100644 index 00000000..f552ff83 --- /dev/null +++ b/run/Graphs/CCL23_graph.csv @@ -0,0 +1,3 @@ +eosinophil,placenta +eosinophil,salivary gland +eosinophil,NK-cell diff --git a/run/Graphs/CCL24_graph.csv b/run/Graphs/CCL24_graph.csv new file mode 100644 index 00000000..0b264048 --- /dev/null +++ b/run/Graphs/CCL24_graph.csv @@ -0,0 +1,15 @@ +intestine,basophil +lung,eosinophil +lung,NK-cell +lung,placenta +intermediate monocyte,eosinophil +lung,basophil +lung,salivary gland +intermediate monocyte,salivary gland +intestine,eosinophil +intestine,salivary gland +intermediate monocyte,NK-cell +intestine,NK-cell +intermediate monocyte,placenta +intermediate monocyte,basophil +intestine,placenta diff --git a/run/Graphs/CCL25_graph.csv b/run/Graphs/CCL25_graph.csv new file mode 100644 index 00000000..7257a88b --- /dev/null +++ b/run/Graphs/CCL25_graph.csv @@ -0,0 +1,24 @@ +intestine,basophil +memory B-cell,basophil +memory B-cell,salivary gland +NK-cell,eosinophil +intestine,eosinophil +intestine,T-reg +memory B-cell,placenta +NK-cell,placenta +memory B-cell,naive B-cell +intestine,salivary gland +memory B-cell,T-reg +NK-cell,intestine +NK-cell,naive B-cell +memory B-cell,NK-cell +intestine,NK-cell +NK-cell,salivary gland +intestine,memory B-cell +intestine,naive B-cell +memory B-cell,eosinophil +NK-cell,memory B-cell +NK-cell,T-reg +intestine,placenta +memory B-cell,intestine +NK-cell,basophil diff --git a/run/Graphs/CCL26_graph.csv b/run/Graphs/CCL26_graph.csv new file mode 100644 index 00000000..c28de6b4 --- /dev/null +++ b/run/Graphs/CCL26_graph.csv @@ -0,0 +1,15 @@ +retina,MAIT T-cell +intermediate monocyte,brain +intermediate monocyte,eosinophil +ovary,basophil +ovary,eosinophil +retina,basophil +retina,eosinophil +retina,non-classical monocyte +ovary,MAIT T-cell +ovary,brain +intermediate monocyte,basophil +intermediate monocyte,non-classical monocyte +retina,brain +intermediate monocyte,MAIT T-cell +ovary,non-classical monocyte diff --git a/run/Graphs/CCL27_graph.csv b/run/Graphs/CCL27_graph.csv new file mode 100644 index 00000000..91aaba36 --- /dev/null +++ b/run/Graphs/CCL27_graph.csv @@ -0,0 +1,9 @@ +skin 1,T-reg +T-reg,eosinophil +skin 1,salivary gland +T-reg,placenta +skin 1,eosinophil +skin 1,NK-cell +skin 1,placenta +T-reg,NK-cell +T-reg,salivary gland diff --git a/run/Graphs/CCL28_graph.csv b/run/Graphs/CCL28_graph.csv new file mode 100644 index 00000000..79cb37d8 --- /dev/null +++ b/run/Graphs/CCL28_graph.csv @@ -0,0 +1,5 @@ +salivary gland,NK-cell +salivary gland,placenta +salivary gland,eosinophil +salivary gland,T-reg +salivary gland,basophil diff --git a/run/Graphs/CCL2_graph.csv b/run/Graphs/CCL2_graph.csv new file mode 100644 index 00000000..9ff4ed15 --- /dev/null +++ b/run/Graphs/CCL2_graph.csv @@ -0,0 +1,17 @@ +classical monocyte,eosinophil +classical monocyte,placenta +eosinophil,placenta +classical monocyte,intestine +classical monocyte,NK-cell +eosinophil,salivary gland +classical monocyte,adipose tissue +eosinophil,T-reg +classical monocyte,salivary gland +eosinophil,basophil +eosinophil,MAIT T-cell +classical monocyte,basophil +classical monocyte,MAIT T-cell +eosinophil,NK-cell +eosinophil,intestine +eosinophil,adipose tissue +classical monocyte,T-reg diff --git a/run/Graphs/CCL3L1_graph.csv b/run/Graphs/CCL3L1_graph.csv new file mode 100644 index 00000000..a50e93fb --- /dev/null +++ b/run/Graphs/CCL3L1_graph.csv @@ -0,0 +1,23 @@ +bone marrow,NK-cell +brain,basophil +eosinophil,placenta +bone marrow,placenta +eosinophil,salivary gland +neutrophil,placenta +bone marrow,salivary gland +neutrophil,salivary gland +brain,eosinophil +brain,NK-cell +brain,salivary gland +brain,MAIT T-cell +neutrophil,MAIT T-cell +neutrophil,NK-cell +eosinophil,basophil +bone marrow,basophil +neutrophil,basophil +eosinophil,MAIT T-cell +brain,placenta +eosinophil,NK-cell +bone marrow,eosinophil +bone marrow,MAIT T-cell +neutrophil,eosinophil diff --git a/run/Graphs/CCL3_graph.csv b/run/Graphs/CCL3_graph.csv new file mode 100644 index 00000000..3519e23d --- /dev/null +++ b/run/Graphs/CCL3_graph.csv @@ -0,0 +1,18 @@ +bone marrow,NK-cell +bone marrow,memory B-cell +bone marrow,naive B-cell +bone marrow,placenta +gdT-cell,NK-cell +bone marrow,salivary gland +gdT-cell,memory B-cell +gdT-cell,salivary gland +gdT-cell,basophil +bone marrow,basophil +gdT-cell,MAIT T-cell +bone marrow,eosinophil +bone marrow,MAIT T-cell +bone marrow,T-reg +gdT-cell,eosinophil +gdT-cell,naive B-cell +gdT-cell,T-reg +gdT-cell,placenta diff --git a/run/Graphs/CCL4L2_graph.csv b/run/Graphs/CCL4L2_graph.csv new file mode 100644 index 00000000..435e50d2 --- /dev/null +++ b/run/Graphs/CCL4L2_graph.csv @@ -0,0 +1,23 @@ +bone marrow,NK-cell +eosinophil,placenta +lung,T-reg +lung,eosinophil +bone marrow,placenta +eosinophil,salivary gland +lung,NK-cell +lung,placenta +bone marrow,salivary gland +eosinophil,T-reg +lung,MAIT T-cell +lung,basophil +lung,salivary gland +lung,urinary bladder +eosinophil,basophil +bone marrow,basophil +eosinophil,MAIT T-cell +eosinophil,NK-cell +bone marrow,eosinophil +bone marrow,urinary bladder +bone marrow,MAIT T-cell +bone marrow,T-reg +eosinophil,urinary bladder diff --git a/run/Graphs/CCL4_graph.csv b/run/Graphs/CCL4_graph.csv new file mode 100644 index 00000000..1e4ca713 --- /dev/null +++ b/run/Graphs/CCL4_graph.csv @@ -0,0 +1,39 @@ +lung,T-reg +lung,eosinophil +MAIT T-cell,T-reg +lung,NK-cell +lung,placenta +MAIT T-cell,urinary bladder +naive CD8 T-cell,salivary gland +lung,salivary gland +memory CD8 T-cell,urinary bladder +lung,urinary bladder +naive CD8 T-cell,MAIT T-cell +gdT-cell,salivary gland +gdT-cell,basophil +MAIT T-cell,basophil +MAIT T-cell,eosinophil +memory CD8 T-cell,T-reg +MAIT T-cell,NK-cell +naive CD8 T-cell,basophil +gdT-cell,placenta +memory CD8 T-cell,MAIT T-cell +memory CD8 T-cell,salivary gland +naive CD8 T-cell,eosinophil +MAIT T-cell,placenta +gdT-cell,NK-cell +naive CD8 T-cell,T-reg +lung,MAIT T-cell +lung,basophil +naive CD8 T-cell,placenta +naive CD8 T-cell,urinary bladder +memory CD8 T-cell,placenta +naive CD8 T-cell,NK-cell +memory CD8 T-cell,NK-cell +gdT-cell,urinary bladder +MAIT T-cell,salivary gland +gdT-cell,MAIT T-cell +memory CD8 T-cell,basophil +gdT-cell,eosinophil +gdT-cell,T-reg +memory CD8 T-cell,eosinophil diff --git a/run/Graphs/CCL5_graph.csv b/run/Graphs/CCL5_graph.csv new file mode 100644 index 00000000..b17d2a94 --- /dev/null +++ b/run/Graphs/CCL5_graph.csv @@ -0,0 +1,22 @@ +memory CD8 T-cell,MAIT T-cell +memory CD8 T-cell,plasmacytoid DC +memory CD8 T-cell,salivary gland +gdT-cell,NK-cell +memory CD8 T-cell,brain +memory CD8 T-cell,intestine +memory CD8 T-cell,placenta +gdT-cell,salivary gland +gdT-cell,basophil +memory CD8 T-cell,NK-cell +gdT-cell,MAIT T-cell +memory CD8 T-cell,T-reg +gdT-cell,adipose tissue +gdT-cell,plasmacytoid DC +memory CD8 T-cell,adipose tissue +memory CD8 T-cell,basophil +gdT-cell,brain +gdT-cell,eosinophil +gdT-cell,intestine +gdT-cell,T-reg +gdT-cell,placenta +memory CD8 T-cell,eosinophil diff --git a/run/Graphs/CCL7_graph.csv b/run/Graphs/CCL7_graph.csv new file mode 100644 index 00000000..7cb73a82 --- /dev/null +++ b/run/Graphs/CCL7_graph.csv @@ -0,0 +1,29 @@ +bone marrow,NK-cell +classical monocyte,eosinophil +adipose tissue,NK-cell +bone marrow,placenta +adipose tissue,MAIT T-cell +classical monocyte,salivary gland +bone marrow,adipose tissue +classical monocyte,MAIT T-cell +adipose tissue,T-reg +adipose tissue,salivary gland +adipose tissue,eosinophil +bone marrow,MAIT T-cell +bone marrow,T-reg +classical monocyte,T-reg +classical monocyte,placenta +bone marrow,intestine +classical monocyte,plasmacytoid DC +classical monocyte,intestine +classical monocyte,NK-cell +adipose tissue,plasmacytoid DC +classical monocyte,adipose tissue +bone marrow,salivary gland +adipose tissue,placenta +adipose tissue,intestine +bone marrow,basophil +classical monocyte,basophil +bone marrow,eosinophil +adipose tissue,basophil +bone marrow,plasmacytoid DC diff --git a/run/Graphs/CCL8_graph.csv b/run/Graphs/CCL8_graph.csv new file mode 100644 index 00000000..c38b7ed2 --- /dev/null +++ b/run/Graphs/CCL8_graph.csv @@ -0,0 +1,15 @@ +classical monocyte,eosinophil +classical monocyte,placenta +placenta,MAIT T-cell +classical monocyte,intestine +classical monocyte,NK-cell +placenta,eosinophil +placenta,salivary gland +classical monocyte,adipose tissue +placenta,intestine +classical monocyte,salivary gland +placenta,adipose tissue +placenta,basophil +classical monocyte,basophil +classical monocyte,MAIT T-cell +placenta,NK-cell diff --git a/run/Graphs/CD40LG_graph.csv b/run/Graphs/CD40LG_graph.csv new file mode 100644 index 00000000..cb8892e3 --- /dev/null +++ b/run/Graphs/CD40LG_graph.csv @@ -0,0 +1,10 @@ +naive CD4 T-cell,naive B-cell +MAIT T-cell,naive B-cell +memory CD4 T-cell,memory B-cell +memory CD4 T-cell,naive B-cell +naive CD4 T-cell,memory B-cell +intestine,memory B-cell +intestine,naive B-cell +MAIT T-cell,memory B-cell +gdT-cell,memory B-cell +gdT-cell,naive B-cell diff --git a/run/Graphs/CD70_graph.csv b/run/Graphs/CD70_graph.csv new file mode 100644 index 00000000..90defeb2 --- /dev/null +++ b/run/Graphs/CD70_graph.csv @@ -0,0 +1 @@ +memory B-cell,T-reg diff --git a/run/Graphs/CKLF_graph.csv b/run/Graphs/CKLF_graph.csv new file mode 100644 index 00000000..e55cdeca --- /dev/null +++ b/run/Graphs/CKLF_graph.csv @@ -0,0 +1 @@ +neutrophil,T-reg diff --git a/run/Graphs/CSF1_graph.csv b/run/Graphs/CSF1_graph.csv new file mode 100644 index 00000000..f585ea9f --- /dev/null +++ b/run/Graphs/CSF1_graph.csv @@ -0,0 +1,4 @@ +basophil,non-classical monocyte +eosinophil,non-classical monocyte +basophil,intermediate monocyte +eosinophil,intermediate monocyte diff --git a/run/Graphs/CSF2_graph.csv b/run/Graphs/CSF2_graph.csv new file mode 100644 index 00000000..f5850492 --- /dev/null +++ b/run/Graphs/CSF2_graph.csv @@ -0,0 +1,33 @@ +lung,eosinophil +lung,liver +lung,placenta +NK-cell,plasmacytoid DC +NK-cell,neutrophil +NK-cell,classical monocyte +pancreas,myeloid DC +pancreas,basophil +NK-cell,placenta +NK-cell,myeloid DC +pancreas,classical monocyte +NK-cell,basophil +lung,intermediate monocyte +pancreas,intermediate monocyte +lung,myeloid DC +NK-cell,liver +pancreas,plasmacytoid DC +lung,basophil +lung,plasmacytoid DC +NK-cell,eosinophil +lung,thyroid gland +NK-cell,intermediate monocyte +pancreas,eosinophil +pancreas,placenta +NK-cell,thyroid gland +pancreas,thyroid gland +lung,breast +pancreas,liver +lung,classical monocyte +NK-cell,breast +pancreas,neutrophil +lung,neutrophil +pancreas,breast diff --git a/run/Graphs/CSF3_graph.csv b/run/Graphs/CSF3_graph.csv new file mode 100644 index 00000000..c88f5c11 --- /dev/null +++ b/run/Graphs/CSF3_graph.csv @@ -0,0 +1,3 @@ +lung,placenta +lung,bone marrow +lung,neutrophil diff --git a/run/Graphs/CXCL10_graph.csv b/run/Graphs/CXCL10_graph.csv new file mode 100644 index 00000000..f844cd01 --- /dev/null +++ b/run/Graphs/CXCL10_graph.csv @@ -0,0 +1,15 @@ +classical monocyte,eosinophil +classical monocyte,plasmacytoid DC +lung,eosinophil +non-classical monocyte,eosinophil +intermediate monocyte,plasmacytoid DC +intermediate monocyte,eosinophil +non-classical monocyte,plasmacytoid DC +lung,basophil +prostate,basophil +lung,plasmacytoid DC +prostate,eosinophil +non-classical monocyte,basophil +prostate,plasmacytoid DC +classical monocyte,basophil +intermediate monocyte,basophil diff --git a/run/Graphs/CXCL11_graph.csv b/run/Graphs/CXCL11_graph.csv new file mode 100644 index 00000000..4fce9cf8 --- /dev/null +++ b/run/Graphs/CXCL11_graph.csv @@ -0,0 +1,8 @@ +classical monocyte,eosinophil +thyroid gland,adipose tissue +classical monocyte,plasmacytoid DC +thyroid gland,basophil +classical monocyte,adipose tissue +classical monocyte,basophil +thyroid gland,eosinophil +thyroid gland,plasmacytoid DC diff --git a/run/Graphs/CXCL12_graph.csv b/run/Graphs/CXCL12_graph.csv new file mode 100644 index 00000000..10ea9e8e --- /dev/null +++ b/run/Graphs/CXCL12_graph.csv @@ -0,0 +1,8 @@ +intermediate monocyte,myeloid DC +intermediate monocyte,classical monocyte +intermediate monocyte,naive CD4 T-cell +intermediate monocyte,plasmacytoid DC +intermediate monocyte,memory CD4 T-cell +intermediate monocyte,bone marrow +intermediate monocyte,non-classical monocyte +intermediate monocyte,T-reg diff --git a/run/Graphs/CXCL13_graph.csv b/run/Graphs/CXCL13_graph.csv new file mode 100644 index 00000000..ab0e9359 --- /dev/null +++ b/run/Graphs/CXCL13_graph.csv @@ -0,0 +1,7 @@ +memory CD8 T-cell,plasmacytoid DC +memory CD8 T-cell,salivary gland +memory CD8 T-cell,T-reg +memory CD8 T-cell,intestine +memory CD8 T-cell,basophil +memory CD8 T-cell,memory B-cell +memory CD8 T-cell,naive B-cell diff --git a/run/Graphs/CXCL14_graph.csv b/run/Graphs/CXCL14_graph.csv new file mode 100644 index 00000000..2463911f --- /dev/null +++ b/run/Graphs/CXCL14_graph.csv @@ -0,0 +1,2 @@ +myeloid DC,bone marrow +skin 1,bone marrow diff --git a/run/Graphs/CXCL1_graph.csv b/run/Graphs/CXCL1_graph.csv new file mode 100644 index 00000000..b7439a49 --- /dev/null +++ b/run/Graphs/CXCL1_graph.csv @@ -0,0 +1 @@ +neutrophil,adipose tissue diff --git a/run/Graphs/CXCL2_graph.csv b/run/Graphs/CXCL2_graph.csv new file mode 100644 index 00000000..0397f926 --- /dev/null +++ b/run/Graphs/CXCL2_graph.csv @@ -0,0 +1,9 @@ +intermediate monocyte,myeloid DC +non-classical monocyte,neutrophil +non-classical monocyte,adipose tissue +liver,neutrophil +liver,adipose tissue +non-classical monocyte,myeloid DC +intermediate monocyte,neutrophil +liver,myeloid DC +intermediate monocyte,adipose tissue diff --git a/run/Graphs/CXCL3_graph.csv b/run/Graphs/CXCL3_graph.csv new file mode 100644 index 00000000..3bad9d5d --- /dev/null +++ b/run/Graphs/CXCL3_graph.csv @@ -0,0 +1,2 @@ +non-classical monocyte,neutrophil +lung,neutrophil diff --git a/run/Graphs/CXCL5_graph.csv b/run/Graphs/CXCL5_graph.csv new file mode 100644 index 00000000..72129e7a --- /dev/null +++ b/run/Graphs/CXCL5_graph.csv @@ -0,0 +1,5 @@ +lung,adipose tissue +neutrophil,adipose tissue +salivary gland,adipose tissue +salivary gland,neutrophil +lung,neutrophil diff --git a/run/Graphs/CXCL6_graph.csv b/run/Graphs/CXCL6_graph.csv new file mode 100644 index 00000000..b7439a49 --- /dev/null +++ b/run/Graphs/CXCL6_graph.csv @@ -0,0 +1 @@ +neutrophil,adipose tissue diff --git a/run/Graphs/CXCL8_graph.csv b/run/Graphs/CXCL8_graph.csv new file mode 100644 index 00000000..d50d20aa --- /dev/null +++ b/run/Graphs/CXCL8_graph.csv @@ -0,0 +1,11 @@ +bone marrow,adipose tissue +lung,adipose tissue +neutrophil,adipose tissue +lung,liver +bone marrow,neutrophil +bone marrow,liver +bone marrow,thyroid gland +neutrophil,thyroid gland +neutrophil,liver +lung,thyroid gland +lung,neutrophil diff --git a/run/Graphs/CXCL9_graph.csv b/run/Graphs/CXCL9_graph.csv new file mode 100644 index 00000000..50198a20 --- /dev/null +++ b/run/Graphs/CXCL9_graph.csv @@ -0,0 +1,9 @@ +non-classical monocyte,eosinophil +intermediate monocyte,plasmacytoid DC +thyroid gland,basophil +thyroid gland,eosinophil +intermediate monocyte,basophil +intermediate monocyte,eosinophil +non-classical monocyte,plasmacytoid DC +thyroid gland,plasmacytoid DC +non-classical monocyte,basophil diff --git a/run/Graphs/EGF_graph.csv b/run/Graphs/EGF_graph.csv new file mode 100644 index 00000000..1966c910 --- /dev/null +++ b/run/Graphs/EGF_graph.csv @@ -0,0 +1,16 @@ +pancreas,NK-cell +kidney,gdT-cell +pancreas,esophagus +neutrophil,esophagus +skeletal muscle,NK-cell +kidney,plasmacytoid DC +pancreas,plasmacytoid DC +skeletal muscle,gdT-cell +neutrophil,gdT-cell +kidney,NK-cell +neutrophil,NK-cell +skeletal muscle,plasmacytoid DC +neutrophil,plasmacytoid DC +kidney,esophagus +pancreas,gdT-cell +skeletal muscle,esophagus diff --git a/run/Graphs/EPO_graph.csv b/run/Graphs/EPO_graph.csv new file mode 100644 index 00000000..ad29c6aa --- /dev/null +++ b/run/Graphs/EPO_graph.csv @@ -0,0 +1,6 @@ +endometrium 1,classical monocyte +non-classical monocyte,neutrophil +liver,neutrophil +endometrium 1,neutrophil +non-classical monocyte,classical monocyte +liver,classical monocyte diff --git a/run/Graphs/FASLG_graph.csv b/run/Graphs/FASLG_graph.csv new file mode 100644 index 00000000..c5c4ea2c --- /dev/null +++ b/run/Graphs/FASLG_graph.csv @@ -0,0 +1 @@ +gdT-cell,neutrophil diff --git a/run/Graphs/FLT3LG_graph.csv b/run/Graphs/FLT3LG_graph.csv new file mode 100644 index 00000000..169e998e --- /dev/null +++ b/run/Graphs/FLT3LG_graph.csv @@ -0,0 +1,21 @@ +memory CD8 T-cell,plasmacytoid DC +memory CD4 T-cell,brain +naive CD4 T-cell,myeloid DC +naive CD8 T-cell,brain +memory CD8 T-cell,brain +MAIT T-cell,myeloid DC +memory CD4 T-cell,myeloid DC +naive CD8 T-cell,myeloid DC +T-reg,plasmacytoid DC +MAIT T-cell,brain +memory CD4 T-cell,plasmacytoid DC +T-reg,brain +MAIT T-cell,plasmacytoid DC +naive CD8 T-cell,plasmacytoid DC +gdT-cell,plasmacytoid DC +naive CD4 T-cell,brain +naive CD4 T-cell,plasmacytoid DC +T-reg,myeloid DC +gdT-cell,brain +gdT-cell,myeloid DC +memory CD8 T-cell,myeloid DC diff --git a/run/Graphs/GDF15_graph.csv b/run/Graphs/GDF15_graph.csv new file mode 100644 index 00000000..094bf4bb --- /dev/null +++ b/run/Graphs/GDF15_graph.csv @@ -0,0 +1,5 @@ +neutrophil,adipose tissue +placenta,liver +neutrophil,liver +placenta,neutrophil +placenta,adipose tissue diff --git a/run/Graphs/HGF_graph.csv b/run/Graphs/HGF_graph.csv new file mode 100644 index 00000000..fefecec5 --- /dev/null +++ b/run/Graphs/HGF_graph.csv @@ -0,0 +1,22 @@ +basophil,thyroid gland +placenta,liver +placenta,MAIT T-cell +basophil,gallbladder +placenta,gallbladder +basophil,skin 1 +placenta,intestine +placenta,esophagus +basophil,neutrophil +placenta,skin 1 +basophil,MAIT T-cell +placenta,plasmacytoid DC +basophil,pancreas +basophil,intestine +basophil,NK-cell +basophil,plasmacytoid DC +basophil,liver +placenta,thyroid gland +placenta,neutrophil +placenta,pancreas +basophil,esophagus +placenta,NK-cell diff --git a/run/Graphs/IFNA13_graph.csv b/run/Graphs/IFNA13_graph.csv new file mode 100644 index 00000000..8eb4ee09 --- /dev/null +++ b/run/Graphs/IFNA13_graph.csv @@ -0,0 +1,2 @@ +brain,memory B-cell +brain,naive B-cell diff --git a/run/Graphs/IFNA1_graph.csv b/run/Graphs/IFNA1_graph.csv new file mode 100644 index 00000000..617fc127 --- /dev/null +++ b/run/Graphs/IFNA1_graph.csv @@ -0,0 +1,4 @@ +brain,memory B-cell +urinary bladder,memory B-cell +urinary bladder,naive B-cell +brain,naive B-cell diff --git a/run/Graphs/IFNG_graph.csv b/run/Graphs/IFNG_graph.csv new file mode 100644 index 00000000..b782af70 --- /dev/null +++ b/run/Graphs/IFNG_graph.csv @@ -0,0 +1,6 @@ +memory CD4 T-cell,neutrophil +naive CD8 T-cell,neutrophil +gdT-cell,neutrophil +bone marrow,neutrophil +memory CD8 T-cell,neutrophil +lung,neutrophil diff --git a/run/Graphs/IFNL1_graph.csv b/run/Graphs/IFNL1_graph.csv new file mode 100644 index 00000000..0b720820 --- /dev/null +++ b/run/Graphs/IFNL1_graph.csv @@ -0,0 +1,7 @@ +memory CD8 T-cell,plasmacytoid DC +MAIT T-cell,plasmacytoid DC +naive CD8 T-cell,plasmacytoid DC +gdT-cell,plasmacytoid DC +myeloid DC,plasmacytoid DC +NK-cell,plasmacytoid DC +memory CD4 T-cell,plasmacytoid DC diff --git a/run/Graphs/IFNL2_graph.csv b/run/Graphs/IFNL2_graph.csv new file mode 100644 index 00000000..b9539ecf --- /dev/null +++ b/run/Graphs/IFNL2_graph.csv @@ -0,0 +1,2 @@ +pancreas,plasmacytoid DC +testis,plasmacytoid DC diff --git a/run/Graphs/IFNL3_graph.csv b/run/Graphs/IFNL3_graph.csv new file mode 100644 index 00000000..0a74b661 --- /dev/null +++ b/run/Graphs/IFNL3_graph.csv @@ -0,0 +1,4 @@ +salivary gland,plasmacytoid DC +brain,plasmacytoid DC +skin 1,plasmacytoid DC +testis,plasmacytoid DC diff --git a/run/Graphs/IL11_graph.csv b/run/Graphs/IL11_graph.csv new file mode 100644 index 00000000..b8fbe774 --- /dev/null +++ b/run/Graphs/IL11_graph.csv @@ -0,0 +1,2 @@ +brain,naive CD4 T-cell +neutrophil,naive CD4 T-cell diff --git a/run/Graphs/IL12A_graph.csv b/run/Graphs/IL12A_graph.csv new file mode 100644 index 00000000..10bbf361 --- /dev/null +++ b/run/Graphs/IL12A_graph.csv @@ -0,0 +1,6 @@ +naive B-cell,T-reg +esophagus,NK-cell +naive B-cell,pancreas +esophagus,pancreas +esophagus,T-reg +naive B-cell,NK-cell diff --git a/run/Graphs/IL12B_graph.csv b/run/Graphs/IL12B_graph.csv new file mode 100644 index 00000000..d1cc204d --- /dev/null +++ b/run/Graphs/IL12B_graph.csv @@ -0,0 +1,3 @@ +neutrophil,MAIT T-cell +neutrophil,NK-cell +neutrophil,pancreas diff --git a/run/Graphs/IL13_graph.csv b/run/Graphs/IL13_graph.csv new file mode 100644 index 00000000..f7e83c19 --- /dev/null +++ b/run/Graphs/IL13_graph.csv @@ -0,0 +1,4 @@ +testis,eosinophil +testis,classical monocyte +testis,myeloid DC +testis,neutrophil diff --git a/run/Graphs/IL17A_graph.csv b/run/Graphs/IL17A_graph.csv new file mode 100644 index 00000000..4e9f7e7e --- /dev/null +++ b/run/Graphs/IL17A_graph.csv @@ -0,0 +1,6 @@ +tongue,neutrophil +urinary bladder,myeloid DC +tongue,myeloid DC +urinary bladder,neutrophil +tongue,classical monocyte +urinary bladder,classical monocyte diff --git a/run/Graphs/IL17F_graph.csv b/run/Graphs/IL17F_graph.csv new file mode 100644 index 00000000..b20dee9b --- /dev/null +++ b/run/Graphs/IL17F_graph.csv @@ -0,0 +1,4 @@ +esophagus,classical monocyte +urinary bladder,myeloid DC +esophagus,myeloid DC +urinary bladder,classical monocyte diff --git a/run/Graphs/IL18_graph.csv b/run/Graphs/IL18_graph.csv new file mode 100644 index 00000000..e91d3992 --- /dev/null +++ b/run/Graphs/IL18_graph.csv @@ -0,0 +1,14 @@ +esophagus,brain +skin 1,lung +skin 1,brain +myeloid DC,skin 1 +skin 1,bone marrow +esophagus,bone marrow +myeloid DC,lung +esophagus,skin 1 +esophagus,lung +esophagus,NK-cell +myeloid DC,bone marrow +skin 1,NK-cell +myeloid DC,brain +myeloid DC,NK-cell diff --git a/run/Graphs/IL19_graph.csv b/run/Graphs/IL19_graph.csv new file mode 100644 index 00000000..6f5f605f --- /dev/null +++ b/run/Graphs/IL19_graph.csv @@ -0,0 +1,8 @@ +esophagus,skin 1 +salivary gland,esophagus +basophil,memory CD4 T-cell +basophil,skin 1 +salivary gland,memory CD4 T-cell +esophagus,memory CD4 T-cell +basophil,esophagus +salivary gland,skin 1 diff --git a/run/Graphs/IL1A_graph.csv b/run/Graphs/IL1A_graph.csv new file mode 100644 index 00000000..9b7d7cc6 --- /dev/null +++ b/run/Graphs/IL1A_graph.csv @@ -0,0 +1,2 @@ +tongue,neutrophil +esophagus,neutrophil diff --git a/run/Graphs/IL1B_graph.csv b/run/Graphs/IL1B_graph.csv new file mode 100644 index 00000000..b98648a6 --- /dev/null +++ b/run/Graphs/IL1B_graph.csv @@ -0,0 +1 @@ +bone marrow,neutrophil diff --git a/run/Graphs/IL1F10_graph.csv b/run/Graphs/IL1F10_graph.csv new file mode 100644 index 00000000..992a662a --- /dev/null +++ b/run/Graphs/IL1F10_graph.csv @@ -0,0 +1,2 @@ +skin 1,liver +skin 1,brain diff --git a/run/Graphs/IL1RN_graph.csv b/run/Graphs/IL1RN_graph.csv new file mode 100644 index 00000000..add78d86 --- /dev/null +++ b/run/Graphs/IL1RN_graph.csv @@ -0,0 +1,4 @@ +tongue,neutrophil +classical monocyte,neutrophil +esophagus,neutrophil +myeloid DC,neutrophil diff --git a/run/Graphs/IL20_graph.csv b/run/Graphs/IL20_graph.csv new file mode 100644 index 00000000..f7ea80f1 --- /dev/null +++ b/run/Graphs/IL20_graph.csv @@ -0,0 +1,4 @@ +seminal vesicle,pancreas +seminal vesicle,memory CD4 T-cell +seminal vesicle,esophagus +seminal vesicle,skin 1 diff --git a/run/Graphs/IL22_graph.csv b/run/Graphs/IL22_graph.csv new file mode 100644 index 00000000..d0d49a10 --- /dev/null +++ b/run/Graphs/IL22_graph.csv @@ -0,0 +1,3 @@ +urinary bladder,pancreas +urinary bladder,skin 1 +urinary bladder,memory CD4 T-cell diff --git a/run/Graphs/IL23A_graph.csv b/run/Graphs/IL23A_graph.csv new file mode 100644 index 00000000..f147a0b6 --- /dev/null +++ b/run/Graphs/IL23A_graph.csv @@ -0,0 +1,8 @@ +memory CD8 T-cell,MAIT T-cell +memory B-cell,MAIT T-cell +testis,MAIT T-cell +T-reg,MAIT T-cell +naive CD8 T-cell,MAIT T-cell +memory CD4 T-cell,MAIT T-cell +naive B-cell,MAIT T-cell +naive CD4 T-cell,MAIT T-cell diff --git a/run/Graphs/IL26_graph.csv b/run/Graphs/IL26_graph.csv new file mode 100644 index 00000000..8063717a --- /dev/null +++ b/run/Graphs/IL26_graph.csv @@ -0,0 +1,11 @@ +T-reg,memory CD4 T-cell +T-reg,skin 1 +memory CD8 T-cell,skin 1 +MAIT T-cell,skin 1 +memory CD8 T-cell,memory CD4 T-cell +MAIT T-cell,memory CD4 T-cell +memory CD4 T-cell,skin 1 +urinary bladder,skin 1 +urinary bladder,memory CD4 T-cell +tongue,memory CD4 T-cell +tongue,skin 1 diff --git a/run/Graphs/IL2_graph.csv b/run/Graphs/IL2_graph.csv new file mode 100644 index 00000000..c167b513 --- /dev/null +++ b/run/Graphs/IL2_graph.csv @@ -0,0 +1,14 @@ +intestine,basophil +memory CD4 T-cell,basophil +memory CD4 T-cell,adipose tissue +intestine,T-reg +memory CD4 T-cell,plasmacytoid DC +memory CD4 T-cell,NK-cell +memory CD4 T-cell,gdT-cell +intestine,NK-cell +intestine,plasmacytoid DC +memory CD4 T-cell,placenta +intestine,adipose tissue +intestine,gdT-cell +memory CD4 T-cell,T-reg +intestine,placenta diff --git a/run/Graphs/IL31_graph.csv b/run/Graphs/IL31_graph.csv new file mode 100644 index 00000000..00484cc7 --- /dev/null +++ b/run/Graphs/IL31_graph.csv @@ -0,0 +1,4 @@ +testis,tongue +testis,brain +testis,classical monocyte +testis,myeloid DC diff --git a/run/Graphs/IL34_graph.csv b/run/Graphs/IL34_graph.csv new file mode 100644 index 00000000..94604c9d --- /dev/null +++ b/run/Graphs/IL34_graph.csv @@ -0,0 +1,4 @@ +eosinophil,non-classical monocyte +skin 1,intermediate monocyte +eosinophil,intermediate monocyte +skin 1,non-classical monocyte diff --git a/run/Graphs/IL36RN_graph.csv b/run/Graphs/IL36RN_graph.csv new file mode 100644 index 00000000..ab6f67b0 --- /dev/null +++ b/run/Graphs/IL36RN_graph.csv @@ -0,0 +1 @@ +tongue,skin 1 diff --git a/run/Graphs/IL37_graph.csv b/run/Graphs/IL37_graph.csv new file mode 100644 index 00000000..633a51b1 --- /dev/null +++ b/run/Graphs/IL37_graph.csv @@ -0,0 +1,5 @@ +skin 1,lung +skin 1,NK-cell +skin 1,brain +NK-cell,brain +NK-cell,lung diff --git a/run/Graphs/IL3_graph.csv b/run/Graphs/IL3_graph.csv new file mode 100644 index 00000000..528ee8a0 --- /dev/null +++ b/run/Graphs/IL3_graph.csv @@ -0,0 +1,5 @@ +bone marrow,basophil +bone marrow,placenta +bone marrow,breast +bone marrow,neutrophil +bone marrow,plasmacytoid DC diff --git a/run/Graphs/IL4_graph.csv b/run/Graphs/IL4_graph.csv new file mode 100644 index 00000000..b74a26f9 --- /dev/null +++ b/run/Graphs/IL4_graph.csv @@ -0,0 +1,6 @@ +basophil,classical monocyte +basophil,eosinophil +basophil,myeloid DC +basophil,testis +basophil,neutrophil +basophil,naive B-cell diff --git a/run/Graphs/IL5_graph.csv b/run/Graphs/IL5_graph.csv new file mode 100644 index 00000000..e4d9ed42 --- /dev/null +++ b/run/Graphs/IL5_graph.csv @@ -0,0 +1,8 @@ +memory B-cell,placenta +memory B-cell,basophil +testis,eosinophil +testis,basophil +memory B-cell,neutrophil +testis,placenta +memory B-cell,eosinophil +testis,neutrophil diff --git a/run/Graphs/IL6_graph.csv b/run/Graphs/IL6_graph.csv new file mode 100644 index 00000000..5b7cbd3d --- /dev/null +++ b/run/Graphs/IL6_graph.csv @@ -0,0 +1,9 @@ +naive B-cell,skeletal muscle +adipose tissue,naive CD4 T-cell +naive B-cell,naive CD4 T-cell +adipose tissue,skeletal muscle +memory B-cell,neutrophil +naive B-cell,neutrophil +adipose tissue,neutrophil +memory B-cell,skeletal muscle +memory B-cell,naive CD4 T-cell diff --git a/run/Graphs/IL7_graph.csv b/run/Graphs/IL7_graph.csv new file mode 100644 index 00000000..51920835 --- /dev/null +++ b/run/Graphs/IL7_graph.csv @@ -0,0 +1,17 @@ +intestine,memory CD8 T-cell +intestine,naive CD4 T-cell +memory B-cell,MAIT T-cell +memory B-cell,memory CD4 T-cell +intestine,MAIT T-cell +intestine,naive CD8 T-cell +memory B-cell,naive CD8 T-cell +memory B-cell,naive CD4 T-cell +memory B-cell,NK-cell +intestine,NK-cell +memory B-cell,memory CD8 T-cell +intestine,gdT-cell +memory B-cell,gdT-cell +intestine,lung +memory B-cell,lung +intestine,memory CD4 T-cell +memory B-cell,intestine diff --git a/run/Graphs/IL9_graph.csv b/run/Graphs/IL9_graph.csv new file mode 100644 index 00000000..c36d7c01 --- /dev/null +++ b/run/Graphs/IL9_graph.csv @@ -0,0 +1,4 @@ +skin 1,eosinophil +brain,eosinophil +skin 1,urinary bladder +brain,urinary bladder diff --git a/run/Graphs/LIF_graph.csv b/run/Graphs/LIF_graph.csv new file mode 100644 index 00000000..1c4801d5 --- /dev/null +++ b/run/Graphs/LIF_graph.csv @@ -0,0 +1,2 @@ +gallbladder,naive CD4 T-cell +NK-cell,naive CD4 T-cell diff --git a/run/Graphs/OSM_graph.csv b/run/Graphs/OSM_graph.csv new file mode 100644 index 00000000..2977f29a --- /dev/null +++ b/run/Graphs/OSM_graph.csv @@ -0,0 +1,3 @@ +neutrophil,naive CD4 T-cell +bone marrow,naive CD4 T-cell +basophil,naive CD4 T-cell diff --git a/run/Graphs/PDGFA_graph.csv b/run/Graphs/PDGFA_graph.csv new file mode 100644 index 00000000..6fd8e4b6 --- /dev/null +++ b/run/Graphs/PDGFA_graph.csv @@ -0,0 +1,3 @@ +skeletal muscle,gdT-cell +skeletal muscle,ovary +skeletal muscle,non-classical monocyte diff --git a/run/Graphs/PDGFB_graph.csv b/run/Graphs/PDGFB_graph.csv new file mode 100644 index 00000000..aeedbbf2 --- /dev/null +++ b/run/Graphs/PDGFB_graph.csv @@ -0,0 +1,6 @@ +MAIT T-cell,intermediate monocyte +MAIT T-cell,ovary +MAIT T-cell,gdT-cell +MAIT T-cell,myeloid DC +MAIT T-cell,non-classical monocyte +MAIT T-cell,classical monocyte diff --git a/run/Graphs/PF4_graph.csv b/run/Graphs/PF4_graph.csv new file mode 100644 index 00000000..0e8380f1 --- /dev/null +++ b/run/Graphs/PF4_graph.csv @@ -0,0 +1,26 @@ +basophil,thyroid gland +neutrophil,adipose tissue +bone marrow,placenta +neutrophil,placenta +bone marrow,adipose tissue +neutrophil,basophil +heart muscle,thyroid gland +heart muscle,placenta +bone marrow,neutrophil +heart muscle,liver +bone marrow,thyroid gland +neutrophil,thyroid gland +neutrophil,liver +basophil,neutrophil +heart muscle,neutrophil +basophil,adipose tissue +bone marrow,basophil +heart muscle,basophil +basophil,placenta +heart muscle,adipose tissue +basophil,plasmacytoid DC +basophil,liver +neutrophil,plasmacytoid DC +heart muscle,plasmacytoid DC +bone marrow,liver +bone marrow,plasmacytoid DC diff --git a/run/Graphs/PPBP_graph.csv b/run/Graphs/PPBP_graph.csv new file mode 100644 index 00000000..5209b64a --- /dev/null +++ b/run/Graphs/PPBP_graph.csv @@ -0,0 +1,5 @@ +bone marrow,adipose tissue +neutrophil,adipose tissue +bone marrow,neutrophil +basophil,neutrophil +basophil,adipose tissue diff --git a/run/Graphs/SPP1_graph.csv b/run/Graphs/SPP1_graph.csv new file mode 100644 index 00000000..17f5af88 --- /dev/null +++ b/run/Graphs/SPP1_graph.csv @@ -0,0 +1,15 @@ +kidney,basophil +kidney,gdT-cell +gallbladder,gdT-cell +neutrophil,gdT-cell +neutrophil,thyroid gland +gallbladder,basophil +kidney,neutrophil +placenta,basophil +gallbladder,thyroid gland +neutrophil,basophil +kidney,thyroid gland +placenta,gdT-cell +gallbladder,neutrophil +placenta,thyroid gland +placenta,neutrophil diff --git a/run/Graphs/TGFA_graph.csv b/run/Graphs/TGFA_graph.csv new file mode 100644 index 00000000..89fcf4c5 --- /dev/null +++ b/run/Graphs/TGFA_graph.csv @@ -0,0 +1,3 @@ +basophil,gdT-cell +neutrophil,gdT-cell +eosinophil,gdT-cell diff --git a/run/Graphs/TGFB1_graph.csv b/run/Graphs/TGFB1_graph.csv new file mode 100644 index 00000000..1d4e7dd4 --- /dev/null +++ b/run/Graphs/TGFB1_graph.csv @@ -0,0 +1,9 @@ +eosinophil,basophil +eosinophil,myeloid DC +eosinophil,neutrophil +eosinophil,lung +eosinophil,liver +eosinophil,thyroid gland +eosinophil,bone marrow +eosinophil,classical monocyte +eosinophil,kidney diff --git a/run/Graphs/TGFB3_graph.csv b/run/Graphs/TGFB3_graph.csv new file mode 100644 index 00000000..1920be81 --- /dev/null +++ b/run/Graphs/TGFB3_graph.csv @@ -0,0 +1,9 @@ +naive CD4 T-cell,myeloid DC +naive CD4 T-cell,gdT-cell +naive CD4 T-cell,lung +naive CD4 T-cell,classical monocyte +naive CD4 T-cell,naive CD8 T-cell +naive CD4 T-cell,MAIT T-cell +naive CD4 T-cell,memory CD4 T-cell +naive CD4 T-cell,memory CD8 T-cell +naive CD4 T-cell,NK-cell diff --git a/run/Graphs/THPO_graph.csv b/run/Graphs/THPO_graph.csv new file mode 100644 index 00000000..eff079b0 --- /dev/null +++ b/run/Graphs/THPO_graph.csv @@ -0,0 +1 @@ +liver,neutrophil diff --git a/run/Graphs/TMPRSS13_graph.csv b/run/Graphs/TMPRSS13_graph.csv new file mode 100644 index 00000000..f08b55c6 --- /dev/null +++ b/run/Graphs/TMPRSS13_graph.csv @@ -0,0 +1,11 @@ +salivary gland,intestine +placenta,MAIT T-cell +placenta,gallbladder +salivary gland,gallbladder +placenta,intestine +skin 1,MAIT T-cell +placenta,skin 1 +salivary gland,MAIT T-cell +salivary gland,skin 1 +skin 1,gallbladder +skin 1,intestine diff --git a/run/Graphs/TNFSF10_graph.csv b/run/Graphs/TNFSF10_graph.csv new file mode 100644 index 00000000..e860dfc8 --- /dev/null +++ b/run/Graphs/TNFSF10_graph.csv @@ -0,0 +1,11 @@ +non-classical monocyte,neutrophil +kidney,naive CD4 T-cell +classical monocyte,neutrophil +intermediate monocyte,naive CD4 T-cell +classical monocyte,naive CD4 T-cell +neutrophil,naive CD4 T-cell +intermediate monocyte,neutrophil +basophil,neutrophil +non-classical monocyte,naive CD4 T-cell +basophil,naive CD4 T-cell +kidney,neutrophil diff --git a/run/Graphs/TNFSF11_graph.csv b/run/Graphs/TNFSF11_graph.csv new file mode 100644 index 00000000..e1584941 --- /dev/null +++ b/run/Graphs/TNFSF11_graph.csv @@ -0,0 +1,6 @@ +NK-cell,intestine +NK-cell,thyroid gland +NK-cell,salivary gland +NK-cell,gallbladder +NK-cell,plasmacytoid DC +NK-cell,kidney diff --git a/run/Graphs/TNFSF13B_graph.csv b/run/Graphs/TNFSF13B_graph.csv new file mode 100644 index 00000000..2268d724 --- /dev/null +++ b/run/Graphs/TNFSF13B_graph.csv @@ -0,0 +1,5 @@ +neutrophil,naive B-cell +neutrophil,skeletal muscle +neutrophil,plasmacytoid DC +neutrophil,memory B-cell +neutrophil,intestine diff --git a/run/Graphs/TNFSF13_graph.csv b/run/Graphs/TNFSF13_graph.csv new file mode 100644 index 00000000..29b738e2 --- /dev/null +++ b/run/Graphs/TNFSF13_graph.csv @@ -0,0 +1,49 @@ +plasmacytoid DC,memory B-cell +eosinophil,liver +intermediate monocyte,memory B-cell +classical monocyte,thyroid gland +myeloid DC,memory B-cell +intermediate monocyte,skeletal muscle +non-classical monocyte,memory B-cell +plasmacytoid DC,skeletal muscle +salivary gland,liver +plasmacytoid DC,liver +classical monocyte,naive B-cell +classical monocyte,intestine +classical monocyte,liver +intermediate monocyte,intestine +non-classical monocyte,skeletal muscle +salivary gland,neutrophil +classical monocyte,memory B-cell +classical monocyte,skeletal muscle +salivary gland,naive B-cell +plasmacytoid DC,neutrophil +salivary gland,memory B-cell +myeloid DC,thyroid gland +non-classical monocyte,naive B-cell +non-classical monocyte,thyroid gland +non-classical monocyte,liver +salivary gland,skeletal muscle +non-classical monocyte,intestine +eosinophil,thyroid gland +eosinophil,naive B-cell +intermediate monocyte,liver +intermediate monocyte,naive B-cell +plasmacytoid DC,intestine +salivary gland,intestine +non-classical monocyte,neutrophil +classical monocyte,neutrophil +eosinophil,skeletal muscle +myeloid DC,intestine +plasmacytoid DC,thyroid gland +intermediate monocyte,thyroid gland +salivary gland,thyroid gland +eosinophil,neutrophil +myeloid DC,naive B-cell +intermediate monocyte,neutrophil +plasmacytoid DC,naive B-cell +myeloid DC,liver +myeloid DC,neutrophil +eosinophil,intestine +myeloid DC,skeletal muscle +eosinophil,memory B-cell diff --git a/run/Graphs/TNFSF14_graph.csv b/run/Graphs/TNFSF14_graph.csv new file mode 100644 index 00000000..0b522c7e --- /dev/null +++ b/run/Graphs/TNFSF14_graph.csv @@ -0,0 +1,9 @@ +neutrophil,intermediate monocyte +neutrophil,non-classical monocyte +liver,neutrophil +liver,classical monocyte +liver,intermediate monocyte +liver,non-classical monocyte +liver,myeloid DC +neutrophil,myeloid DC +neutrophil,classical monocyte diff --git a/run/Graphs/TNFSF18_graph.csv b/run/Graphs/TNFSF18_graph.csv new file mode 100644 index 00000000..8fcc7551 --- /dev/null +++ b/run/Graphs/TNFSF18_graph.csv @@ -0,0 +1,6 @@ +brain,skin 1 +non-classical monocyte,skin 1 +non-classical monocyte,NK-cell +brain,NK-cell +tongue,NK-cell +tongue,skin 1 diff --git a/run/Graphs/TNFSF4_graph.csv b/run/Graphs/TNFSF4_graph.csv new file mode 100644 index 00000000..1ddc222a --- /dev/null +++ b/run/Graphs/TNFSF4_graph.csv @@ -0,0 +1,3 @@ +testis,adipose tissue +testis,T-reg +testis,memory CD4 T-cell diff --git a/run/Graphs/TNFSF9_graph.csv b/run/Graphs/TNFSF9_graph.csv new file mode 100644 index 00000000..e7bd14e2 --- /dev/null +++ b/run/Graphs/TNFSF9_graph.csv @@ -0,0 +1,3 @@ +memory CD8 T-cell,T-reg +memory CD8 T-cell,neutrophil +memory CD8 T-cell,NK-cell diff --git a/run/Graphs/TNF_graph.csv b/run/Graphs/TNF_graph.csv new file mode 100644 index 00000000..646662d7 --- /dev/null +++ b/run/Graphs/TNF_graph.csv @@ -0,0 +1,13 @@ +non-classical monocyte,intermediate monocyte +bone marrow,myeloid DC +bone marrow,neutrophil +non-classical monocyte,plasmacytoid DC +non-classical monocyte,brain +non-classical monocyte,myeloid DC +bone marrow,non-classical monocyte +non-classical monocyte,neutrophil +bone marrow,classical monocyte +non-classical monocyte,classical monocyte +bone marrow,brain +bone marrow,intermediate monocyte +bone marrow,plasmacytoid DC diff --git a/run/Graphs/XCL1_graph.csv b/run/Graphs/XCL1_graph.csv new file mode 100644 index 00000000..fc2aa943 --- /dev/null +++ b/run/Graphs/XCL1_graph.csv @@ -0,0 +1 @@ +NK-cell,myeloid DC diff --git a/run/Graphs/XCL2_graph.csv b/run/Graphs/XCL2_graph.csv new file mode 100644 index 00000000..fc2aa943 --- /dev/null +++ b/run/Graphs/XCL2_graph.csv @@ -0,0 +1 @@ +NK-cell,myeloid DC diff --git a/run/Graphs/__init__.py b/run/Graphs/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/run/Modified Graphs/CCL13_graph.csv b/run/Modified Graphs/CCL13_graph.csv new file mode 100644 index 00000000..77ddc560 --- /dev/null +++ b/run/Modified Graphs/CCL13_graph.csv @@ -0,0 +1,5 @@ +classical monocyte,eosinophil +classical monocyte,plasmacytoid DC +classical monocyte,NK-cell +classical monocyte,basophil +classical monocyte,MAIT T-cell diff --git a/run/Modified Graphs/CCL17_graph.csv b/run/Modified Graphs/CCL17_graph.csv new file mode 100644 index 00000000..f59d0011 --- /dev/null +++ b/run/Modified Graphs/CCL17_graph.csv @@ -0,0 +1,6 @@ +myeloid DC,eosinophil +myeloid DC,T-reg +memory B-cell,T-reg +memory B-cell,NK-cell +memory B-cell,eosinophil +myeloid DC,NK-cell diff --git a/run/Modified Graphs/CCL19_graph.csv b/run/Modified Graphs/CCL19_graph.csv new file mode 100644 index 00000000..6e625ecf --- /dev/null +++ b/run/Modified Graphs/CCL19_graph.csv @@ -0,0 +1,6 @@ +intermediate monocyte,naive CD4 T-cell +intermediate monocyte,plasmacytoid DC +intermediate monocyte,NK-cell +intermediate monocyte,basophil +intermediate monocyte,eosinophil +intermediate monocyte,T-reg diff --git a/run/Modified Graphs/CCL1_graph.csv b/run/Modified Graphs/CCL1_graph.csv new file mode 100644 index 00000000..1c4c78ab --- /dev/null +++ b/run/Modified Graphs/CCL1_graph.csv @@ -0,0 +1,2 @@ +intermediate monocyte,T-reg +classical monocyte,T-reg diff --git a/run/Modified Graphs/CCL20_graph.csv b/run/Modified Graphs/CCL20_graph.csv new file mode 100644 index 00000000..05514a0e --- /dev/null +++ b/run/Modified Graphs/CCL20_graph.csv @@ -0,0 +1,5 @@ +MAIT T-cell,T-reg +MAIT T-cell,naive B-cell +MAIT T-cell,memory CD4 T-cell +MAIT T-cell,memory B-cell +MAIT T-cell,plasmacytoid DC diff --git a/run/Modified Graphs/CCL23_graph.csv b/run/Modified Graphs/CCL23_graph.csv new file mode 100644 index 00000000..9ddec011 --- /dev/null +++ b/run/Modified Graphs/CCL23_graph.csv @@ -0,0 +1 @@ +eosinophil,NK-cell diff --git a/run/Modified Graphs/CCL24_graph.csv b/run/Modified Graphs/CCL24_graph.csv new file mode 100644 index 00000000..aaa4923f --- /dev/null +++ b/run/Modified Graphs/CCL24_graph.csv @@ -0,0 +1,3 @@ +intermediate monocyte,eosinophil +intermediate monocyte,NK-cell +intermediate monocyte,basophil diff --git a/run/Modified Graphs/CCL25_graph.csv b/run/Modified Graphs/CCL25_graph.csv new file mode 100644 index 00000000..aa0ff1ab --- /dev/null +++ b/run/Modified Graphs/CCL25_graph.csv @@ -0,0 +1,10 @@ +memory B-cell,basophil +NK-cell,eosinophil +memory B-cell,naive B-cell +memory B-cell,T-reg +NK-cell,naive B-cell +memory B-cell,NK-cell +memory B-cell,eosinophil +NK-cell,memory B-cell +NK-cell,T-reg +NK-cell,basophil diff --git a/run/Modified Graphs/CCL26_graph.csv b/run/Modified Graphs/CCL26_graph.csv new file mode 100644 index 00000000..c9ccebef --- /dev/null +++ b/run/Modified Graphs/CCL26_graph.csv @@ -0,0 +1,3 @@ +intermediate monocyte,eosinophil +intermediate monocyte,basophil +intermediate monocyte,MAIT T-cell diff --git a/run/Modified Graphs/CCL27_graph.csv b/run/Modified Graphs/CCL27_graph.csv new file mode 100644 index 00000000..7b804a7f --- /dev/null +++ b/run/Modified Graphs/CCL27_graph.csv @@ -0,0 +1,2 @@ +T-reg,eosinophil +T-reg,NK-cell diff --git a/run/Modified Graphs/CCL2_graph.csv b/run/Modified Graphs/CCL2_graph.csv new file mode 100644 index 00000000..4422d988 --- /dev/null +++ b/run/Modified Graphs/CCL2_graph.csv @@ -0,0 +1,9 @@ +classical monocyte,eosinophil +classical monocyte,NK-cell +eosinophil,T-reg +eosinophil,basophil +eosinophil,MAIT T-cell +classical monocyte,basophil +classical monocyte,MAIT T-cell +eosinophil,NK-cell +classical monocyte,T-reg diff --git a/run/Modified Graphs/CCL3L1_graph.csv b/run/Modified Graphs/CCL3L1_graph.csv new file mode 100644 index 00000000..c1cd04b9 --- /dev/null +++ b/run/Modified Graphs/CCL3L1_graph.csv @@ -0,0 +1,11 @@ +bone marrow,NK-cell +neutrophil,MAIT T-cell +neutrophil,NK-cell +eosinophil,basophil +bone marrow,basophil +neutrophil,basophil +eosinophil,MAIT T-cell +eosinophil,NK-cell +bone marrow,eosinophil +bone marrow,MAIT T-cell +neutrophil,eosinophil diff --git a/run/Modified Graphs/CCL3_graph.csv b/run/Modified Graphs/CCL3_graph.csv new file mode 100644 index 00000000..c3a17487 --- /dev/null +++ b/run/Modified Graphs/CCL3_graph.csv @@ -0,0 +1,14 @@ +bone marrow,NK-cell +bone marrow,memory B-cell +bone marrow,naive B-cell +gdT-cell,NK-cell +gdT-cell,memory B-cell +gdT-cell,basophil +bone marrow,basophil +gdT-cell,MAIT T-cell +bone marrow,eosinophil +bone marrow,MAIT T-cell +bone marrow,T-reg +gdT-cell,eosinophil +gdT-cell,naive B-cell +gdT-cell,T-reg diff --git a/run/Modified Graphs/CCL4L2_graph.csv b/run/Modified Graphs/CCL4L2_graph.csv new file mode 100644 index 00000000..627efc4a --- /dev/null +++ b/run/Modified Graphs/CCL4L2_graph.csv @@ -0,0 +1,9 @@ +bone marrow,NK-cell +eosinophil,T-reg +eosinophil,basophil +bone marrow,basophil +eosinophil,MAIT T-cell +eosinophil,NK-cell +bone marrow,eosinophil +bone marrow,MAIT T-cell +bone marrow,T-reg diff --git a/run/Modified Graphs/CCL4_graph.csv b/run/Modified Graphs/CCL4_graph.csv new file mode 100644 index 00000000..14b6873a --- /dev/null +++ b/run/Modified Graphs/CCL4_graph.csv @@ -0,0 +1,19 @@ +MAIT T-cell,T-reg +naive CD8 T-cell,MAIT T-cell +gdT-cell,basophil +MAIT T-cell,basophil +MAIT T-cell,eosinophil +memory CD8 T-cell,T-reg +MAIT T-cell,NK-cell +naive CD8 T-cell,basophil +memory CD8 T-cell,MAIT T-cell +naive CD8 T-cell,eosinophil +gdT-cell,NK-cell +naive CD8 T-cell,T-reg +naive CD8 T-cell,NK-cell +memory CD8 T-cell,NK-cell +gdT-cell,MAIT T-cell +memory CD8 T-cell,basophil +gdT-cell,eosinophil +gdT-cell,T-reg +memory CD8 T-cell,eosinophil diff --git a/run/Modified Graphs/CCL5_graph.csv b/run/Modified Graphs/CCL5_graph.csv new file mode 100644 index 00000000..3084ea06 --- /dev/null +++ b/run/Modified Graphs/CCL5_graph.csv @@ -0,0 +1,12 @@ +memory CD8 T-cell,MAIT T-cell +memory CD8 T-cell,plasmacytoid DC +gdT-cell,NK-cell +gdT-cell,basophil +memory CD8 T-cell,NK-cell +gdT-cell,MAIT T-cell +memory CD8 T-cell,T-reg +gdT-cell,plasmacytoid DC +memory CD8 T-cell,basophil +gdT-cell,eosinophil +gdT-cell,T-reg +memory CD8 T-cell,eosinophil diff --git a/run/Modified Graphs/CCL7_graph.csv b/run/Modified Graphs/CCL7_graph.csv new file mode 100644 index 00000000..73285afd --- /dev/null +++ b/run/Modified Graphs/CCL7_graph.csv @@ -0,0 +1,12 @@ +bone marrow,NK-cell +classical monocyte,eosinophil +classical monocyte,MAIT T-cell +bone marrow,MAIT T-cell +bone marrow,T-reg +classical monocyte,T-reg +classical monocyte,plasmacytoid DC +classical monocyte,NK-cell +bone marrow,basophil +classical monocyte,basophil +bone marrow,eosinophil +bone marrow,plasmacytoid DC diff --git a/run/Modified Graphs/CCL8_graph.csv b/run/Modified Graphs/CCL8_graph.csv new file mode 100644 index 00000000..80ab21d5 --- /dev/null +++ b/run/Modified Graphs/CCL8_graph.csv @@ -0,0 +1,4 @@ +classical monocyte,eosinophil +classical monocyte,NK-cell +classical monocyte,basophil +classical monocyte,MAIT T-cell diff --git a/run/Modified Graphs/CD40LG_graph.csv b/run/Modified Graphs/CD40LG_graph.csv new file mode 100644 index 00000000..d17aebcf --- /dev/null +++ b/run/Modified Graphs/CD40LG_graph.csv @@ -0,0 +1,8 @@ +naive CD4 T-cell,naive B-cell +MAIT T-cell,naive B-cell +memory CD4 T-cell,memory B-cell +memory CD4 T-cell,naive B-cell +naive CD4 T-cell,memory B-cell +MAIT T-cell,memory B-cell +gdT-cell,memory B-cell +gdT-cell,naive B-cell diff --git a/run/Modified Graphs/CD70_graph.csv b/run/Modified Graphs/CD70_graph.csv new file mode 100644 index 00000000..90defeb2 --- /dev/null +++ b/run/Modified Graphs/CD70_graph.csv @@ -0,0 +1 @@ +memory B-cell,T-reg diff --git a/run/Modified Graphs/CKLF_graph.csv b/run/Modified Graphs/CKLF_graph.csv new file mode 100644 index 00000000..e55cdeca --- /dev/null +++ b/run/Modified Graphs/CKLF_graph.csv @@ -0,0 +1 @@ +neutrophil,T-reg diff --git a/run/Modified Graphs/CSF1_graph.csv b/run/Modified Graphs/CSF1_graph.csv new file mode 100644 index 00000000..d69d017d --- /dev/null +++ b/run/Modified Graphs/CSF1_graph.csv @@ -0,0 +1,2 @@ +basophil,intermediate monocyte +eosinophil,intermediate monocyte diff --git a/run/Modified Graphs/CSF2_graph.csv b/run/Modified Graphs/CSF2_graph.csv new file mode 100644 index 00000000..1444bafb --- /dev/null +++ b/run/Modified Graphs/CSF2_graph.csv @@ -0,0 +1,7 @@ +NK-cell,plasmacytoid DC +NK-cell,neutrophil +NK-cell,classical monocyte +NK-cell,myeloid DC +NK-cell,basophil +NK-cell,eosinophil +NK-cell,intermediate monocyte diff --git a/run/Modified Graphs/CXCL10_graph.csv b/run/Modified Graphs/CXCL10_graph.csv new file mode 100644 index 00000000..abbd08c1 --- /dev/null +++ b/run/Modified Graphs/CXCL10_graph.csv @@ -0,0 +1,6 @@ +classical monocyte,eosinophil +classical monocyte,plasmacytoid DC +intermediate monocyte,plasmacytoid DC +intermediate monocyte,eosinophil +classical monocyte,basophil +intermediate monocyte,basophil diff --git a/run/Modified Graphs/CXCL11_graph.csv b/run/Modified Graphs/CXCL11_graph.csv new file mode 100644 index 00000000..548238e1 --- /dev/null +++ b/run/Modified Graphs/CXCL11_graph.csv @@ -0,0 +1,3 @@ +classical monocyte,eosinophil +classical monocyte,plasmacytoid DC +classical monocyte,basophil diff --git a/run/Modified Graphs/CXCL12_graph.csv b/run/Modified Graphs/CXCL12_graph.csv new file mode 100644 index 00000000..d1a4336f --- /dev/null +++ b/run/Modified Graphs/CXCL12_graph.csv @@ -0,0 +1,7 @@ +intermediate monocyte,myeloid DC +intermediate monocyte,classical monocyte +intermediate monocyte,naive CD4 T-cell +intermediate monocyte,plasmacytoid DC +intermediate monocyte,memory CD4 T-cell +intermediate monocyte,bone marrow +intermediate monocyte,T-reg diff --git a/run/Modified Graphs/CXCL13_graph.csv b/run/Modified Graphs/CXCL13_graph.csv new file mode 100644 index 00000000..b78d29e1 --- /dev/null +++ b/run/Modified Graphs/CXCL13_graph.csv @@ -0,0 +1,5 @@ +memory CD8 T-cell,plasmacytoid DC +memory CD8 T-cell,T-reg +memory CD8 T-cell,basophil +memory CD8 T-cell,memory B-cell +memory CD8 T-cell,naive B-cell diff --git a/run/Modified Graphs/CXCL14_graph.csv b/run/Modified Graphs/CXCL14_graph.csv new file mode 100644 index 00000000..92c914a8 --- /dev/null +++ b/run/Modified Graphs/CXCL14_graph.csv @@ -0,0 +1 @@ +myeloid DC,bone marrow diff --git a/run/Modified Graphs/CXCL2_graph.csv b/run/Modified Graphs/CXCL2_graph.csv new file mode 100644 index 00000000..3b71ec4b --- /dev/null +++ b/run/Modified Graphs/CXCL2_graph.csv @@ -0,0 +1,2 @@ +intermediate monocyte,myeloid DC +intermediate monocyte,neutrophil diff --git a/run/Modified Graphs/CXCL8_graph.csv b/run/Modified Graphs/CXCL8_graph.csv new file mode 100644 index 00000000..b98648a6 --- /dev/null +++ b/run/Modified Graphs/CXCL8_graph.csv @@ -0,0 +1 @@ +bone marrow,neutrophil diff --git a/run/Modified Graphs/CXCL9_graph.csv b/run/Modified Graphs/CXCL9_graph.csv new file mode 100644 index 00000000..3809759f --- /dev/null +++ b/run/Modified Graphs/CXCL9_graph.csv @@ -0,0 +1,3 @@ +intermediate monocyte,plasmacytoid DC +intermediate monocyte,basophil +intermediate monocyte,eosinophil diff --git a/run/Modified Graphs/EGF_graph.csv b/run/Modified Graphs/EGF_graph.csv new file mode 100644 index 00000000..fac77a32 --- /dev/null +++ b/run/Modified Graphs/EGF_graph.csv @@ -0,0 +1,3 @@ +neutrophil,gdT-cell +neutrophil,NK-cell +neutrophil,plasmacytoid DC diff --git a/run/Modified Graphs/FASLG_graph.csv b/run/Modified Graphs/FASLG_graph.csv new file mode 100644 index 00000000..c5c4ea2c --- /dev/null +++ b/run/Modified Graphs/FASLG_graph.csv @@ -0,0 +1 @@ +gdT-cell,neutrophil diff --git a/run/Modified Graphs/FLT3LG_graph.csv b/run/Modified Graphs/FLT3LG_graph.csv new file mode 100644 index 00000000..fc898091 --- /dev/null +++ b/run/Modified Graphs/FLT3LG_graph.csv @@ -0,0 +1,14 @@ +memory CD8 T-cell,plasmacytoid DC +naive CD4 T-cell,myeloid DC +MAIT T-cell,myeloid DC +memory CD4 T-cell,myeloid DC +naive CD8 T-cell,myeloid DC +T-reg,plasmacytoid DC +memory CD4 T-cell,plasmacytoid DC +MAIT T-cell,plasmacytoid DC +naive CD8 T-cell,plasmacytoid DC +gdT-cell,plasmacytoid DC +naive CD4 T-cell,plasmacytoid DC +T-reg,myeloid DC +gdT-cell,myeloid DC +memory CD8 T-cell,myeloid DC diff --git a/run/Modified Graphs/HGF_graph.csv b/run/Modified Graphs/HGF_graph.csv new file mode 100644 index 00000000..46520f1d --- /dev/null +++ b/run/Modified Graphs/HGF_graph.csv @@ -0,0 +1,4 @@ +basophil,neutrophil +basophil,MAIT T-cell +basophil,NK-cell +basophil,plasmacytoid DC diff --git a/run/Modified Graphs/IFNG_graph.csv b/run/Modified Graphs/IFNG_graph.csv new file mode 100644 index 00000000..9a1c0339 --- /dev/null +++ b/run/Modified Graphs/IFNG_graph.csv @@ -0,0 +1,5 @@ +memory CD4 T-cell,neutrophil +naive CD8 T-cell,neutrophil +gdT-cell,neutrophil +bone marrow,neutrophil +memory CD8 T-cell,neutrophil diff --git a/run/Modified Graphs/IFNL1_graph.csv b/run/Modified Graphs/IFNL1_graph.csv new file mode 100644 index 00000000..0b720820 --- /dev/null +++ b/run/Modified Graphs/IFNL1_graph.csv @@ -0,0 +1,7 @@ +memory CD8 T-cell,plasmacytoid DC +MAIT T-cell,plasmacytoid DC +naive CD8 T-cell,plasmacytoid DC +gdT-cell,plasmacytoid DC +myeloid DC,plasmacytoid DC +NK-cell,plasmacytoid DC +memory CD4 T-cell,plasmacytoid DC diff --git a/run/Modified Graphs/IL11_graph.csv b/run/Modified Graphs/IL11_graph.csv new file mode 100644 index 00000000..7f88e7be --- /dev/null +++ b/run/Modified Graphs/IL11_graph.csv @@ -0,0 +1 @@ +neutrophil,naive CD4 T-cell diff --git a/run/Modified Graphs/IL12A_graph.csv b/run/Modified Graphs/IL12A_graph.csv new file mode 100644 index 00000000..48755952 --- /dev/null +++ b/run/Modified Graphs/IL12A_graph.csv @@ -0,0 +1,2 @@ +naive B-cell,T-reg +naive B-cell,NK-cell diff --git a/run/Modified Graphs/IL12B_graph.csv b/run/Modified Graphs/IL12B_graph.csv new file mode 100644 index 00000000..4e9cb672 --- /dev/null +++ b/run/Modified Graphs/IL12B_graph.csv @@ -0,0 +1,2 @@ +neutrophil,MAIT T-cell +neutrophil,NK-cell diff --git a/run/Modified Graphs/IL18_graph.csv b/run/Modified Graphs/IL18_graph.csv new file mode 100644 index 00000000..afebbda0 --- /dev/null +++ b/run/Modified Graphs/IL18_graph.csv @@ -0,0 +1,2 @@ +myeloid DC,bone marrow +myeloid DC,NK-cell diff --git a/run/Modified Graphs/IL19_graph.csv b/run/Modified Graphs/IL19_graph.csv new file mode 100644 index 00000000..bf590a95 --- /dev/null +++ b/run/Modified Graphs/IL19_graph.csv @@ -0,0 +1 @@ +basophil,memory CD4 T-cell diff --git a/run/Modified Graphs/IL1B_graph.csv b/run/Modified Graphs/IL1B_graph.csv new file mode 100644 index 00000000..b98648a6 --- /dev/null +++ b/run/Modified Graphs/IL1B_graph.csv @@ -0,0 +1 @@ +bone marrow,neutrophil diff --git a/run/Modified Graphs/IL1RN_graph.csv b/run/Modified Graphs/IL1RN_graph.csv new file mode 100644 index 00000000..e55045b4 --- /dev/null +++ b/run/Modified Graphs/IL1RN_graph.csv @@ -0,0 +1,2 @@ +classical monocyte,neutrophil +myeloid DC,neutrophil diff --git a/run/Modified Graphs/IL23A_graph.csv b/run/Modified Graphs/IL23A_graph.csv new file mode 100644 index 00000000..68fdb91f --- /dev/null +++ b/run/Modified Graphs/IL23A_graph.csv @@ -0,0 +1,7 @@ +memory CD8 T-cell,MAIT T-cell +memory B-cell,MAIT T-cell +T-reg,MAIT T-cell +naive CD8 T-cell,MAIT T-cell +memory CD4 T-cell,MAIT T-cell +naive B-cell,MAIT T-cell +naive CD4 T-cell,MAIT T-cell diff --git a/run/Modified Graphs/IL26_graph.csv b/run/Modified Graphs/IL26_graph.csv new file mode 100644 index 00000000..32a8d025 --- /dev/null +++ b/run/Modified Graphs/IL26_graph.csv @@ -0,0 +1,3 @@ +T-reg,memory CD4 T-cell +memory CD8 T-cell,memory CD4 T-cell +MAIT T-cell,memory CD4 T-cell diff --git a/run/Modified Graphs/IL2_graph.csv b/run/Modified Graphs/IL2_graph.csv new file mode 100644 index 00000000..bf36a5c5 --- /dev/null +++ b/run/Modified Graphs/IL2_graph.csv @@ -0,0 +1,5 @@ +memory CD4 T-cell,basophil +memory CD4 T-cell,plasmacytoid DC +memory CD4 T-cell,NK-cell +memory CD4 T-cell,gdT-cell +memory CD4 T-cell,T-reg diff --git a/run/Modified Graphs/IL34_graph.csv b/run/Modified Graphs/IL34_graph.csv new file mode 100644 index 00000000..af40cbd2 --- /dev/null +++ b/run/Modified Graphs/IL34_graph.csv @@ -0,0 +1 @@ +eosinophil,intermediate monocyte diff --git a/run/Modified Graphs/IL3_graph.csv b/run/Modified Graphs/IL3_graph.csv new file mode 100644 index 00000000..397c87c3 --- /dev/null +++ b/run/Modified Graphs/IL3_graph.csv @@ -0,0 +1,3 @@ +bone marrow,basophil +bone marrow,neutrophil +bone marrow,plasmacytoid DC diff --git a/run/Modified Graphs/IL4_graph.csv b/run/Modified Graphs/IL4_graph.csv new file mode 100644 index 00000000..eba3e33a --- /dev/null +++ b/run/Modified Graphs/IL4_graph.csv @@ -0,0 +1,5 @@ +basophil,classical monocyte +basophil,eosinophil +basophil,myeloid DC +basophil,neutrophil +basophil,naive B-cell diff --git a/run/Modified Graphs/IL5_graph.csv b/run/Modified Graphs/IL5_graph.csv new file mode 100644 index 00000000..6a2ff621 --- /dev/null +++ b/run/Modified Graphs/IL5_graph.csv @@ -0,0 +1,3 @@ +memory B-cell,basophil +memory B-cell,neutrophil +memory B-cell,eosinophil diff --git a/run/Modified Graphs/IL6_graph.csv b/run/Modified Graphs/IL6_graph.csv new file mode 100644 index 00000000..002dd483 --- /dev/null +++ b/run/Modified Graphs/IL6_graph.csv @@ -0,0 +1,4 @@ +naive B-cell,naive CD4 T-cell +memory B-cell,neutrophil +naive B-cell,neutrophil +memory B-cell,naive CD4 T-cell diff --git a/run/Modified Graphs/IL7_graph.csv b/run/Modified Graphs/IL7_graph.csv new file mode 100644 index 00000000..34e32900 --- /dev/null +++ b/run/Modified Graphs/IL7_graph.csv @@ -0,0 +1,7 @@ +memory B-cell,MAIT T-cell +memory B-cell,memory CD4 T-cell +memory B-cell,naive CD8 T-cell +memory B-cell,naive CD4 T-cell +memory B-cell,NK-cell +memory B-cell,memory CD8 T-cell +memory B-cell,gdT-cell diff --git a/run/Modified Graphs/LIF_graph.csv b/run/Modified Graphs/LIF_graph.csv new file mode 100644 index 00000000..8fdd8ac9 --- /dev/null +++ b/run/Modified Graphs/LIF_graph.csv @@ -0,0 +1 @@ +NK-cell,naive CD4 T-cell diff --git a/run/Modified Graphs/OSM_graph.csv b/run/Modified Graphs/OSM_graph.csv new file mode 100644 index 00000000..2977f29a --- /dev/null +++ b/run/Modified Graphs/OSM_graph.csv @@ -0,0 +1,3 @@ +neutrophil,naive CD4 T-cell +bone marrow,naive CD4 T-cell +basophil,naive CD4 T-cell diff --git a/run/Modified Graphs/PDGFB_graph.csv b/run/Modified Graphs/PDGFB_graph.csv new file mode 100644 index 00000000..7049827e --- /dev/null +++ b/run/Modified Graphs/PDGFB_graph.csv @@ -0,0 +1,4 @@ +MAIT T-cell,intermediate monocyte +MAIT T-cell,gdT-cell +MAIT T-cell,myeloid DC +MAIT T-cell,classical monocyte diff --git a/run/Modified Graphs/PF4_graph.csv b/run/Modified Graphs/PF4_graph.csv new file mode 100644 index 00000000..7b95202c --- /dev/null +++ b/run/Modified Graphs/PF4_graph.csv @@ -0,0 +1,7 @@ +neutrophil,basophil +bone marrow,neutrophil +basophil,neutrophil +bone marrow,basophil +basophil,plasmacytoid DC +neutrophil,plasmacytoid DC +bone marrow,plasmacytoid DC diff --git a/run/Modified Graphs/PPBP_graph.csv b/run/Modified Graphs/PPBP_graph.csv new file mode 100644 index 00000000..5a53f0c8 --- /dev/null +++ b/run/Modified Graphs/PPBP_graph.csv @@ -0,0 +1,2 @@ +bone marrow,neutrophil +basophil,neutrophil diff --git a/run/Modified Graphs/SPP1_graph.csv b/run/Modified Graphs/SPP1_graph.csv new file mode 100644 index 00000000..10afc71f --- /dev/null +++ b/run/Modified Graphs/SPP1_graph.csv @@ -0,0 +1,2 @@ +neutrophil,gdT-cell +neutrophil,basophil diff --git a/run/Modified Graphs/TGFA_graph.csv b/run/Modified Graphs/TGFA_graph.csv new file mode 100644 index 00000000..89fcf4c5 --- /dev/null +++ b/run/Modified Graphs/TGFA_graph.csv @@ -0,0 +1,3 @@ +basophil,gdT-cell +neutrophil,gdT-cell +eosinophil,gdT-cell diff --git a/run/Modified Graphs/TGFB1_graph.csv b/run/Modified Graphs/TGFB1_graph.csv new file mode 100644 index 00000000..7d9c78bc --- /dev/null +++ b/run/Modified Graphs/TGFB1_graph.csv @@ -0,0 +1,5 @@ +eosinophil,basophil +eosinophil,myeloid DC +eosinophil,neutrophil +eosinophil,bone marrow +eosinophil,classical monocyte diff --git a/run/Modified Graphs/TGFB3_graph.csv b/run/Modified Graphs/TGFB3_graph.csv new file mode 100644 index 00000000..e8ecbd09 --- /dev/null +++ b/run/Modified Graphs/TGFB3_graph.csv @@ -0,0 +1,8 @@ +naive CD4 T-cell,myeloid DC +naive CD4 T-cell,gdT-cell +naive CD4 T-cell,classical monocyte +naive CD4 T-cell,naive CD8 T-cell +naive CD4 T-cell,MAIT T-cell +naive CD4 T-cell,memory CD4 T-cell +naive CD4 T-cell,memory CD8 T-cell +naive CD4 T-cell,NK-cell diff --git a/run/Modified Graphs/TNFSF10_graph.csv b/run/Modified Graphs/TNFSF10_graph.csv new file mode 100644 index 00000000..c78f9fb2 --- /dev/null +++ b/run/Modified Graphs/TNFSF10_graph.csv @@ -0,0 +1,7 @@ +classical monocyte,neutrophil +intermediate monocyte,naive CD4 T-cell +classical monocyte,naive CD4 T-cell +neutrophil,naive CD4 T-cell +intermediate monocyte,neutrophil +basophil,neutrophil +basophil,naive CD4 T-cell diff --git a/run/Modified Graphs/TNFSF11_graph.csv b/run/Modified Graphs/TNFSF11_graph.csv new file mode 100644 index 00000000..36f76b6f --- /dev/null +++ b/run/Modified Graphs/TNFSF11_graph.csv @@ -0,0 +1 @@ +NK-cell,plasmacytoid DC diff --git a/run/Modified Graphs/TNFSF13B_graph.csv b/run/Modified Graphs/TNFSF13B_graph.csv new file mode 100644 index 00000000..a2f246aa --- /dev/null +++ b/run/Modified Graphs/TNFSF13B_graph.csv @@ -0,0 +1,3 @@ +neutrophil,naive B-cell +neutrophil,plasmacytoid DC +neutrophil,memory B-cell diff --git a/run/Modified Graphs/TNFSF13_graph.csv b/run/Modified Graphs/TNFSF13_graph.csv new file mode 100644 index 00000000..fe057674 --- /dev/null +++ b/run/Modified Graphs/TNFSF13_graph.csv @@ -0,0 +1,15 @@ +plasmacytoid DC,memory B-cell +intermediate monocyte,memory B-cell +myeloid DC,memory B-cell +classical monocyte,naive B-cell +classical monocyte,memory B-cell +plasmacytoid DC,neutrophil +eosinophil,naive B-cell +intermediate monocyte,naive B-cell +classical monocyte,neutrophil +eosinophil,neutrophil +myeloid DC,naive B-cell +intermediate monocyte,neutrophil +plasmacytoid DC,naive B-cell +myeloid DC,neutrophil +eosinophil,memory B-cell diff --git a/run/Modified Graphs/TNFSF14_graph.csv b/run/Modified Graphs/TNFSF14_graph.csv new file mode 100644 index 00000000..1c635156 --- /dev/null +++ b/run/Modified Graphs/TNFSF14_graph.csv @@ -0,0 +1,3 @@ +neutrophil,intermediate monocyte +neutrophil,myeloid DC +neutrophil,classical monocyte diff --git a/run/Modified Graphs/TNFSF9_graph.csv b/run/Modified Graphs/TNFSF9_graph.csv new file mode 100644 index 00000000..e7bd14e2 --- /dev/null +++ b/run/Modified Graphs/TNFSF9_graph.csv @@ -0,0 +1,3 @@ +memory CD8 T-cell,T-reg +memory CD8 T-cell,neutrophil +memory CD8 T-cell,NK-cell diff --git a/run/Modified Graphs/TNF_graph.csv b/run/Modified Graphs/TNF_graph.csv new file mode 100644 index 00000000..8a9ecd5e --- /dev/null +++ b/run/Modified Graphs/TNF_graph.csv @@ -0,0 +1,5 @@ +bone marrow,myeloid DC +bone marrow,neutrophil +bone marrow,classical monocyte +bone marrow,intermediate monocyte +bone marrow,plasmacytoid DC diff --git a/run/Modified Graphs/XCL1_graph.csv b/run/Modified Graphs/XCL1_graph.csv new file mode 100644 index 00000000..fc2aa943 --- /dev/null +++ b/run/Modified Graphs/XCL1_graph.csv @@ -0,0 +1 @@ +NK-cell,myeloid DC diff --git a/run/Modified Graphs/XCL2_graph.csv b/run/Modified Graphs/XCL2_graph.csv new file mode 100644 index 00000000..fc2aa943 --- /dev/null +++ b/run/Modified Graphs/XCL2_graph.csv @@ -0,0 +1 @@ +NK-cell,myeloid DC diff --git a/run/Modified Graphs/__init__.py b/run/Modified Graphs/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/run/generation.py b/run/generation.py new file mode 100644 index 00000000..d273ba55 --- /dev/null +++ b/run/generation.py @@ -0,0 +1,61 @@ +import os + + +# A file that is meant to generate all the files needed to run the underlying graphgym. + +# things we need to be provided +GSE = os.path.join("rawData", "GSE40240_ESET") +patients = os.path.join("rawData", "GSE40240_patients.csv") +CYTOKINE = "CCL2" + + +# general configs that we can keep as they are, unless changed. +blood_only=True +batch_size = 80 +eval_period = 20 +layers_pre_mp = 2 +layers_mp = 6 +layers_post_mp = 2 +dim_inner = 137 +max_epoch = 400 + +def process_patients(patients): + patient_file = open(patients, 'r') + patient_dict = dict() + patient_list = [] + + for line in patient_file.read().splitlines(): + parts = line.split(",") + patient_dict[parts[0]] = int(parts[1]) + patient_list.append(parts[0]) + + return patient_dict, patient_list + +def write_lines_to_file(self, input_file, output_file_name): + try: + with open(input_file, 'r') as infile: + # Read all lines from the input file + lines = infile.readlines() + + # Remove any leading/trailing whitespaces from the output file name + output_file_name = output_file_name.strip() + + # Write the lines to the output file with the provided name (overwriting if it exists) + with open(output_file_name, 'w') as outfile: + for line in lines: + outfile.write(line) + + except FileNotFoundError: + print(f"Error: Input file '{input_file}' not found.") + except Exception as e: + print(f"Error: An unexpected error occurred - {e}") + + +#MAIN + + +#get patient data +patient_dict, patient_list = process_patients(patients) # a dict that matches a patient name to their classification + +print(patient_dict) +print(patient_list) \ No newline at end of file diff --git a/run/rawData/GSE40240_eset.csv b/run/rawData/GSE40240_eset.csv new file mode 100644 index 00000000..990a22f5 --- /dev/null +++ b/run/rawData/GSE40240_eset.csv @@ -0,0 +1,18837 @@ +"","gene_sym","GSM989153","GSM989154","GSM989155","GSM989156","GSM989157","GSM989158","GSM989159","GSM989160","GSM989161","GSM989162","GSM989163","GSM989164","GSM989165","GSM989166","GSM989167","GSM989168","GSM989169","GSM989170","GSM989171","GSM989172","GSM989173","GSM989174","GSM989175","GSM989176","GSM989177","GSM989178","GSM989179","GSM989180" +"1","A1CF",3.967147246,3.967147248,3.96714725,3.967147247,3.967147256,3.967147247,3.967147251,3.967147252,3.967147249,3.967147249,3.967147251,3.967147253,3.967147248,3.967147244,3.96714725,3.967147246,3.967147253,3.967147247,3.967147243,3.967147252,3.967147247,3.967147249,3.967147253,3.967147243,3.967147249,3.967147247,3.967147251,3.967147252 +"2","A2M",4.669213864,4.669213567,4.669213628,4.669213449,4.669213678,4.669213564,4.669213693,4.669213751,4.669213524,4.669213701,4.669213682,4.669213649,4.669213619,4.669213526,4.669213817,4.6692134,4.669213771,4.669213616,4.669213585,4.669213654,4.66921371,4.66921385,4.669213587,4.66921349,4.669213407,4.669213668,4.66921361,4.669213739 +"3","A2ML1",4.140074251,4.140074246,4.140074286,4.140074244,4.140074298,4.140074243,4.140074256,4.140074274,4.140074286,4.140074273,4.140074266,4.140074301,4.140074267,4.140074258,4.140074283,4.140074262,4.140074302,4.140074263,4.140074274,4.140074272,4.140074277,4.140074293,4.140074242,4.140074284,4.140074285,4.140074277,4.140074259,4.140074273 +"4","A3GALT2",4.483533491,4.483533603,4.483533738,4.483533654,4.483533598,4.483533622,4.483533503,4.483533556,4.483533659,4.48353352,4.483533525,4.483533548,4.483533414,4.483533408,4.483533656,4.483533633,4.483533652,4.483533693,4.483533627,4.48353365,4.483533621,4.483533552,4.483533571,4.483533574,4.483533556,4.483533528,4.483533444,4.483533628 +"5","A4GALT",5.507271759,5.507271967,5.507272453,5.507272199,5.507272449,5.507272093,5.507272148,5.507272486,5.5072723,5.507272088,5.507272243,5.507272536,5.507272023,5.507271638,5.507272433,5.507272235,5.507272631,5.507272404,5.507272296,5.507272321,5.507272459,5.507272305,5.507271893,5.507271932,5.507272272,5.507272421,5.507272108,5.507272009 +"6","A4GNT",3.893926151,3.893926165,3.89392614,3.893926204,3.893926233,3.893926163,3.893926182,3.893926242,3.893926195,3.893926267,3.8939262,3.893926264,3.89392623,3.89392614,3.893926219,3.893926233,3.893926243,3.893926247,3.893926268,3.893926206,3.893926213,3.893926278,3.893926226,3.893926177,3.893926188,3.893926168,3.893926187,3.893926142 +"7","AAAS",6.865618553,6.865618576,6.865618485,6.865618435,6.865618338,6.86561858,6.865618572,6.865618482,6.865618588,6.865618534,6.865618361,6.865618496,6.865618576,6.865618597,6.865618447,6.865618517,6.865618403,6.865618375,6.86561845,6.865618529,6.865618439,6.865618535,6.865618568,6.865618507,6.865618423,6.865618546,6.865618584,6.865618488 +"8","AACS",5.889714741,5.889714789,5.889714674,5.889714748,5.88971465,5.889714665,5.889714792,5.889714692,5.889714726,5.889714781,5.88971473,5.889714578,5.889714706,5.889714791,5.889714652,5.889714723,5.88971458,5.889714688,5.889714723,5.889714739,5.889714645,5.889714716,5.889714684,5.889714759,5.889714647,5.889714716,5.889714736,5.889714753 +"9","AADAC",2.421202028,2.421202065,2.42120204,2.421202026,2.421202017,2.421202045,2.421202015,2.421202027,2.42120203,2.421202039,2.421202037,2.421202037,2.421202028,2.421202011,2.421202041,2.421202027,2.421202082,2.42120203,2.421202013,2.421202031,2.421202023,2.421202052,2.421202064,2.42120203,2.421202038,2.421202023,2.42120203,2.421202025 +"10","AADACL2",2.935631768,2.935631917,2.935631719,2.935631481,2.93563174,2.935632153,2.935631675,2.935631766,2.935631859,2.935631873,2.935631874,2.935631909,2.935631626,2.935631757,2.93563165,2.935631731,2.935631706,2.935631866,2.935631841,2.935631628,2.935631659,2.935631593,2.935631864,2.935631988,2.935631624,2.935631699,2.935631837,2.935631792 +"11","AADACL3",3.82130087,3.821300558,3.821300573,3.82130092,3.821300889,3.821300779,3.821300896,3.821300951,3.821300779,3.821300902,3.821300862,3.821300685,3.821300968,3.821300874,3.821300833,3.821300997,3.821301137,3.821301262,3.821301021,3.821301087,3.821301006,3.821301031,3.821300984,3.821301187,3.821300941,3.821300712,3.821300933,3.821300937 +"12","AADACL4",3.743065285,3.743065447,3.743065216,3.743065435,3.743065336,3.743065521,3.743065411,3.743065375,3.743065614,3.743065492,3.743065528,3.74306533,3.743065323,3.743065299,3.74306521,3.743065559,3.743065392,3.743065387,3.743065203,3.743065549,3.743065199,3.743065344,3.743065496,3.743065278,3.743065421,3.743065273,3.743065456,3.74306546 +"13","AADAT",3.446272343,3.446272339,3.446272339,3.446272346,3.446272342,3.446272348,3.446272336,3.446272345,3.446272336,3.44627234,3.446272342,3.446272346,3.446272341,3.44627234,3.446272338,3.446272336,3.446272346,3.446272338,3.44627234,3.446272342,3.446272342,3.446272341,3.446272343,3.446272337,3.446272341,3.446272344,3.446272337,3.446272337 +"14","AAGAB",5.87883536,5.878835316,5.878835214,5.878835226,5.878835117,5.878835339,5.878835213,5.878835219,5.878835301,5.878835299,5.878835313,5.878835045,5.87883533,5.878835553,5.87883527,5.878835309,5.878835148,5.878835227,5.878835293,5.878835278,5.878835152,5.878835249,5.878835354,5.878835355,5.878835179,5.878835166,5.878835327,5.878835407 +"15","AAK1",7.8335504315,7.8335500645,7.8335496655,7.833549859,7.8335499025,7.833550243,7.8335501955,7.8335502825,7.833550766,7.8335504125,7.8335497165,7.8335504805,7.833550494,7.833550517,7.833549875,7.833549729,7.833549043,7.833549628,7.8335501135,7.8335499825,7.83354996,7.83355012,7.833550351,7.8335502705,7.833549975,7.8335507535,7.8335506125,7.8335502025 +"16","AAMDC",4.927060052,4.927060058,4.92706006,4.92706003,4.927060013,4.92706008,4.927060054,4.92706008,4.927060063,4.927060087,4.927060058,4.927060034,4.92706007,4.927060082,4.92706005,4.927060061,4.927060084,4.927060053,4.927060036,4.927060064,4.927060037,4.927060083,4.927060055,4.927060069,4.927060066,4.927060037,4.927060068,4.927060086 +"17","AAMP",6.822932036,6.822932077,6.822932042,6.822932006,6.822932068,6.822932089,6.822931941,6.82293209,6.822932089,6.822932073,6.822932051,6.822931981,6.822932081,6.822932086,6.822932037,6.822932107,6.822932033,6.822932025,6.822932018,6.822932104,6.822932034,6.822932059,6.822932051,6.822932088,6.822931987,6.82293204,6.822932079,6.822932078 +"18","AANAT",5.343285435,5.343285385,5.343285505,5.343285574,5.343285603,5.343285485,5.343285457,5.343285574,5.343285581,5.343285478,5.343285519,5.343285722,5.343285543,5.34328549,5.343285649,5.34328566,5.343285669,5.343285616,5.343285428,5.343285568,5.34328559,5.343285632,5.343285477,5.343285438,5.343285548,5.343285623,5.343285491,5.343285591 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+"277","ADAMTS18",3.986692807,3.986692872,3.986692965,3.986692864,3.986692915,3.986692776,3.98669289,3.986692939,3.98669281,3.986692933,3.98669292,3.986692979,3.986692788,3.986692768,3.986692857,3.986692848,3.986692964,3.986692852,3.986692845,3.986692854,3.98669288,3.986692945,3.986692779,3.986692828,3.986692869,3.986692859,3.986692946,3.986692888 +"278","ADAMTS19",4.418002888,4.418002807,4.418002933,4.41800294,4.418002989,4.418002841,4.418002852,4.418002928,4.418002869,4.418002936,4.418003018,4.418003004,4.418002905,4.418002851,4.41800294,4.418002957,4.418003014,4.418002992,4.418002877,4.41800292,4.418002951,4.418002941,4.41800294,4.418002896,4.418002966,4.418002933,4.418002934,4.41800293 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+"291","ADAMTSL4",6.209393044,6.209393478,6.209393161,6.209393407,6.209393331,6.209393854,6.209393109,6.209393096,6.209392946,6.209392872,6.209393442,6.209393116,6.209393147,6.209392777,6.209393034,6.209393399,6.20939342,6.209393547,6.209393023,6.209393769,6.209393286,6.209393187,6.209393021,6.209392976,6.209393242,6.209393165,6.209393322,6.209392896 +"292","ADAMTSL4-AS1",7.021202802,7.021205463,7.021203351,7.021206089,7.02120262,7.021205333,7.021204318,7.021203549,7.021202275,7.021202047,7.021204347,7.021201543,7.021202711,7.021201932,7.021203127,7.021205377,7.021203078,7.0212055,7.021203833,7.021204336,7.021204143,7.021203494,7.021202967,7.02120319,7.02120551,7.021201754,7.021203357,7.021201208 +"293","ADAMTSL5",5.612630501,5.612630536,5.612630568,5.612630557,5.612630523,5.612630623,5.61263049,5.612630537,5.61263065,5.612630833,5.612630569,5.612630615,5.612630588,5.61263044,5.612630457,5.612630519,5.612630569,5.612630556,5.612630446,5.612630571,5.612630327,5.612630604,5.612630566,5.612630521,5.612630614,5.61263052,5.612630601,5.612630543 +"294","ADAP1",7.265673246,7.265673492,7.265673454,7.265673457,7.265673304,7.265673555,7.265673189,7.265673211,7.265673162,7.265673471,7.265673399,7.265673098,7.265673684,7.265673319,7.26567319,7.265673453,7.265673372,7.265673451,7.265673444,7.265673221,7.265673209,7.265673401,7.265673304,7.265673539,7.265673459,7.26567296,7.265673698,7.265673243 +"295","ADAP2",6.779019481,6.779019393,6.779019303,6.779019166,6.779019305,6.779019832,6.779019168,6.779019011,6.779019054,6.779019384,6.779019528,6.779018913,6.779019451,6.779019567,6.779019339,6.77901923,6.779019209,6.779019303,6.779019236,6.77901975,6.779019332,6.779019371,6.779019162,6.779019378,6.779019469,6.779019122,6.779019706,6.779019365 +"296","ADAR",9.106900183,9.130677141,9.086662338,9.143345431,9.103980133,9.18958667,9.127470584,9.103405373,9.098234182,9.095589826,9.101167179,9.073493099,9.120049065,9.104695335,9.107428075,9.114535697,9.079693325,9.137675076,9.140751454,9.18534057,9.129325174,9.109936807,9.121376577,9.129255317,9.120236305,9.103796497,9.114193381,9.080954798 +"297","ADARB1",6.498376937,6.498376811,6.498376575,6.498376725,6.498376837,6.498376838,6.498376791,6.498376753,6.498376733,6.498376943,6.498376593,6.498376738,6.498376724,6.498377078,6.498376873,6.498376713,6.498376524,6.498376656,6.498376885,6.498376711,6.498376758,6.498376839,6.498376832,6.498376822,6.498376616,6.498376879,6.498376892,6.498376973 +"298","ADARB2",5.536512325,5.536512282,5.536512501,5.536512504,5.536512765,5.536512479,5.536512512,5.5365126,5.5365125,5.536512536,5.536512501,5.536512676,5.536512552,5.536512144,5.53651271,5.53651238,5.53651263,5.536512655,5.53651259,5.536512619,5.536512678,5.536512551,5.536512437,5.536512284,5.536512469,5.536512625,5.53651235,5.536512536 +"299","ADAT1",7.139232884,7.139232532,7.139232214,7.139232522,7.139231965,7.139233141,7.139232777,7.139232413,7.139232197,7.139232385,7.139232529,7.139231973,7.139233068,7.139232726,7.139232348,7.139232425,7.139232068,7.13923232,7.139232349,7.139233446,7.139232615,7.139232519,7.139232698,7.139232578,7.139232546,7.13923245,7.139233119,7.139232406 +"300","ADAT2",6.982908891,6.982908712,6.982908438,6.98290853,6.982908491,6.982908694,6.982908818,6.98290865,6.982909448,6.982908969,6.982908395,6.982908941,6.982908935,6.982909116,6.982908754,6.982908775,6.98290845,6.982908267,6.982908662,6.982908598,6.982908503,6.982908779,6.982909151,6.982908909,6.982908137,6.982908971,6.982908614,6.982908762 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+"303","ADCK2",5.093179032,5.093179009,5.093178978,5.093178953,5.093179029,5.093179038,5.093179056,5.093179025,5.09317901,5.093178965,5.093179003,5.093179001,5.093179072,5.093179049,5.093179036,5.093178966,5.093178964,5.093179004,5.093179001,5.093178998,5.093178996,5.093178979,5.093179,5.093179032,5.093178933,5.093179021,5.093179037,5.093179034 +"304","ADCK5",5.885974036,5.885974027,5.88597405,5.885974034,5.885974059,5.885974027,5.885974038,5.885974045,5.885974041,5.885974037,5.885974041,5.885974036,5.88597405,5.885974032,5.885974049,5.885974052,5.885974058,5.885974052,5.885974046,5.885974031,5.885974049,5.885974061,5.885974033,5.885974031,5.885974037,5.885974052,5.885974039,5.885974037 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+"607","AMFR",7.28590697,7.285907057,7.285907016,7.28590692,7.285906835,7.28590716,7.285906891,7.285907086,7.285906949,7.285906972,7.285907039,7.285906927,7.285906917,7.285906908,7.285906764,7.285906883,7.28590679,7.285906839,7.28590687,7.285907058,7.285906723,7.285906844,7.28590694,7.285907101,7.28590698,7.285906886,7.285907062,7.28590671 +"608","AMHR2",4.957925447,4.957925354,4.95792558,4.957925399,4.957925744,4.957925655,4.957925599,4.95792561,4.957925649,4.957925561,4.957925512,4.957925766,4.957925488,4.957925378,4.957925642,4.957925495,4.957925859,4.957925578,4.957925672,4.95792536,4.95792555,4.957925694,4.957925542,4.957925435,4.957925461,4.957925513,4.957925491,4.957925531 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+"611","AMIGO3",5.791951108,5.791951096,5.791951125,5.791951069,5.791951163,5.791951116,5.791951118,5.791951104,5.791951078,5.791951138,5.791951089,5.791951171,5.791951089,5.791950983,5.791951179,5.79195111,5.791951174,5.791951116,5.791951134,5.791951137,5.791951176,5.791951159,5.791951068,5.791951068,5.791951048,5.791951161,5.791951123,5.791951159 +"612","AMMECR1",7.024086373,7.024086385,7.024086397,7.024086351,7.024086403,7.024086303,7.024086346,7.024086381,7.024086398,7.02408639,7.02408633,7.02408635,7.024086388,7.0240864,7.024086365,7.024086395,7.024086343,7.024086366,7.024086376,7.024086376,7.02408638,7.024086378,7.024086377,7.024086405,7.024086386,7.024086384,7.024086394,7.024086387 +"613","AMMECR1L",5.97413971,5.974139739,5.974139468,5.974139558,5.974139491,5.97413955,5.974139606,5.974139464,5.974139578,5.974139582,5.974139509,5.974139429,5.974139715,5.974139718,5.974139475,5.974139595,5.974139325,5.974139558,5.974139596,5.974139635,5.974139403,5.974139478,5.974139568,5.9741397,5.974139581,5.974139567,5.974139634,5.974139574 +"614","AMN",6.827032222,6.827032254,6.827032492,6.827032365,6.82703255,6.82703226,6.82703234,6.827032526,6.827032292,6.827032288,6.827032485,6.82703243,6.827032413,6.827032023,6.827032396,6.82703246,6.827032491,6.827032427,6.827032276,6.827032385,6.827032435,6.827032424,6.827032251,6.827032078,6.827032419,6.827032445,6.827032318,6.827032358 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+"617","AMOTL1",4.56015689,4.560156882,4.560156907,4.560156887,4.560156937,4.560156894,4.56015692,4.560156904,4.560156905,4.560156899,4.560156899,4.560156943,4.560156906,4.560156877,4.560156932,4.560156893,4.560156931,4.560156929,4.56015692,4.5601569,4.560156926,4.560156922,4.560156911,4.560156887,4.560156899,4.560156931,4.560156895,4.560156917 +"618","AMPD1",3.490581502,3.490581328,3.490581662,3.490581395,3.490581587,3.490581351,3.49058137,3.490581453,3.490581488,3.490581493,3.490581362,3.49058162,3.49058145,3.490581287,3.49058149,3.490581476,3.490581536,3.490581495,3.490581446,3.490581267,3.490581408,3.490581461,3.490581444,3.490581229,3.490581376,3.490581234,3.490581425,3.490581385 +"619","AMPD2",7.868159843,7.868161098,7.868160681,7.86816149,7.868159806,7.868160457,7.868160208,7.868160828,7.868160129,7.868160286,7.868160483,7.868159863,7.868160755,7.868160459,7.868159996,7.868161017,7.868160994,7.868161245,7.868160204,7.868159472,7.868160113,7.868160772,7.86816057,7.868160655,7.86816075,7.868159959,7.868160608,7.868160279 +"620","AMPD3",7.392087813,7.392088235,7.39208752,7.392087927,7.392087677,7.392087221,7.392087702,7.392087216,7.392087722,7.392088013,7.392088118,7.392087187,7.392088063,7.392087869,7.392087733,7.392087835,7.392087203,7.392087682,7.392088174,7.3920876,7.392087639,7.39208721,7.39208768,7.392088215,7.392088349,7.392087607,7.392087894,7.392087628 +"621","AMPH",3.942060754,3.942060693,3.942060944,3.942060791,3.94206098,3.942060725,3.942060855,3.942060971,3.942060856,3.942060949,3.942060871,3.942061022,3.94206066,3.942060667,3.942060918,3.942060747,3.942061006,3.942061041,3.942060806,3.942060818,3.942060904,3.942060897,3.942060737,3.942060963,3.942060908,3.942060872,3.942060837,3.94206092 +"622","AMTN",3.53680047,3.536800614,3.536800698,3.536800644,3.536800776,3.536800673,3.53680059,3.536800638,3.536800659,3.536800658,3.536800754,3.536800749,3.536800643,3.536800546,3.536800699,3.536800668,3.536800798,3.536800809,3.536800603,3.536800621,3.536800554,3.536800713,3.536800695,3.536800685,3.536800638,3.536800637,3.536800694,3.536800683 +"623","AMZ1",6.075943097,6.075943162,6.075943254,6.075943228,6.075943472,6.075943061,6.075943261,6.075943234,6.075943184,6.075943196,6.075943416,6.075943434,6.075943164,6.075942876,6.075943362,6.075943321,6.075943437,6.075943367,6.075943292,6.075943257,6.075943393,6.07594319,6.075943119,6.07594309,6.075943209,6.075943442,6.075943171,6.075943354 +"624","AMZ2",6.949735968,6.949735678,6.94973588,6.949735681,6.949735647,6.949735892,6.949735841,6.949735597,6.949735851,6.949735683,6.94973575,6.949735785,6.949735829,6.949736002,6.949735631,6.949735483,6.949735633,6.949735539,6.949735649,6.949735811,6.949735866,6.949735652,6.949735854,6.949735889,6.949735788,6.94973576,6.949735728,6.949735773 +"625","AMZ2P1",4.969213354,4.969213867,4.969215134,4.969211711,4.969211259,4.969214301,4.9692127,4.969211458,4.969214475,4.969213355,4.969210583,4.969213968,4.969212881,4.969213708,4.969212852,4.96921238,4.969213771,4.969212366,4.969213974,4.969213073,4.969213137,4.9692131,4.9692143,4.969212975,4.969211946,4.969212908,4.96921375,4.969212572 +"626","ANAPC10",3.760308491,3.760308452,3.760308459,3.7603084,3.760308431,3.760308463,3.760308425,3.760308397,3.760308444,3.760308424,3.760308414,3.760308395,3.760308456,3.760308537,3.760308434,3.760308455,3.76030841,3.760308408,3.760308424,3.760308454,3.760308429,3.760308433,3.760308489,3.760308484,3.760308389,3.760308417,3.760308392,3.760308422 +"627","ANAPC11",5.8672489795,5.867249071,5.8672493715,5.8672489645,5.8672493405,5.867249316,5.867249329,5.867249562,5.8672490885,5.8672493215,5.8672492935,5.8672492715,5.8672489065,5.867248831,5.8672495405,5.867248951,5.867249547,5.867249076,5.867249417,5.86724914,5.8672493005,5.8672495385,5.867249236,5.8672493,5.867249286,5.86724939,5.8672491975,5.867249391 +"628","ANAPC13",7.059993792,7.059993868,7.05999373,7.059993844,7.059993637,7.059993736,7.059993739,7.059993666,7.059993753,7.059993627,7.059993646,7.059993544,7.059993638,7.059993866,7.059993748,7.059993802,7.05999373,7.059993737,7.059993759,7.059993813,7.059993713,7.059993774,7.059993806,7.059993749,7.059993757,7.059993556,7.059993675,7.059993762 +"629","ANAPC15",6.224221026,6.224221072,6.224221116,6.224221053,6.224221018,6.2242211,6.224221185,6.224220991,6.224221218,6.224221144,6.224221036,6.224221105,6.224221139,6.224221125,6.224221083,6.224221057,6.224221122,6.224221085,6.224221021,6.224221037,6.224221155,6.224221085,6.224221145,6.224221082,6.224221141,6.224221108,6.224221109,6.224221044 +"630","ANAPC16",7.703906546,7.703905879,7.703906263,7.703905583,7.703905402,7.703905556,7.703906017,7.703905625,7.703906607,7.703906249,7.703905531,7.703905364,7.703906207,7.70390727,7.703905882,7.703905529,7.703905579,7.703904952,7.703905882,7.703905183,7.703905729,7.703905798,7.703906323,7.703906102,7.703905444,7.703905892,7.703905899,7.703906627 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+"757","ANXA13",3.60790903,3.607909159,3.60790916,3.607909069,3.607909102,3.607909143,3.607909158,3.607909113,3.607909121,3.607909075,3.607909295,3.607909334,3.607909109,3.60790907,3.607909183,3.607909227,3.607909357,3.607909159,3.607909169,3.607909129,3.607909041,3.607909095,3.607909013,3.607909122,3.607909341,3.607909104,3.607909101,3.607909125 +"758","ANXA2",8.275058823,8.275057959,8.275057645,8.275057207,8.275058473,8.275058862,8.275058133,8.275057507,8.275056298,8.275057829,8.275057724,8.275056575,8.275057683,8.275058491,8.275058023,8.275057016,8.275056945,8.275056556,8.275057947,8.275059323,8.27505778,8.275057778,8.275056335,8.275057766,8.275056766,8.27505775,8.275058004,8.275057548 +"759","ANXA2P1",5.731710554,5.731710277,5.731710495,5.731710441,5.731710397,5.731710491,5.731710308,5.731710331,5.731710119,5.73171038,5.731710501,5.731710081,5.731710375,5.731710354,5.73171045,5.731710256,5.731710267,5.731710323,5.731710268,5.731710462,5.731710421,5.731710388,5.731710184,5.731710349,5.731710397,5.731710317,5.731710415,5.731710146 +"760","ANXA2P2",7.673537307,7.67353638,7.673536688,7.673536139,7.673537259,7.67353742,7.673536839,7.673535655,7.673534789,7.673536285,7.673536726,7.673535228,7.673536988,7.673536814,7.673536553,7.673535621,7.673536049,7.673535779,7.673536128,7.673537633,7.67353645,7.673536514,7.673534985,7.673535785,7.673535728,7.673536233,7.673536337,7.673536043 +"761","ANXA2P3",4.78295612,4.782956108,4.782956136,4.782956121,4.782956141,4.78295613,4.782956142,4.782956129,4.782956116,4.782956111,4.782956124,4.782956124,4.782956113,4.782956096,4.782956145,4.78295612,4.782956133,4.782956116,4.78295613,4.782956111,4.782956131,4.782956152,4.782956109,4.7829561,4.782956121,4.78295611,4.782956122,4.782956111 +"762","ANXA2R",5.018596784,5.01859684,5.018596729,5.018596734,5.018596697,5.01859676,5.018596745,5.018596803,5.018596846,5.018596749,5.018596641,5.018596806,5.018596767,5.018596936,5.018596737,5.018596786,5.01859675,5.018596728,5.018596764,5.018596771,5.018596731,5.018596787,5.018596842,5.018596815,5.018596687,5.018596801,5.018596828,5.018596842 +"763","ANXA2R-AS1",6.192550726,6.192550666,6.192550579,6.192550651,6.192550637,6.192550771,6.192550641,6.192550655,6.192550732,6.192550653,6.192550633,6.192550661,6.192550736,6.192550712,6.192550663,6.19255051,6.192550665,6.19255066,6.192550697,6.192550802,6.192550696,6.192550722,6.192550713,6.192550641,6.192550676,6.192550684,6.192550766,6.19255073 +"764","ANXA2R-OT1",5.488775571,5.488775524,5.488775534,5.488775541,5.48877551,5.488775593,5.488775552,5.488775502,5.488775584,5.488775531,5.488775523,5.488775511,5.488775583,5.488775627,5.488775592,5.488775462,5.488775431,5.488775555,5.488775519,5.488775532,5.488775538,5.488775546,5.488775582,5.488775539,5.488775543,5.488775564,5.4887756,5.488775586 +"765","ANXA3",5.949846212,5.949847454,5.949845918,5.949847426,5.949844504,5.949846818,5.949848037,5.949844919,5.94984675,5.949846378,5.949847462,5.949843235,5.949844964,5.949846053,5.949846761,5.949847367,5.949846452,5.949847274,5.949846829,5.949847418,5.94984773,5.949844602,5.949848681,5.949848332,5.949847833,5.94984356,5.949845126,5.949845543 +"766","ANXA4",6.378469904,6.378469405,6.378469279,6.378468735,6.378468984,6.378469383,6.37846938,6.37846856,6.378468488,6.378469177,6.378468762,6.378467943,6.378469338,6.378469959,6.378469195,6.378469046,6.378468774,6.378468395,6.378469166,6.378469595,6.378469134,6.378468403,6.378468741,6.378469434,6.378468864,6.378468878,6.37846939,6.378468941 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+"771","AOAH",9.991114089,9.978418482,9.908368349,9.894126302,9.866511448,10.03758281,9.92834851,9.841334399,9.841934445,9.9675068,9.950577231,9.767971276,10.01585396,9.986745239,9.931233053,9.956512671,9.868559783,9.818622299,9.899732787,10.07354118,9.966523617,9.875385802,9.899681004,10.023281,9.948770805,9.89607542,10.00109198,9.854543798 +"772","AOC1",5.185050469,5.185050445,5.185050483,5.185050515,5.185050508,5.185050459,5.185050466,5.185050451,5.185050441,5.185050486,5.185050528,5.185050444,5.185050476,5.185050432,5.185050491,5.185050449,5.185050461,5.185050499,5.185050502,5.185050467,5.185050486,5.18505047,5.185050462,5.185050483,5.185050504,5.185050439,5.185050461,5.185050451 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+"851","APOL2",6.799711543,6.799711492,6.799709519,6.799711462,6.799709598,6.799714589,6.79971005,6.799711066,6.799711193,6.799709807,6.799708978,6.799708236,6.799711332,6.799710606,6.799710937,6.799711252,6.799709156,6.799710967,6.799710234,6.799715466,6.799710785,6.79971114,6.79971098,6.799710891,6.799710879,6.799709752,6.7997111,6.799709867 +"852","APOL3",6.720010851,6.720009945,6.72000994,6.720009717,6.720009876,6.72001174,6.720010246,6.720010722,6.720010458,6.720010156,6.720009938,6.72001007,6.720010753,6.720010418,6.720010278,6.720009783,6.720009842,6.720009201,6.72001001,6.720011257,6.72001012,6.720010801,6.72001024,6.720010103,6.720009784,6.720010385,6.720010938,6.720009931 +"853","APOL4",4.362133755,4.362133937,4.362133938,4.362133752,4.362133774,4.362134623,4.362133811,4.362133782,4.362133761,4.362133615,4.362133834,4.362133744,4.362133916,4.362133849,4.362133947,4.362133758,4.362133945,4.362133888,4.362133769,4.362134504,4.362133903,4.362133949,4.362133834,4.362133686,4.362133964,4.362133881,4.362133899,4.362133795 +"854","APOL5",4.074964126,4.074964301,4.074964344,4.074964544,4.07496445,4.074964223,4.07496438,4.074964343,4.074964364,4.074964278,4.074964445,4.074964586,4.074964209,4.074964108,4.074964439,4.074964441,4.074964544,4.074964356,4.074964275,4.07496436,4.074964334,4.074964399,4.074964304,4.07496431,4.074964367,4.074964262,4.074964309,4.074964461 +"855","APOL6",7.668511524,7.665997249,7.654777516,7.644029638,7.651966102,7.721285831,7.658249757,7.670834968,7.671276257,7.648855424,7.644041821,7.62821685,7.672165252,7.674377649,7.663155196,7.650226958,7.651124482,7.638659486,7.658951699,7.71218723,7.654385521,7.67720298,7.677700355,7.659977985,7.646314121,7.643834626,7.670800937,7.656255082 +"856","APOLD1",5.615772565,5.615772677,5.615772684,5.615772578,5.615772586,5.615772667,5.615772566,5.615772556,5.615772748,5.615772685,5.61577265,5.615772577,5.615772548,5.615772759,5.615772603,5.615772688,5.615772601,5.615772553,5.615772606,5.615772718,5.615772604,5.615772564,5.615772818,5.615772681,5.615772725,5.615772609,5.615772693,5.615772753 +"857","APOM",4.841930254,4.841930288,4.841930339,4.841930282,4.841930328,4.841930273,4.841930273,4.841930311,4.841930283,4.841930228,4.84193031,4.841930316,4.841930353,4.841930231,4.841930306,4.841930339,4.841930301,4.841930276,4.841930324,4.841930309,4.841930319,4.841930333,4.841930308,4.841930312,4.841930311,4.841930317,4.841930336,4.84193033 +"858","APOO",4.866312064,4.866312081,4.866312069,4.866312071,4.866312052,4.866312069,4.866312067,4.866312047,4.866312082,4.86631206,4.866312048,4.86631206,4.866312061,4.866312073,4.866312057,4.866312068,4.866312033,4.866312048,4.866312052,4.866312026,4.86631204,4.866312046,4.866312085,4.866312055,4.866312057,4.866312067,4.866312055,4.866312069 +"859","APOOL",5.067763963,5.067763418,5.067763374,5.067762985,5.067763738,5.067763535,5.067763801,5.06776377,5.067763748,5.067763807,5.067763194,5.067763977,5.067763427,5.067764414,5.067763514,5.067763035,5.067763476,5.067763568,5.067763633,5.067763711,5.067763462,5.067763604,5.067763886,5.06776421,5.067763798,5.067763687,5.067763674,5.067763748 +"860","APP",7.851794544,7.851795027,7.851794584,7.851795649,7.851795023,7.851794436,7.85179437,7.851793986,7.851794504,7.851795368,7.85179501,7.85179467,7.851794386,7.851795624,7.85179408,7.851794655,7.851794309,7.851795359,7.851794794,7.851793759,7.851794084,7.851793565,7.851794265,7.851795218,7.85179465,7.851794471,7.851794775,7.851794961 +"861","APPBP2",7.359702001,7.359701691,7.359701343,7.359701438,7.359700917,7.359701084,7.359701482,7.359701242,7.359701669,7.359701373,7.35970105,7.359700384,7.359701477,7.359702603,7.35970148,7.359701339,7.359700962,7.359701286,7.359701393,7.359701129,7.359701368,7.359701013,7.359701926,7.359701739,7.35970118,7.359701132,7.359701632,7.359701937 +"862","APPL1",6.904325708,6.904325178,6.904325046,6.904324806,6.904325039,6.904324518,6.904325102,6.904324883,6.904324899,6.904325187,6.90432471,6.904324639,6.904325016,6.904326219,6.904325391,6.90432448,6.904324744,6.904324665,6.904325242,6.90432441,6.904324909,6.904325055,6.904325089,6.904325067,6.904324712,6.904325078,6.904325104,6.904325864 +"863","APPL2",7.118726989,7.118727018,7.118726894,7.118727138,7.118726756,7.118726877,7.118726853,7.118726851,7.118726948,7.118726871,7.118726949,7.118726918,7.118727056,7.118726993,7.118726996,7.118727006,7.118726814,7.118727058,7.118726974,7.118726982,7.118726929,7.118726944,7.118727057,7.118726929,7.118727028,7.118726966,7.118727067,7.11872689 +"864","APRG1",4.644818706,4.644818541,4.644818609,4.64481881,4.644818578,4.644818834,4.644818447,4.644818996,4.64481884,4.644818649,4.644818533,4.644818581,4.6448187,4.644818601,4.644818636,4.644818675,4.644818855,4.644818637,4.644818777,4.644818461,4.644818875,4.644818601,4.644818588,4.644818595,4.644818906,4.644818757,4.644818748,4.644818331 +"865","APRT",7.391249131,7.391249317,7.391248755,7.391248567,7.391249319,7.39124885,7.3912486,7.391249201,7.39124949,7.391248556,7.39124874,7.391249276,7.391249331,7.391249184,7.391249181,7.391249501,7.391248845,7.391248868,7.391248967,7.39124839,7.391248633,7.3912496,7.391249237,7.391248229,7.391248868,7.391249323,7.391249249,7.391249281 +"866","APTX",5.540143793,5.540143722,5.540143718,5.54014371,5.540143698,5.540143756,5.540143745,5.54014377,5.540143755,5.540143805,5.540143686,5.540143716,5.540143785,5.5401438,5.540143713,5.540143711,5.540143699,5.540143721,5.540143752,5.540143685,5.540143774,5.540143752,5.540143746,5.540143811,5.540143733,5.540143769,5.540143751,5.540143747 +"867","AQP1",5.144350848,5.144350627,5.144351056,5.144350847,5.144351127,5.144350984,5.144350994,5.144351033,5.144350938,5.144350892,5.144351031,5.144350964,5.144350908,5.144350686,5.144351008,5.144350814,5.14435114,5.144351003,5.144350886,5.144350885,5.14435098,5.144351076,5.144350961,5.144350806,5.144351016,5.14435103,5.144350802,5.144350977 +"868","AQP10",5.206409694,5.206410838,5.206410828,5.206411267,5.206409331,5.206410949,5.206409524,5.206410062,5.206410796,5.206410575,5.206410662,5.206410482,5.206410003,5.206409397,5.206408709,5.206410894,5.206410521,5.206411049,5.206409739,5.206410261,5.206409551,5.206409963,5.206411031,5.206410895,5.206411184,5.20641009,5.206410435,5.206408951 +"869","AQP11",4.824624815,4.824624814,4.824624858,4.824624834,4.824624845,4.82462481,4.824624835,4.824624826,4.824624846,4.824624798,4.824624845,4.824624869,4.824624824,4.824624794,4.824624845,4.824624848,4.824624839,4.824624855,4.824624835,4.824624834,4.824624825,4.824624834,4.824624838,4.824624802,4.824624844,4.824624836,4.824624832,4.824624827 +"870","AQP2",5.686849684,5.68684968,5.686849767,5.686849708,5.686849863,5.68684971,5.686849807,5.686849797,5.686849769,5.68684976,5.686849803,5.686849829,5.686849737,5.686849637,5.686849797,5.686849769,5.686849864,5.686849825,5.686849694,5.686849696,5.686849789,5.686849859,5.68684968,5.686849651,5.686849739,5.68684979,5.68684973,5.686849792 +"871","AQP3",7.294673753,7.294673785,7.29467368,7.294673737,7.294673764,7.294673719,7.294673817,7.294673832,7.294673886,7.294673806,7.29467358,7.294673769,7.2946738,7.29467376,7.294673651,7.294673741,7.294673662,7.294673671,7.294673792,7.294673721,7.294673734,7.294673776,7.294673859,7.294673742,7.294673611,7.294673745,7.294673864,7.294673763 +"872","AQP4",3.447149323,3.44714929,3.447149497,3.447149416,3.447149422,3.447149251,3.447149338,3.447149429,3.447149271,3.447149404,3.447149435,3.447149382,3.447149301,3.447149267,3.447149477,3.447149371,3.447149443,3.44714936,3.447149329,3.447149412,3.447149486,3.447149384,3.447149334,3.447149254,3.447149301,3.44714949,3.4471494,3.447149388 +"873","AQP4-AS1",3.876118723,3.876118936,3.87611976,3.876119124,3.876119007,3.876119354,3.876119388,3.876119222,3.876119151,3.876120009,3.8761202,3.876118612,3.87611941,3.876119447,3.876118886,3.876119433,3.876118562,3.876120216,3.876119339,3.876118955,3.876118888,3.876118388,3.87611964,3.876118514,3.876119236,3.876119062,3.876118483,3.876119295 +"874","AQP5",6.110433861,6.110433782,6.110433914,6.110433823,6.110433972,6.110433896,6.11043394,6.1104339,6.11043383,6.110433883,6.110433886,6.110434002,6.110433873,6.110433689,6.11043389,6.110433746,6.110433946,6.110433908,6.110433958,6.110433905,6.110433863,6.11043393,6.11043379,6.110433712,6.110433829,6.11043386,6.11043386,6.11043383 +"875","AQP6",5.276912961,5.276912964,5.276912979,5.276912978,5.276913004,5.276912961,5.276912967,5.276912989,5.27691297,5.276912971,5.276912979,5.276912993,5.276912966,5.276912946,5.276912997,5.276912978,5.276912996,5.27691299,5.276912979,5.276912978,5.276912992,5.276912997,5.276912961,5.276912965,5.276912975,5.276912985,5.276912957,5.276912976 +"876","AQP7",5.896104402,5.89610466,5.896104798,5.896105007,5.896105065,5.896104614,5.896104771,5.896104972,5.896104852,5.896104562,5.896104677,5.896104462,5.896104688,5.896104514,5.896104988,5.896105233,5.896105084,5.896105224,5.896104667,5.896104655,5.896104928,5.8961056,5.896104917,5.896104025,5.896104823,5.89610498,5.896104231,5.896105022 +"877","AQP8",5.034222401,5.034222164,5.034222363,5.034222162,5.034222551,5.034222124,5.03422236,5.034222524,5.034222166,5.034222436,5.034222478,5.034222711,5.034222229,5.034221919,5.034222444,5.034222377,5.034222727,5.034222448,5.034222256,5.034222248,5.03422249,5.034222391,5.034222125,5.034222319,5.03422238,5.034222342,5.034222188,5.034222329 +"878","AQP9",10.75995838,11.02305337,10.38257107,11.25548211,10.40995055,10.62479641,10.6724793,10.46839292,10.54005428,10.469897,10.67590285,9.874543173,10.36155009,10.43574682,10.78645887,11.02770389,10.57919135,11.09173342,10.86933386,10.87238772,10.69045816,10.4941046,10.96681102,10.96682242,10.93332945,10.17088036,10.30951709,10.19324623 +"879","AQR",7.275995138,7.275994788,7.275994492,7.275994252,7.275994416,7.27599436,7.275994587,7.275994089,7.275994602,7.27599443,7.275994206,7.275994063,7.275994953,7.27599562,7.275994756,7.275994218,7.275994097,7.27599417,7.275994882,7.275994213,7.275994685,7.275994435,7.275994857,7.275994694,7.275994563,7.2759948,7.275994827,7.275994988 +"880","AR",4.87845399,4.878454104,4.878454098,4.878454126,4.878454273,4.878454116,4.878454204,4.878454096,4.878454076,4.87845425,4.878454153,4.878454388,4.87845407,4.878454011,4.878454249,4.878454181,4.878454186,4.878454215,4.878454209,4.878454096,4.878454194,4.878454203,4.878454212,4.878454035,4.878454086,4.878454303,4.878454186,4.878454142 +"881","ARAF",7.899582599,7.899582597,7.899582644,7.899582627,7.899582596,7.899582647,7.89958261,7.8995826,7.899582631,7.899582604,7.899582592,7.899582612,7.899582601,7.899582575,7.899582584,7.899582584,7.899582599,7.899582572,7.899582606,7.899582573,7.899582567,7.899582604,7.899582608,7.899582613,7.899582586,7.899582612,7.899582641,7.899582549 +"882","ARAFP2",4.431529866,4.431529873,4.431529913,4.431529921,4.431529951,4.431529908,4.431529881,4.431529941,4.431529851,4.431529897,4.431529903,4.431529879,4.431529858,4.431529814,4.431529896,4.431529895,4.43152991,4.431529904,4.431529914,4.431529855,4.431529927,4.431529925,4.431529878,4.431529813,4.431529875,4.431529915,4.431529867,4.431529851 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+"1079","ASB8",7.059025005,7.059025035,7.059024938,7.059025127,7.059025048,7.059025317,7.05902504,7.05902483,7.059025064,7.059025124,7.059025033,7.059024745,7.059025013,7.059025135,7.059025004,7.059024864,7.059024823,7.059024955,7.059025117,7.059025262,7.059024848,7.059024845,7.059025049,7.059025236,7.05902502,7.059024881,7.059025102,7.059024996 +"1080","ASB9",3.647576545,3.647576644,3.647576585,3.647576688,3.647576672,3.647576727,3.647576749,3.647576909,3.647576601,3.647576511,3.647576708,3.64757671,3.647576619,3.647576457,3.647576691,3.64757677,3.647576879,3.647576632,3.647576788,3.647576733,3.647576533,3.647576701,3.6475766,3.647576666,3.64757649,3.647576548,3.647576464,3.647576671 +"1081","ASCC1",5.788617086,5.788617075,5.788617076,5.78861705,5.788617048,5.78861706,5.788617061,5.788617052,5.788617073,5.788617058,5.788617072,5.788617055,5.788617076,5.7886171,5.788617055,5.78861706,5.788617038,5.788617046,5.788617049,5.788617069,5.788617052,5.788617041,5.788617056,5.788617086,5.788617036,5.788617066,5.788617063,5.788617074 +"1082","ASCC2",9.102160995,9.198913566,9.920965167,9.363390046,9.711978464,10.06405496,9.698640246,9.890428298,9.649660462,9.722471397,9.692631162,10.20730465,9.007300836,8.944501959,9.185772317,8.810943061,9.804562182,9.410650128,9.291224487,9.860196088,9.568777693,9.671650503,9.59245416,9.697421036,9.652968458,10.24239025,9.203036577,9.258798262 +"1083","ASCC3",6.547981859,6.547980604,6.547980382,6.547979577,6.547980134,6.547980904,6.547980621,6.547979986,6.547980941,6.54798057,6.547979445,6.547979161,6.547981021,6.547982853,6.547980804,6.547980119,6.547979431,6.547979472,6.547981007,6.54798002,6.547980661,6.547980519,6.547981091,6.547980369,6.547979697,6.54797998,6.547981021,6.547981805 +"1084","ASCL1",4.734616232,4.73461628,4.734616298,4.734616213,4.734616348,4.73461627,4.73461633,4.734616242,4.734616309,4.734616272,4.734616361,4.734616389,4.734616298,4.734616144,4.734616387,4.734616226,4.734616413,4.734616314,4.73461632,4.734616267,4.734616325,4.734616373,4.734616213,4.734616277,4.734616195,4.734616318,4.734616213,4.734616305 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+"1171","ATOX1",7.220755032,7.220755057,7.220755031,7.220755039,7.220755004,7.220755047,7.220755032,7.220755031,7.220755036,7.220755034,7.220755035,7.220754989,7.220755029,7.220755022,7.220755026,7.220755038,7.220755018,7.220755031,7.22075503,7.220755074,7.220755017,7.220755027,7.22075503,7.220755057,7.22075503,7.220755012,7.220755037,7.220755011 +"1172","ATP10A",5.988054617,5.988054629,5.988054591,5.988054507,5.988054644,5.988054665,5.988054579,5.988054601,5.988054687,5.988054657,5.988054532,5.988054677,5.988054639,5.98805469,5.988054623,5.988054583,5.988054556,5.988054492,5.988054631,5.988054643,5.988054528,5.98805457,5.988054667,5.988054608,5.988054549,5.988054639,5.98805464,5.98805462 +"1173","ATP10B",4.078167866,4.078167898,4.078167915,4.078167884,4.078167988,4.078167935,4.078167884,4.078167938,4.078167926,4.078167946,4.078167965,4.078167919,4.078167941,4.078167733,4.078167923,4.078167908,4.078168013,4.07816794,4.078167861,4.07816802,4.078168005,4.07816801,4.078167993,4.078167845,4.078167909,4.078167894,4.078167883,4.078167928 +"1174","ATP10D",6.367910823,6.36791035,6.36790994,6.367910422,6.367910374,6.367910455,6.367909735,6.36790943,6.367909223,6.367910155,6.367910098,6.367909365,6.367909908,6.367910675,6.367910447,6.367910111,6.367909814,6.367909984,6.36791063,6.367910088,6.367909858,6.367909766,6.367909212,6.367910178,6.367910195,6.367909773,6.367909917,6.367910619 +"1175","ATP11A",7.975927442,7.975928047,7.975927732,7.975928788,7.975927333,7.975928662,7.975928143,7.975927622,7.975927242,7.975927778,7.975927708,7.975926988,7.975927825,7.975927304,7.975927298,7.975927983,7.975927398,7.975928348,7.975927953,7.975928747,7.975927817,7.975927445,7.975927882,7.975928197,7.975928176,7.975927551,7.975927779,7.975926624 +"1176","ATP11AUN",3.827184488,3.827184514,3.827184518,3.827184512,3.827184503,3.8271845,3.827184501,3.827184517,3.827184479,3.827184521,3.827184509,3.827184538,3.827184507,3.827184505,3.827184522,3.827184526,3.827184526,3.827184532,3.827184495,3.8271845,3.827184517,3.827184525,3.827184487,3.827184502,3.827184491,3.827184497,3.827184493,3.827184521 +"1177","ATP11B",7.681567428,7.681567177,7.681565841,7.681567226,7.681565737,7.68156452,7.681567004,7.68156511,7.681566907,7.681566579,7.681566192,7.681563505,7.681566078,7.681569178,7.681566717,7.681566775,7.681565175,7.681566594,7.681567494,7.681564939,7.681566795,7.681565703,7.681568162,7.681567767,7.681566917,7.681565446,7.681566063,7.681567877 +"1178","ATP11C",5.939167416,5.939167204,5.939167078,5.939167066,5.939167069,5.939167124,5.939167202,5.939167019,5.939167239,5.939167148,5.939167013,5.939166988,5.939167239,5.939167549,5.93916719,5.939167155,5.939167058,5.939166936,5.939167182,5.939166938,5.939167164,5.93916709,5.939167307,5.939167192,5.939167044,5.939167131,5.939167205,5.939167344 +"1179","ATP12A",3.915521902,3.915521898,3.915521956,3.915521935,3.915521928,3.915521906,3.915521922,3.915521921,3.915521913,3.9155219,3.915521936,3.91552194,3.91552192,3.915521912,3.915521937,3.915521921,3.915521959,3.915521956,3.915521923,3.91552192,3.91552194,3.915521921,3.915521907,3.915521931,3.915521936,3.915521933,3.915521916,3.915521906 +"1180","ATP13A1",6.988222015,6.988221993,6.988221968,6.988221943,6.988221968,6.988222045,6.988221979,6.988221969,6.988222025,6.98822203,6.988221932,6.988221972,6.988222008,6.988222021,6.988221974,6.988221972,6.988221974,6.988221957,6.988222001,6.988222074,6.98822197,6.988221985,6.988222001,6.988222016,6.988221893,6.988221949,6.988221988,6.988221942 +"1181","ATP13A2",6.188616305,6.188616314,6.188616295,6.18861632,6.188616303,6.18861636,6.188616292,6.188616344,6.188616306,6.188616363,6.1886163,6.188616304,6.188616325,6.188616289,6.188616337,6.188616316,6.188616283,6.188616313,6.188616322,6.188616311,6.188616323,6.188616284,6.188616303,6.188616324,6.188616284,6.188616344,6.18861635,6.188616291 +"1182","ATP13A3",7.112469071,7.112468844,7.112468258,7.112468102,7.112468096,7.112467871,7.112469052,7.112467581,7.112468582,7.112468729,7.112468075,7.112467308,7.112468414,7.11247002,7.112468498,7.112468315,7.112467358,7.112467661,7.112468153,7.112467586,7.11246851,7.112467626,7.112468657,7.112468766,7.112467834,7.112467674,7.112468353,7.112468633 +"1183","ATP13A4",3.949246579,3.949246563,3.949246554,3.949246536,3.949246573,3.949246565,3.949246584,3.949246594,3.949246572,3.949246561,3.949246576,3.949246573,3.949246592,3.949246556,3.949246619,3.949246567,3.94924657,3.949246552,3.949246589,3.949246576,3.949246594,3.949246574,3.949246592,3.949246562,3.949246606,3.949246608,3.949246552,3.949246581 +"1184","ATP13A5",3.550326448,3.550326523,3.5503264,3.550326561,3.550326428,3.550326409,3.550326363,3.550326514,3.550326439,3.550326604,3.550326549,3.550326456,3.550326346,3.550326388,3.550326475,3.550326355,3.550326468,3.550326346,3.550326394,3.550326427,3.550326445,3.55032641,3.550326437,3.550326414,3.550326548,3.550326482,3.550326537,3.550326416 +"1185","ATP1A1",8.642316409,8.642316929,8.642315772,8.642315555,8.642316361,8.642316808,8.642316714,8.642315676,8.642317473,8.642317262,8.642315194,8.642316183,8.642316876,8.642318674,8.642316338,8.642316001,8.642314689,8.64231477,8.642316209,8.642314915,8.642316177,8.642315955,8.642317096,8.642316272,8.64231483,8.642316303,8.642316928,8.642317532 +"1186","ATP1A2",4.859925841,4.859925817,4.859925845,4.859925862,4.859925981,4.859925851,4.859925891,4.859925917,4.859925862,4.859925892,4.859925922,4.859925916,4.859925831,4.859925764,4.859925928,4.859925834,4.85992594,4.859925852,4.859925867,4.859925871,4.859925898,4.859925914,4.859925819,4.859925824,4.859925855,4.859925897,4.859925837,4.859925871 +"1187","ATP1A3",5.186293569,5.186293478,5.186293603,5.186293405,5.186293556,5.186293586,5.186293617,5.186293543,5.186293652,5.186293566,5.186293518,5.186293535,5.18629357,5.186293482,5.186293554,5.186293395,5.18629351,5.186293593,5.186293475,5.186293554,5.186293584,5.186293521,5.186293467,5.186293557,5.186293435,5.186293516,5.18629361,5.18629342 +"1188","ATP1A4",4.048122342,4.048122354,4.04812238,4.048122341,4.048122344,4.048122351,4.048122372,4.048122344,4.048122336,4.048122327,4.048122328,4.048122377,4.048122353,4.048122335,4.048122364,4.048122364,4.048122386,4.048122369,4.048122372,4.048122355,4.048122379,4.048122368,4.048122337,4.048122356,4.048122332,4.048122363,4.048122342,4.048122356 +"1189","ATP1B1",4.873761416,4.873761443,4.873761396,4.873761388,4.873761439,4.873761455,4.873761343,4.873761379,4.873761411,4.873761403,4.873761449,4.873761348,4.873761417,4.87376153,4.873761452,4.873761376,4.87376134,4.873761351,4.873761385,4.87376145,4.87376145,4.873761429,4.873761374,4.873761444,4.873761534,4.873761368,4.873761471,4.873761476 +"1190","ATP1B2",6.162075729,6.162075571,6.162076155,6.1620758,6.162076225,6.162076081,6.162075844,6.162076172,6.162076224,6.16207604,6.16207632,6.162076058,6.162075695,6.162075151,6.162076086,6.162075468,6.162076358,6.162075997,6.162076066,6.162075973,6.162075832,6.16207603,6.162075956,6.162075473,6.162075825,6.162076154,6.162075806,6.162075813 +"1191","ATP1B3",5.823615889,5.823615845,5.823615607,5.823615567,5.823615538,5.823616042,5.82361572,5.823614957,5.823615404,5.823615613,5.823615204,5.823615006,5.823615731,5.8236159,5.823615423,5.823615139,5.823615277,5.823615329,5.823615585,5.82361579,5.823615701,5.823615391,5.823615877,5.823615738,5.823615591,5.823615247,5.823615831,5.823615704 +"1192","ATP1B4",4.452022187,4.452022209,4.452022358,4.452022138,4.452022475,4.452022214,4.452022403,4.452022344,4.452022288,4.452022279,4.452022266,4.45202256,4.452022175,4.452022109,4.452022321,4.45202228,4.452022358,4.452022326,4.452022155,4.452022319,4.452022289,4.452022274,4.452022238,4.452022121,4.452022159,4.452022341,4.452022132,4.452022266 +"1193","ATP23",4.894411974,4.894411614,4.894411893,4.894411806,4.894411887,4.894411667,4.894411922,4.894411719,4.894411843,4.894411843,4.894411874,4.894411714,4.894411903,4.894412027,4.894411854,4.894411609,4.89441186,4.894411839,4.894411782,4.894411881,4.894411687,4.894411861,4.894411869,4.894412136,4.894412055,4.894411534,4.894411944,4.89441182 +"1194","ATP2A1",4.521347624,4.521347627,4.521347639,4.521347659,4.521347706,4.521347636,4.521347678,4.521347669,4.521347638,4.521347624,4.521347651,4.521347662,4.521347643,4.521347559,4.521347691,4.52134765,4.521347679,4.521347655,4.521347628,4.521347696,4.521347696,4.52134769,4.521347627,4.521347642,4.521347644,4.52134767,4.521347654,4.521347692 +"1195","ATP2A2",7.051541505,7.051541491,7.051541432,7.051541434,7.051541343,7.051541576,7.051541608,7.051541301,7.05154148,7.051541459,7.051541376,7.051541328,7.051541527,7.05154153,7.051541394,7.051541342,7.051541215,7.051541312,7.051541358,7.051541254,7.051541514,7.051541365,7.051541363,7.051541433,7.05154124,7.05154137,7.051541433,7.051541273 +"1196","ATP2A3",8.774181322,8.77418203,8.77418148,8.774182069,8.774181808,8.774181681,8.774181985,8.774181535,8.774182011,8.774182213,8.774182118,8.774181617,8.774181838,8.774181872,8.774181559,8.774181934,8.774181496,8.774181864,8.774182104,8.774181192,8.774181491,8.77418162,8.774182083,8.774182153,8.77418199,8.774181717,8.774181849,8.774181593 +"1197","ATP2B1",8.292183622,8.343193695,8.18822876,8.290588524,8.222559466,8.017947201,8.246513023,8.082602668,8.134066474,8.120218659,8.20240152,8.026773067,8.248042882,8.367246037,8.261537259,8.305242943,8.175895874,8.264679542,8.374916352,8.050938627,8.273937284,8.126979258,8.237609988,8.176817576,8.250428938,8.138737052,8.242986931,8.260367029 +"1198","ATP2B2",5.1998274,5.199827249,5.199827955,5.199827597,5.199828167,5.199827068,5.199827888,5.199828007,5.199827391,5.199827573,5.199827848,5.199828143,5.199827866,5.19982753,5.199828014,5.199827761,5.199828247,5.199828137,5.199827909,5.199827768,5.199827777,5.199828001,5.199827651,5.199827522,5.199827849,5.199828027,5.199827403,5.199827629 +"1199","ATP2B3",4.766916678,4.766916698,4.766916746,4.766916726,4.76691678,4.76691669,4.766916726,4.766916737,4.766916699,4.766916743,4.766916761,4.766916775,4.766916689,4.766916687,4.766916786,4.766916697,4.766916779,4.766916745,4.766916691,4.766916742,4.766916772,4.766916739,4.766916704,4.766916708,4.766916733,4.766916759,4.766916719,4.766916722 +"1200","ATP2B4",8.096051339,8.09605122,8.096050819,8.096051138,8.096050801,8.096051145,8.096051341,8.096051115,8.096051035,8.096051074,8.096051117,8.096050487,8.096051084,8.096051029,8.096051279,8.096051162,8.09605067,8.096051004,8.096051039,8.09605092,8.096051284,8.096050925,8.096051207,8.096051258,8.096051024,8.096050869,8.096051095,8.096050637 +"1201","ATP2C1",6.704551983,6.704551903,6.704551636,6.704551691,6.704551468,6.704551407,6.704551763,6.704551388,6.704551718,6.704551507,6.704551565,6.704551204,6.704551782,6.704552212,6.704551546,6.704551614,6.704551431,6.704551534,6.704551627,6.704550955,6.704551756,6.704551426,6.704551589,6.704551695,6.704551603,6.704551551,6.704551723,6.704551659 +"1202","ATP2C2",4.959503708,4.959503671,4.959503956,4.959503621,4.95950404,4.959503737,4.959503924,4.95950384,4.959503693,4.959503868,4.959504079,4.959504047,4.959503896,4.959503487,4.959503976,4.959503863,4.959504075,4.959503967,4.959503915,4.959503787,4.959503945,4.95950399,4.95950379,4.959503451,4.959503886,4.959503963,4.95950393,4.959503895 +"1203","ATP4A",4.948023876,4.948023901,4.948023925,4.948023919,4.948023951,4.948023891,4.948023914,4.948023934,4.94802392,4.948023899,4.948023921,4.94802393,4.948023904,4.94802388,4.948023932,4.948023884,4.948023936,4.948023947,4.948023933,4.948023914,4.948023935,4.948023943,4.948023894,4.948023878,4.948023923,4.948023918,4.948023906,4.948023915 +"1204","ATP4B",4.426924329,4.426924251,4.426924383,4.426924436,4.426924477,4.426924282,4.426924426,4.426924471,4.426924403,4.426924446,4.426924489,4.426924476,4.426924453,4.426924312,4.426924476,4.426924521,4.426924494,4.426924487,4.426924349,4.426924385,4.426924517,4.426924571,4.426924404,4.426924445,4.426924335,4.426924473,4.426924406,4.426924367 +"1205","ATP5F1A",8.477134724,8.477134189,8.47713409,8.477133493,8.477133898,8.477134284,8.47713434,8.477133625,8.477134457,8.477134323,8.477133184,8.477133692,8.477134186,8.47713506,8.477133864,8.477133827,8.477133481,8.477132852,8.47713414,8.477134265,8.47713434,8.47713401,8.477134365,8.477134022,8.477133185,8.477134048,8.477134511,8.477134451 +"1206","ATP5F1B",9.741817788,9.741081423,9.689774654,9.588924174,9.640616308,9.783976748,9.736219608,9.67724187,9.754390613,9.758565532,9.605203054,9.650655823,9.707033952,9.81348397,9.648396318,9.685253007,9.64042753,9.516112281,9.622488458,9.829960537,9.741694642,9.677596911,9.746342425,9.732091471,9.56908416,9.715241415,9.703681424,9.68678756 +"1207","ATP5F1C",6.928162947,6.928161914,6.928162454,6.928162459,6.928162193,6.928161956,6.92816319,6.928162371,6.928163102,6.928163178,6.92816213,6.928161666,6.928162514,6.928163999,6.928162124,6.928161686,6.928162386,6.92816166,6.928162711,6.928162132,6.928162741,6.928162336,6.928163146,6.928162844,6.928162326,6.928162093,6.928162567,6.928163516 +"1208","ATP5F1D",8.25781756,8.257817529,8.25781748,8.25781725,8.257817567,8.257818011,8.257817584,8.257817577,8.25781796,8.257817928,8.257817127,8.257817711,8.257817559,8.257817595,8.257817454,8.257817345,8.25781739,8.257817034,8.25781743,8.257817593,8.257817291,8.25781767,8.25781779,8.257817591,8.257817153,8.257817646,8.257817868,8.257817503 +"1209","ATP5F1EP2",5.686902404,5.686902301,5.686902643,5.686902447,5.686902388,5.686902642,5.686902518,5.686902432,5.686902504,5.686902556,5.686902661,5.686902399,5.686902455,5.686902518,5.686902382,5.686902205,5.686902489,5.686902397,5.686902364,5.686902484,5.68690248,5.686902443,5.686902577,5.686902465,5.686902492,5.686902482,5.686902444,5.686902367 +"1210","ATP5IF1",6.592337017,6.592336995,6.592337018,6.592337013,6.592336985,6.592336998,6.592336993,6.592337008,6.59233701,6.592337016,6.592337029,6.59233699,6.592336981,6.592336991,6.592337005,6.592337028,6.592337033,6.592337022,6.592337006,6.592336958,6.592337023,6.592336993,6.592337042,6.592337009,6.592337011,6.592337006,6.592336995,6.592337015 +"1211","ATP5MC1",6.876844136,6.876843941,6.876844086,6.876843784,6.876843541,6.876844133,6.876844009,6.876843822,6.87684414,6.876844012,6.876843691,6.876844013,6.87684401,6.87684392,6.876843672,6.87684412,6.87684353,6.876843221,6.876843869,6.876844346,6.876844069,6.876843693,6.876843937,6.876843833,6.876843574,6.876843922,6.87684406,6.87684365 +"1212","ATP5MC2",8.050775057,8.050775209,8.05077481,8.050774379,8.050774703,8.050775115,8.050775067,8.050774893,8.050775202,8.050775156,8.050774436,8.050774926,8.050775066,8.050775155,8.050774782,8.050774842,8.050774793,8.050774288,8.050774796,8.050775006,8.050774834,8.050774964,8.050775172,8.050774964,8.05077425,8.050774841,8.050775055,8.050775035 +"1213","ATP5MC3",5.381414714,5.381414711,5.381414721,5.381414695,5.381414724,5.381414726,5.381414727,5.381414711,5.38141473,5.381414735,5.381414707,5.38141472,5.381414709,5.381414719,5.381414722,5.381414706,5.381414708,5.381414681,5.381414712,5.381414723,5.381414715,5.381414711,5.381414718,5.381414713,5.381414682,5.381414707,5.381414716,5.381414705 +"1214","ATP5ME",6.495320348,6.49532031,6.495320349,6.495320355,6.495320372,6.495320369,6.495320356,6.49532035,6.495320311,6.495320341,6.495320341,6.495320316,6.495320332,6.495320339,6.495320352,6.495320304,6.495320365,6.495320347,6.495320364,6.495320373,6.495320351,6.495320341,6.495320358,6.495320348,6.495320336,6.495320356,6.495320333,6.495320333 +"1215","ATP5MG",7.312397603,7.312397162,7.312397517,7.312396659,7.312396575,7.31239735,7.312397544,7.312397427,7.312397593,7.312397526,7.312396828,7.312396874,7.312397206,7.312397826,7.312397178,7.312396877,7.31239649,7.31239605,7.312396998,7.31239644,7.312397211,7.312397243,7.312397786,7.312397492,7.312396387,7.312396932,7.312397371,7.312397132 +"1216","ATP5MGL",4.938403894,4.938403889,4.938403885,4.938403904,4.938403878,4.938403898,4.938403892,4.938403887,4.938403895,4.938403884,4.938403871,4.938403847,4.938403887,4.938403902,4.938403869,4.938403883,4.938403886,4.938403877,4.938403901,4.938403864,4.938403873,4.938403879,4.938403881,4.938403897,4.938403888,4.938403879,4.938403907,4.938403878 +"1217","ATP5MJ",4.98893705,4.988936967,4.988937061,4.98893694,4.988936936,4.98893687,4.988936993,4.988936953,4.988936905,4.988937023,4.988936917,4.988936872,4.988936919,4.98893719,4.988936847,4.988936963,4.988937006,4.988936934,4.988936945,4.988937074,4.98893694,4.98893698,4.988936989,4.988936963,4.988936942,4.988936931,4.988936933,4.988936974 +"1218","ATP5MK",4.756120839,4.75612051,4.756120428,4.756120564,4.756120613,4.756120553,4.756120664,4.756120518,4.756120667,4.756120755,4.756120706,4.756120411,4.756120786,4.756120824,4.75612063,4.756120702,4.756120385,4.756120488,4.75612052,4.756120387,4.756120706,4.756120657,4.756120838,4.756120622,4.756120252,4.756120755,4.756120508,4.756120949 +"1219","ATP5PB",5.987986408,5.987986037,5.98798623,5.987985976,5.9879859,5.987986079,5.987986078,5.987985749,5.98798626,5.987986115,5.987985767,5.987985427,5.987985954,5.987986744,5.987986092,5.987985603,5.987985888,5.98798575,5.987985982,5.987986171,5.987986001,5.987985885,5.987986352,5.987986198,5.987985528,5.987985759,5.987985955,5.987986174 +"1220","ATP5PD",7.425196493,7.425196303,7.425196015,7.425195427,7.425195624,7.425195856,7.42519596,7.4251955,7.425196352,7.425196121,7.425195323,7.425195388,7.425196128,7.42519642,7.425195722,7.425196102,7.425195425,7.425195323,7.425195975,7.425196158,7.425196053,7.425195722,7.425196084,7.425196045,7.425195366,7.425196005,7.425196028,7.425196004 +"1221","ATP5PF",5.56521061,5.565210464,5.565210668,5.565210407,5.565210488,5.56521059,5.565210726,5.565210325,5.565210762,5.565210713,5.565210599,5.565210321,5.565210603,5.5652108,5.565210704,5.565210233,5.565210633,5.56521059,5.565210547,5.565210702,5.565210664,5.565210497,5.565210667,5.565210615,5.565210538,5.565210537,5.565210635,5.565210783 +"1222","ATP5PO",6.801578795,6.801578814,6.801579072,6.801578447,6.801578741,6.801578825,6.801579057,6.801578349,6.801579074,6.801579309,6.801578687,6.801578575,6.801578654,6.801579336,6.801578584,6.801578623,6.801578946,6.801578121,6.801578948,6.801578611,6.801578935,6.801578614,6.80157913,6.801578929,6.801578766,6.801578454,6.801578671,6.80157893 +"1223","ATP6AP1",8.873098504,8.873098702,8.873098529,8.873098723,8.873098534,8.873098593,8.873098538,8.87309851,8.873098498,8.873098534,8.873098559,8.87309844,8.873098513,8.873098589,8.873098509,8.873098696,8.873098553,8.873098612,8.87309853,8.873098592,8.873098406,8.873098484,8.873098558,8.873098636,8.87309855,8.87309849,8.873098504,8.873098511 +"1224","ATP6AP1-DT",7.403333212,7.403333614,7.403333968,7.403333597,7.403335337,7.403333081,7.403334111,7.40333427,7.403333633,7.403333938,7.403334306,7.40333472,7.403333755,7.403332689,7.403334799,7.403334659,7.403334745,7.403334357,7.403334,7.4033338,7.403334872,7.403334463,7.403333479,7.403333318,7.403334014,7.403334289,7.403333701,7.403334399 +"1225","ATP6AP1L",4.1251200355,4.1251199055,4.1251199175,4.1251199445,4.1251200765,4.125120033,4.1251200305,4.125120132,4.1251201515,4.1251199705,4.1251201275,4.1251199795,4.125120168,4.1251199615,4.12511999,4.125119973,4.125120126,4.12511986,4.1251200685,4.1251201185,4.125120035,4.1251201245,4.1251198825,4.1251198345,4.1251200845,4.1251200355,4.1251201015,4.125119978 +"1226","ATP6AP2",8.564053967,8.564054828,8.564053604,8.56405383,8.564052836,8.564053982,8.564053517,8.564053162,8.564053272,8.564053431,8.564053008,8.564052399,8.564053576,8.564054668,8.564053434,8.564054097,8.564053169,8.564053017,8.564053492,8.564054331,8.564053226,8.564053191,8.564053583,8.564054059,8.56405262,8.564053036,8.564053583,8.564053419 +"1227","ATP6V0A1",7.647379124,7.647379696,7.64737883,7.647379887,7.647377867,7.647379707,7.647378682,7.647378692,7.647378044,7.647378664,7.647378213,7.647378398,7.647378426,7.64737944,7.647379047,7.647379745,7.647378235,7.647378971,7.647379125,7.64737936,7.647378799,7.647378258,7.647378607,7.647379285,7.647379307,7.647378864,7.647378404,7.647378709 +"1228","ATP6V0A2",6.515220314,6.515220446,6.515220365,6.515220147,6.515220294,6.515220187,6.51522031,6.515220189,6.515220579,6.51522047,6.515220388,6.515219956,6.515220301,6.515220691,6.515220175,6.515220391,6.515220096,6.515219935,6.515220414,6.515220198,6.515220057,6.515220081,6.515220376,6.515220307,6.515220382,6.515220307,6.515220399,6.51522054 +"1229","ATP6V0A4",4.719293631,4.719293616,4.719293641,4.719293606,4.719293716,4.719293582,4.719293634,4.719293688,4.719293605,4.719293616,4.719293639,4.719293699,4.719293593,4.719293582,4.719293675,4.719293688,4.719293685,4.719293694,4.719293686,4.719293709,4.719293689,4.719293646,4.719293584,4.719293539,4.719293548,4.719293647,4.719293564,4.719293635 +"1230","ATP6V0B",8.798577366,8.798577377,8.798577042,8.798578128,8.798576344,8.798577325,8.798576954,8.798576847,8.798575991,8.798576178,8.798576598,8.798576033,8.798577275,8.798576792,8.798576851,8.798577555,8.798577065,8.798577351,8.798577294,8.798577342,8.798576762,8.798577078,8.79857636,8.798576909,8.798576161,8.798576435,8.798577009,8.798575906 +"1231","ATP6V0C",10.12973364,10.18920924,10.53224301,10.33503039,10.49613566,10.81761964,10.23945926,10.79797022,10.74135448,10.38645855,10.28804607,10.64893557,10.2006919,9.812810199,10.27054842,9.624889072,10.46502141,10.36249094,10.25008939,10.56268511,10.09052041,10.6402371,10.63315869,10.30091414,10.27148327,10.6431927,10.40134377,10.00150563 +"1232","ATP6V0D1",9.026972579,9.026973323,9.026972156,9.026973768,9.026972018,9.026974317,9.026972565,9.026972847,9.026972122,9.02697298,9.026972606,9.026971747,9.026972739,9.026972736,9.026972152,9.026973147,9.026971682,9.026973251,9.026972559,9.026973857,9.026972315,9.026972964,9.026972602,9.026973508,9.026972905,9.026972082,9.026972841,9.026971892 +"1233","ATP6V0D2",2.82305079,2.823050982,2.82305088,2.823050972,2.823050805,2.823050815,2.823050892,2.823050965,2.823050811,2.823050916,2.823050902,2.82305089,2.823050842,2.823050778,2.823050856,2.823050892,2.823051024,2.823050847,2.823050886,2.823050851,2.823050786,2.823050717,2.823050909,2.823050866,2.8230509,2.823050714,2.823050968,2.823050898 +"1234","ATP6V0E1",8.618655009,8.61865494,8.61865476,8.618654922,8.618654565,8.618654704,8.618654891,8.618654615,8.618654609,8.618654767,8.618654637,8.618654208,8.61865467,8.618655017,8.618654833,8.618654945,8.61865471,8.618654649,8.61865491,8.618654769,8.61865482,8.618654754,8.618654923,8.618654898,8.61865441,8.618654445,8.618654649,8.618654678 +"1235","ATP6V0E2",7.202933887,7.202933844,7.202933879,7.202933798,7.202933954,7.202934154,7.202933931,7.20293387,7.202933939,7.202933985,7.202933948,7.202934014,7.202933896,7.202933802,7.202933957,7.202933783,7.202933913,7.20293384,7.202933934,7.202933966,7.202933821,7.202933881,7.202933959,7.20293384,7.202933771,7.202933896,7.202933998,7.202933888 +"1236","ATP6V0E2-AS1",6.511425746,6.511425487,6.511425771,6.51142563,6.511425647,6.511425523,6.511425617,6.51142589,6.51142598,6.511425999,6.511425566,6.511425941,6.511425833,6.511425896,6.511425553,6.511425473,6.511425727,6.511425662,6.51142565,6.511425044,6.511425304,6.511425574,6.511425861,6.51142573,6.511425703,6.511425693,6.51142593,6.511425852 +"1237","ATP6V1A",8.694502556,8.694503201,8.694502334,8.694503009,8.694501837,8.694502561,8.694502161,8.694502425,8.694501494,8.694501792,8.694502167,8.69450139,8.694502002,8.694502536,8.694502378,8.694502938,8.694501904,8.694502289,8.694502437,8.694502714,8.694502021,8.694501869,8.69450195,8.69450261,8.694502296,8.694501935,8.694501923,8.694501862 +"1238","ATP6V1B1",5.422407515,5.422407482,5.422407521,5.422407539,5.422407574,5.42240752,5.422407487,5.422407551,5.422407553,5.422407512,5.42240753,5.422407514,5.422407518,5.422407437,5.422407543,5.422407533,5.422407545,5.422407556,5.422407499,5.422407517,5.422407541,5.422407541,5.422407468,5.422407463,5.422407524,5.422407538,5.422407493,5.422407497 +"1239","ATP6V1B2",10.61660267,10.83589986,10.41973753,10.83284297,10.18490136,10.85969936,10.4547599,10.38538199,10.1345554,10.29490438,10.3524105,9.971009608,10.45192721,10.67522119,10.50572335,10.70031716,10.41541524,10.49607519,10.48139656,11.00956511,10.54889905,10.37012681,10.44216511,10.58458854,10.37888985,10.19053889,10.32593824,10.2845442 +"1240","ATP6V1C1",6.601827836,6.601827759,6.601827282,6.601827839,6.601827113,6.601826482,6.601827002,6.60182666,6.601827145,6.601827267,6.601827105,6.601826001,6.601827004,6.601828423,6.60182747,6.601827892,6.601826984,6.601827304,6.601827685,6.601826675,6.601827208,6.601827027,6.60182745,6.601827654,6.601827226,6.601826838,6.601827181,6.601827439 +"1241","ATP6V1C2",4.234561762,4.234561661,4.234561819,4.234561766,4.23456188,4.234561871,4.234561774,4.234561752,4.234561747,4.23456187,4.234561827,4.234561828,4.234561757,4.234561666,4.234561893,4.234561686,4.23456179,4.234561727,4.23456182,4.23456182,4.234561804,4.234561791,4.23456178,4.234561802,4.234561815,4.234561818,4.234561837,4.234561799 +"1242","ATP6V1D",5.965775531,5.965776019,5.965775414,5.965775449,5.965774633,5.965775064,5.96577489,5.965774543,5.965775425,5.965775096,5.965774811,5.965774337,5.965775506,5.96577623,5.965775224,5.965776009,5.965775141,5.965775274,5.965775593,5.965775981,5.965774899,5.965775235,5.965775416,5.965775802,5.965775582,5.965774965,5.965774924,5.965775364 +"1243","ATP6V1E1",6.284918219,6.284918347,6.284918269,6.284918476,6.28491801,6.284918316,6.284917987,6.284917912,6.284918059,6.284918359,6.284918205,6.284917549,6.284918203,6.284918108,6.284918025,6.284918154,6.284917921,6.284918207,6.284918132,6.284918505,6.284918051,6.284917785,6.284918265,6.284918258,6.28491843,6.284917853,6.284918242,6.284917902 +"1244","ATP6V1E2",4.553690072,4.553690026,4.55369,4.553690056,4.553689968,4.553690107,4.553690154,4.553690081,4.553690129,4.553690091,4.553689873,4.553690024,4.553690022,4.55369027,4.553689947,4.553690033,4.553690024,4.553690106,4.553689927,4.553689956,4.55369005,4.553689921,4.553690102,4.553690123,4.553689913,4.553690119,4.553689984,4.553690126 +"1245","ATP6V1F",7.576063704,7.576063764,7.576063889,7.576063675,7.576063812,7.576063712,7.57606371,7.576063775,7.57606372,7.576063722,7.576063754,7.57606369,7.576063786,7.57606372,7.576063699,7.576063705,7.576063798,7.576063663,7.57606361,7.576063916,7.576063736,7.576063683,7.576063696,7.576063815,7.576063713,7.576063759,7.576063804,7.576063668 +"1246","ATP6V1G1",7.109852394,7.10985234,7.109852362,7.109852338,7.109852393,7.1098524,7.109852433,7.109852339,7.109852364,7.109852407,7.109852336,7.109852358,7.109852381,7.109852455,7.109852415,7.109852355,7.109852404,7.109852362,7.109852424,7.109852311,7.109852426,7.109852412,7.109852435,7.109852342,7.109852368,7.109852402,7.109852375,7.109852471 +"1247","ATP6V1G3",3.000796331,3.000796448,3.000796438,3.00079649,3.000796556,3.000796357,3.000796494,3.000796416,3.00079646,3.000796464,3.000796496,3.000796527,3.000796453,3.000796452,3.000796461,3.000796553,3.000796661,3.000796539,3.000796412,3.000796515,3.000796531,3.000796539,3.000796539,3.000796531,3.000796492,3.000796479,3.000796352,3.000796483 +"1248","ATP6V1H",6.507515288,6.507515311,6.507515069,6.507515055,6.507515122,6.507515102,6.507515188,6.507514988,6.507515214,6.507515165,6.507515029,6.507515015,6.507515193,6.50751538,6.507515141,6.50751527,6.507515015,6.507515018,6.507515209,6.507515176,6.507515099,6.507515038,6.507515196,6.507515156,6.507515051,6.507515057,6.507515145,6.50751522 +"1249","ATP7A",6.906803898,6.906804058,6.906803742,6.906804121,6.90680343,6.906803614,6.906803668,6.906803613,6.906803519,6.906803576,6.906803894,6.906803219,6.906803767,6.906804133,6.906803638,6.906804032,6.906803335,6.9068038,6.906803846,6.906803583,6.906803741,6.906803392,6.906803833,6.906803816,6.906804123,6.906803758,6.906803786,6.906803655 +"1250","ATP7B",4.933263062,4.933263054,4.93326311,4.93326311,4.933263139,4.933263144,4.933263142,4.933263143,4.93326309,4.933263079,4.933263159,4.933263188,4.933263089,4.933263078,4.933263176,4.933263129,4.933263146,4.933263134,4.933263153,4.933263178,4.933263172,4.933263166,4.933263084,4.933263149,4.933263127,4.933263101,4.933263097,4.933263108 +"1251","ATP8A1",6.851656836,6.851656643,6.851656585,6.851656536,6.851656353,6.851656425,6.851656741,6.851656434,6.851656766,6.851656643,6.851656428,6.851656258,6.851656688,6.851656942,6.851656731,6.851656673,6.851656464,6.851656393,6.851656596,6.851656243,6.851656699,6.851656482,6.851656815,6.851656704,6.851656404,6.85165662,6.85165667,6.851656773 +"1252","ATP8A2",3.950103322,3.950103357,3.95010335,3.95010333,3.950103365,3.950103349,3.950103331,3.950103353,3.950103313,3.95010334,3.950103352,3.950103363,3.950103351,3.950103322,3.950103359,3.950103335,3.950103393,3.95010335,3.95010335,3.950103331,3.950103363,3.950103338,3.950103326,3.950103319,3.950103345,3.950103344,3.95010333,3.95010333 +"1253","ATP8B1",3.914438409,3.91443841,3.914438412,3.91443837,3.914438432,3.914438449,3.914438443,3.914438416,3.914438427,3.9144384,3.914438421,3.914438437,3.914438402,3.914438395,3.914438414,3.914438419,3.914438412,3.914438422,3.914438398,3.914438443,3.914438429,3.914438417,3.914438389,3.914438369,3.91443838,3.91443843,3.914438456,3.914438443 +"1254","ATP8B2",7.644685571,7.644685672,7.644684851,7.644684719,7.644685595,7.644685548,7.644685621,7.64468503,7.644686805,7.644686097,7.644684709,7.644685513,7.644685752,7.644686526,7.644685102,7.644684812,7.644683991,7.644684537,7.644685611,7.644684922,7.644685112,7.644684905,7.644686134,7.644685014,7.644684699,7.644685716,7.644686024,7.644686058 +"1255","ATP8B3",5.527394057,5.527393989,5.527394127,5.5273941,5.527394214,5.527394037,5.527394063,5.52739412,5.527394058,5.527394067,5.527394144,5.527394138,5.527394119,5.527394015,5.527394123,5.5273941,5.52739416,5.52739416,5.52739407,5.527394089,5.527394153,5.527394159,5.527394027,5.527394041,5.527394133,5.52739412,5.527394069,5.527394086 +"1256","ATP8B4",5.946508862,5.946508505,5.946508117,5.94650747,5.946507531,5.946506402,5.946507626,5.946506764,5.946506016,5.94650786,5.946508167,5.946506135,5.946507412,5.946508222,5.946507937,5.946508138,5.946507672,5.946506967,5.946508427,5.946506591,5.946507809,5.946506594,5.946507116,5.946508296,5.946507707,5.946506631,5.946507685,5.946507983 +"1257","ATP8B5P",3.200773307,3.200773301,3.200773335,3.200773446,3.200773345,3.200773423,3.200773367,3.200773408,3.200773201,3.20077345,3.200773286,3.200773513,3.200773256,3.200773303,3.200773272,3.200773325,3.200773282,3.200773564,3.200773427,3.200773488,3.20077337,3.200773333,3.20077317,3.200773237,3.200773288,3.200773329,3.200773234,3.200773457 +"1258","ATP9A",5.121104015,5.121103874,5.121103795,5.121103846,5.121103773,5.121103678,5.121103806,5.121104084,5.121104,5.121103919,5.121103902,5.121103884,5.121103925,5.121103645,5.121103993,5.121103881,5.121103755,5.121103818,5.121103988,5.12110374,5.121103836,5.121103917,5.121104126,5.121104119,5.121103829,5.121103958,5.121103846,5.12110389 +"1259","ATP9B",7.005717199,7.005717084,7.005716954,7.005716994,7.00571699,7.005717081,7.005717059,7.005717068,7.005717113,7.005717113,7.005716958,7.005717076,7.005717142,7.005717213,7.00571702,7.00571703,7.005716864,7.005716896,7.005717115,7.005716972,7.005716995,7.005717058,7.005717086,7.005717105,7.005716917,7.005717036,7.005717145,7.005717136 +"1260","ATPAF1",5.478377553,5.478377494,5.478377482,5.478377453,5.478377436,5.478377492,5.478377444,5.478377508,5.478377504,5.478377472,5.478377437,5.478377413,5.478377479,5.478377554,5.478377472,5.478377379,5.478377404,5.478377374,5.478377455,5.478377534,5.478377474,5.478377446,5.478377524,5.478377494,5.478377467,5.478377448,5.478377453,5.478377481 +"1261","ATPAF2",6.473996859,6.473996834,6.473996851,6.473996842,6.47399685,6.473996842,6.473996825,6.473996827,6.473996827,6.473996836,6.473996823,6.473996857,6.473996861,6.473996855,6.473996836,6.473996816,6.473996821,6.473996829,6.473996855,6.47399677,6.473996822,6.473996844,6.473996821,6.473996838,6.473996803,6.47399685,6.473996871,6.473996832 +"1262","ATPSCKMT",5.08149213,5.081492136,5.081492049,5.081491968,5.081491932,5.081491983,5.081492049,5.081492039,5.081492027,5.081491946,5.081492051,5.081491904,5.081492148,5.081492172,5.081491997,5.081492082,5.081491907,5.08149202,5.081492081,5.081492084,5.081491964,5.081491938,5.081492112,5.081492116,5.081491988,5.081491973,5.081492116,5.081492075 +"1263","ATR",6.400518775,6.400518252,6.400518197,6.400518008,6.400518051,6.40051811,6.400518382,6.400518046,6.400518357,6.400518314,6.400517986,6.400517948,6.400518458,6.400518902,6.40051841,6.40051816,6.400517899,6.400517825,6.400518432,6.400517816,6.400518358,6.400518227,6.400518501,6.400518351,6.400518018,6.400518249,6.400518408,6.400518548 +"1264","ATRAID",6.952210401,6.952210319,6.952210392,6.952210423,6.952210289,6.952210232,6.952210483,6.952210275,6.952210222,6.952210349,6.952210215,6.95221026,6.952210529,6.95221048,6.952210247,6.952210236,6.95221034,6.952210184,6.952210333,6.952210353,6.95221037,6.95221034,6.952210342,6.952210365,6.952210189,6.952210351,6.95221048,6.952210496 +"1265","ATRN",6.539592373,6.539592358,6.539592323,6.539592274,6.539592301,6.539592313,6.539592309,6.539592272,6.539592339,6.539592401,6.539592212,6.53959229,6.539592373,6.539592407,6.539592322,6.539592309,6.539592246,6.539592208,6.53959234,6.539592301,6.539592266,6.539592277,6.539592313,6.539592302,6.539592236,6.53959234,6.539592381,6.539592293 +"1266","ATRNL1",3.548175078,3.548175079,3.548175092,3.548175087,3.5481751,3.548175106,3.548175091,3.548175098,3.54817508,3.548175103,3.548175095,3.548175117,3.548175077,3.548175081,3.548175096,3.548175095,3.548175098,3.548175089,3.548175095,3.548175092,3.548175106,3.548175111,3.548175106,3.548175107,3.548175101,3.548175103,3.548175089,3.548175093 +"1267","ATRX",6.618339923,6.6183393555,6.6183390815,6.618339389,6.618339153,6.6183392695,6.6183395405,6.6183381985,6.6183394565,6.618338897,6.6183388595,6.618337974,6.6183393,6.618341044,6.6183392875,6.6183378615,6.6183393735,6.6183388115,6.618339651,6.618338131,6.618339608,6.6183396965,6.618339873,6.618339278,6.618339574,6.618339402,6.6183392355,6.6183404355 +"1268","ATXN1",7.586247257,7.586246655,7.586245947,7.586247243,7.586245918,7.586246704,7.586247459,7.58624651,7.586246259,7.58624613,7.58624643,7.586245104,7.58624659,7.586246353,7.586246685,7.58624644,7.586245923,7.58624645,7.586246617,7.586247034,7.586247451,7.58624624,7.586247131,7.586247082,7.586246529,7.586245402,7.586246718,7.586245866 +"1269","ATXN10",6.67727547,6.677275175,6.67727492,6.677274537,6.677274873,6.677274786,6.67727487,6.677274869,6.677275303,6.677275164,6.677274381,6.677274806,6.677275129,6.677275999,6.677274899,6.677274773,6.677274354,6.67727445,6.677275051,6.677274285,6.677274833,6.677274755,6.677275205,6.67727517,6.677274381,6.677275122,6.677275114,6.677275569 +"1270","ATXN2",7.117125464,7.117125486,7.117125272,7.11712543,7.117124732,7.117125578,7.117125525,7.117124708,7.117125479,7.11712571,7.11712498,7.117124926,7.117125479,7.117125791,7.117125173,7.117124803,7.117124925,7.117124695,7.117125163,7.117125641,7.117125279,7.117124806,7.117125592,7.117125424,7.117125158,7.117125448,7.117125618,7.117125099 +"1271","ATXN2L",7.004617074,7.004617052,7.004617064,7.004617002,7.004617186,7.004617192,7.004617025,7.004617097,7.004617215,7.00461726,7.004617136,7.00461716,7.004617118,7.004617028,7.004617058,7.004617033,7.004616874,7.004617114,7.004616971,7.004616916,7.004617127,7.004617107,7.004617084,7.00461699,7.004616945,7.00461713,7.004617159,7.004617109 +"1272","ATXN3",6.35283162,6.352831324,6.352831143,6.352830833,6.352830495,6.352830381,6.352830605,6.352830529,6.352830732,6.352830752,6.352830712,6.3528301,6.352830966,6.352832108,6.352830811,6.35283086,6.352830525,6.352830493,6.352831024,6.352830555,6.352830587,6.352830496,6.352831121,6.352830864,6.352830755,6.352830625,6.352831097,6.352831481 +"1273","ATXN3L",2.779722013,2.779722043,2.779722037,2.779722203,2.779721885,2.779722033,2.779721945,2.779721998,2.779721976,2.779722081,2.779722321,2.77972209,2.779722043,2.779722009,2.779722058,2.779721983,2.779722118,2.779722105,2.779722072,2.77972212,2.779721924,2.779722073,2.779722027,2.779722096,2.779722113,2.77972213,2.779722073,2.779722109 +"1274","ATXN7",8.634413853,8.634413939,8.634413282,8.63441444,8.63441352,8.634415511,8.634414353,8.634413917,8.634414191,8.634413857,8.634413343,8.634413571,8.634414048,8.634414238,8.634414056,8.634413764,8.634413223,8.634414086,8.634414364,8.634415665,8.634414132,8.634414166,8.634414328,8.634414242,8.6344138,8.634413943,8.634414118,8.634413729 +"1275","ATXN7L1",6.60683670283333,6.60683659233333,6.60683645283333,6.60683649183333,6.60683647383333,6.606836502,6.6068365485,6.6068364285,6.60683657483333,6.6068366035,6.6068364745,6.60683651,6.606836624,6.60683661483333,6.60683650216667,6.60683642933333,6.60683620233333,6.60683642916667,6.60683653816667,6.60683652983333,6.60683653633333,6.60683642133333,6.60683653933333,6.60683661433333,6.60683656983333,6.60683662183333,6.606836659,6.60683652983333 +"1276","ATXN7L2",5.698671257,5.698671341,5.698671375,5.698671339,5.698671368,5.698671325,5.698671357,5.698671418,5.69867134,5.698671297,5.698671367,5.69867149,5.69867135,5.698671247,5.698671355,5.698671347,5.698671366,5.698671394,5.698671325,5.698671352,5.698671318,5.69867137,5.69867137,5.698671367,5.698671334,5.698671322,5.698671381,5.698671347 +"1277","ATXN7L3",6.190337245,6.190337396,6.190337103,6.190337362,6.19033698,6.190337425,6.190337226,6.190337143,6.190337264,6.190337287,6.190337294,6.190337084,6.19033721,6.190337388,6.190337174,6.190337303,6.190336959,6.190337324,6.190337117,6.19033749,6.190337175,6.190337192,6.190337314,6.190337285,6.190337335,6.190337201,6.190337382,6.190337181 +"1278","ATXN7L3B",7.40142177,7.401422099,7.401421614,7.40142124,7.401421615,7.401421283,7.401421519,7.401421555,7.401422039,7.40142191,7.401421303,7.401421667,7.401421833,7.401422707,7.40142168,7.401421791,7.401421304,7.401421189,7.401421846,7.40142119,7.40142128,7.401421694,7.401422164,7.401421993,7.401421158,7.401421797,7.401421774,7.401422343 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+"1369","BANF1",9.4021360605,9.4021361335,9.402136393,9.4021362465,9.4021363725,9.4021361095,9.402136322,9.402136454,9.402136349,9.4021364825,9.402136342,9.4021363465,9.4021364395,9.4021361255,9.4021363345,9.402136313,9.402136238,9.4021362865,9.4021362445,9.4021360655,9.4021363445,9.402136428,9.402136246,9.4021362405,9.4021363245,9.4021363055,9.402136378,9.4021363915 +"1370","BANF2",4.080570831,4.080570827,4.080570828,4.080570824,4.080570871,4.080570827,4.08057083,4.08057082,4.08057084,4.080570841,4.080570855,4.080570892,4.080570836,4.080570772,4.080570841,4.080570845,4.080570859,4.080570844,4.080570834,4.080570828,4.080570822,4.080570857,4.080570835,4.080570816,4.080570831,4.080570824,4.08057082,4.080570816 +"1371","BANK1",6.24446809,6.244464381,6.244463831,6.244466153,6.244464819,6.244464711,6.244465889,6.244460803,6.244463103,6.244465347,6.244464257,6.244464701,6.244464929,6.244468629,6.244466865,6.24446381,6.244464027,6.244465445,6.244465434,6.244463429,6.244465609,6.244463156,6.244464548,6.244465795,6.244464224,6.244465751,6.24446485,6.244467746 +"1372","BANP",7.105266169,7.10526654,7.105266025,7.105266498,7.105266196,7.10526646,7.105266124,7.105266047,7.10526629,7.105266179,7.105266326,7.10526603,7.10526643,7.105266174,7.105266181,7.105266442,7.105266117,7.105266194,7.105266048,7.105266266,7.105266183,7.105266164,7.105266341,7.105266179,7.105266065,7.105266191,7.105266238,7.105265899 +"1373","BAP1",7.32532963,7.325329882,7.325329721,7.325330088,7.325329448,7.325330018,7.325329683,7.325329733,7.325329964,7.32532985,7.32532943,7.325329402,7.325329879,7.325330134,7.325329539,7.325329865,7.325329501,7.325329984,7.325329561,7.325329917,7.325329272,7.325329859,7.325329818,7.325329914,7.325329668,7.325329658,7.325329779,7.325329758 +"1374","BARD1",5.089126145,5.089126091,5.089126078,5.089126086,5.089126116,5.089126125,5.089126146,5.089126117,5.089126131,5.089126118,5.089126106,5.089126099,5.089126129,5.089126158,5.08912612,5.089126106,5.089126086,5.089126106,5.089126144,5.089126136,5.089126159,5.089126127,5.089126146,5.089126112,5.089126139,5.089126119,5.089126109,5.089126125 +"1375","BARHL1",6.125270407,6.125270399,6.125270502,6.125270348,6.125270621,6.125270416,6.125270436,6.125270575,6.125270495,6.125270447,6.125270536,6.125270601,6.125270438,6.125270264,6.125270541,6.125270477,6.125270691,6.125270553,6.125270537,6.125270392,6.12527054,6.125270575,6.125270402,6.125270451,6.125270503,6.125270455,6.125270477,6.125270455 +"1376","BARHL2",5.950248752,5.950248857,5.950248852,5.950248857,5.950248884,5.95024885,5.950248857,5.950248859,5.950248845,5.950248875,5.95024886,5.950248946,5.9502488,5.95024864,5.950248888,5.950248845,5.950248935,5.950248841,5.950248874,5.950248805,5.950248888,5.950248894,5.950248794,5.950248751,5.950248829,5.950248855,5.950248802,5.950248843 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+"1379","BASP1",9.414138143,9.414430294,9.41399445,9.414525005,9.41419666,9.414289355,9.414269706,9.414096604,9.414265952,9.414261014,9.414236219,9.41412909,9.414203982,9.414159359,9.414244629,9.414434781,9.414107328,9.4144579,9.414360882,9.414377629,9.414269613,9.414119454,9.414418739,9.414392871,9.414272759,9.414174937,9.414198398,9.414232433 +"1380","BASP1-AS1",5.67716666,5.67716691,5.677166635,5.677166974,5.677166736,5.677166797,5.677166968,5.677166791,5.67716687,5.677166763,5.677166843,5.677166731,5.677166781,5.677166771,5.67716681,5.677167113,5.677166824,5.677167001,5.677166975,5.677166912,5.67716697,5.677166666,5.67716694,5.677166777,5.677166884,5.677166643,5.677166801,5.677166802 +"1381","BATF",6.194060887,6.19406089,6.194060887,6.19406087,6.194060877,6.194060894,6.194060903,6.194060887,6.194060888,6.194060899,6.194060886,6.194060873,6.194060897,6.194060878,6.194060894,6.194060887,6.194060876,6.194060885,6.194060889,6.194060908,6.194060898,6.194060892,6.194060903,6.194060894,6.194060883,6.194060881,6.194060899,6.1940609 +"1382","BATF2",6.146168895,6.146169149,6.146168824,6.14616918,6.146169441,6.146170791,6.146169195,6.146169385,6.14616911,6.146169108,6.146169313,6.146168954,6.146169244,6.146168696,6.146169292,6.14616897,6.146168865,6.146169127,6.146169022,6.146170903,6.146169333,6.146169356,6.146169303,6.146169361,6.146169134,6.14616892,6.146168987,6.146168786 +"1383","BATF3",6.430578483,6.430578505,6.430578542,6.43057851,6.430578567,6.430578557,6.430578507,6.430578542,6.430578529,6.43057855,6.430578563,6.430578563,6.430578518,6.430578495,6.430578549,6.430578555,6.430578557,6.43057857,6.430578547,6.43057856,6.43057851,6.430578561,6.43057852,6.430578543,6.430578595,6.430578574,6.430578532,6.43057855 +"1384","BAX",7.777561682,7.7775618,7.777561887,7.777561859,7.777562013,7.777561574,7.777561856,7.777562066,7.777561945,7.777561855,7.777561937,7.777561943,7.777561958,7.777561657,7.777561929,7.777561938,7.777562021,7.777561998,7.777561777,7.777561756,7.777561919,7.77756201,7.777561784,7.777561865,7.777561982,7.777561988,7.777561868,7.777561923 +"1385","BAZ1A",7.748471466,7.748471863,7.748470774,7.74847237,7.748470211,7.748471546,7.748471493,7.74847038,7.748470545,7.74847023,7.748470951,7.748468373,7.748471012,7.748472424,7.748471401,7.748471734,7.748470945,7.748471768,7.748471855,7.748470896,7.748471484,7.748470577,7.748471348,7.748470915,7.74847139,7.748469726,7.748470915,7.748471524 +"1386","BAZ1B",7.334197952,7.334197806,7.334197477,7.334197483,7.33419769,7.334197798,7.334197923,7.334197399,7.334197997,7.334197941,7.33419739,7.334197569,7.33419764,7.334198492,7.334197768,7.334197573,7.334197011,7.334197304,7.334197914,7.334197443,7.334197929,7.334197477,7.334197963,7.334197686,7.334197332,7.334197823,7.334197744,7.334198189 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+"1389","BBC3",6.760766237,6.760766118,6.760766524,6.760766258,6.76076677,6.760766375,6.760766404,6.760766566,6.760766471,6.760766543,6.760766588,6.760766642,6.760766466,6.760766104,6.760766575,6.760766418,6.760766695,6.760766673,6.760766473,6.760766394,6.760766561,6.760766573,6.76076629,6.760766352,6.760766524,6.760766593,6.760766224,6.760766479 +"1390","BBLN",7.331527242,7.33152725,7.331527341,7.331527256,7.33152733,7.331527266,7.331527263,7.331527312,7.331527302,7.331527312,7.331527292,7.331527346,7.33152729,7.331527182,7.331527271,7.331527268,7.331527306,7.33152732,7.331527256,7.331527197,7.331527242,7.331527292,7.331527256,7.331527298,7.331527267,7.331527274,7.331527247,7.331527272 +"1391","BBOF1",4.501907408,4.50190731,4.501907872,4.50190734,4.501907433,4.501907373,4.501907394,4.501907965,4.501907635,4.501907823,4.501906994,4.501907801,4.501906884,4.501906545,4.501907504,4.501906528,4.501907544,4.501907531,4.501906971,4.50190734,4.501907444,4.50190716,4.501907302,4.501907626,4.501907412,4.501908283,4.501907348,4.501906785 +"1392","BBOX1",2.81055169,2.810551798,2.810551825,2.810551807,2.810551618,2.810551814,2.810551652,2.81055172,2.810551766,2.810551753,2.810551718,2.810551921,2.810551691,2.81055159,2.810551746,2.810551832,2.810552039,2.810551834,2.810551744,2.810551764,2.810551723,2.810551789,2.810551682,2.810551747,2.810551759,2.810551862,2.810551796,2.810551713 +"1393","BBS10",4.805931748,4.805931537,4.805931375,4.805931249,4.805931272,4.805931191,4.805931021,4.805930818,4.805931065,4.805931045,4.805931376,4.805930982,4.805931713,4.805931913,4.805931281,4.805931606,4.805931043,4.805931122,4.805931396,4.805930663,4.805931071,4.805931105,4.805931768,4.805931309,4.805931252,4.805931114,4.805931331,4.80593172 +"1394","BBS12",4.126858818,4.126858762,4.126858778,4.126858743,4.12685876,4.126858783,4.126858769,4.126858815,4.126858842,4.126858765,4.126858733,4.126858638,4.126858699,4.126858802,4.126858816,4.126858758,4.126858755,4.126858804,4.12685873,4.12685865,4.126858736,4.126858702,4.126858765,4.126858757,4.126858727,4.126858756,4.126858809,4.126858868 +"1395","BBS2",6.734805113,6.734805143,6.734804695,6.734804559,6.734804846,6.734804546,6.73480474,6.734804778,6.734805073,6.734805043,6.73480446,6.734804614,6.734804979,6.734805223,6.73480491,6.734805017,6.734804589,6.734804297,6.734804971,6.734803885,6.734804614,6.734804815,6.734805047,6.73480496,6.734804521,6.734804712,6.734804892,6.734804857 +"1396","BBS4",5.046542304,5.046542121,5.046542188,5.046541566,5.046541693,5.046542199,5.046541992,5.0465419,5.04654204,5.046541963,5.046541406,5.046541937,5.046542414,5.046542269,5.046541964,5.046541976,5.046541984,5.046541899,5.046542037,5.04654244,5.046541915,5.046541659,5.046542255,5.046542083,5.046541886,5.046542104,5.04654223,5.046542227 +"1397","BBS5",4.107528527,4.107528512,4.10752854,4.107528524,4.107528528,4.107528532,4.107528527,4.107528532,4.107528532,4.107528526,4.107528529,4.107528544,4.107528528,4.107528532,4.107528529,4.107528509,4.107528535,4.107528526,4.107528535,4.107528525,4.107528515,4.107528543,4.107528563,4.107528533,4.107528534,4.107528536,4.107528536,4.107528554 +"1398","BBS7",4.232531831,4.232531786,4.232531788,4.232531794,4.232531773,4.232531778,4.232531776,4.232531773,4.232531791,4.232531787,4.232531779,4.232531781,4.232531791,4.232531853,4.232531789,4.232531793,4.23253178,4.232531782,4.232531764,4.232531783,4.232531787,4.232531773,4.232531814,4.232531794,4.232531783,4.232531781,4.23253178,4.232531798 +"1399","BBS9",5.804133798,5.80413358,5.804133489,5.804133188,5.80413337,5.804133176,5.804133361,5.804133488,5.804133529,5.804133371,5.804133301,5.804133383,5.804133537,5.804133893,5.804133549,5.804133496,5.804133177,5.804133225,5.804133671,5.804133317,5.804133256,5.804133528,5.804133545,5.804133523,5.804133408,5.8041336,5.804133742,5.804133552 +"1400","BBX",7.227666881,7.227666538,7.227666435,7.227666782,7.227666425,7.227666905,7.227666756,7.227666604,7.227666564,7.227666549,7.227666219,7.227666033,7.227666684,7.22766746,7.227666839,7.227666216,7.22766621,7.227666262,7.227666816,7.227666481,7.227666288,7.227666593,7.22766685,7.22766656,7.227666619,7.227666259,7.227666762,7.22766706 +"1401","BCAM",5.140206693,5.140206842,5.140207194,5.140206845,5.140207132,5.14020684,5.140207005,5.140207176,5.140206937,5.140206792,5.140207196,5.14020714,5.140206807,5.140206474,5.140207159,5.140206877,5.14020738,5.140207048,5.140206848,5.14020681,5.140206943,5.140207218,5.140206939,5.140206814,5.140207065,5.140207165,5.140206648,5.140207142 +"1402","BCAN",5.734371839,5.734371877,5.734371896,5.734371897,5.734371975,5.734371801,5.734371914,5.73437196,5.734371914,5.734371911,5.73437197,5.734371963,5.734371912,5.734371779,5.734371934,5.734371917,5.734371958,5.73437194,5.734371876,5.734371911,5.734371902,5.734371929,5.734371852,5.734371856,5.734371969,5.734371917,5.734371888,5.734371919 +"1403","BCAP29",5.192185499,5.192185436,5.192185423,5.192185403,5.192185385,5.192185367,5.192185318,5.192185339,5.192185345,5.192185405,5.192185423,5.192185254,5.1921854,5.192185559,5.192185433,5.192185444,5.192185286,5.192185335,5.19218543,5.192185368,5.192185429,5.192185403,5.192185402,5.192185428,5.192185383,5.192185394,5.19218541,5.19218548 +"1404","BCAP31",7.548160235,7.548160395,7.548160195,7.548160335,7.548160152,7.548160201,7.548160119,7.548160089,7.548160175,7.54816015,7.548160123,7.548160057,7.548160244,7.548160141,7.548160104,7.548160347,7.548160125,7.54816022,7.548160209,7.548160157,7.548160085,7.548160153,7.548160213,7.548160244,7.548160119,7.548160117,7.548160253,7.548160104 +"1405","BCAR1",5.304495113,5.304495255,5.304495283,5.304495226,5.30449534,5.304495293,5.304495193,5.304495257,5.304495177,5.304495149,5.304495186,5.304495302,5.304495147,5.304495028,5.304495237,5.304495278,5.304495397,5.304495278,5.304495283,5.304495224,5.304495225,5.304495296,5.304495135,5.304495167,5.304495307,5.304495229,5.304495178,5.304495218 +"1406","BCAR3",4.950415311,4.950415258,4.950415371,4.950415312,4.950415478,4.950415322,4.950415367,4.950415332,4.950415382,4.950415281,4.950415454,4.950415429,4.950415335,4.950415157,4.950415492,4.950415461,4.950415406,4.950415384,4.950415362,4.950415356,4.950415451,4.950415461,4.950415392,4.950415265,4.95041532,4.950415469,4.950415238,4.950415291 +"1407","BCAS1",4.935198623,4.935198655,4.935198646,4.935198636,4.935198668,4.935198649,4.935198586,4.93519866,4.935198642,4.935198561,4.93519867,4.935198619,4.935198622,4.935198586,4.935198654,4.935198602,4.935198643,4.935198678,4.935198607,4.935198667,4.935198648,4.935198677,4.935198597,4.93519861,4.935198645,4.935198663,4.935198601,4.93519865 +"1408","BCAS2",5.816214494,5.816214513,5.816214366,5.816214245,5.81621409,5.816214263,5.816214398,5.816214159,5.816214433,5.816214321,5.81621431,5.816214072,5.816214452,5.8162148,5.816214269,5.816214416,5.816214217,5.816214282,5.816214381,5.81621428,5.816214355,5.816214328,5.816214491,5.816214355,5.816214318,5.816214316,5.816214407,5.816214457 +"1409","BCAS3",7.6158304,7.615830395,7.615830324,7.615830436,7.615829968,7.615830481,7.615830294,7.615830272,7.615830227,7.6158302,7.615830336,7.61583,7.615830263,7.615830319,7.61583028,7.615830257,7.615830067,7.615830191,7.615830287,7.615830214,7.615830173,7.615830132,7.615830201,7.615830461,7.615830406,7.615830117,7.615830471,7.615830085 +"1410","BCAS4",6.96820793,6.968207864,6.968208045,6.968207984,6.968208212,6.968207823,6.96820803,6.968208114,6.96820803,6.968208102,6.968208018,6.968208263,6.96820803,6.968207923,6.968208138,6.96820799,6.968208193,6.968208067,6.968207997,6.968208006,6.96820814,6.968208136,6.96820791,6.968207859,6.968207981,6.968208115,6.968208013,6.968208088 +"1411","BCAT1",4.635428032,4.635428727,4.635428494,4.635429468,4.635428336,4.635428609,4.635428718,4.635428203,4.635428206,4.635428027,4.635428302,4.635428327,4.635428294,4.635428938,4.635428042,4.63542885,4.635428723,4.63542918,4.635428244,4.635428802,4.635428677,4.635428273,4.635428376,4.635428191,4.635428535,4.635428674,4.635428122,4.635428985 +"1412","BCAT2",6.002303149,6.002303165,6.002303159,6.002303128,6.002303151,6.002303159,6.002303131,6.002303123,6.002303177,6.002303176,6.002303147,6.002303121,6.002303176,6.002303168,6.002303145,6.002303139,6.002303114,6.002303176,6.002303157,6.002303121,6.002303141,6.002303168,6.002303178,6.002303148,6.002303132,6.002303122,6.002303172,6.002303164 +"1413","BCCIP",4.898827372,4.898827378,4.898827383,4.898827328,4.898827291,4.898827312,4.898827349,4.898827285,4.898827392,4.898827336,4.898827313,4.898827265,4.898827355,4.898827441,4.898827322,4.898827335,4.898827268,4.898827335,4.898827304,4.898827313,4.898827327,4.898827362,4.898827355,4.898827336,4.898827303,4.898827344,4.898827322,4.898827329 +"1414","BCDIN3D",5.498618379,5.498618373,5.498618364,5.49861834,5.498618377,5.498618377,5.498618395,5.498618349,5.498618383,5.498618391,5.49861835,5.498618388,5.498618373,5.498618395,5.498618395,5.498618369,5.49861836,5.49861836,5.498618365,5.498618374,5.498618389,5.49861836,5.498618384,5.498618392,5.498618339,5.498618356,5.498618371,5.498618411 +"1415","BCHE",2.270926389,2.270926409,2.270926393,2.270926395,2.270926422,2.270926449,2.270926428,2.270926388,2.27092641,2.270926419,2.270926462,2.270926406,2.270926407,2.270926369,2.270926393,2.270926404,2.270926413,2.270926422,2.270926455,2.270926405,2.27092642,2.270926392,2.270926421,2.270926406,2.270926412,2.270926382,2.270926423,2.270926427 +"1416","BCKDHA",7.604080486,7.60408041,7.604080487,7.604080362,7.60408039,7.604080476,7.604080333,7.604080349,7.604080432,7.604080452,7.6040803,7.604080406,7.604080458,7.604080424,7.604080339,7.604080306,7.604080224,7.604080159,7.604080306,7.604080346,7.604080224,7.604080341,7.604080297,7.604080452,7.604080349,7.604080344,7.604080446,7.604080254 +"1417","BCKDHB",5.740766215,5.740765843,5.740765169,5.740764335,5.740764587,5.740764901,5.740765429,5.740764936,5.740766141,5.740765498,5.740764017,5.740765131,5.740765733,5.740767006,5.740765594,5.740765426,5.740764498,5.740764572,5.740765307,5.740764126,5.740765312,5.74076524,5.740766389,5.740765359,5.740764169,5.740765404,5.74076565,5.740766547 +"1418","BCKDK",6.837072519,6.83707273,6.837072809,6.837072805,6.837072498,6.837073122,6.837072622,6.837072712,6.837072667,6.837072718,6.837072664,6.837072489,6.83707269,6.837072494,6.837072416,6.837072585,6.837072479,6.837072629,6.837072642,6.837072882,6.837072196,6.837072666,6.837072565,6.837072822,6.837072319,6.837072454,6.837072568,6.837072148 +"1419","BCL10",6.545717036,6.545716965,6.545716881,6.545717088,6.545716807,6.545716885,6.545716797,6.54571667,6.54571676,6.54571683,6.545716839,6.545716582,6.545716874,6.545717108,6.545717026,6.545716796,6.545716852,6.545716999,6.545716888,6.545716913,6.545716931,6.545716814,6.545716967,6.545716938,6.54571698,6.54571688,6.545716966,6.545716977 +"1420","BCL11A",5.984795673,5.984795108,5.984795013,5.984794917,5.984795173,5.984795257,5.984795304,5.984794479,5.984794502,5.984795547,5.984794456,5.984795649,5.984795326,5.984796392,5.984795567,5.984794774,5.984795286,5.984794892,5.984795189,5.984794784,5.984794841,5.984794954,5.984794211,5.984795333,5.984794776,5.984795446,5.984795361,5.984796516 +"1421","BCL11B",7.56715265,7.567152725,7.567152185,7.567152184,7.567152445,7.567152576,7.567152454,7.567152502,7.567153335,7.567152924,7.567151931,7.567152886,7.567152857,7.5671532,7.567152141,7.567152532,7.567151953,7.567152225,7.567152664,7.567152162,7.567152227,7.567152591,7.567153094,7.567152575,7.567152048,7.567152896,7.567152931,7.567153036 +"1422","BCL2",7.276565011,7.276565223,7.276563477,7.276564462,7.276564816,7.276564303,7.276564459,7.276563798,7.276565242,7.276565112,7.276563931,7.27656432,7.27656518,7.276566031,7.27656409,7.276564295,7.276563209,7.276563631,7.276564592,7.276564053,7.276563603,7.276563761,7.276565189,7.276564576,7.276563364,7.276563726,7.276565031,7.276565436 +"1423","BCL2A1",4.917020034,4.917020029,4.917019619,4.917020356,4.917019634,4.91701987,4.917020015,4.917019538,4.917019426,4.917019118,4.917020043,4.917018424,4.917019341,4.917020513,4.917019646,4.917019654,4.917020009,4.917019784,4.91702007,4.917019665,4.91701987,4.917019488,4.917019876,4.917019731,4.91702021,4.917019025,4.917019558,4.917019995 +"1424","BCL2L1",10.57203762,10.44815279,11.14618238,10.4815885,10.70705962,10.96295904,10.8677692,11.05113444,11.07999159,11.02184514,10.83689659,11.30415538,10.11882144,10.24488103,10.61371121,9.884273623,10.91203789,10.56585699,10.34214331,10.78816771,10.79515104,10.77553864,10.92285716,10.96203369,10.85266091,11.3594681,10.30881731,10.48753011 +"1425","BCL2L10",4.675616043,4.675615992,4.675616006,4.67561604,4.675616084,4.675616064,4.675616085,4.675616084,4.675616058,4.675615977,4.675616034,4.675616144,4.67561601,4.675615985,4.67561601,4.675616042,4.675616112,4.675616045,4.67561603,4.675616048,4.675616063,4.675616128,4.675615994,4.675615972,4.675615986,4.675616044,4.675615999,4.675616061 +"1426","BCL2L11",6.656847855,6.656847841,6.656847754,6.656847885,6.656847744,6.656847809,6.656847796,6.65684773,6.656847831,6.656847829,6.656847774,6.656847671,6.656847833,6.656847809,6.656847695,6.656847723,6.656847697,6.656847797,6.656847774,6.656847814,6.65684775,6.656847749,6.656847899,6.656847867,6.656847793,6.656847731,6.656847832,6.6568477 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+"1429","BCL2L14",4.314742022,4.314742046,4.314742008,4.314742027,4.31474206,4.314742025,4.314742009,4.31474208,4.314742049,4.314742019,4.314742096,4.314742006,4.314742041,4.314742028,4.314742053,4.314742023,4.314742049,4.314742041,4.314742021,4.314742078,4.314742057,4.314742057,4.314742053,4.314741944,4.314742049,4.314742005,4.314742016,4.314742097 +"1430","BCL2L15",3.9545274275,3.954527721,3.95452727,3.954527633,3.954527251,3.9545275615,3.9545275315,3.954527327,3.954527538,3.954527557,3.954527646,3.954527496,3.954527281,3.954527603,3.954527509,3.954526991,3.9545275905,3.954527329,3.954527725,3.9545272275,3.954527525,3.954527241,3.954527597,3.9545271475,3.9545274065,3.9545272185,3.954527326,3.954527155 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+"1433","BCL6B",5.376952398,5.376952355,5.376952456,5.376952336,5.376952464,5.376952374,5.37695246,5.376952427,5.376952358,5.376952421,5.376952397,5.376952444,5.376952405,5.376952316,5.376952434,5.376952444,5.376952498,5.376952367,5.376952396,5.376952416,5.376952441,5.37695242,5.376952388,5.376952378,5.376952442,5.37695242,5.376952426,5.376952464 +"1434","BCL7A",6.334411008,6.334410993,6.334411007,6.334410951,6.334411038,6.334410881,6.334410979,6.334410971,6.334411021,6.334411006,6.334410996,6.334410999,6.334410993,6.334410968,6.334411046,6.334411022,6.334410992,6.334411025,6.334410943,6.334410957,6.334411033,6.334410983,6.334410989,6.334411007,6.334410994,6.334411009,6.334410963,6.334411042 +"1435","BCL7B",7.35306834,7.353068478,7.35306809,7.353068017,7.353068073,7.353068772,7.353068278,7.353068225,7.353068631,7.353068787,7.353067768,7.35306796,7.353068302,7.353068765,7.353067942,7.353068087,7.353067946,7.353068085,7.353068251,7.353068564,7.353067947,7.353068224,7.353068553,7.353068596,7.353068146,7.353067902,7.353068443,7.353068802 +"1436","BCL7C",6.719576141,6.719576171,6.719576182,6.719576147,6.719576182,6.719576162,6.719576159,6.719576164,6.719576191,6.719576187,6.719576141,6.719576159,6.719576173,6.719576185,6.719576195,6.719576191,6.71957617,6.719576162,6.719576145,6.719576171,6.719576166,6.719576195,6.719576198,6.71957616,6.719576171,6.719576162,6.719576171,6.719576156 +"1437","BCL9",5.807416562,5.807416616,5.807416571,5.807416569,5.807416566,5.807416608,5.807416518,5.807416566,5.80741668,5.807416661,5.80741656,5.807416618,5.807416551,5.807416578,5.807416578,5.807416563,5.807416511,5.807416552,5.807416568,5.807416577,5.807416511,5.807416538,5.80741662,5.807416613,5.80741659,5.807416603,5.807416611,5.807416617 +"1438","BCL9L",6.595068538,6.595068561,6.595068541,6.5950685,6.595068593,6.595068549,6.595068554,6.595068599,6.595068631,6.595068606,6.595068564,6.595068615,6.59506859,6.595068598,6.595068591,6.595068551,6.595068546,6.595068553,6.595068536,6.595068555,6.595068567,6.595068612,6.59506859,6.595068555,6.595068508,6.595068616,6.595068614,6.595068555 +"1439","BCLAF1",7.858573371,7.858573338,7.858573026,7.858573267,7.858572279,7.858572868,7.858572515,7.858572614,7.858572915,7.85857255,7.858572375,7.858571805,7.858573008,7.858574078,7.858573094,7.858573131,7.858572663,7.858572688,7.858572918,7.858572984,7.858572625,7.858572576,7.858573093,7.858573165,7.858572614,7.858572817,7.85857301,7.858573345 +"1440","BCLAF3",5.668541991,5.668542012,5.668541951,5.668541982,5.668541902,5.668541871,5.66854186,5.668541721,5.668541907,5.668541878,5.66854191,5.668541718,5.668541975,5.668542142,5.668541899,5.66854199,5.668541878,5.668541991,5.668541992,5.668541894,5.66854182,5.668541897,5.668541911,5.668542041,5.668541978,5.668541861,5.668541917,5.668542015 +"1441","BCO1",3.908740161,3.90874021,3.908740225,3.908740232,3.908740191,3.908740266,3.908740204,3.908740264,3.908740251,3.908740169,3.908740204,3.908740228,3.90874025,3.908740147,3.908740211,3.908740218,3.908740238,3.908740304,3.908740178,3.908740202,3.908740193,3.908740241,3.908740171,3.90874023,3.908740161,3.908740204,3.90874019,3.908740239 +"1442","BCO2",4.293893164,4.293893056,4.293893012,4.293893063,4.293893182,4.293893224,4.29389297,4.293893295,4.293893007,4.293893113,4.293893031,4.293893216,4.293893241,4.293893203,4.293893128,4.293892968,4.293893201,4.293893272,4.293893087,4.293893192,4.293893037,4.293893284,4.293892958,4.293893224,4.293893018,4.293893158,4.293893109,4.293892976 +"1443","BCOR",6.42940427,6.429404267,6.429404231,6.429404279,6.429404283,6.429404344,6.429404273,6.429404265,6.429404304,6.429404293,6.429404224,6.42940424,6.429404293,6.429404317,6.429404288,6.429404237,6.429404187,6.42940425,6.429404288,6.429404286,6.429404293,6.429404289,6.429404301,6.429404266,6.429404247,6.429404297,6.429404305,6.429404282 +"1444","BCORL1",6.68216979,6.682169812,6.682169793,6.682169823,6.682169802,6.682169813,6.682169815,6.682169807,6.682169788,6.68216982,6.682169818,6.682169789,6.682169805,6.682169809,6.682169812,6.682169827,6.682169807,6.682169825,6.682169812,6.682169827,6.682169811,6.682169819,6.682169824,6.682169828,6.68216983,6.682169813,6.682169817,6.682169823 +"1445","BCORP1",3.782883734,3.782884362,3.782888185,3.78288375,3.782884142,3.782884609,3.782884065,3.782889565,3.782884062,3.782884006,3.782883438,3.782889191,3.782885054,3.782882904,3.78288604,3.782882342,3.782886838,3.782884781,3.782884941,3.782888989,3.782885425,3.782889388,3.782883556,3.782881558,3.782885387,3.782891338,3.782883914,3.78288585 +"1446","BCS1L",5.952897789,5.952897703,5.952897762,5.952897698,5.952897713,5.952897795,5.952897753,5.952897742,5.952897793,5.952897681,5.952897754,5.952897785,5.952897817,5.952897841,5.952897724,5.952897688,5.952897632,5.952897635,5.952897746,5.952897812,5.952897744,5.952897777,5.952897741,5.952897754,5.952897632,5.9528978,5.952897812,5.952897799 +"1447","BDH1",5.500067322,5.50006734,5.500067321,5.500067265,5.500067304,5.500067293,5.500067318,5.500067288,5.50006745,5.50006729,5.500067271,5.500067321,5.50006729,5.500067345,5.500067324,5.50006729,5.500067265,5.500067334,5.500067294,5.500067291,5.500067293,5.500067282,5.500067386,5.500067311,5.50006719,5.500067326,5.500067382,5.500067364 +"1448","BDH2",3.491362638,3.49136261,3.491362662,3.491362547,3.491362544,3.491362573,3.491362643,3.491362596,3.491362574,3.4913626,3.491362567,3.491362624,3.491362583,3.491362702,3.491362601,3.491362537,3.49136259,3.491362586,3.491362602,3.491362578,3.491362587,3.491362629,3.491362618,3.49136262,3.491362601,3.491362613,3.491362639,3.491362669 +"1449","BDKRB1",4.336590597,4.336590409,4.336590675,4.33659055,4.33659067,4.336590541,4.33659064,4.33659077,4.336590434,4.336590711,4.336590706,4.336590664,4.336590599,4.336590558,4.336590685,4.336590576,4.33659083,4.336590733,4.336590656,4.336590552,4.336590591,4.336590649,4.336590541,4.336590684,4.336590548,4.336590573,4.336590608,4.33659058 +"1450","BDKRB2",4.912341093,4.912341125,4.912341146,4.912341097,4.912341239,4.912341175,4.912341164,4.912341186,4.91234117,4.912341141,4.912341155,4.912341216,4.912341138,4.912341113,4.912341216,4.912341139,4.912341307,4.912341237,4.912341174,4.912341234,4.912341226,4.912341264,4.912341157,4.912341158,4.912341185,4.912341171,4.912341177,4.912341136 +"1451","BDNF",3.47214934,3.472149402,3.472149466,3.472149377,3.472149436,3.472149478,3.472149407,3.472149456,3.47214943,3.472149521,3.472149426,3.472149539,3.472149409,3.47214939,3.472149393,3.472149484,3.472149536,3.472149454,3.472149476,3.472149442,3.472149476,3.472149558,3.472149406,3.472149453,3.472149457,3.472149527,3.472149292,3.472149548 +"1452","BDP1",4.5792821285,4.5792843625,4.5792832635,4.5792811495,4.579283764,4.579281882,4.579283183,4.57928389,4.57928164,4.5792805675,4.579285603,4.579283281,4.579281031,4.579287264,4.579284727,4.5792829135,4.579281256,4.579284781,4.579287074,4.579281858,4.579283433,4.579282718,4.5792831665,4.5792822205,4.5792809935,4.5792817755,4.579281145,4.579281803 +"1453","BEAN1",5.796204495,5.796204415,5.796204573,5.7962046475,5.7962045445,5.7962041405,5.7962046205,5.796204784,5.7962047485,5.796204383,5.7962046735,5.7962042645,5.796204403,5.79620452,5.7962048565,5.796204659,5.796204955,5.7962047565,5.7962045335,5.796204759,5.796204859,5.7962046835,5.796204325,5.7962039555,5.796204497,5.796204472,5.7962043515,5.796204745 +"1454","BECN1",6.986867695,6.9868677,6.986867651,6.98686777,6.986867529,6.986867677,6.986867667,6.986867685,6.986867634,6.986867628,6.986867621,6.986867627,6.986867652,6.986867746,6.98686762,6.986867661,6.986867572,6.986867678,6.986867584,6.986867814,6.986867609,6.986867683,6.986867677,6.986867761,6.986867575,6.98686765,6.986867579,6.986867688 +"1455","BEGAIN",5.014271878,5.014271883,5.014271913,5.014271874,5.014271898,5.01427188,5.014271891,5.014271899,5.014271897,5.014271883,5.014271878,5.014271885,5.014271899,5.014271867,5.014271898,5.014271903,5.0142719,5.01427191,5.014271887,5.014271878,5.014271909,5.014271909,5.014271884,5.014271885,5.014271907,5.014271897,5.014271903,5.014271908 +"1456","BEND2",4.667580737,4.667581191,4.667579902,4.667582076,4.667580555,4.667580176,4.667579896,4.667579581,4.667579963,4.667580059,4.667581359,4.667580439,4.667579923,4.667579463,4.667580608,4.667579574,4.667580501,4.667582056,4.667580589,4.667579921,4.667579998,4.667580188,4.667580737,4.667580171,4.667581422,4.66758038,4.667580505,4.667579804 +"1457","BEND3",5.047176928,5.04717697,5.047177243,5.04717703,5.04717728,5.047177125,5.047177078,5.047177229,5.047176974,5.047177102,5.047177178,5.047177272,5.047176958,5.047176755,5.047177205,5.047176944,5.047177234,5.047177144,5.047177174,5.047176967,5.047177111,5.047177182,5.047177084,5.047176918,5.047176972,5.047177206,5.047177093,5.047177072 +"1458","BEND4",5.530627069,5.530626974,5.530627021,5.530627009,5.530627235,5.530627106,5.530627135,5.53062711,5.530627057,5.530627123,5.530627085,5.530627277,5.530627071,5.530627027,5.530627202,5.530627024,5.530627227,5.530627242,5.530627185,5.530627055,5.530627174,5.53062716,5.530626986,5.530626964,5.530627057,5.530627141,5.530627054,5.530627204 +"1459","BEND5",4.625536946,4.625536793,4.625536742,4.625536825,4.625537014,4.625536805,4.62553687,4.625536957,4.625537015,4.625536758,4.625536768,4.625537199,4.625536824,4.62553727,4.625536967,4.62553667,4.625536766,4.625536829,4.625536882,4.625537057,4.625536556,4.625536772,4.625536952,4.625536861,4.62553638,4.62553688,4.625536869,4.625537296 +"1460","BEND6",3.186324298,3.186324276,3.186324322,3.18632432,3.186324329,3.186324321,3.186324327,3.186324294,3.186324316,3.186324304,3.186324298,3.186324312,3.186324296,3.186324287,3.186324324,3.186324308,3.186324303,3.186324333,3.186324355,3.186324293,3.186324326,3.186324307,3.186324292,3.186324292,3.186324324,3.18632431,3.186324325,3.186324316 +"1461","BEND7",4.229141515,4.229141943,4.229142015,4.229142015,4.229141711,4.229141756,4.229141673,4.229141933,4.22914128,4.229141594,4.229141822,4.229141748,4.229141966,4.229141561,4.229141515,4.229141881,4.229141793,4.229142122,4.229141702,4.229141794,4.229141867,4.229141573,4.229141513,4.22914159,4.229142056,4.229141653,4.229141684,4.22914173 +"1462","BEST1",6.620544278,6.620544941,6.620544584,6.620545421,6.620543811,6.620545059,6.620544627,6.620544237,6.620544303,6.62054388,6.620544762,6.620543885,6.62054429,6.620544099,6.620544333,6.620544852,6.620544666,6.620545452,6.62054452,6.620545546,6.620544488,6.620544342,6.620544617,6.620544791,6.620545175,6.620544125,6.620544026,6.620543751 +"1463","BEST2",4.443610219,4.443610453,4.443610474,4.443610291,4.443610531,4.443610373,4.44361041,4.443610407,4.443610408,4.443610363,4.443610527,4.443610548,4.443610295,4.44361014,4.443610539,4.443610471,4.443610588,4.443610527,4.44361042,4.443610501,4.443610398,4.443610497,4.443610393,4.443610345,4.443610485,4.443610487,4.443610232,4.443610309 +"1464","BEST3",3.045277371,3.045277427,3.045277425,3.045277454,3.045277409,3.045277457,3.045277409,3.045277458,3.045277444,3.045277422,3.045277475,3.045277451,3.045277408,3.045277425,3.045277417,3.045277468,3.045277486,3.045277459,3.04527742,3.045277443,3.045277406,3.045277443,3.045277453,3.045277407,3.04527745,3.045277397,3.045277399,3.045277453 +"1465","BEST4",5.026623733,5.026623735,5.026623737,5.026623735,5.026623786,5.026623731,5.026623746,5.026623774,5.026623722,5.026623741,5.026623756,5.026623801,5.026623725,5.026623709,5.026623785,5.026623763,5.026623765,5.026623795,5.026623749,5.026623738,5.026623773,5.026623765,5.026623706,5.026623727,5.026623746,5.026623769,5.026623732,5.026623754 +"1466","BET1",5.280716362,5.280716295,5.280716331,5.280716265,5.280716238,5.280716131,5.280716259,5.280716257,5.280716391,5.280716309,5.280716255,5.28071616,5.280716311,5.280716507,5.280716322,5.280716287,5.280716251,5.280716306,5.280716336,5.280716237,5.280716284,5.280716246,5.280716295,5.280716343,5.280716248,5.280716292,5.280716262,5.280716407 +"1467","BET1L",6.769247816,6.769247981,6.769247949,6.769248055,6.769247733,6.769247908,6.769247823,6.769247834,6.769248025,6.769247914,6.769247784,6.769247783,6.769248054,6.769247857,6.769247697,6.769247922,6.76924786,6.769248083,6.769247767,6.769247823,6.769247867,6.769247741,6.769247993,6.769248012,6.769247894,6.769247722,6.76924805,6.769247967 +"1468","BEX1",4.686536446,4.68653651,4.686536672,4.686536147,4.686536917,4.686536221,4.686536539,4.686536711,4.686536649,4.686536665,4.686536789,4.686536716,4.686536476,4.686536193,4.686536599,4.686536917,4.686536968,4.686536629,4.686536355,4.686536616,4.68653666,4.68653687,4.686536438,4.686536443,4.686536485,4.686536762,4.686536227,4.686536777 +"1469","BEX2",5.657419054,5.657419034,5.657419144,5.65741911,5.657419301,5.657419029,5.657419139,5.657419185,5.657419219,5.657419253,5.657419219,5.657419397,5.657419083,5.657418874,5.657419153,5.657419141,5.657419182,5.65741924,5.657419188,5.65741898,5.657419101,5.657419242,5.657419134,5.657418999,5.657419187,5.657419183,5.657419145,5.657419126 +"1470","BEX3",6.491627405,6.49162752,6.491627549,6.491627599,6.491627597,6.491627436,6.491627238,6.49162751,6.491627583,6.491627536,6.491627603,6.491627567,6.491627453,6.491627281,6.491627364,6.491627573,6.491627496,6.491627698,6.49162752,6.491627358,6.491627324,6.491627478,6.491627543,6.491627572,6.491627686,6.491627514,6.49162751,6.491627492 +"1471","BEX4",6.717193604,6.717193623,6.717193598,6.717193518,6.71719359,6.717193489,6.717193535,6.71719364,6.717193683,6.717193664,6.717193561,6.717193649,6.717193587,6.717193674,6.717193611,6.71719364,6.717193523,6.71719364,6.717193545,6.717193578,6.717193558,6.71719359,6.71719366,6.717193629,6.717193519,6.71719362,6.717193558,6.717193622 +"1472","BEX5",4.334453066,4.334453078,4.334453067,4.334453074,4.334453054,4.334453047,4.33445304,4.334453083,4.334453066,4.334453073,4.334453107,4.334453034,4.334453065,4.334453063,4.334453036,4.334453069,4.334453063,4.334453094,4.334453072,4.334453082,4.334453018,4.334453068,4.334453054,4.334453076,4.33445307,4.334453066,4.334453121,4.334453041 +"1473","BFAR",6.961859623,6.961859628,6.96185958,6.961859498,6.961859536,6.961859638,6.961859566,6.961859532,6.961859677,6.961859657,6.961859515,6.961859499,6.961859599,6.961859744,6.961859616,6.961859561,6.961859489,6.961859554,6.961859575,6.961859582,6.961859579,6.961859594,6.961859643,6.961859647,6.961859538,6.961859508,6.961859599,6.96185965 +"1474","BFSP1",4.127419864,4.127419854,4.127419857,4.12741985,4.127419858,4.127419849,4.127419868,4.127419865,4.127419821,4.127419849,4.127419866,4.127419872,4.127419824,4.127419836,4.127419885,4.127419882,4.127419874,4.12741986,4.127419851,4.127419846,4.127419876,4.127419872,4.127419888,4.127419831,4.127419831,4.127419877,4.127419825,4.127419851 +"1475","BFSP2",4.631873509,4.631873585,4.631873574,4.631873511,4.63187363,4.631873536,4.631873517,4.631873635,4.63187358,4.631873489,4.63187356,4.631873642,4.631873574,4.631873463,4.631873641,4.631873552,4.631873599,4.631873639,4.631873547,4.631873593,4.631873596,4.631873653,4.631873521,4.631873584,4.631873592,4.631873585,4.631873535,4.631873498 +"1476","BGN",5.571107007,5.571106818,5.571107407,5.57110701,5.571107517,5.571107208,5.571107271,5.571107558,5.571107406,5.571107039,5.571107069,5.571107343,5.571107149,5.571106699,5.571107504,5.571107509,5.571107489,5.571107335,5.571107166,5.571107244,5.571107493,5.571107553,5.571106913,5.571107072,5.571107347,5.571107559,5.57110703,5.571106949 +"1477","BHLHA15",6.514153619,6.514153556,6.514153688,6.514153659,6.514153971,6.514153608,6.51415397,6.514153799,6.514153628,6.514153877,6.51415356,6.514153799,6.514153814,6.514153488,6.514153858,6.514153687,6.514153995,6.514153942,6.514153909,6.514153735,6.514154089,6.514154038,6.514153675,6.514153547,6.51415381,6.51415402,6.514153706,6.514153882 +"1478","BHLHA9",6.594600641,6.594600862,6.594601323,6.594600594,6.594601684,6.59460047,6.594601081,6.594601476,6.594601035,6.594601039,6.594601236,6.594601416,6.594600984,6.594600885,6.594601345,6.594600878,6.594601358,6.594601353,6.594601187,6.594600887,6.594601146,6.594601101,6.594600786,6.594600966,6.594601305,6.594601116,6.594600984,6.594601335 +"1479","BHLHE22",5.86897152,5.868971597,5.868971589,5.868971491,5.868971672,5.868971537,5.868971561,5.868971649,5.868971623,5.868971637,5.868971638,5.868971643,5.868971561,5.868971513,5.868971644,5.868971652,5.868971662,5.868971682,5.868971556,5.868971573,5.868971656,5.868971575,5.868971573,5.868971595,5.868971646,5.868971639,5.86897153,5.868971591 +"1480","BHLHE23",6.62124218,6.621242396,6.621242577,6.621242244,6.62124338,6.62124246,6.621242618,6.621242545,6.62124249,6.621242603,6.621243118,6.621243381,6.621242391,6.621241803,6.621242965,6.621242556,6.621243296,6.621243007,6.62124274,6.621242779,6.621243016,6.621243026,6.621242544,6.621242114,6.621242331,6.621243215,6.621242307,6.62124262 +"1481","BHLHE40",7.249348773,7.249349301,7.249348708,7.249348829,7.249349479,7.249348516,7.249348296,7.249348557,7.249348685,7.249348415,7.24934897,7.249347525,7.249349089,7.249349019,7.249348889,7.24934909,7.249348699,7.249349309,7.249348989,7.249348219,7.249347989,7.24934848,7.249349041,7.24934872,7.249349201,7.24934838,7.249348931,7.249349008 +"1482","BHLHE41",5.374380716,5.374380728,5.374380841,5.374380788,5.374380813,5.374380772,5.374380836,5.374380818,5.374380763,5.374380754,5.374380819,5.374380947,5.374380799,5.374380709,5.374380853,5.37438082,5.374380883,5.37438087,5.374380811,5.374380801,5.374380887,5.374380817,5.374380792,5.374380801,5.374380809,5.374380856,5.374380804,5.374380846 +"1483","BHMT",4.233808349,4.233808382,4.233808344,4.233808335,4.233808398,4.233808308,4.233808382,4.233808358,4.233808375,4.233808345,4.233808379,4.233808418,4.233808357,4.233808284,4.233808389,4.233808417,4.2338084,4.233808362,4.233808319,4.233808375,4.233808369,4.233808357,4.233808324,4.233808359,4.233808351,4.233808377,4.233808365,4.233808377 +"1484","BHMT2",5.199861837,5.199861838,5.199861868,5.199861819,5.199861971,5.199861859,5.199861871,5.199861888,5.199861832,5.199861896,5.199861925,5.199862007,5.199861906,5.199861691,5.19986194,5.19986182,5.199861971,5.199861924,5.199861846,5.199861858,5.199861937,5.199861866,5.199861813,5.199861807,5.19986185,5.199861943,5.199861796,5.199861834 +"1485","BICC1",3.433216529,3.433216546,3.433216526,3.433216563,3.433216622,3.433216551,3.433216537,3.433216577,3.433216536,3.433216567,3.433216556,3.433216521,3.433216519,3.433216551,3.43321659,3.43321659,3.433216528,3.433216582,3.433216536,3.433216605,3.433216554,3.433216552,3.433216518,3.433216526,3.433216543,3.433216514,3.433216521,3.433216558 +"1486","BICD1",6.125297973,6.125297895,6.12529785,6.125297822,6.125297922,6.125297829,6.125298059,6.1252979,6.125297955,6.125297893,6.125297891,6.125297964,6.125297943,6.125298083,6.125297938,6.125297914,6.125297899,6.125297972,6.125297917,6.125297916,6.125297934,6.12529799,6.125297894,6.125297971,6.125297895,6.125298003,6.125297943,6.125298027 +"1487","BICD2",6.967843019,6.967843329,6.967843027,6.967843522,6.967843097,6.967843215,6.967843232,6.967843131,6.967843004,6.967843148,6.967843204,6.967843052,6.967843073,6.967843176,6.967843038,6.967843283,6.967843031,6.967843464,6.967843152,6.967843134,6.967843057,6.967842873,6.967843113,6.967843241,6.967843382,6.967843162,6.967843132,6.967843105 +"1488","BICDL1",5.983908639,5.983908706,5.983908819,5.983908726,5.983908733,5.98390873,5.98390881,5.983908768,5.983908812,5.983908774,5.983908817,5.983908752,5.98390883,5.983908776,5.983908805,5.983908789,5.983908742,5.983908787,5.983908751,5.98390882,5.983908811,5.98390875,5.983908725,5.983908766,5.983908739,5.983908782,5.983908866,5.98390878 +"1489","BICDL2",6.275621561,6.275621589,6.275621669,6.275621589,6.275621692,6.275621423,6.275621578,6.275621671,6.275621537,6.275621687,6.275621621,6.275621763,6.275621569,6.275621336,6.275621706,6.275621588,6.275621694,6.275621734,6.275621577,6.275621732,6.275621668,6.27562162,6.275621598,6.275621569,6.275621679,6.275621734,6.275621506,6.275621668 +"1490","BICRA",6.099006256,6.09900629,6.099006271,6.099006405,6.099006441,6.099006382,6.099006325,6.099006335,6.099006337,6.099006255,6.099006312,6.099006505,6.099006368,6.099006257,6.099006433,6.099006229,6.09900647,6.099006413,6.099006373,6.099006425,6.099006393,6.099006392,6.099006335,6.099006309,6.099006279,6.099006302,6.099006325,6.099006322 +"1491","BICRAL",7.217376901,7.217376803,7.217376717,7.217376863,7.217376558,7.217376976,7.217376896,7.217376807,7.217376728,7.217376874,7.21737676,7.217376643,7.217376893,7.217376775,7.217376716,7.217376541,7.21737622,7.217376751,7.217376868,7.217376983,7.217376784,7.217376657,7.217376819,7.217376888,7.217376857,7.217376869,7.217377038,7.21737658 +"1492","BID",7.92558435,7.925584403,7.925584358,7.925584606,7.925584064,7.925584463,7.925584455,7.925584266,7.925584137,7.925584263,7.925584354,7.925583976,7.925584367,7.925584352,7.925584247,7.925584483,7.925584213,7.925584559,7.925584334,7.925584563,7.925584387,7.92558427,7.925584287,7.925584435,7.925584515,7.925584256,7.925584447,7.925584287 +"1493","BIK",5.1568918,5.156891836,5.156891844,5.156891859,5.156891827,5.156891784,5.15689184,5.156891866,5.156891837,5.156891817,5.156891866,5.156891891,5.156891855,5.156891743,5.156891857,5.15689184,5.156891829,5.156891897,5.156891833,5.15689182,5.156891833,5.156891835,5.156891802,5.156891761,5.15689186,5.15689184,5.15689183,5.156891816 +"1494","BIN1",7.615955791,7.615955782,7.615955682,7.615955526,7.615955791,7.615955914,7.615955763,7.615955798,7.615956093,7.61595581,7.615955682,7.615955835,7.61595587,7.615955909,7.615955716,7.615955727,7.615955587,7.615955625,7.615955749,7.61595571,7.61595568,7.615955827,7.615955985,7.615955747,7.615955559,7.615955861,7.61595589,7.615955928 +"1495","BIN2",9.122091764,9.122092078,9.122090365,9.122092136,9.122090388,9.122091365,9.122090717,9.122090904,9.122090581,9.122091282,9.122090838,9.122089163,9.122090977,9.122091791,9.122090907,9.122091823,9.122089896,9.122091369,9.122090774,9.122092265,9.122091233,9.122090507,9.122091375,9.122092096,9.122091495,9.122090948,9.122090859,9.122090076 +"1496","BIN3",7.229627019,7.229627212,7.229626885,7.229627166,7.229626902,7.229627275,7.229627091,7.229626901,7.229626949,7.22962687,7.229626904,7.229626776,7.229627079,7.229627034,7.229626932,7.229627255,7.229626772,7.229627134,7.229627175,7.229627207,7.229626908,7.229626902,7.229627044,7.229626934,7.22962697,7.229626733,7.229626991,7.229626842 +"1497","BIN3-IT1",6.057666844,6.05766738,6.057666097,6.057667179,6.05766612,6.057666995,6.057666509,6.057666651,6.057666805,6.057667008,6.057666675,6.057666131,6.057666808,6.057666417,6.057666423,6.057667231,6.057666148,6.057666751,6.057666711,6.057666874,6.057666449,6.057665808,6.057666989,6.05766692,6.057667094,6.057665915,6.057666452,6.057666015 +"1498","BIRC2",7.169369588,7.169369594,7.169368782,7.169368934,7.169368864,7.16936795,7.169368765,7.169368067,7.169369383,7.169369345,7.169369029,7.169367733,7.169369613,7.169371164,7.169368874,7.169369366,7.169368518,7.169368974,7.169369212,7.169368336,7.169369271,7.169368404,7.169369459,7.169369621,7.169369094,7.169368587,7.169369387,7.169370411 +"1499","BIRC3",6.243651104,6.236274055,6.235876441,6.23469372,6.237559354,6.232021622,6.238328905,6.230762293,6.239529216,6.237895986,6.232982261,6.231608574,6.238479898,6.251576828,6.241068347,6.235128534,6.233452849,6.233639387,6.239143604,6.233607314,6.239733195,6.235929938,6.237078045,6.23563412,6.232428055,6.236138862,6.238105775,6.249484684 +"1500","BIRC5",5.138697728,5.138697743,5.138697746,5.13869773,5.138697781,5.138697761,5.138697794,5.138697754,5.138697765,5.138697745,5.138697743,5.138697793,5.138697734,5.138697706,5.138697751,5.138697739,5.138697758,5.138697761,5.138697729,5.138697758,5.13869778,5.138697765,5.138697745,5.138697718,5.138697726,5.138697755,5.138697732,5.138697702 +"1501","BIRC6",8.225351244,8.225350718,8.225350472,8.225350836,8.22535048,8.225350807,8.225351071,8.225350334,8.225350861,8.225350688,8.225350395,8.225350445,8.225351017,8.22535163,8.225350899,8.225350462,8.225349863,8.225350266,8.225350981,8.225350746,8.225350976,8.225350417,8.225350882,8.225350825,8.225350428,8.225350895,8.225351152,8.225350687 +"1502","BIRC7",5.655700961,5.655701165,5.655701254,5.655700912,5.655701471,5.655701043,5.655701217,5.655701254,5.655701219,5.655700961,5.655701372,5.655701436,5.655701193,5.655700822,5.655701348,5.6557012,5.655701365,5.655701292,5.655701028,5.655701197,5.655701324,5.655701399,5.655701018,5.655701093,5.655701295,5.655701245,5.655700975,5.655701155 +"1503","BIRC8",3.926549883,3.926549859,3.926549929,3.926549973,3.926550067,3.926549928,3.926550075,3.926550099,3.926549955,3.926550081,3.926550031,3.926550187,3.926549918,3.926549901,3.926550116,3.926550063,3.926550269,3.926549918,3.926549984,3.926549939,3.926550118,3.926549989,3.926549846,3.926549964,3.926549998,3.926549994,3.926549842,3.92655007 +"1504","BIVM",5.42554289,5.42554342,5.425543992,5.425544101,5.425541844,5.425544655,5.425543192,5.42554376,5.425543695,5.425544352,5.425543717,5.425542844,5.425543657,5.425543182,5.425542163,5.425542496,5.425543301,5.425542764,5.425543304,5.4255438,5.425541183,5.42554315,5.42554389,5.425543832,5.42554431,5.425543251,5.425544225,5.425542981 +"1505","BLCAP",8.699868284,8.699868152,8.699868196,8.699867866,8.699868416,8.699868216,8.699868295,8.699868373,8.699868324,8.699868186,8.699868152,8.699868288,8.699868338,8.699868279,8.699868554,8.699868141,8.699868277,8.699868194,8.699868293,8.699867931,8.6998682,8.699868457,8.699868214,8.699868007,8.699868114,8.699868406,8.699868329,8.699868413 +"1506","BLID",3.935255247,3.93525512,3.935255,3.935255038,3.93525532,3.935255249,3.935255124,3.935255321,3.935255314,3.935255151,3.935255356,3.935255378,3.935255075,3.935254841,3.93525519,3.935255342,3.935255393,3.935255478,3.935255093,3.935255348,3.935255302,3.935255162,3.935255295,3.935254983,3.935255254,3.935255236,3.935255035,3.935255293 +"1507","BLK",6.611451141,6.611449741,6.611449391,6.611449921,6.611448978,6.611449152,6.611450625,6.611447431,6.611448558,6.611449419,6.611448143,6.611449822,6.611449368,6.611450861,6.611450508,6.611449163,6.61144849,6.611449651,6.611448864,6.611448412,6.611449935,6.611448285,6.611448082,6.611449793,6.611447918,6.611450083,6.611449748,6.611450841 +"1508","BLM",4.982385919,4.982385852,4.982385822,4.982385774,4.982385884,4.98238588,4.982385938,4.982385838,4.982385937,4.982385859,4.982385923,4.982385874,4.982385851,4.982385954,4.982385878,4.982385874,4.982385838,4.982385819,4.982385923,4.982385878,4.982385951,4.982385821,4.982385948,4.982385905,4.982385854,4.982385903,4.982385904,4.982385926 +"1509","BLMH",6.160043528,6.16004349,6.160043453,6.160043429,6.160043465,6.160043448,6.160043499,6.160043449,6.160043517,6.160043443,6.160043392,6.160043467,6.160043473,6.160043527,6.160043469,6.160043448,6.160043387,6.160043389,6.160043455,6.160043478,6.160043472,6.160043464,6.160043574,6.160043465,6.160043432,6.160043486,6.160043469,6.160043459 +"1510","BLNK",5.622388291,5.622387464,5.62238765,5.622388144,5.622387997,5.622387986,5.622388149,5.622387389,5.622387476,5.622388089,5.622387563,5.622388091,5.622388286,5.622388574,5.622388189,5.622387413,5.622387817,5.622387843,5.622388035,5.622388008,5.622387911,5.622387685,5.622387335,5.622388012,5.622387188,5.622388288,5.622388021,5.622388469 +"1511","BLOC1S2",6.535236172,6.535236279,6.535236074,6.535236178,6.535236227,6.535235991,6.535236266,6.535235863,6.535236203,6.53523612,6.535236042,6.535235808,6.535236083,6.535236615,6.535236157,6.535236144,6.535236099,6.53523617,6.535236327,6.535236315,6.535236279,6.535236067,6.53523616,6.535236316,6.535236268,6.53523605,6.535236091,6.535236312 +"1512","BLOC1S3",8.017750253,8.017750366,8.017750352,8.017750339,8.017750497,8.017750227,8.017750334,8.017750412,8.017750277,8.017750341,8.017750401,8.017750497,8.017750336,8.017750158,8.017750447,8.017750484,8.017750541,8.017750423,8.017750397,8.017750212,8.017750357,8.017750475,8.017750299,8.017750171,8.01775036,8.017750431,8.017750258,8.017750423 +"1513","BLOC1S4",6.280823032,6.280823099,6.280823108,6.280823104,6.280823026,6.28082298,6.280823028,6.280823088,6.28082311,6.28082308,6.280823089,6.280823058,6.280823088,6.280823028,6.280823008,6.280823096,6.28082307,6.280823079,6.280823058,6.280823044,6.280822986,6.280823097,6.280823098,6.280823072,6.280823115,6.280823042,6.280823098,6.280823044 +"1514","BLOC1S6",6.915320283,6.915320119,6.915320275,6.915319686,6.915319828,6.915319585,6.915319968,6.915319698,6.915320179,6.915320201,6.915320057,6.915319408,6.915319831,6.915321359,6.915320301,6.915319874,6.915320015,6.915320022,6.915319973,6.91531999,6.915319982,6.915320196,6.915320327,6.915320459,6.915320204,6.915320048,6.915320067,6.915321264 +"1515","BLTP1",7.845290166,7.845289763,7.845288893,7.845290058,7.84528911,7.845290514,7.845290013,7.845288777,7.845289114,7.845289107,7.845289228,7.845287896,7.845289833,7.845290645,7.845289662,7.845289824,7.845288528,7.845289422,7.845290384,7.845290739,7.845290211,7.845288881,7.845289681,7.84528988,7.845289851,7.845289146,7.84528967,7.845289473 +"1516","BLTP2",7.782890878,7.782890921,7.782890859,7.782890873,7.78289081,7.782890947,7.782890878,7.782890857,7.782890835,7.782890952,7.782890826,7.782890781,7.782890882,7.782890952,7.782890851,7.782890766,7.782890675,7.782890734,7.782890827,7.78289088,7.782890833,7.7828908,7.782890841,7.782890914,7.782890839,7.782890856,7.78289093,7.782890811 +"1517","BLTP3A",5.324971717,5.324971661,5.32497157,5.324971616,5.324971575,5.324972038,5.324971589,5.324971341,5.324971738,5.324971604,5.324971661,5.324971904,5.324971638,5.324971997,5.324971618,5.324971674,5.324971178,5.324971331,5.324971822,5.324971759,5.324971471,5.32497151,5.324971639,5.324971912,5.324971884,5.324971638,5.324971866,5.324971443 +"1518","BLTP3B",7.147416261,7.147416171,7.147416177,7.147416368,7.147415609,7.147415556,7.14741579,7.147415834,7.147415778,7.147415712,7.147415883,7.147415082,7.147415953,7.147416423,7.147416014,7.147416214,7.14741578,7.147416178,7.147416163,7.14741598,7.147416156,7.147415861,7.147416025,7.147416337,7.147416273,7.147415636,7.147415918,7.147416121 +"1519","BLVRA",6.229032776,6.229032995,6.22903287,6.22903271,6.229032699,6.229033131,6.229033038,6.229032624,6.229032677,6.22903291,6.22903247,6.229032497,6.229032807,6.229033001,6.229032605,6.229032816,6.22903282,6.229032606,6.229032525,6.229033038,6.229032824,6.229032842,6.22903286,6.229032934,6.229032426,6.229032835,6.22903281,6.229032726 +"1520","BLVRB",8.209782665,7.838143328,8.541452411,8.372596499,8.189254864,8.867366329,8.493219107,8.98905094,8.609930347,8.526822251,8.544906631,9.203083174,7.951189219,7.323391961,8.297859359,7.601081304,8.42711214,8.340358846,7.924449196,8.334894158,8.174064283,8.870888718,8.562664795,8.347125906,8.557166098,9.183730388,8.073561701,7.595166236 +"1521","BLZF1",6.044435921,6.044436027,6.04443556,6.0444357,6.04443546,6.044435627,6.044435328,6.044435428,6.044435549,6.044435407,6.044435453,6.044434587,6.044435708,6.044436355,6.044435733,6.044435939,6.044435131,6.044435341,6.044436042,6.044435267,6.044435488,6.04443528,6.044435992,6.044435828,6.044435931,6.04443495,6.044435706,6.044435825 +"1522","BMAL1",7.131622542,7.131623128,7.131622118,7.131622558,7.131621721,7.131622584,7.131621713,7.131622294,7.131621898,7.131622053,7.131622264,7.131620882,7.13162268,7.131622396,7.131622328,7.131622944,7.131621677,7.131622281,7.131622851,7.131622987,7.131621574,7.131622043,7.131622419,7.131623099,7.131622578,7.131621923,7.131622483,7.131621769 +"1523","BMAL2",4.074851777,4.074851709,4.074851744,4.074851715,4.074851722,4.074851762,4.074851805,4.074851762,4.074851746,4.074851715,4.074851818,4.074851734,4.074851716,4.074851735,4.074851725,4.074851836,4.074851785,4.074851809,4.074851768,4.074851788,4.074851807,4.074851743,4.074851722,4.074851729,4.074851718,4.074851799,4.074851746,4.074851802 +"1524","BMERB1",4.688809962,4.68880995,4.688809949,4.688809918,4.688809983,4.688809948,4.688809997,4.688809963,4.688809957,4.688809973,4.688810005,4.68880998,4.688809958,4.68880995,4.688809986,4.688809967,4.688809975,4.688809957,4.688809965,4.68881,4.688809989,4.688809984,4.688809915,4.688809951,4.688809967,4.688809956,4.688809906,4.68880997 +"1525","BMF",6.511506014,6.511506017,6.51150604,6.511506005,6.511506004,6.511506016,6.511506006,6.511506019,6.51150594,6.511506022,6.511505979,6.511505966,6.511506034,6.511505991,6.511505999,6.511505966,6.511506037,6.511506043,6.511505973,6.511506012,6.511506029,6.511506027,6.511505963,6.511506025,6.511506011,6.511505998,6.511506036,6.51150602 +"1526","BMP1",4.96607652,4.966076526,4.966076654,4.966076488,4.966076602,4.966076577,4.966076565,4.966076633,4.966076575,4.966076681,4.966076561,4.96607664,4.966076526,4.966076462,4.966076669,4.9660765,4.966076581,4.966076536,4.966076606,4.966076615,4.966076594,4.966076663,4.966076536,4.966076558,4.966076567,4.966076613,4.966076654,4.966076664 +"1527","BMP10",3.381088715,3.381088711,3.38108874,3.381088739,3.381088735,3.381088798,3.38108876,3.381088754,3.381088707,3.38108879,3.381088731,3.381088748,3.381088703,3.381088726,3.381088775,3.381088739,3.381088781,3.381088749,3.381088791,3.381088761,3.381088803,3.38108876,3.381088736,3.381088766,3.381088721,3.381088773,3.381088722,3.381088729 +"1528","BMP15",3.983270774,3.983270796,3.983270993,3.983270844,3.983270939,3.983271077,3.983270895,3.983270983,3.983271007,3.983270844,3.983270864,3.983270825,3.9832708,3.983270867,3.983271018,3.98327087,3.983271162,3.983271013,3.98327099,3.983270918,3.983270818,3.983270893,3.983270726,3.983270816,3.983271121,3.983270861,3.983270969,3.983270896 +"1529","BMP2",5.148075326,5.148075273,5.148075376,5.148075233,5.148075562,5.14807512,5.148075356,5.148075378,5.148075397,5.148075289,5.14807548,5.148075417,5.148075328,5.148075228,5.148075481,5.14807549,5.148075522,5.148075405,5.148075355,5.148075465,5.148075549,5.148075448,5.148075284,5.148075343,5.148075378,5.148075561,5.148075279,5.148075412 +"1530","BMP2K",7.397888276,7.397888344,7.397888208,7.397888336,7.397888165,7.397888286,7.397888168,7.397888186,7.397888306,7.397888338,7.397888294,7.397888131,7.397888157,7.397888414,7.39788811,7.397887971,7.397887998,7.397888297,7.397888319,7.39788836,7.397888133,7.397888023,7.397888305,7.39788846,7.397888331,7.397888257,7.397888175,7.397888237 +"1531","BMP3",4.82548495,4.825484985,4.825484943,4.825484971,4.825484964,4.825484982,4.825484972,4.825484968,4.825484956,4.825484952,4.825484927,4.825484969,4.825484964,4.825484925,4.825484978,4.825484983,4.825484956,4.825484986,4.825484993,4.825484979,4.825484968,4.825484948,4.825484922,4.825484913,4.825484949,4.825484981,4.825484956,4.825484945 +"1532","BMP4",4.507741366,4.507741467,4.507741809,4.50774147,4.507741671,4.50774166,4.507741606,4.507741741,4.507741639,4.507741609,4.507741844,4.507741877,4.507741633,4.507741292,4.507741659,4.507741832,4.507741726,4.507741703,4.507741573,4.507741659,4.507741703,4.507741788,4.507741562,4.507741492,4.507741838,4.507741656,4.507741521,4.507741766 +"1533","BMP5",3.585877774,3.585877612,3.585877871,3.585877721,3.585877972,3.585877743,3.585877807,3.58587786,3.585877845,3.585877838,3.585877784,3.585878069,3.585877936,3.58587756,3.58587786,3.585877897,3.585878086,3.585877919,3.585877877,3.585877947,3.585877926,3.585877891,3.585877824,3.585877861,3.585877885,3.585877828,3.585877826,3.585877782 +"1534","BMP6",6.562917758,6.562917928,6.56291786,6.562917992,6.56291793,6.562917939,6.562917765,6.562917864,6.562917865,6.562917853,6.562917901,6.562917894,6.562917854,6.562917666,6.562917839,6.562917893,6.562917887,6.562917966,6.562917892,6.562917797,6.56291783,6.562917785,6.562917824,6.562917718,6.562917842,6.562917835,6.562917924,6.562917827 +"1535","BMP7",4.467397551,4.467397548,4.467397677,4.467397581,4.4673977,4.467397524,4.467397702,4.467397708,4.467397664,4.467397685,4.467397641,4.467397775,4.467397619,4.467397503,4.467397732,4.467397594,4.467397758,4.467397706,4.467397671,4.467397609,4.467397732,4.467397705,4.467397583,4.467397572,4.467397652,4.467397702,4.467397605,4.467397686 +"1536","BMP8A",4.960692353,4.960692327,4.960692424,4.960692354,4.960692422,4.960692363,4.960692396,4.960692395,4.960692365,4.960692385,4.960692447,4.960692412,4.960692383,4.960692308,4.960692383,4.96069238,4.960692397,4.960692375,4.960692389,4.960692363,4.960692403,4.96069242,4.960692354,4.960692315,4.960692379,4.960692379,4.960692352,4.960692357 +"1537","BMP8B",5.64819523,5.6481956505,5.6481954985,5.648195186,5.64819573,5.648195,5.648195532,5.648195117,5.648195172,5.6481954625,5.648195513,5.6481958215,5.648195627,5.6481949025,5.6481955415,5.6481959535,5.6481953855,5.648195645,5.6481953945,5.6481955805,5.64819551,5.6481953305,5.64819544,5.64819539,5.648195638,5.6481952845,5.648195421,5.6481956405 +"1538","BMPER",4.443158303,4.443158299,4.443158318,4.443158294,4.443158316,4.443158332,4.443158309,4.443158294,4.443158312,4.44315832,4.443158296,4.443158306,4.44315829,4.443158292,4.443158314,4.44315829,4.44315832,4.44315831,4.443158289,4.443158309,4.443158309,4.443158315,4.443158304,4.443158297,4.443158311,4.4431583,4.443158314,4.443158305 +"1539","BMPR1A",4.9832168745,4.9832166195,4.983216422,4.983216573,4.983216329,4.9832165965,4.983216747,4.98321652,4.9832165255,4.9832164885,4.983216232,4.983216377,4.983216469,4.983216904,4.9832166885,4.9832164925,4.983216178,4.9832163965,4.983216609,4.9832163585,4.9832165895,4.9832166045,4.9832166555,4.983216573,4.983216333,4.983216522,4.983216608,4.9832168365 +"1540","BMPR1B",3.706625368,3.706625465,3.706625508,3.706625517,3.706625528,3.706625414,3.706625518,3.70662553,3.706625481,3.706625431,3.706625457,3.706625489,3.706625501,3.70662542,3.706625502,3.706625493,3.706625443,3.706625451,3.70662548,3.706625514,3.706625444,3.70662546,3.706625492,3.706625405,3.706625488,3.706625464,3.70662546,3.70662549 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+"1543","BMS1P20",7.456159686,7.456159679,7.456159474,7.456159587,7.45615926,7.456159008,7.456159659,7.456159507,7.456159875,7.456159507,7.456159303,7.456159274,7.45615959,7.456159542,7.456159378,7.456159615,7.456159261,7.456159265,7.456159633,7.456158724,7.456159473,7.456159471,7.456159865,7.456159477,7.45615924,7.456159435,7.456159425,7.456159366 +"1544","BMT2",6.437909728,6.437909495,6.437909403,6.4379096,6.437908762,6.43790891,6.437909401,6.437909186,6.437909373,6.437908895,6.437909319,6.437908692,6.437909445,6.437910244,6.437909442,6.437909873,6.437909192,6.437909429,6.437909535,6.437909456,6.437909365,6.437909517,6.437909862,6.437909547,6.437909589,6.43790907,6.437909408,6.437910045 +"1545","BMX",4.431603203,4.43160414,4.4316033,4.431604404,4.431603533,4.431604746,4.431604185,4.431603479,4.431603209,4.431603371,4.431603296,4.431603329,4.431603489,4.43160308,4.431603569,4.431604402,4.431604002,4.431604453,4.431604106,4.431604967,4.431604186,4.431603135,4.431604197,4.431604601,4.43160388,4.431603435,4.431602679,4.431603297 +"1546","BNC1",4.187047293,4.18704731,4.187047289,4.187047446,4.187047384,4.187047379,4.18704732,4.187047353,4.187047373,4.187047406,4.187047545,4.187047306,4.187047322,4.187047299,4.187047399,4.187047263,4.187047467,4.187047378,4.187047279,4.187047431,4.187047341,4.187047419,4.187047362,4.187047356,4.187047412,4.18704732,4.187047339,4.187047272 +"1547","BNC2",4.534379343,4.534379327,4.534379271,4.534379314,4.534379313,4.534379326,4.534379327,4.5343793,4.534379247,4.534379233,4.5343793,4.534379295,4.534379336,4.5343793,4.534379309,4.534379339,4.534379222,4.534379369,4.53437927,4.534379231,4.534379265,4.53437931,4.534379326,4.534379222,4.534379284,4.534379347,4.534379274,4.534379313 +"1548","BNIP1",4.211581835,4.211581862,4.211581826,4.211581852,4.211581747,4.21158186,4.211581831,4.211581807,4.211581863,4.211581855,4.211581838,4.211581753,4.211581857,4.211581802,4.211581726,4.211581724,4.211581766,4.211581795,4.211581759,4.211581821,4.211581801,4.211581728,4.211581881,4.211581775,4.211581829,4.211581775,4.211581897,4.211581722 +"1549","BNIP2",7.890965984,7.890965942,7.890965145,7.890966329,7.890963605,7.890964123,7.890964294,7.890964116,7.890964582,7.890964945,7.890965086,7.890962487,7.890965029,7.89096741,7.890965033,7.890966024,7.890963981,7.890965685,7.890965392,7.890964447,7.890964919,7.890964221,7.890965746,7.890966008,7.89096542,7.890964418,7.890964811,7.890966296 +"1550","BNIP3",5.746567825,5.746567852,5.746567591,5.746567604,5.746567415,5.746567794,5.746567465,5.746567775,5.746568103,5.746567899,5.746567519,5.746567933,5.746567739,5.746568505,5.746567672,5.746567304,5.746567326,5.746567285,5.746567774,5.746567194,5.746567303,5.746567675,5.746568061,5.746567862,5.74656756,5.746567786,5.746567939,5.746568229 +"1551","BNIP3L",10.03848054,10.03845846,10.03849448,10.03847432,10.03847241,10.03848814,10.03847757,10.03849024,10.03847738,10.03848845,10.03849487,10.03848887,10.0384505,10.03848909,10.03847365,10.03843418,10.03848482,10.03847385,10.03845488,10.03846489,10.03847113,10.03848187,10.03847738,10.03848372,10.03849033,10.03849783,10.03846345,10.03850202 +"1552","BNIP5",4.725814893,4.725814921,4.725814972,4.725814906,4.725815021,4.725814898,4.725814886,4.725815044,4.725814969,4.725814972,4.725814917,4.725814985,4.725814965,4.725814784,4.725815068,4.725815006,4.725815007,4.725815034,4.725815003,4.725814998,4.72581498,4.725815054,4.725814945,4.725814853,4.72581497,4.725814998,4.725814904,4.725814938 +"1553","BNIPL",4.675972516,4.67597252,4.675972588,4.675972732,4.675972681,4.675972302,4.675972594,4.675972644,4.675972454,4.675972602,4.675972644,4.675972803,4.675972527,4.675972435,4.675972608,4.675972705,4.675972486,4.675972801,4.675972565,4.675972579,4.675972737,4.675972531,4.675972502,4.675972495,4.675972557,4.675972709,4.675972394,4.675972466 +"1554","BOC",4.285740156,4.285740279,4.285740318,4.285740301,4.285740445,4.28574036,4.285740394,4.285740385,4.285740403,4.285740438,4.285740344,4.285740446,4.285740338,4.285740207,4.285740401,4.285740404,4.285740467,4.285740421,4.285740318,4.285740544,4.285740353,4.285740403,4.285740344,4.285740332,4.285740319,4.28574041,4.28574049,4.285740423 +"1555","BOD1",6.781383542,6.78138352,6.781383528,6.781383527,6.781383537,6.781383512,6.781383519,6.781383516,6.781383551,6.781383528,6.781383524,6.781383532,6.781383538,6.78138356,6.781383513,6.781383523,6.781383509,6.781383501,6.781383533,6.781383509,6.781383532,6.781383534,6.781383534,6.781383513,6.781383501,6.781383535,6.781383514,6.781383547 +"1556","BOD1L1",7.422753742,7.422753755,7.422753424,7.422754609,7.422752885,7.42275334,7.422753826,7.422753038,7.422752983,7.422752834,7.422753731,7.422752807,7.422753237,7.422754352,7.422753494,7.422753857,7.422753116,7.422754289,7.422753757,7.422753829,7.422753676,7.422753235,7.422753753,7.422753752,7.422754172,7.422753536,7.422753214,7.422753388 +"1557","BOD1L2",6.541495088,6.541495111,6.541495351,6.541495187,6.541495702,6.541495182,6.541495328,6.541495657,6.541495348,6.541495301,6.541495617,6.541495563,6.541495418,6.541494854,6.541495615,6.541495279,6.541495953,6.541495349,6.541495221,6.541495074,6.541495564,6.541495525,6.541495055,6.541495157,6.54149543,6.541495578,6.54149492,6.541495013 +"1558","BOK",6.55262297,6.552622911,6.552623093,6.552622768,6.552623259,6.552622933,6.552623089,6.552623228,6.55262304,6.552623087,6.552623183,6.552623137,6.552622939,6.552622795,6.552623204,6.5526229,6.552623242,6.552623164,6.552622997,6.552623042,6.552623176,6.552623189,6.552622929,6.552622793,6.552622974,6.552623052,6.55262297,6.552622928 +"1559","BOLA1",5.880290878,5.880290899,5.880290878,5.880290904,5.880290905,5.880290872,5.880290921,5.880290927,5.88029093,5.88029092,5.880290895,5.880290922,5.880290903,5.880290891,5.880290905,5.880290893,5.880290924,5.880290838,5.880290892,5.880290861,5.880290889,5.880290926,5.88029089,5.880290883,5.880290879,5.880290913,5.880290908,5.880290902 +"1560","BOLA3",7.922751195,7.922751283,7.922751308,7.92275118,7.922751269,7.922751245,7.922751289,7.922751275,7.922751313,7.922751226,7.922751307,7.922751245,7.922751256,7.92275121,7.922751256,7.922751245,7.922751109,7.922751224,7.922751265,7.922751295,7.922751331,7.922751201,7.922751293,7.922751179,7.922751286,7.922751275,7.922751235,7.922751257 +"1561","BOLL",3.674936452,3.674936478,3.674936473,3.674936486,3.674936527,3.674936445,3.674936485,3.674936521,3.674936489,3.674936465,3.674936436,3.674936587,3.674936504,3.674936451,3.674936522,3.674936441,3.674936472,3.674936454,3.67493647,3.67493646,3.674936483,3.674936535,3.674936439,3.674936464,3.674936537,3.674936505,3.674936442,3.674936433 +"1562","BOP1",6.851627815,6.8516278355,6.851627825,6.8516278355,6.85162789,6.8516278135,6.851627852,6.8516278815,6.8516278225,6.8516278435,6.8516278115,6.8516278915,6.8516278355,6.8516278285,6.851627864,6.851627861,6.851627917,6.851627818,6.851627826,6.851627853,6.851627868,6.8516278895,6.851627825,6.8516277795,6.8516278315,6.8516278495,6.8516278445,6.8516278195 +"1563","BORA",4.723045229,4.723045151,4.723045182,4.723045193,4.72304515,4.723045198,4.723045221,4.723045182,4.723045209,4.723045195,4.723045162,4.723045155,4.723045219,4.723045251,4.723045209,4.723045157,4.723045177,4.723045155,4.723045174,4.723045196,4.723045204,4.723045171,4.723045226,4.723045209,4.723045184,4.723045196,4.723045221,4.723045229 +"1564","BORCS5",6.566328947,6.566328954,6.566328866,6.566328901,6.566328863,6.566328847,6.566329002,6.566328909,6.566328965,6.56632887,6.566328776,6.566328834,6.566328911,6.566328918,6.56632891,6.566328934,6.566328786,6.56632886,6.566328948,6.566328838,6.566328954,6.566328808,6.566328963,6.566328944,6.566328808,6.566328898,6.566328914,6.566328973 +"1565","BORCS6",6.595944754,6.595944893,6.595944793,6.59594474,6.595944778,6.595944695,6.595944678,6.595944791,6.595944679,6.595944696,6.59594478,6.595944865,6.595944793,6.595944673,6.595944792,6.59594487,6.595944895,6.59594481,6.595944764,6.595944799,6.59594476,6.595944812,6.59594469,6.595944738,6.595944851,6.595944842,6.595944752,6.595944846 +"1566","BPESC1",4.984266694,4.984266635,4.984266727,4.984266702,4.984266699,4.984266665,4.984266691,4.984266711,4.984266626,4.984266673,4.984266773,4.98426679,4.984266647,4.98426658,4.984266725,4.984266779,4.984266687,4.984266781,4.984266656,4.984266773,4.984266707,4.984266687,4.984266636,4.984266651,4.984266646,4.98426666,4.984266647,4.984266678 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+"1607","BRME1",6.048679311,6.048679342,6.048679747,6.048679383,6.048679598,6.048679052,6.048679457,6.048679619,6.048679458,6.048679489,6.048679558,6.048679626,6.048679413,6.048679226,6.048679537,6.048679572,6.048679689,6.048679787,6.048679346,6.048679448,6.048679507,6.048679607,6.048679507,6.048679501,6.048679662,6.048679497,6.048679462,6.048679568 +"1608","BRMS1",6.463899677,6.463899774,6.463899681,6.463899752,6.463899543,6.463899736,6.463899643,6.463899742,6.463899717,6.463899756,6.463899714,6.463899602,6.463899694,6.463899817,6.463899546,6.463899754,6.463899527,6.463899657,6.46389964,6.46389961,6.463899578,6.463899665,6.463899829,6.463899779,6.463899539,6.463899588,6.463899678,6.463899681 +"1609","BRMS1L",3.623480699,3.623480681,3.623480696,3.623480685,3.623480691,3.623480695,3.623480693,3.623480689,3.623480689,3.623480687,3.623480699,3.623480683,3.623480688,3.623480753,3.623480705,3.623480677,3.623480683,3.623480674,3.623480714,3.623480691,3.623480675,3.623480702,3.623480694,3.623480694,3.62348069,3.623480679,3.623480695,3.623480688 +"1610","BROX",8.109052791,8.109052848,8.109052095,8.109052754,8.109051778,8.109052057,8.109052242,8.109051794,8.109051705,8.109051912,8.109051792,8.109050637,8.109052139,8.109053251,8.109052576,8.109052331,8.109051667,8.109052425,8.109052481,8.109052093,8.109052521,8.109051819,8.109052254,8.10905259,8.109052507,8.109051724,8.109051967,8.109052683 +"1611","BRPF1",6.440084685,6.440084693,6.440084687,6.440084701,6.440084653,6.44008474,6.440084669,6.440084653,6.44008468,6.440084691,6.440084661,6.440084599,6.440084691,6.440084709,6.44008467,6.44008463,6.440084631,6.440084655,6.440084669,6.44008471,6.44008465,6.440084651,6.440084692,6.440084699,6.440084629,6.440084651,6.440084687,6.440084669 +"1612","BRPF3",6.59808656,6.59808657,6.59808656,6.598086568,6.598086565,6.598086572,6.598086574,6.598086574,6.598086561,6.598086562,6.598086569,6.598086567,6.598086567,6.598086559,6.598086573,6.598086565,6.59808655,6.598086565,6.598086579,6.598086553,6.598086573,6.598086563,6.598086563,6.598086562,6.59808658,6.598086577,6.598086567,6.598086565 +"1613","BRS3",3.439047097,3.439047067,3.439047109,3.43904705,3.439047219,3.439047036,3.439047028,3.439047089,3.439047066,3.439047142,3.439047145,3.439047125,3.439047077,3.439047061,3.439047079,3.439047125,3.439047147,3.439047039,3.439047132,3.439047126,3.439047087,3.43904712,3.439047082,3.439047165,3.439047122,3.439047116,3.43904708,3.439047145 +"1614","BRSK1",5.899247612,5.899247698,5.899247818,5.899247739,5.899247865,5.899247785,5.899247801,5.899247848,5.899247782,5.899247783,5.899247803,5.899247879,5.899247773,5.899247599,5.899247863,5.899247792,5.89924788,5.899247803,5.899247758,5.899247777,5.899247832,5.89924783,5.899247749,5.899247759,5.899247753,5.899247838,5.899247707,5.899247818 +"1615","BRSK2",5.266794949,5.266794995,5.266795035,5.266794986,5.266795168,5.266794943,5.266795047,5.266795148,5.266795003,5.266795084,5.2667951,5.266795242,5.266795042,5.266794882,5.266795197,5.266794983,5.266795194,5.266795103,5.266795097,5.266795095,5.266795163,5.266795107,5.266794929,5.266794906,5.266795059,5.266795127,5.266795016,5.266795101 +"1616","BRWD1",7.008103071,7.0081026955,7.0081023045,7.008102198,7.0081019225,7.0081018235,7.008102303,7.0081022235,7.008102655,7.008102449,7.0081021365,7.0081015515,7.008102448,7.008103572,7.008102533,7.0081028315,7.008101897,7.008102128,7.008102562,7.0081018885,7.0081027195,7.0081020595,7.0081026745,7.0081025375,7.0081024965,7.0081026385,7.008102595,7.0081030515 +"1617","BRWD3",7.037255915,7.037255999,7.037255682,7.037256224,7.03725516,7.037255672,7.037256028,7.037255555,7.037255461,7.037255636,7.03725556,7.037254929,7.037255656,7.037256363,7.03725567,7.037255881,7.037255294,7.037256082,7.037255902,7.037255364,7.037255946,7.037255645,7.037255991,7.037255953,7.037255924,7.037255463,7.037255482,7.037255883 +"1618","BSDC1",7.357970047,7.357970106,7.357970018,7.357970022,7.357970016,7.357970051,7.357970037,7.357970005,7.357970048,7.357970042,7.357970031,7.357969999,7.357970047,7.357970041,7.357970058,7.357970077,7.357970034,7.357970058,7.357970058,7.357969975,7.357969997,7.357970046,7.357970077,7.357970064,7.357970027,7.357970035,7.35797004,7.357970046 +"1619","BSG",9.672554435,9.48950836,10.48956423,10.14049461,9.777505187,10.74791336,10.18633637,10.40826106,10.11925281,9.974281308,9.749100349,10.52513588,9.283667227,9.186341991,9.683375025,9.130647819,10.40173811,10.1022498,9.471008704,10.40927688,10.10110236,10.28235977,10.08648731,10.03199332,9.768824351,10.59325788,9.459964033,9.415124342 +"1620","BSN",4.916508872,4.916508874,4.916508887,4.916508893,4.916508886,4.916508897,4.916508894,4.916508894,4.916508886,4.916508879,4.916508883,4.916508912,4.916508884,4.91650887,4.916508892,4.916508892,4.916508897,4.916508908,4.916508897,4.916508889,4.9165089,4.916508898,4.916508887,4.916508881,4.916508892,4.916508893,4.916508878,4.916508897 +"1621","BSND",4.864612556,4.864612582,4.864612598,4.864612593,4.864612588,4.864612586,4.864612595,4.864612603,4.864612598,4.86461259,4.864612595,4.864612607,4.864612582,4.864612584,4.864612598,4.864612581,4.864612612,4.864612597,4.864612609,4.864612606,4.864612599,4.864612613,4.864612582,4.864612587,4.864612592,4.864612582,4.864612594,4.864612596 +"1622","BSPH1",2.506160227,2.506160387,2.506160638,2.506160501,2.506160508,2.506160331,2.506160474,2.506160337,2.506160435,2.506160299,2.506160408,2.506160416,2.506160313,2.50616026,2.506160383,2.506160479,2.506160383,2.50616046,2.506160379,2.506160473,2.506160364,2.506160345,2.506160372,2.506160347,2.506160368,2.506160325,2.50616038,2.506160454 +"1623","BSPRY",5.597434036,5.597434033,5.597434059,5.597434042,5.597434069,5.597434052,5.597434047,5.597434066,5.597434042,5.597434065,5.597434062,5.597434058,5.597434051,5.597434008,5.597434057,5.597434046,5.597434074,5.597434065,5.597434052,5.597434052,5.597434047,5.597434068,5.597434041,5.597434046,5.597434047,5.597434034,5.597434026,5.597434034 +"1624","BST1",8.205572133,8.205572729,8.205571343,8.205573584,8.205570692,8.205572489,8.205572307,8.205571254,8.205571009,8.205571869,8.205571912,8.205570932,8.205571415,8.2055716,8.205572541,8.205572992,8.205571553,8.205573118,8.205572477,8.205572295,8.205572512,8.20557161,8.205572402,8.205573078,8.205572339,8.205571263,8.205571054,8.205570852 +"1625","BST2",6.545811721,6.545812009,6.545811259,6.545811026,6.545811221,6.54581356,6.545810944,6.545810961,6.545810834,6.545811218,6.54581136,6.545809643,6.545811276,6.545811597,6.545810482,6.54581194,6.545810537,6.545810893,6.54581135,6.545813088,6.545811094,6.545811422,6.545811367,6.54581157,6.545810609,6.545810407,6.545811741,6.545810662 +"1626","BSX",6.210348921,6.210348893,6.210349001,6.210349022,6.210349112,6.210348852,6.210348961,6.210349024,6.210348954,6.210348921,6.210349011,6.210349134,6.210348978,6.210348825,6.210349056,6.210348949,6.210349087,6.210349044,6.210349015,6.210348929,6.210349027,6.210349047,6.21034888,6.210348916,6.210348977,6.210348998,6.210348897,6.210349031 +"1627","BTAF1",7.691496385,7.691495855,7.691495852,7.691495713,7.691495724,7.691495744,7.69149606,7.691495775,7.691496033,7.691496107,7.691495538,7.691495624,7.691496124,7.691496729,7.691495962,7.691495508,7.69149545,7.691495348,7.691496155,7.691495366,7.691495832,7.691495695,7.691495993,7.691495995,7.691495455,7.691496019,7.691496119,7.691496192 +"1628","BTBD1",7.079138763,7.079138689,7.079138424,7.079138424,7.079138453,7.079138376,7.079138569,7.079138383,7.079138424,7.07913851,7.079138343,7.079138169,7.079138691,7.079139154,7.079138561,7.079138538,7.079138265,7.079138225,7.079138417,7.079138434,7.079138606,7.079138475,7.079138787,7.079138692,7.0791385,7.079138432,7.079138522,7.079138804 +"1629","BTBD10",6.594513311,6.594513284,6.594513161,6.594513339,6.594513112,6.594513115,6.594513188,6.594513154,6.594513173,6.594513101,6.594513082,6.594513008,6.594513167,6.594513411,6.594513237,6.59451329,6.594513125,6.594513237,6.594513232,6.594513238,6.594513127,6.594513111,6.59451334,6.594513218,6.594513211,6.594513101,6.594513176,6.594513242 +"1630","BTBD16",4.509779041,4.509779014,4.509779194,4.509778902,4.509779495,4.509779136,4.509779204,4.50977936,4.509779301,4.509779299,4.509779171,4.509779316,4.509778888,4.509778736,4.50977906,4.509779045,4.509779428,4.509779138,4.509779256,4.509779002,4.509779377,4.509779428,4.509779004,4.509779013,4.509779301,4.509779229,4.509779201,4.509779201 +"1631","BTBD2",7.598380602,7.598380836,7.598381158,7.598381025,7.598381163,7.598380066,7.598380742,7.59838118,7.598381271,7.598381189,7.598381181,7.598381091,7.598381194,7.598380583,7.59838099,7.598381065,7.598381223,7.598381297,7.598380718,7.598380588,7.598380722,7.598380967,7.598380754,7.598381125,7.598381195,7.598380747,7.598380852,7.598381065 +"1632","BTBD3",4.949857634,4.949857645,4.949857618,4.949857595,4.949857663,4.949857667,4.949857687,4.949857612,4.949857532,4.949857656,4.949857678,4.949857682,4.949857677,4.949857624,4.949857617,4.949857538,4.949857601,4.949857685,4.949857559,4.949857678,4.949857543,4.949857651,4.949857491,4.949857631,4.94985763,4.949857644,4.949857678,4.949857609 +"1633","BTBD6",5.929208701,5.929208771,5.929209023,5.929208772,5.929209392,5.929209179,5.929209055,5.929209146,5.929209063,5.929209012,5.929209032,5.92920937,5.929208908,5.929208308,5.929209157,5.929208875,5.929209089,5.929209147,5.9292091,5.929208879,5.929209089,5.9292091,5.929208893,5.929208756,5.929208838,5.929209066,5.929208385,5.929208761 +"1634","BTBD7",6.103793149,6.10379328,6.103793097,6.103793196,6.103793005,6.103793088,6.103793043,6.103792893,6.103793041,6.103793114,6.103793171,6.10379283,6.103793082,6.103793281,6.103793003,6.103793181,6.103792848,6.103793069,6.103793146,6.103792929,6.103792943,6.103792944,6.10379314,6.103793194,6.10379315,6.103792981,6.103793171,6.103793213 +"1635","BTBD8",3.8988924545,3.898892416,3.8988922995,3.898892319,3.898892314,3.8988922735,3.898892221,3.8988923115,3.8988923915,3.898892341,3.8988923705,3.898892548,3.8988923995,3.898892602,3.898892427,3.898892329,3.898892419,3.898892463,3.8988924485,3.8988922045,3.8988923345,3.8988924265,3.8988923725,3.898892279,3.898892341,3.8988925165,3.8988924495,3.898892538 +"1636","BTBD9",7.153280505,7.153280635,7.153279887,7.153280206,7.15327929,7.153279905,7.153279762,7.153280033,7.153280267,7.153280021,7.153280044,7.153279442,7.153280426,7.153280871,7.153279828,7.153280576,7.153279126,7.153279685,7.153280397,7.153280015,7.15327976,7.153279699,7.153280404,7.153280057,7.153279872,7.153279826,7.15328053,7.15328043 +"1637","BTC",3.963152087,3.963152124,3.963152182,3.963151984,3.96315217,3.963152057,3.963152218,3.963152198,3.963151996,3.963152164,3.963152189,3.963152188,3.96315201,3.963151931,3.963152408,3.963152415,3.963152307,3.963152415,3.963152212,3.963152347,3.96315213,3.963152249,3.96315214,3.963152004,3.963152206,3.963152191,3.963152103,3.96315217 +"1638","BTD",5.97045779,5.970457728,5.97045772,5.970457687,5.97045762,5.970457689,5.970457681,5.970457688,5.970457764,5.970457725,5.970457749,5.97045765,5.970457821,5.97045781,5.970457839,5.970457839,5.970457758,5.970457604,5.970457784,5.97045766,5.970457683,5.970457773,5.970457713,5.970457798,5.970457808,5.970457745,5.970457785,5.97045777 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+"1663","BUD23",7.614100726,7.614100647,7.614100464,7.614100483,7.614100567,7.614100599,7.614100581,7.614100571,7.614100651,7.61410056,7.614100421,7.614100544,7.614100589,7.614100711,7.614100585,7.614100606,7.614100383,7.614100465,7.614100549,7.614100577,7.614100624,7.614100526,7.614100646,7.614100547,7.614100431,7.614100669,7.614100654,7.61410062 +"1664","BUD31",6.152811454,6.152811562,6.152811475,6.152811523,6.1528114,6.152811482,6.152811492,6.15281143,6.152811435,6.152811468,6.152811474,6.152811388,6.152811457,6.152811448,6.152811431,6.152811433,6.152811502,6.152811404,6.152811542,6.152811582,6.15281145,6.152811457,6.152811486,6.152811557,6.152811461,6.152811452,6.152811459,6.152811457 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+"1955","CABP5",4.757704815,4.757704854,4.757704906,4.757704882,4.757704925,4.757704831,4.757704831,4.757704886,4.757704828,4.757704884,4.757704908,4.757704881,4.757704827,4.757704809,4.757704874,4.757704853,4.75770489,4.757704955,4.757704823,4.757704849,4.7577049,4.757704866,4.757704768,4.757704861,4.757704895,4.75770489,4.757704824,4.757704894 +"1956","CABP7",5.846061773,5.846061834,5.84606175,5.846061789,5.846061943,5.846061818,5.84606183,5.846061855,5.846061839,5.84606187,5.846061866,5.846061929,5.846061802,5.846061761,5.846061914,5.846061867,5.846061906,5.846061893,5.846061866,5.846061813,5.846061883,5.84606185,5.846061791,5.846061771,5.84606184,5.846061898,5.8460618,5.846061833 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+"1961","CACNA1A",4.957329688,4.957329728,4.957329728,4.957329717,4.957329809,4.957329677,4.957329721,4.957329747,4.957329738,4.957329765,4.95732975,4.957329774,4.957329713,4.957329633,4.957329759,4.957329689,4.957329794,4.957329782,4.957329733,4.957329744,4.957329752,4.95732977,4.957329681,4.957329675,4.957329729,4.957329757,4.957329725,4.957329772 +"1962","CACNA1B",5.120418272,5.120418282,5.120418309,5.120418316,5.120418343,5.120418258,5.120418286,5.1204183,5.120418288,5.120418259,5.120418326,5.120418323,5.120418272,5.120418237,5.120418316,5.1204183,5.120418336,5.120418324,5.120418264,5.120418315,5.120418301,5.120418329,5.12041827,5.120418249,5.12041827,5.120418293,5.120418238,5.1204183 +"1963","CACNA1C",4.5436587515,4.5436587655,4.543658815,4.5436587615,4.5436588185,4.5436587165,4.5436587745,4.543658818,4.543658784,4.5436587785,4.543658771,4.5436588055,4.5436587695,4.5436587115,4.543658801,4.543658809,4.5436588025,4.5436588175,4.543658785,4.5436587785,4.543658818,4.543658806,4.5436587755,4.543658744,4.5436588155,4.543658801,4.543658738,4.5436587895 +"1964","CACNA1D",4.854158351,4.854158983,4.854158442,4.854158548,4.854158649,4.854158394,4.854158562,4.854158491,4.854158428,4.854158563,4.854158626,4.854158517,4.854158393,4.854158433,4.854158258,4.854158883,4.854158507,4.85415834,4.854158638,4.854158523,4.854158567,4.854158454,4.854158435,4.854158522,4.854158755,4.854158436,4.854158448,4.85415859 +"1965","CACNA1E",5.470979061,5.470979066,5.470978934,5.470979386,5.470979049,5.470980048,5.470979341,5.470979135,5.470979484,5.470979321,5.470978934,5.470978959,5.47097908,5.470978704,5.470979084,5.470979308,5.470979136,5.47097944,5.470979283,5.470980139,5.470979277,5.470979115,5.470979461,5.470979539,5.470979378,5.470978908,5.470979037,5.470978658 +"1966","CACNA1F",4.946095489,4.946095447,4.946095523,4.946095529,4.946095573,4.946095492,4.946095541,4.94609553,4.946095484,4.94609552,4.946095547,4.946095581,4.946095518,4.946095465,4.946095539,4.946095523,4.946095573,4.94609556,4.9460955,4.946095519,4.946095537,4.946095574,4.946095494,4.946095512,4.946095546,4.946095554,4.946095508,4.946095517 +"1967","CACNA1G",5.015362052,5.015362044,5.015362064,5.015362051,5.015362083,5.015362051,5.015362052,5.015362081,5.015362054,5.015362041,5.01536207,5.015362075,5.015362052,5.01536204,5.015362068,5.015362072,5.015362073,5.015362073,5.015362055,5.015362054,5.015362078,5.015362077,5.015362041,5.01536206,5.015362064,5.015362059,5.015362055,5.015362052 +"1968","CACNA1H",5.769455048,5.769455095,5.769455407,5.769455241,5.769455489,5.769455279,5.769455379,5.769455445,5.769455246,5.76945539,5.769455475,5.769455545,5.769455306,5.769455057,5.769455374,5.769455154,5.769455385,5.769455411,5.769455374,5.769455185,5.76945535,5.769455359,5.769455013,5.769455148,5.769455346,5.769455381,5.769455352,5.769455076 +"1969","CACNA1I",5.722571488,5.722571516,5.72257156,5.722571552,5.722571649,5.722571446,5.722571532,5.722571631,5.722571578,5.72257147,5.722571578,5.722571657,5.722571566,5.722571536,5.722571602,5.722571567,5.7225716,5.722571573,5.722571567,5.722571488,5.722571562,5.722571591,5.722571511,5.72257148,5.722571605,5.722571577,5.722571519,5.722571542 +"1970","CACNA1S",4.407868193,4.407868231,4.407868269,4.407868215,4.40786831,4.407868206,4.40786823,4.407868268,4.407868249,4.407868182,4.407868238,4.407868337,4.407868211,4.407868162,4.407868305,4.407868272,4.407868301,4.407868249,4.407868245,4.407868257,4.407868285,4.407868274,4.407868232,4.407868189,4.407868264,4.407868258,4.407868238,4.407868234 +"1971","CACNA2D1",3.417213447,3.417213497,3.417213606,3.417213475,3.41721361,3.417213594,3.41721366,3.417213697,3.417213621,3.417213817,3.41721367,3.417214061,3.417213549,3.417213461,3.417213646,3.417213741,3.4172138,3.417213587,3.417213795,3.417213692,3.417213596,3.417213567,3.417213532,3.417213628,3.417213492,3.417213702,3.417213567,3.417213665 +"1972","CACNA2D2",5.402932665,5.40293265,5.402932693,5.402932703,5.402932715,5.402932672,5.402932702,5.402932749,5.402932701,5.402932714,5.402932727,5.402932727,5.402932708,5.402932663,5.402932749,5.402932694,5.402932726,5.402932704,5.402932679,5.402932697,5.402932727,5.402932737,5.402932686,5.402932684,5.402932685,5.402932724,5.402932701,5.402932677 +"1973","CACNA2D3",4.586161948,4.586161948,4.586161948,4.586161957,4.586161962,4.586161945,4.586161946,4.586161957,4.58616194,4.586161956,4.586161955,4.586161954,4.586161953,4.586161953,4.586161964,4.586161949,4.586161962,4.58616194,4.586161952,4.586161962,4.586161956,4.586161951,4.586161944,4.586161953,4.586161958,4.586161952,4.586161957,4.586161956 +"1974","CACNA2D4",5.568087122,5.568087086,5.568087141,5.568087093,5.568087174,5.568087134,5.568087123,5.568087179,5.568087136,5.568087125,5.568087171,5.568087143,5.56808712,5.568087094,5.568087167,5.568087124,5.568087156,5.568087138,5.568087176,5.568087139,5.568087146,5.56808716,5.568087108,5.568087078,5.56808714,5.568087131,5.568087104,5.568087113 +"1975","CACNB1",5.779970743,5.779970685,5.779970893,5.779970737,5.779970809,5.779970678,5.779970766,5.779970902,5.779970808,5.7799707,5.779970801,5.779970842,5.779970692,5.779970754,5.779970837,5.779970668,5.779970842,5.779970775,5.779970771,5.779970767,5.779970843,5.779970877,5.77997076,5.77997074,5.779970939,5.779970791,5.779970735,5.779970676 +"1976","CACNB2",4.448083975,4.448083915,4.448084094,4.448084057,4.448084337,4.448083996,4.448084099,4.448084201,4.448084171,4.448084066,4.448084178,4.448084267,4.448083999,4.448083885,4.448084349,4.448084099,4.44808442,4.448084319,4.448084117,4.448084328,4.448084356,4.448084218,4.448084045,4.448083902,4.448084045,4.448084247,4.448084005,4.448084184 +"1977","CACNB3",5.451144161,5.451144096,5.451144012,5.451144083,5.451144136,5.451144172,5.451144104,5.45114414,5.451144104,5.451144164,5.451144138,5.451144148,5.451144151,5.451144073,5.451144147,5.451144097,5.451144041,5.451144106,5.451144014,5.451144153,5.451144123,5.451144158,5.45114418,5.451144088,5.45114422,5.451144113,5.451144149,5.45114404 +"1978","CACNB4",4.876850559,4.876850596,4.876850832,4.876850568,4.876850777,4.876850784,4.876850712,4.876850908,4.876850646,4.876850434,4.876850583,4.876850816,4.876850636,4.876850659,4.876850772,4.876850503,4.87685106,4.876850812,4.876850715,4.876850928,4.876850859,4.876850938,4.876850355,4.876850348,4.87685064,4.876850735,4.876850535,4.876850824 +"1979","CACNG1",4.826610041,4.826610055,4.826610086,4.826610059,4.82661014,4.826610082,4.8266101,4.826610097,4.82661006,4.826610091,4.826610105,4.82661014,4.826610069,4.826610062,4.826610112,4.82661008,4.826610126,4.826610115,4.826610123,4.826610084,4.826610107,4.826610116,4.826610053,4.826610053,4.826610119,4.826610093,4.82661007,4.826610092 +"1980","CACNG2",3.810631252,3.810631252,3.810631259,3.810631267,3.810631305,3.810631257,3.810631272,3.810631254,3.810631252,3.810631297,3.810631285,3.810631285,3.810631261,3.810631249,3.810631266,3.810631305,3.810631295,3.810631284,3.810631297,3.810631262,3.810631265,3.810631257,3.810631286,3.81063127,3.810631281,3.810631278,3.81063127,3.810631265 +"1981","CACNG3",4.004414159,4.004414273,4.004414225,4.004414142,4.004414288,4.004414303,4.004414209,4.004414257,4.004414257,4.004414288,4.004414262,4.00441425,4.004414177,4.00441418,4.004414243,4.004414285,4.004414291,4.004414198,4.004414173,4.004414325,4.004414209,4.004414159,4.004414262,4.004414201,4.004414193,4.004414209,4.004414214,4.00441419 +"1982","CACNG4",5.240132666,5.240132736,5.240132733,5.240132668,5.240132809,5.240132554,5.240132634,5.240132651,5.24013268,5.240132636,5.240132722,5.240132638,5.240132713,5.240132527,5.240132718,5.240132688,5.240132711,5.240132822,5.240132686,5.240132781,5.24013274,5.24013283,5.240132576,5.240132681,5.240132795,5.240132655,5.240132688,5.240132746 +"1983","CACNG5",4.56195651,4.561956478,4.561956584,4.561956508,4.561956568,4.561956555,4.56195657,4.561956581,4.561956527,4.561956566,4.561956575,4.561956599,4.561956539,4.561956486,4.561956563,4.561956559,4.56195659,4.56195654,4.561956573,4.561956568,4.561956512,4.561956528,4.561956505,4.561956531,4.561956521,4.561956593,4.56195654,4.561956507 +"1984","CACNG6",6.041326202,6.041326288,6.041326143,6.041326295,6.041326503,6.041326148,6.041326237,6.041326248,6.041326069,6.041326115,6.041326331,6.041326306,6.041326195,6.041325958,6.041326289,6.04132637,6.041326504,6.04132633,6.041326372,6.041325898,6.04132613,6.041326413,6.041326184,6.041326199,6.041326424,6.041326263,6.041326161,6.041326353 +"1985","CACNG7",5.398434444,5.398434485,5.398434598,5.398434453,5.398434934,5.398434587,5.398434667,5.398434661,5.398434572,5.398434668,5.398434713,5.398434935,5.398434462,5.398434246,5.39843486,5.398434644,5.398434981,5.398434594,5.398434719,5.398434679,5.398434807,5.398434843,5.39843452,5.398434417,5.398434514,5.398434784,5.398434634,5.398434725 +"1986","CACTIN",6.085519488,6.085519508,6.085519506,6.085519502,6.085519503,6.085519514,6.0855195,6.085519516,6.085519508,6.085519503,6.08551951,6.08551952,6.08551951,6.085519498,6.085519497,6.085519515,6.085519518,6.085519514,6.085519497,6.085519488,6.085519493,6.08551952,6.085519504,6.085519499,6.085519518,6.085519506,6.085519522,6.085519504 +"1987","CACTIN-AS1",5.226981466,5.226981469,5.226981695,5.226981611,5.226981789,5.226981719,5.226981367,5.226981608,5.226981549,5.226981745,5.226981741,5.226981575,5.22698149,5.226981356,5.226981501,5.226981442,5.226981355,5.226981765,5.226981402,5.226981539,5.226981502,5.22698163,5.226981572,5.226981616,5.226981733,5.226981462,5.226981585,5.226981542 +"1988","CACUL1",7.552677434,7.552677515,7.552677391,7.552677556,7.552677316,7.552677306,7.552677363,7.552677343,7.552677337,7.552677239,7.552677391,7.552677236,7.552677365,7.552677458,7.552677304,7.552677486,7.552677337,7.552677473,7.552677472,7.552677438,7.552677383,7.552677277,7.552677431,7.552677532,7.552677522,7.552677299,7.552677355,7.552677419 +"1989","CACYBP",6.3906309215,6.39063051,6.390630359,6.3906307345,6.390629911,6.3906302135,6.3906308445,6.390630063,6.39063047,6.3906307515,6.390630269,6.390629305,6.390630597,6.390632233,6.390630321,6.390630129,6.3906297175,6.390630403,6.3906304155,6.3906304705,6.3906308055,6.390630252,6.390631129,6.3906311185,6.390630302,6.390630095,6.3906304065,6.3906314415 +"1990","CAD",6.252519345,6.252519406,6.252519222,6.252519309,6.252519399,6.252519478,6.252519415,6.252519374,6.252519585,6.252519448,6.252519249,6.252519401,6.252519439,6.252519451,6.252519325,6.252519354,6.252519261,6.252519259,6.252519412,6.252519233,6.252519455,6.252519385,6.252519474,6.252519287,6.252519257,6.252519409,6.252519432,6.252519414 +"1991","CADM1",4.500189867,4.500189882,4.50018989,4.500189869,4.500189919,4.500189878,4.500189891,4.500189894,4.500189878,4.500189868,4.500189889,4.500189923,4.500189879,4.500189875,4.500189901,4.500189885,4.500189892,4.500189896,4.5001899,4.500189889,4.500189896,4.500189898,4.50018989,4.500189871,4.500189883,4.500189891,4.500189871,4.500189888 +"1992","CADM2",3.619215866,3.619215852,3.61921584,3.61921591,3.619215955,3.619215818,3.619215851,3.619215939,3.619215952,3.619215754,3.619215858,3.619216071,3.619215775,3.619215877,3.619215965,3.619215909,3.619215985,3.61921602,3.619215896,3.619215806,3.619215986,3.61921588,3.619215963,3.619215889,3.61921587,3.619215958,3.619215823,3.619215849 +"1993","CADM3",5.022300146,5.022300128,5.022300247,5.022300208,5.022300248,5.022300208,5.022300202,5.022300243,5.022300217,5.02230025,5.022300246,5.022300239,5.022300228,5.022300102,5.022300241,5.022300197,5.022300209,5.022300223,5.022300214,5.022300185,5.022300224,5.022300251,5.022300193,5.022300201,5.022300214,5.022300237,5.022300225,5.022300174 +"1994","CADM4",6.144447868,6.144447985,6.14444802,6.144448019,6.144448058,6.144447967,6.144448016,6.144448025,6.144447993,6.14444793,6.144448033,6.144448022,6.144447913,6.14444785,6.14444799,6.144448067,6.144448089,6.144448092,6.144448022,6.144447902,6.144448061,6.144448042,6.144447968,6.144447927,6.144447995,6.144448042,6.144447927,6.14444803 +"1995","CADPS",3.580401077,3.58040124,3.580401211,3.580401112,3.58040136,3.580401105,3.580401229,3.580401304,3.58040113,3.580401243,3.580401294,3.58040124,3.580401092,3.580401213,3.58040133,3.580401177,3.580401321,3.580401278,3.58040122,3.580401204,3.580401308,3.58040121,3.580401082,3.580401179,3.580401361,3.580401274,3.580401142,3.580401286 +"1996","CADPS2",3.626314017,3.626314037,3.626314051,3.626314052,3.626314096,3.626314027,3.626314062,3.626314036,3.626314022,3.62631404,3.626314053,3.626314051,3.626314028,3.626314023,3.626314048,3.626314061,3.62631406,3.62631408,3.626314021,3.626314025,3.626314023,3.626314087,3.626314049,3.626314047,3.626314088,3.626314047,3.626314034,3.626314038 +"1997","CAGE1",3.265926779,3.265926816,3.265926809,3.265926831,3.265926791,3.265926804,3.265926771,3.265926806,3.265926806,3.265926851,3.265926879,3.265926849,3.265926787,3.265926823,3.265926807,3.265926829,3.265926871,3.265926816,3.265926809,3.26592679,3.265926751,3.265926766,3.265926826,3.265926842,3.265926852,3.265926731,3.265926798,3.265926782 +"1998","CALB1",3.402539851,3.402539842,3.402539866,3.402539854,3.402539912,3.402539877,3.40253985,3.402539865,3.402539841,3.402539868,3.402539866,3.402539896,3.402539848,3.402539801,3.402539864,3.402539849,3.402539844,3.402539834,3.402539827,3.402539877,3.402539896,3.402539857,3.402539861,3.402539849,3.402539841,3.40253987,3.402539819,3.402539858 +"1999","CALB2",4.441439456,4.441439673,4.441439908,4.44143954,4.44144016,4.441439436,4.441439956,4.441440014,4.441439765,4.441439811,4.44143994,4.441440107,4.441439695,4.441439259,4.441440132,4.44143977,4.441440229,4.441440162,4.441439811,4.441439683,4.441440171,4.441440254,4.441439334,4.441439598,4.441439729,4.441440128,4.441439531,4.441439639 +"2000","CALCA",5.174562053,5.17456198,5.174562291,5.17456207,5.174562368,5.174561901,5.174562125,5.174562316,5.174562099,5.174562123,5.174562054,5.174562098,5.174562259,5.174562072,5.174562228,5.174562121,5.17456222,5.174562289,5.174562254,5.174562241,5.17456229,5.174562151,5.174562053,5.174562235,5.174562216,5.174562297,5.174562122,5.174562062 +"2001","CALCB",4.717740538,4.717740445,4.717740764,4.717740581,4.717741028,4.717740561,4.717740762,4.717740748,4.717740654,4.717740866,4.717740922,4.71774098,4.717740679,4.717740475,4.717741087,4.717740634,4.717741028,4.717740756,4.717740863,4.717740878,4.717740978,4.717741075,4.717740685,4.717740534,4.71774085,4.717740798,4.717740339,4.717740665 +"2002","CALCOCO1",7.68762335,7.687623391,7.687623342,7.687623451,7.687623323,7.687623399,7.687623368,7.687623383,7.68762329,7.687623327,7.687623382,7.687623309,7.68762338,7.687623342,7.687623288,7.687623337,7.687623308,7.687623427,7.687623329,7.687623243,7.68762335,7.68762335,7.687623349,7.687623365,7.687623419,7.687623399,7.687623361,7.687623331 +"2003","CALCOCO2",7.939567962,7.939567734,7.939567603,7.939567839,7.93956752,7.939568635,7.939567782,7.939567662,7.939567679,7.939567673,7.939567545,7.939567188,7.939567764,7.939568252,7.939567919,7.939567475,7.93956744,7.93956747,7.93956787,7.939568696,7.939567816,7.939567586,7.939567792,7.93956767,7.939567836,7.939567609,7.939567564,7.939567757 +"2004","CALCR",3.131520593,3.131520591,3.131520629,3.131520713,3.131520709,3.131520662,3.131520622,3.13152058,3.13152067,3.131520587,3.131520703,3.131520639,3.131520594,3.131520603,3.131520657,3.131520678,3.131520664,3.131520632,3.131520624,3.131520608,3.131520656,3.131520652,3.131520571,3.131520578,3.13152072,3.131520632,3.13152064,3.131520603 +"2005","CALCRL",3.115901798,3.115901738,3.115901849,3.115901755,3.115901749,3.115901839,3.115901736,3.11590175,3.115901762,3.115901786,3.115901863,3.115901787,3.115901777,3.115901893,3.115901811,3.115901695,3.115901772,3.115901715,3.11590177,3.115901768,3.115901673,3.11590176,3.115901896,3.115901746,3.115901835,3.115901762,3.115901764,3.11590186 +"2006","CALD1",3.99005442,3.990054589,3.990054513,3.990054814,3.990054528,3.990054577,3.99005444,3.990054497,3.990054486,3.990054558,3.9900548,3.990054592,3.990054354,3.99005443,3.990054502,3.990054442,3.990054681,3.990054913,3.990054438,3.990054537,3.990054471,3.99005437,3.990054481,3.990054613,3.990054536,3.990054462,3.990054399,3.990054514 +"2007","CALHM1",4.886923954,4.886923828,4.886924006,4.886924029,4.88692419,4.886923779,4.886923963,4.886924131,4.886924051,4.886924045,4.886924045,4.886924051,4.88692398,4.886923866,4.886924208,4.886924166,4.886924152,4.886924251,4.886924147,4.886923923,4.886924167,4.886924136,4.886923913,4.886923783,4.886924041,4.886924039,4.886924012,4.886924095 +"2008","CALHM2",7.570075943,7.570075967,7.570075925,7.570075543,7.570076305,7.570076077,7.570076086,7.570076297,7.570075152,7.570076113,7.570075525,7.570075839,7.570076263,7.570076051,7.570076089,7.570075846,7.570076083,7.570075418,7.570075889,7.57007593,7.570076064,7.570076167,7.570075049,7.570076146,7.570075391,7.570075658,7.570076271,7.570076006 +"2009","CALHM3",4.651085158,4.651085207,4.65108528,4.651085213,4.651085327,4.651085208,4.651085235,4.651085292,4.651085243,4.651085282,4.651085157,4.65108536,4.651085197,4.651085161,4.651085297,4.6510852,4.651085341,4.651085244,4.651085234,4.651085199,4.651085284,4.651085268,4.651085196,4.651085158,4.651085252,4.651085373,4.651085252,4.651085234 +"2010","CALHM4",3.11264375,3.112643828,3.112643792,3.112643861,3.112643863,3.112643849,3.112643873,3.112643894,3.11264391,3.112643868,3.112643842,3.112643906,3.112643836,3.112643816,3.11264392,3.112643895,3.112643893,3.112643879,3.112643835,3.112643826,3.112643821,3.112643891,3.112643773,3.112643857,3.112643918,3.112643807,3.112643856,3.112643893 +"2011","CALHM5",3.705837491,3.705837542,3.705837572,3.705837781,3.705837621,3.705837635,3.705837664,3.705837608,3.705837592,3.705837646,3.705837736,3.705837648,3.705837687,3.705837615,3.705837596,3.705837693,3.705837664,3.705837659,3.70583765,3.70583752,3.705837519,3.705837687,3.705837516,3.705837518,3.705837687,3.705837626,3.70583752,3.705837611 +"2012","CALHM6",5.653719757,5.653719685,5.653719808,5.653719768,5.65371954,5.6537204,5.653719805,5.653719843,5.653719653,5.653719864,5.653719705,5.653719832,5.653719877,5.653719712,5.653719827,5.653719685,5.653720057,5.653719627,5.653719567,5.653720393,5.65371967,5.653719812,5.653719763,5.653719788,5.653719636,5.653719644,5.653719807,5.653719742 +"2013","CALM1",8.476233709,8.476233176,8.476232578,8.476232735,8.476232592,8.476232514,8.47623311,8.476232453,8.476233262,8.476232853,8.476232151,8.476231885,8.476233145,8.476234406,8.476233263,8.476232392,8.476231704,8.476232528,8.476233246,8.476231209,8.476233148,8.476232839,8.476233207,8.476232953,8.476232185,8.476232829,8.476233127,8.476233632 +"2014","CALM2",7.772191922,7.772191577,7.772191746,7.772191765,7.772191256,7.77219028,7.772191112,7.772190162,7.772191168,7.772190676,7.772191446,7.772190254,7.772191561,7.772192219,7.772191278,7.772191882,7.772191274,7.772190976,7.772192086,7.772190607,7.772191418,7.772190114,7.77219131,7.772190899,7.772191455,7.772191144,7.772191501,7.772191304 +"2015","CALM3",8.864498328,8.86449855,8.864498237,8.864498586,8.864498247,8.864498362,8.864498208,8.864498295,8.864498404,8.864498404,8.864498376,8.86449817,8.864498344,8.864498392,8.864498157,8.864498388,8.864497979,8.864498449,8.864498305,8.864498194,8.864498141,8.864498196,8.864498374,8.864498437,8.864498333,8.864498247,8.86449831,8.864498223 +"2016","CALML3",5.197050938,5.197050944,5.197051069,5.197051002,5.19705104,5.197050877,5.197051012,5.197051048,5.197050985,5.19705101,5.197051006,5.197051049,5.197050971,5.197050946,5.197051034,5.197051051,5.197051006,5.19705105,5.197050979,5.197050973,5.197051024,5.197051033,5.197050974,5.197050983,5.197051084,5.19705103,5.197051001,5.197050998 +"2017","CALML4",6.339867173,6.339867401,6.339867174,6.339867172,6.339867156,6.339867326,6.339867321,6.339867151,6.339867366,6.339867313,6.339867264,6.33986711,6.339867312,6.339867129,6.339867251,6.339867424,6.33986698,6.339867274,6.339867346,6.339867451,6.339867299,6.339867249,6.339867214,6.339867293,6.339867192,6.339867279,6.339867227,6.33986701 +"2018","CALML5",5.518599658,5.518599877,5.518599909,5.518599821,5.518599921,5.518599384,5.5185997,5.518599863,5.518599788,5.518599821,5.518599855,5.518599793,5.518599773,5.518599643,5.518599808,5.518599946,5.51859997,5.518599998,5.518599722,5.518599776,5.518599832,5.518599897,5.518599716,5.518599798,5.518599857,5.518599873,5.518599759,5.5185999 +"2019","CALML6",5.088096507,5.088096699,5.088096813,5.088096745,5.08809682,5.088096015,5.088096474,5.088096734,5.088096743,5.088096508,5.088096913,5.088096775,5.088096594,5.088096218,5.088096699,5.088096804,5.088096929,5.088096987,5.088096734,5.088096575,5.088096496,5.088096548,5.088096563,5.088096536,5.088097031,5.088096569,5.088096448,5.088096701 +"2020","CALN1",4.265057935,4.265057947,4.265058046,4.265057946,4.265058112,4.265058077,4.265057939,4.265058047,4.265058004,4.265058012,4.265057992,4.265058072,4.265057979,4.265057716,4.265057998,4.265058075,4.265058176,4.265058091,4.265058076,4.265058062,4.265058031,4.265057951,4.265058082,4.265057947,4.265057911,4.265057869,4.265057923,4.265057994 +"2021","CALR",8.195214867,8.195214688,8.19521452,8.195214189,8.195214576,8.195215815,8.195215203,8.195214503,8.195215009,8.19521478,8.195214451,8.195214037,8.195214985,8.195215192,8.195214719,8.195214203,8.195213868,8.195214172,8.195214236,8.195215029,8.195214973,8.195214739,8.195214735,8.195214591,8.19521391,8.195214755,8.195214831,8.195214694 +"2022","CALR3",4.234765438,4.234765454,4.234765454,4.23476545,4.234765477,4.234765456,4.234765462,4.234765455,4.234765463,4.234765459,4.234765465,4.234765467,4.23476545,4.234765441,4.234765472,4.234765451,4.234765471,4.234765456,4.234765462,4.234765433,4.234765459,4.234765472,4.234765444,4.234765444,4.234765458,4.234765459,4.234765447,4.234765456 +"2023","CALU",5.143402053,5.143401965,5.143401502,5.143401627,5.143401263,5.143401702,5.143401871,5.14340138,5.143401725,5.143402119,5.143401534,5.143401135,5.143401839,5.143401991,5.143401457,5.143401682,5.14340154,5.14340118,5.143401456,5.143401727,5.143401515,5.143401415,5.14340169,5.143401973,5.143401746,5.143401552,5.143401755,5.143401819 +"2024","CALY",6.449159314,6.449159339,6.44915953,6.449159333,6.4491596785,6.449159374,6.4491595465,6.449159634,6.4491593815,6.449159467,6.449159557,6.4491597755,6.4491595495,6.449159185,6.4491596405,6.4491594415,6.4491597415,6.449159555,6.449159446,6.4491594395,6.449159672,6.449159642,6.4491594305,6.449159399,6.449159433,6.4491596475,6.4491594255,6.4491595235 +"2025","CAMK1",7.188556602,7.188557221,7.188557154,7.188556623,7.188557568,7.188556762,7.188557001,7.188556697,7.188557062,7.188557303,7.188557275,7.188556739,7.188557054,7.188557168,7.188556357,7.188557427,7.18855693,7.188556825,7.188557423,7.18855661,7.188556765,7.188557037,7.188556879,7.188557022,7.188557412,7.188556862,7.188557093,7.188557156 +"2026","CAMK1D",7.801344492,7.801346705,7.801344346,7.801346362,7.801345024,7.801346045,7.801343906,7.801344017,7.801345408,7.801344986,7.801346519,7.801343113,7.801345544,7.801345209,7.801343931,7.801345687,7.801343542,7.801345823,7.801345345,7.80134528,7.801343437,7.801343112,7.801345667,7.801345338,7.801346212,7.801344345,7.801345275,7.80134433 +"2027","CAMK1G",4.331633647,4.331633604,4.33163361,4.33163366,4.331633672,4.331633614,4.331633655,4.331633657,4.3316336,4.33163365,4.331633705,4.331633661,4.331633691,4.331633605,4.331633736,4.331633627,4.331633742,4.331633692,4.331633563,4.331633637,4.331633661,4.331633668,4.331633716,4.331633653,4.331633624,4.331633637,4.331633684,4.331633609 +"2028","CAMK2A",5.40914724,5.409147354,5.409147703,5.409147461,5.409147806,5.409147295,5.409147609,5.40914754,5.40914741,5.4091474,5.409147708,5.409147869,5.40914756,5.409147289,5.409147699,5.409147525,5.409147864,5.409147779,5.40914753,5.409147512,5.409147677,5.409147496,5.409147325,5.409147181,5.409147634,5.409147606,5.409147438,5.409147342 +"2029","CAMK2B",4.68188902,4.681889044,4.681888994,4.681889111,4.68188926,4.681889133,4.681889131,4.681889188,4.681889142,4.681889083,4.681889242,4.681889131,4.681889124,4.681888904,4.681889278,4.681889144,4.681889326,4.681889258,4.681889191,4.681889169,4.681889278,4.681889156,4.68188895,4.681889011,4.681889187,4.681889243,4.681889142,4.681889181 +"2030","CAMK2D",6.150209797,6.150209109,6.150208944,6.15020904,6.150208613,6.150209605,6.150209086,6.15020897,6.150209291,6.150209286,6.150208563,6.150208885,6.150209239,6.150209893,6.150209325,6.150208788,6.150208613,6.150208767,6.150208978,6.15020968,6.15020885,6.150209034,6.150209264,6.150209239,6.150208578,6.150209173,6.150209252,6.15020966 +"2031","CAMK2G",8.248451682,8.248451921,8.248451765,8.248452124,8.248451666,8.248451817,8.248451805,8.248451785,8.248451726,8.248451711,8.248451843,8.248451631,8.248451806,8.248451868,8.248451706,8.248451865,8.248451705,8.248451963,8.248451823,8.248451936,8.248451813,8.248451722,8.248451802,8.248451837,8.248451986,8.248451729,8.24845177,8.248451737 +"2032","CAMK2N1",6.262054835,6.262054841,6.262054859,6.262054832,6.262054862,6.262054841,6.262054839,6.262054859,6.262054847,6.262054849,6.262054855,6.262054866,6.262054853,6.262054821,6.262054857,6.262054842,6.262054861,6.262054849,6.262054845,6.262054849,6.262054849,6.262054865,6.262054849,6.26205484,6.262054846,6.262054863,6.262054841,6.262054856 +"2033","CAMK2N2",6.768262285,6.768262267,6.76826258,6.768262326,6.76826286,6.768262446,6.768262588,6.768262551,6.768262484,6.768262596,6.768262687,6.768262802,6.768262507,6.768261873,6.768262677,6.768262364,6.768262733,6.768262598,6.76826253,6.768262522,6.768262596,6.768262634,6.768262445,6.768262251,6.768262573,6.768262576,6.768262457,6.768262501 +"2034","CAMK4",7.835172432,7.835883886,7.833643498,7.83160443,7.833440866,7.8333006,7.833546935,7.833827073,7.840919951,7.837339733,7.830046777,7.836446908,7.835222148,7.840924324,7.833121757,7.831818117,7.831383891,7.832298885,7.835037898,7.832103774,7.831824891,7.834521674,7.839125031,7.835243759,7.829815846,7.836757961,7.834872076,7.838330189 +"2035","CAMKK1",5.933139422,5.933139796,5.933139661,5.933139925,5.933139642,5.933139601,5.933139706,5.933139335,5.933139499,5.933139512,5.933139845,5.933139578,5.933139599,5.933139642,5.933139764,5.93313985,5.93313977,5.933139804,5.933139679,5.933139563,5.933139632,5.933139364,5.93313956,5.933139763,5.933139827,5.933139599,5.933139658,5.933139574 +"2036","CAMKK2",7.666532422,7.666533318,7.666532254,7.666533499,7.666532143,7.666532841,7.666532392,7.666531931,7.666531778,7.666532602,7.666532893,7.666531758,7.666532355,7.666531889,7.666532505,7.666533228,7.66653238,7.666532641,7.666532848,7.666532888,7.666532257,7.666531925,7.666532304,7.666533214,7.666533098,7.666532032,7.666532338,7.666531437 +"2037","CAMKMT",5.427603685,5.427603344,5.427603334,5.427603137,5.427602818,5.427603141,5.427603291,5.42760308,5.427603588,5.427603336,5.427602936,5.427603171,5.427603512,5.427603723,5.427603226,5.427603495,5.427603021,5.427603182,5.427603182,5.427603189,5.427603243,5.427603365,5.427603451,5.427603403,5.4276031,5.427603347,5.427603652,5.427603437 +"2038","CAMKV",4.126502063,4.126502145,4.126502176,4.126502294,4.126502372,4.126502199,4.126502297,4.126502259,4.126502111,4.12650214,4.126502277,4.126502022,4.126502225,4.126502197,4.12650229,4.126502252,4.126502155,4.126502295,4.126502199,4.126502217,4.126502344,4.126502233,4.126502074,4.126502033,4.12650223,4.126502204,4.126502007,4.126501995 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+"2071","CAPZA2",7.486396729,7.486395636,7.486396787,7.486396557,7.486395938,7.486394565,7.486396681,7.486394762,7.486394597,7.486396338,7.48639618,7.486393658,7.486396,7.486399,7.486396071,7.486396229,7.486396972,7.4863964,7.486396538,7.486394839,7.48639693,7.486395836,7.4863964,7.486396663,7.486396849,7.486395462,7.486395806,7.486398539 +"2072","CAPZA3",2.550793953,2.550793973,2.550793979,2.550793966,2.550793967,2.550793995,2.550793976,2.550793979,2.550793964,2.550793967,2.55079397,2.550793967,2.550793963,2.550793954,2.55079396,2.550793966,2.550793997,2.550793967,2.550793956,2.550793979,2.550793952,2.550793973,2.550793967,2.550793966,2.550793979,2.550793965,2.550793977,2.550793978 +"2073","CAPZB",9.465465753,9.465466213,9.465465412,9.465465811,9.465465482,9.465465959,9.465465474,9.465465414,9.465465606,9.465465754,9.46546546,9.465465155,9.465465832,9.465466003,9.465465341,9.465465888,9.465465028,9.465465496,9.465465753,9.465465693,9.465465403,9.465465462,9.465465748,9.465466042,9.465465446,9.465465578,9.465465768,9.46546563 +"2074","CARD10",6.083013015,6.083012969,6.083013067,6.083012987,6.083013264,6.083012996,6.083013123,6.083013143,6.083013049,6.083013065,6.083013161,6.083013199,6.083013062,6.083012895,6.083013138,6.083013065,6.083013218,6.083013162,6.083013102,6.083013068,6.083013223,6.083013211,6.083012973,6.083012949,6.083013093,6.083013159,6.083012967,6.083013133 +"2075","CARD11",6.880532093,6.880531949,6.880531888,6.880531751,6.880531833,6.880532211,6.880531971,6.880532023,6.880532084,6.880532199,6.88053162,6.880531884,6.880532212,6.880532223,6.880532118,6.880531802,6.880531454,6.880531847,6.880531903,6.880531697,6.880531881,6.880531969,6.880532126,6.880531949,6.880531719,6.88053204,6.880532208,6.880532017 +"2076","CARD14",5.257280572,5.257280576,5.257280607,5.257280603,5.257280604,5.257280591,5.257280586,5.257280586,5.257280599,5.25728058,5.257280616,5.257280615,5.257280589,5.257280533,5.257280614,5.257280597,5.257280595,5.257280627,5.257280566,5.257280624,5.257280595,5.257280612,5.257280585,5.257280579,5.257280565,5.25728058,5.257280596,5.257280562 +"2077","CARD16",6.431748309,6.431748277,6.431748161,6.431748417,6.431747893,6.431748559,6.43174854,6.431748074,6.431748256,6.431748142,6.431748261,6.431747541,6.431748339,6.431748466,6.431748135,6.431748347,6.431747985,6.431748309,6.431748148,6.431748682,6.43174854,6.431748014,6.431748327,6.431748312,6.431748279,6.431747895,6.431748319,6.431748067 +"2078","CARD17P",5.34084508,5.340845178,5.340844734,5.340843744,5.340844327,5.340846655,5.340845368,5.34084441,5.340845377,5.340844796,5.340844633,5.340844,5.340844737,5.340844787,5.340844418,5.340845019,5.340844272,5.340844162,5.34084463,5.340847382,5.340845217,5.34084451,5.340845467,5.340845021,5.34084492,5.340843514,5.340844966,5.340843948 +"2079","CARD18",3.543617084,3.543617099,3.543617218,3.543617172,3.543617317,3.54361717,3.543617201,3.543617188,3.543617134,3.543617223,3.5436172,3.543617189,3.543617142,3.543617188,3.543617168,3.543617311,3.543617235,3.543617273,3.543617153,3.543617154,3.543617266,3.543617198,3.543617217,3.543617201,3.543617244,3.543617208,3.543617345,3.54361726 +"2080","CARD19",7.174675399,7.174675491,7.174675383,7.174675448,7.174675299,7.174675368,7.174675394,7.174675448,7.174675441,7.174675327,7.174675407,7.174675483,7.174675342,7.17467531,7.174675364,7.174675545,7.174675349,7.174675437,7.174675397,7.174675335,7.174675345,7.174675391,7.174675412,7.174675332,7.174675416,7.174675396,7.174675361,7.174675211 +"2081","CARD6",5.246709981,5.246710044,5.246709971,5.246710016,5.246709985,5.246710033,5.246709999,5.246709947,5.246709905,5.246709958,5.246709908,5.246709865,5.246710002,5.24671003,5.246709941,5.246709969,5.246709913,5.246709963,5.246710041,5.246710096,5.246709982,5.246709958,5.246710004,5.24670998,5.246709992,5.246709907,5.246709941,5.246709976 +"2082","CARD8",6.6831361295,6.6831361785,6.6831356455,6.6831362215,6.683135669,6.683136066,6.6831358705,6.683135761,6.6831357885,6.6831358115,6.683135617,6.683135349,6.683135969,6.683136047,6.6831359655,6.6831361175,6.6831354335,6.6831360885,6.6831361115,6.683136053,6.6831359225,6.683135616,6.683135986,6.683136087,6.683136034,6.683135754,6.683136012,6.6831356315 +"2083","CARF",4.773527967,4.77352758,4.77352772,4.773527562,4.773527624,4.773527572,4.773527818,4.773527576,4.773527769,4.773527642,4.773527681,4.773527825,4.773527878,4.773528107,4.77352777,4.773527487,4.77352741,4.773527572,4.773527667,4.773527508,4.773527632,4.773527707,4.773527926,4.773527815,4.773527718,4.773527792,4.773527798,4.773527912 +"2084","CARHSP1",7.035191927,7.035192057,7.035192066,7.035191974,7.035191933,7.035192105,7.035191999,7.035192075,7.03519206,7.035192029,7.035191948,7.035192062,7.035191966,7.035191896,7.035192052,7.035192145,7.035192123,7.035191937,7.035192071,7.035192068,7.035191972,7.035192102,7.035192003,7.035192007,7.035191997,7.035192069,7.035192054,7.035191946 +"2085","CARM1",7.57275641,7.202251057,8.299988264,7.57318569,7.699809831,8.385750337,7.505381893,8.014082319,8.195250046,8.010050707,7.99296684,7.936851634,7.096606292,7.081736341,7.667913541,6.809489345,8.130521077,7.674852142,7.293915913,8.031547611,7.406707038,7.792797382,8.094199059,7.920852241,7.897610898,7.88204789,7.216247276,7.292919905 +"2086","CARMIL1",5.725984982,5.725984859,5.725982822,5.725983733,5.725984553,5.725984838,5.725985124,5.725983005,5.725985637,5.725984853,5.725982437,5.725984444,5.725983894,5.725985522,5.725984691,5.725984179,5.7259829,5.725983227,5.725984477,5.725984283,5.725984644,5.725983576,5.725985158,5.725984571,5.725982503,5.725984523,5.725984195,5.725985243 +"2087","CARMIL2",6.691989417,6.691989355,6.69198935,6.691989378,6.691989476,6.69198941,6.69198942,6.691989453,6.691989629,6.691989504,6.691989313,6.691989488,6.691989472,6.691989442,6.691989446,6.691989364,6.691989279,6.691989371,6.691989453,6.691989389,6.691989377,6.691989502,6.691989411,6.691989346,6.691989252,6.691989504,6.691989501,6.691989448 +"2088","CARMIL3",5.589330843,5.589330729,5.589330998,5.589330765,5.58933135,5.589330872,5.589331156,5.589331154,5.589330947,5.589330955,5.589331235,5.589331271,5.589330924,5.589330532,5.589331206,5.589331036,5.589331136,5.58933113,5.589331025,5.589331125,5.589331184,5.589331139,5.589330943,5.589330763,5.589330957,5.589331041,5.589330785,5.589330955 +"2089","CARNMT1",6.072122067,6.07212179,6.072121732,6.072121676,6.072121727,6.07212165,6.072121908,6.072121677,6.072121897,6.07212182,6.072121641,6.072121719,6.07212188,6.072122136,6.072121905,6.072121724,6.072121704,6.072121772,6.072121848,6.07212165,6.072121873,6.072121851,6.072122042,6.072121733,6.072121718,6.07212177,6.072121816,6.072122032 +"2090","CARNS1",6.232144453,6.232144551,6.232144804,6.232144533,6.232144782,6.232144304,6.232144599,6.232144845,6.232144781,6.232144593,6.232144639,6.232144872,6.232144655,6.232144427,6.232144782,6.232144721,6.232144757,6.232144732,6.232144573,6.232144261,6.23214472,6.232144859,6.232144557,6.232144456,6.232144657,6.232144676,6.232144446,6.232144726 +"2091","CARS1",7.054923654,7.054923749,7.054923486,7.054923753,7.054923431,7.054923872,7.054923561,7.054923506,7.054923567,7.054923466,7.05492356,7.054923335,7.054923596,7.054923567,7.054923496,7.054923642,7.054923458,7.054923665,7.054923698,7.054923661,7.05492353,7.054923578,7.054923535,7.054923571,7.054923685,7.054923376,7.05492364,7.054923385 +"2092","CARS2",7.372716309,7.372716234,7.372716089,7.372716368,7.372716028,7.372716675,7.372716288,7.372716094,7.372716381,7.372716243,7.37271621,7.37271617,7.372716377,7.372716338,7.372716161,7.372716329,7.372716143,7.372716026,7.372716278,7.372716862,7.372716165,7.372716195,7.372716404,7.372716361,7.372716134,7.372716228,7.372716331,7.372716103 +"2093","CARTPT",3.957419189,3.957419218,3.957419201,3.957419183,3.957419224,3.957419217,3.95741921,3.957419263,3.95741923,3.957419205,3.957419198,3.957419184,3.957419243,3.957419184,3.957419211,3.957419233,3.95741927,3.957419252,3.957419215,3.957419227,3.957419233,3.957419229,3.957419233,3.957419204,3.957419226,3.957419198,3.957419234,3.957419204 +"2094","CASC2",3.905006614,3.905006626,3.905006669,3.905006675,3.90500666,3.905006627,3.905006683,3.905006705,3.90500669,3.90500662,3.905006706,3.905006734,3.905006648,3.905006589,3.905006667,3.905006684,3.905006707,3.905006694,3.905006662,3.905006671,3.905006689,3.905006674,3.905006613,3.905006655,3.905006634,3.90500665,3.905006638,3.905006678 +"2095","CASC3",8.474345741,8.474345842,8.474345878,8.47434638,8.474345245,8.474345384,8.474345659,8.474345722,8.474345687,8.474345764,8.474346095,8.474344729,8.474345582,8.474345198,8.474345596,8.4743459,8.474345361,8.474346196,8.474345443,8.474345501,8.474345615,8.474345377,8.474345611,8.474346216,8.474346435,8.474345388,8.474345731,8.474345041 +"2096","CASD1",6.736550222,6.736547752,6.736548448,6.736546745,6.736547199,6.7365457,6.736547695,6.736547692,6.736548881,6.736547995,6.73654704,6.736546381,6.73654885,6.736551586,6.736548593,6.736546923,6.736547162,6.736546626,6.736548677,6.736546154,6.73654788,6.736548184,6.736549178,6.736548332,6.736546567,6.736547325,6.736548818,6.736550323 +"2097","CASK",6.238514867,6.238514601,6.238514279,6.238514474,6.238514187,6.238513967,6.238514459,6.238514171,6.238514569,6.238514387,6.238514125,6.238514445,6.238514437,6.238514933,6.238514461,6.23851447,6.238514125,6.238514246,6.238514405,6.238514233,6.238514436,6.238514333,6.238514623,6.238514354,6.23851418,6.238514306,6.238514617,6.238514631 +"2098","CASKIN1",5.230743274,5.230743305,5.230743319,5.230743326,5.230743416,5.230743286,5.230743355,5.230743372,5.230743344,5.230743354,5.230743353,5.230743367,5.230743368,5.23074327,5.230743346,5.230743313,5.23074344,5.230743401,5.230743369,5.230743291,5.230743394,5.23074342,5.23074328,5.230743237,5.230743346,5.230743343,5.230743294,5.230743346 +"2099","CASKIN2",5.330252202,5.330252292,5.330252442,5.330252384,5.33025283,5.330252032,5.330252409,5.330252571,5.330252432,5.330252334,5.330252384,5.330252625,5.330252331,5.330252162,5.330252505,5.330252507,5.330252646,5.330252529,5.330252405,5.330252472,5.33025265,5.330252646,5.330252189,5.330252313,5.330252528,5.330252483,5.330252265,5.330252359 +"2100","CASP1",7.614274114,7.614298946,7.614207599,7.61430278,7.614138905,7.61444299,7.614326499,7.614183106,7.614248002,7.614228487,7.614228469,7.613950817,7.614290573,7.6143678,7.614202816,7.614253888,7.614241792,7.6142328,7.614207387,7.614514366,7.614334437,7.614216552,7.614253273,7.61429511,7.614226548,7.614076925,7.614257132,7.614185004 +"2101","CASP10",6.341509334,6.341509135,6.341508975,6.341508876,6.341508715,6.341509901,6.341508657,6.34150896,6.341508931,6.341509263,6.34150882,6.341508711,6.341509234,6.341509566,6.341508773,6.341508644,6.341508257,6.341508306,6.341509091,6.341509855,6.34150848,6.341508751,6.341509245,6.341509431,6.341508729,6.341509129,6.341509521,6.341508633 +"2102","CASP12",3.777652322,3.777652319,3.777652351,3.777652284,3.777652316,3.777652356,3.777652307,3.777652342,3.777652336,3.777652327,3.77765234,3.777652327,3.77765223,3.777652155,3.777652304,3.777652332,3.777652375,3.777652347,3.777652316,3.777652284,3.777652271,3.77765228,3.777652259,3.777652277,3.777652348,3.777652277,3.777652249,3.77765232 +"2103","CASP14",3.678082815,3.678082836,3.678082845,3.678082828,3.678082873,3.678082839,3.678082825,3.67808286,3.67808282,3.678082846,3.678082861,3.678082878,3.678082837,3.67808281,3.678082836,3.678082822,3.678082891,3.678082846,3.678082838,3.678082836,3.678082842,3.678082832,3.67808282,3.678082827,3.678082829,3.678082837,3.678082833,3.678082863 +"2104","CASP2",7.895263584,7.895263649,7.895263393,7.89526364,7.895263432,7.895263464,7.89526354,7.895263502,7.895263655,7.895263692,7.895263494,7.895263682,7.895263525,7.895263694,7.895263579,7.895263577,7.895263257,7.895263509,7.895263471,7.895263581,7.895263519,7.895263434,7.895263667,7.895263732,7.895263561,7.895263654,7.895263581,7.89526344 +"2105","CASP3",6.089839145,6.089839221,6.089839228,6.089839208,6.089839226,6.089839054,6.089839243,6.089839116,6.089839186,6.089839168,6.089839248,6.089839041,6.089839226,6.089839467,6.089839124,6.089839211,6.089839165,6.089839121,6.089839296,6.089839086,6.089839279,6.089839165,6.089839242,6.089839185,6.089839219,6.089839075,6.089839153,6.089839427 +"2106","CASP4",7.478487679,7.478487464,7.47848588,7.47848765,7.478485136,7.478488332,7.478486861,7.478486469,7.478486608,7.4784866,7.478486428,7.478484028,7.478486959,7.478487122,7.47848726,7.478487115,7.478486142,7.478487401,7.478486849,7.478488187,7.478487071,7.478487091,7.478487517,7.478487459,7.478486577,7.47848513,7.478486375,7.478485885 +"2107","CASP5",5.741833945,5.741835803,5.741831745,5.741838085,5.741831494,5.741840605,5.741837803,5.741834761,5.741836595,5.74183597,5.741837541,5.741825881,5.741837163,5.741837444,5.741831587,5.741836845,5.74183405,5.741836219,5.741831873,5.741844427,5.741835915,5.741835951,5.741838099,5.741837895,5.741834238,5.741826804,5.74183553,5.741832384 +"2108","CASP6",5.373198579,5.373198552,5.373198556,5.373198544,5.373198581,5.373198604,5.373198611,5.373198518,5.373198686,5.373198634,5.373198533,5.373198543,5.373198587,5.373198676,5.373198555,5.373198528,5.373198427,5.373198459,5.373198566,5.373198502,5.373198556,5.373198531,5.373198651,5.373198567,5.373198549,5.373198532,5.373198581,5.373198597 +"2109","CASP7",6.084980789,6.084980715,6.084980661,6.084980555,6.084980708,6.084981037,6.084980823,6.084980449,6.084980606,6.084980769,6.084980639,6.084980685,6.08498081,6.084980903,6.084980858,6.084980627,6.084980513,6.084980508,6.084980663,6.08498106,6.084980797,6.084980733,6.084980752,6.084980751,6.084980572,6.084980712,6.08498078,6.084980841 +"2110","CASP8",8.288108861,8.288108689,8.288108544,8.288108681,8.288108498,8.288108505,8.288108571,8.288108508,8.28810838,8.288108441,8.288108612,8.288108367,8.288108565,8.288108738,8.288108702,8.28810872,8.288108366,8.288108616,8.288108726,8.288108513,8.28810862,8.288108525,8.288108538,8.288108667,8.288108721,8.288108593,8.288108568,8.288108582 +"2111","CASP8AP2",5.598702732,5.598702614,5.59870262,5.598702489,5.598702602,5.598702602,5.598702631,5.598702483,5.5987026,5.598702592,5.598702537,5.598702502,5.598702658,5.598702948,5.598702621,5.598702623,5.59870247,5.598702641,5.598702657,5.598702388,5.598702591,5.598702552,5.598702656,5.598702611,5.598702558,5.598702607,5.5987026,5.598702887 +"2112","CASP9",7.180392637,7.180393027,7.180392641,7.180393119,7.180392654,7.180392743,7.180392592,7.180392794,7.180393011,7.180392819,7.180392845,7.180392506,7.180392648,7.180392805,7.18039283,7.180392951,7.180392558,7.180393033,7.180392962,7.180393021,7.180392635,7.18039267,7.180392869,7.180392973,7.180392893,7.180392649,7.180392712,7.180392752 +"2113","CASQ1",4.453206887,4.453206983,4.453206954,4.453206887,4.453207047,4.453206977,4.453207045,4.453206987,4.453207036,4.453206916,4.453206989,4.453206984,4.453206933,4.453206898,4.453206992,4.453206991,4.453207047,4.45320698,4.453206933,4.453206995,4.453207005,4.453206975,4.453206912,4.453206951,4.453206944,4.453206938,4.453206944,4.453206963 +"2114","CASQ2",3.522605871,3.522605894,3.522605896,3.522605926,3.522605903,3.522605897,3.522605876,3.522605929,3.522605954,3.522605925,3.522605904,3.522605954,3.522605913,3.522605908,3.522605933,3.522605906,3.522605926,3.522605878,3.522605926,3.522605904,3.522605916,3.522605903,3.52260589,3.522605889,3.522605918,3.522605906,3.522605909,3.522605903 +"2115","CASR",4.680229013,4.680229026,4.680229061,4.680229019,4.680229094,4.680229011,4.680229067,4.680229062,4.680229021,4.680229037,4.680229074,4.680229102,4.680229027,4.680229004,4.680229082,4.680229054,4.680229097,4.680229066,4.680229072,4.680229088,4.680229102,4.680229068,4.680229008,4.680229031,4.680229037,4.680229035,4.680229012,4.680229066 +"2116","CASS4",7.146042846,7.146042899,7.146042825,7.146043003,7.146042693,7.14604277,7.146042822,7.146042874,7.146042653,7.146042716,7.146042802,7.146042714,7.146042773,7.146042769,7.146042754,7.146042841,7.146042775,7.146042937,7.146042857,7.146042784,7.146042823,7.146042813,7.146042777,7.146042882,7.146042871,7.146042799,7.146042791,7.1460427 +"2117","CAST",7.674104079,7.674103035,7.674102743,7.67410261,7.674102784,7.674102884,7.674102702,7.67410212,7.674102304,7.674103622,7.674102781,7.674101578,7.674102913,7.674104029,7.674103454,7.674102363,7.674101934,7.674102381,7.674102857,7.674103208,7.674102829,7.674102206,7.674102512,7.674103231,7.674102873,7.674102495,7.674103162,7.674103156 +"2118","CASTOR1",5.751029858,5.751029873,5.751029851,5.751029864,5.751029861,5.751029853,5.75102987,5.751029856,5.751029893,5.751029876,5.751029855,5.751029876,5.75102987,5.75102987,5.751029849,5.751029871,5.751029865,5.75102986,5.751029864,5.751029852,5.751029848,5.75102987,5.751029879,5.751029878,5.751029852,5.751029867,5.751029871,5.751029856 +"2119","CASTOR3P",6.48540115,6.485401165,6.485401116,6.485401213,6.485400916,6.485401177,6.485401184,6.485401106,6.485400891,6.48540099,6.485400966,6.485401063,6.485401066,6.485401115,6.485401061,6.485401138,6.485401024,6.485401058,6.485401205,6.485401147,6.485401228,6.485401118,6.48540111,6.485401111,6.485401154,6.485401096,6.485401128,6.485400948 +"2120","CASZ1",5.37017330533333,5.37017346833333,5.37017330566667,5.370173407,5.37017346,5.370173583,5.37017347933333,5.370173403,5.37017344766667,5.370173477,5.370173437,5.37017340333333,5.37017337433333,5.37017315266667,5.370173531,5.37017352166667,5.370173411,5.37017350266667,5.37017329933333,5.37017348466667,5.37017350533333,5.37017348433333,5.37017338666667,5.37017335733333,5.370173415,5.370173506,5.37017340966667,5.37017341066667 +"2121","CAT",8.276986211,8.730245885,8.137704809,8.251885756,8.626640364,8.8536357,8.694973577,8.365102186,8.854389374,8.912752039,9.039793706,8.402158796,8.366664032,9.01162836,8.06214656,8.385990153,7.922768158,7.965423791,8.603085017,8.896519829,8.553553664,8.165114202,8.811275528,8.746444816,8.87328085,8.540654029,8.216439163,8.810619881 +"2122","CATIP",5.126037166,5.126037168,5.126037228,5.126037169,5.126037223,5.126037192,5.126037178,5.126037201,5.126037174,5.126037198,5.126037213,5.126037223,5.126037177,5.12603714,5.126037211,5.12603719,5.126037199,5.126037208,5.126037158,5.126037181,5.126037199,5.126037202,5.12603717,5.126037171,5.126037194,5.126037192,5.126037157,5.126037184 +"2123","CATSPER1",4.972489879,4.972489855,4.972489924,4.972489936,4.972489952,4.972489893,4.972489844,4.972489902,4.972489834,4.972489821,4.97248989,4.972489853,4.972489891,4.972489827,4.972489902,4.972489899,4.972489928,4.972489951,4.972489855,4.972489919,4.972489922,4.972489936,4.972489784,4.972489871,4.972489913,4.972489879,4.972489881,4.972489819 +"2124","CATSPER2",5.098486211,5.098486141,5.09848596,5.098486183,5.098486049,5.098486182,5.0984862,5.098486178,5.098486347,5.098486238,5.098486061,5.098486138,5.098486135,5.098486228,5.098486202,5.098486278,5.098485797,5.098485995,5.098486197,5.098486029,5.098486199,5.098486153,5.098486131,5.098486262,5.098486218,5.098486335,5.098486233,5.098486184 +"2125","CATSPER2P1",5.311969808,5.311969781,5.311969786,5.311969771,5.311969826,5.311969678,5.311969774,5.311969901,5.311969777,5.311969784,5.31196978,5.311969876,5.311969817,5.311969729,5.311969822,5.311969813,5.311969788,5.311969797,5.311969743,5.311969775,5.31196977,5.31196978,5.31196977,5.311969811,5.31196976,5.311969782,5.311969891,5.311969851 +"2126","CATSPER3",4.170223939,4.170223942,4.17022386,4.170223813,4.170223868,4.170223912,4.170223846,4.170223918,4.170223807,4.170223838,4.17022394,4.170223783,4.170223856,4.170223945,4.170223908,4.17022382,4.170223863,4.170223754,4.170223888,4.170223829,4.170223816,4.170223792,4.170223838,4.170223735,4.17022377,4.170223878,4.170223861,4.170223906 +"2127","CATSPER4",4.025493522,4.025493325,4.025493595,4.025493548,4.025493696,4.025493591,4.025493721,4.025493989,4.025493434,4.02549352,4.025493786,4.025493765,4.025493585,4.025493244,4.025493796,4.025493334,4.025493709,4.025493728,4.025493491,4.025493668,4.025493807,4.025493682,4.025493428,4.025493312,4.025493492,4.02549361,4.025493424,4.025493523 +"2128","CATSPERB",3.825735792,3.825735768,3.825735744,3.82573576,3.825735793,3.825735768,3.825735759,3.825735769,3.825735783,3.82573578,3.825735759,3.825735782,3.825735797,3.825735776,3.825735767,3.825735788,3.825735737,3.825735752,3.825735758,3.825735764,3.825735762,3.825735766,3.825735795,3.825735792,3.825735745,3.825735764,3.825735784,3.825735776 +"2129","CATSPERD",4.196356052,4.196356167,4.196356422,4.196356314,4.196356562,4.196356265,4.196356466,4.196356347,4.196356246,4.19635621,4.196356451,4.196356484,4.196356218,4.196356101,4.196356477,4.196356231,4.196356773,4.196356483,4.196356475,4.196356386,4.19635657,4.196356705,4.196356292,4.196356293,4.196356278,4.196356462,4.196356179,4.196356586 +"2130","CATSPERE",3.873147611,3.873147565,3.873147597,3.873147488,3.873147557,3.873147467,3.873147678,3.873147644,3.873147584,3.873147545,3.873147594,3.873147714,3.87314759,3.873147611,3.873147631,3.873147575,3.87314752,3.873147625,3.87314758,3.873147556,3.873147685,3.873147599,3.873147611,3.873147604,3.873147566,3.873147611,3.873147624,3.873147655 +"2131","CATSPERG",5.529360995,5.529361058,5.529361059,5.529361,5.529361108,5.529361022,5.529361096,5.529361045,5.529361029,5.529361049,5.529361039,5.529361108,5.529361086,5.52936101,5.52936114,5.529361052,5.529361126,5.529361056,5.52936101,5.529361065,5.529361139,5.529361141,5.529360978,5.529360981,5.529361046,5.529361102,5.529360968,5.529361079 +"2132","CAV1",3.842786317,3.842786298,3.842786287,3.842786318,3.842786581,3.84278627,3.842786387,3.842786344,3.842786371,3.84278642,3.842786459,3.842786481,3.842786281,3.842786227,3.842786446,3.842786357,3.842786404,3.842786475,3.842786526,3.84278645,3.842786397,3.842786401,3.842786363,3.842786329,3.842786381,3.842786467,3.842786454,3.84278661 +"2133","CAV2",4.147626705,4.147626756,4.147626707,4.147626805,4.147626737,4.147626714,4.147626779,4.147626703,4.147626755,4.147626687,4.147626722,4.147626707,4.147626773,4.147626615,4.147626701,4.147626729,4.147626705,4.147626755,4.147626713,4.147626688,4.147626714,4.147626699,4.147626828,4.147626749,4.147626773,4.147626667,4.147626759,4.147626704 +"2134","CAV3",4.855006006,4.855006074,4.855005954,4.85500602,4.85500611,4.855006126,4.85500599,4.855005976,4.855006053,4.855006117,4.855006192,4.85500614,4.855005856,4.855005873,4.855006009,4.855006032,4.855006102,4.85500604,4.85500607,4.855006026,4.855005983,4.855006104,4.855006004,4.855005977,4.855005934,4.855006082,4.855006021,4.855006013 +"2135","CAVIN1",5.050245115,5.050245126,5.05024518,5.05024521,5.05024521,5.050245211,5.050245148,5.050245221,5.050245214,5.050245172,5.050245194,5.050245282,5.050245206,5.050245163,5.050245243,5.050245202,5.050245272,5.050245225,5.050245184,5.050245207,5.050245246,5.050245204,5.050245231,5.050245199,5.050245206,5.050245253,5.050245184,5.050245213 +"2136","CAVIN2",6.122301728,6.12230351,6.122302842,6.122305207,6.122303559,6.122303206,6.122303331,6.122302321,6.122302202,6.122304397,6.12230518,6.122303971,6.122302427,6.122301511,6.122302485,6.122302936,6.122303449,6.122305601,6.122303068,6.12230254,6.122303156,6.122302546,6.122302285,6.122304831,6.122304075,6.122303802,6.122302313,6.12230324 +"2137","CAVIN3",5.283535392,5.283535485,5.283535534,5.283535446,5.283536037,5.283535593,5.283535531,5.283535862,5.283535651,5.283535752,5.283535716,5.283535936,5.28353548,5.283535437,5.283535692,5.283535707,5.283535919,5.283535656,5.283535979,5.28353568,5.283535895,5.283535593,5.283535212,5.283535495,5.283535496,5.283535933,5.283535398,5.283535539 +"2138","CAVIN4",4.262065427,4.262065442,4.262065413,4.262065421,4.26206546,4.262065407,4.262065442,4.262065455,4.262065447,4.262065424,4.262065446,4.262065436,4.262065422,4.262065379,4.262065463,4.262065435,4.262065446,4.262065438,4.262065404,4.262065428,4.262065434,4.262065428,4.262065354,4.262065411,4.262065428,4.262065402,4.262065435,4.262065387 +"2139","CBARP",6.708537507,6.708537638,6.708537732,6.708537697,6.708538157,6.708537769,6.708537868,6.708538067,6.708537822,6.708537663,6.708537801,6.708538202,6.708537699,6.708537315,6.708538125,6.708537849,6.708537958,6.708537976,6.708537828,6.708537861,6.708538109,6.708538014,6.708537657,6.708537538,6.708537693,6.708538019,6.708537646,6.708537842 +"2140","CBFA2T2",6.023978635,6.02397858,6.023978602,6.023978612,6.023978592,6.023978652,6.023978552,6.02397862,6.02397862,6.023978642,6.023978541,6.023978567,6.023978608,6.023978647,6.023978616,6.023978516,6.023978545,6.023978524,6.023978612,6.02397856,6.023978564,6.023978559,6.02397861,6.023978622,6.023978631,6.023978611,6.023978601,6.023978547 +"2141","CBFA2T3",6.820002987,6.820002968,6.820003059,6.820003022,6.820003145,6.820003054,6.820003102,6.820003054,6.820003056,6.820003034,6.820003073,6.820003162,6.820003033,6.820002966,6.820003115,6.820003011,6.82000311,6.820003082,6.820003063,6.820003073,6.820003124,6.820003125,6.820002989,6.820002997,6.82000311,6.820003078,6.820003018,6.820003019 +"2142","CBFB",7.794491983,7.794491648,7.794490402,7.794490081,7.794491059,7.794489957,7.794491386,7.79449058,7.794491489,7.794490414,7.794489681,7.794489878,7.794491,7.794493625,7.794491059,7.794491404,7.79448922,7.7944898,7.79449127,7.794491067,7.794491444,7.794489922,7.794492017,7.794491681,7.79449015,7.794490574,7.794491289,7.794492466 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+"2363","CCR2",7.368380002,7.368379447,7.3683780755,7.368378752,7.368378223,7.368379726,7.368379038,7.368376906,7.368377162,7.368377817,7.368378598,7.3683762395,7.368377753,7.368379699,7.3683792235,7.3683779785,7.368377055,7.3683772895,7.368378316,7.3683802165,7.368378296,7.368378377,7.3683773325,7.368376633,7.368377282,7.368376429,7.3683775665,7.368378219 +"2364","CCR3",5.959651453,5.959654491,5.959653703,5.95965214,5.959654341,5.959651699,5.959653193,5.959652263,5.959652446,5.959651445,5.959654759,5.959651633,5.959654077,5.959654196,5.959650385,5.959654089,5.959653386,5.95965107,5.959654669,5.959652348,5.959652903,5.959652099,5.959653121,5.959651579,5.959654504,5.95965191,5.959653963,5.959654107 +"2365","CCR4",6.695041303,6.695042125,6.695039466,6.695040732,6.695040695,6.695040547,6.695040317,6.695040008,6.69504005,6.695039829,6.695039491,6.695040374,6.695040702,6.695041822,6.695041125,6.695042036,6.695039452,6.695040678,6.69504176,6.695039243,6.695040376,6.695040131,6.695040374,6.695040303,6.695039454,6.695041026,6.695041678,6.695041538 +"2366","CCR5",4.919808099,4.919808251,4.91980829,4.919808301,4.919808134,4.919808335,4.919808187,4.919808195,4.919808262,4.919808267,4.919808214,4.919808271,4.919808163,4.919808041,4.919808093,4.919808016,4.919808314,4.919808209,4.919808013,4.919808306,4.919807961,4.919808274,4.919808269,4.91980811,4.919808109,4.919807944,4.919808154,4.919808142 +"2367","CCR6",5.953582156,5.953582089,5.953580876,5.953581675,5.953581653,5.953581351,5.953581447,5.953581179,5.95358124,5.953581064,5.953580932,5.953580844,5.953581381,5.953582541,5.953582233,5.953582016,5.95358106,5.953581563,5.953582012,5.95358191,5.953581155,5.953581401,5.953581667,5.953580949,5.953580668,5.953581303,5.953581644,5.953582331 +"2368","CCR7",9.439841379,9.471795532,9.156672593,9.116929179,9.34941202,9.191478663,8.92467045,9.054225646,10.10972606,9.725108751,8.529573201,9.761462025,9.594365446,10.0557482,8.941565866,8.961531406,8.687413793,8.857988285,9.283336117,8.821545492,8.532949793,9.24510956,9.80680883,9.258637307,8.401498296,9.644371727,9.715015364,9.767898261 +"2369","CCR8",4.658447572,4.658448129,4.658447284,4.658447782,4.658447517,4.658447225,4.658447589,4.658447483,4.658447038,4.658447463,4.658447386,4.658447318,4.65844735,4.658447973,4.658447442,4.658447705,4.658447143,4.658447543,4.658447285,4.658447646,4.658447688,4.658447247,4.658447085,4.65844718,4.658447024,4.658447343,4.658447491,4.65844765 +"2370","CCR9",4.855236112,4.855236375,4.855235965,4.855236606,4.855236043,4.855236059,4.855239938,4.855235544,4.855235132,4.855236015,4.855237708,4.855236371,4.855236169,4.855236331,4.855235947,4.855236234,4.855235009,4.855236026,4.855235983,4.855236387,4.855239208,4.855236274,4.855235789,4.855237024,4.855237336,4.855235637,4.855236572,4.855236263 +"2371","CCRL2",4.439772206,4.439772326,4.439772243,4.439772179,4.439772368,4.439772494,4.439772325,4.439772179,4.439772324,4.439772368,4.439772156,4.439772083,4.439772299,4.439772327,4.439772246,4.439772317,4.439772218,4.439772367,4.439772231,4.439772588,4.439772165,4.439772211,4.439772205,4.439772183,4.439772294,4.439772263,4.439772291,4.439772335 +"2372","CCS",7.400833828,7.400833886,7.400833922,7.400833847,7.400833877,7.400833813,7.400833849,7.400833922,7.40083391,7.400833913,7.400833944,7.400833945,7.400833849,7.400833781,7.400833849,7.400833915,7.4008339,7.400833896,7.400833845,7.400833823,7.400833842,7.400833915,7.400833827,7.400833878,7.400833898,7.400833908,7.400833857,7.400833878 +"2373","CCSAP",6.333153172,6.333153078,6.333152869,6.333152991,6.333152869,6.333152572,6.333153122,6.333152695,6.333152808,6.333152846,6.333153083,6.333152503,6.333152888,6.333153101,6.333153162,6.333153109,6.333152943,6.333152949,6.333152995,6.333152662,6.333152858,6.333152817,6.33315314,6.333153137,6.333153281,6.333152759,6.333152719,6.333152823 +"2374","CCSER1",4.112442533,4.11244222,4.112442483,4.112442502,4.112442257,4.112442291,4.112442305,4.112442284,4.112442389,4.112442182,4.112442286,4.112442326,4.112442316,4.112442819,4.112442417,4.112442191,4.11244207,4.11244247,4.112442348,4.112442415,4.112442262,4.112442381,4.11244213,4.112442311,4.112442491,4.11244231,4.112442524,4.112442638 +"2375","CCSER2",7.209995758,7.209995236,7.209994885,7.209994836,7.209994996,7.209994732,7.209995352,7.209995119,7.209995606,7.209995191,7.20999498,7.209994327,7.20999544,7.209996018,7.209995219,7.20999505,7.209994639,7.209994509,7.209995394,7.209994222,7.209995122,7.209994953,7.209995723,7.209994916,7.20999501,7.209994393,7.209995625,7.209995496 +"2376","CCT2",6.227718331,6.227718229,6.227718328,6.227717925,6.227718179,6.227718151,6.227718502,6.227718075,6.227718468,6.227718406,6.22771791,6.227718116,6.227718237,6.227719052,6.227718138,6.227718037,6.227718188,6.227717804,6.227718298,6.227718156,6.227718341,6.227718132,6.227718583,6.227718202,6.227717772,6.227718181,6.227718156,6.227718712 +"2377","CCT3",7.02279881,7.022798768,7.02279862,7.022798504,7.022798605,7.022798952,7.022798935,7.022798622,7.022799109,7.022798845,7.022798383,7.022798502,7.022798896,7.022799258,7.022798692,7.02279847,7.022798295,7.022798024,7.022798624,7.02279872,7.022798719,7.02279865,7.022798907,7.022798692,7.022798115,7.022798574,7.022798933,7.022799008 +"2378","CCT4",7.039826043,7.039825664,7.039825747,7.039825315,7.03982576,7.0398257,7.039825877,7.039825598,7.039826055,7.039826003,7.039825489,7.039825177,7.039825889,7.039826617,7.039825735,7.039825388,7.039825558,7.039825399,7.039825825,7.039825689,7.039825732,7.039825821,7.039826166,7.039825626,7.039825369,7.039825756,7.039825869,7.039826021 +"2379","CCT5",7.074767578,7.074767674,7.074767573,7.074767552,7.074767542,7.074767547,7.074767585,7.074767469,7.074767535,7.074767558,7.074767465,7.074767335,7.074767547,7.074767719,7.074767445,7.074767619,7.074767366,7.074767327,7.074767502,7.074767448,7.074767468,7.074767516,7.074767603,7.074767608,7.074767413,7.074767428,7.074767527,7.074767554 +"2380","CCT6A",6.534075468,6.534075313,6.534075167,6.534074895,6.534075115,6.534075207,6.534075283,6.534074923,6.534075237,6.534075145,6.534074786,6.534074774,6.534075248,6.534075883,6.534075207,6.534075108,6.534074739,6.534074738,6.534075217,6.53407473,6.534075042,6.534074984,6.53407525,6.534074981,6.534074776,6.534075083,6.534075183,6.534075493 +"2381","CCT6B",3.551262431,3.551262417,3.551262441,3.551262453,3.551262459,3.551262386,3.551262473,3.551262422,3.551262356,3.551262347,3.55126243,3.551262558,3.551262395,3.551262384,3.55126243,3.551262418,3.551262447,3.551262463,3.55126244,3.551262449,3.551262467,3.551262484,3.551262426,3.551262368,3.55126236,3.551262425,3.551262392,3.551262486 +"2382","CCT7",8.400116715,8.400116251,8.40011585,8.40011508,8.400115685,8.400116693,8.400116748,8.400115488,8.400116871,8.400116082,8.40011533,8.400115429,8.400116614,8.400117619,8.400116325,8.400115754,8.400115342,8.400114557,8.400115932,8.400115816,8.400116829,8.400116216,8.400116461,8.400115568,8.400114979,8.40011601,8.400116467,8.400116779 +"2383","CCT8",6.886377602,6.88637732,6.886377369,6.886376898,6.886377031,6.886377088,6.886377327,6.88637652,6.886377591,6.886377544,6.886376815,6.886376879,6.886377495,6.886378277,6.886377172,6.886376992,6.886377091,6.886376886,6.886377006,6.886376827,6.886377071,6.886377003,6.886377706,6.88637709,6.886376845,6.886377022,6.886377303,6.886377434 +"2384","CCT8L2",5.227262,5.2272622,5.22726217,5.227262227,5.227262398,5.227262175,5.227262196,5.227262317,5.227262238,5.227262276,5.227262175,5.22726236,5.227262185,5.227261936,5.22726237,5.227262289,5.227262435,5.227262282,5.227262297,5.227262355,5.227262544,5.22726225,5.227262137,5.227262065,5.227262182,5.227262218,5.227262318,5.227262161 +"2385","CCZ1P-OR7E38P",7.625734684,7.625733779,7.625734326,7.625734238,7.62573485,7.625733845,7.625734549,7.625734258,7.625734617,7.625734185,7.625734129,7.625734944,7.625734599,7.62573448,7.625734762,7.625734237,7.625734694,7.625734843,7.625734775,7.625734595,7.625735227,7.625735283,7.625734326,7.625733371,7.625733231,7.625735521,7.625734736,7.625735219 +"2386","CD101",6.69951406,6.699516862,6.699514092,6.699510683,6.699516748,6.699514175,6.699516034,6.699512023,6.699514353,6.699516309,6.699515274,6.699513247,6.699513581,6.699516339,6.699513712,6.699514888,6.699513463,6.699508127,6.6995166,6.699511461,6.699515029,6.699512911,6.699513955,6.699514486,6.699515436,6.69951415,6.699514426,6.699514497 +"2387","CD109",3.596001112,3.596001122,3.596001129,3.596001119,3.59600112,3.596001114,3.596001105,3.596001099,3.596001138,3.596001146,3.596001192,3.596001144,3.59600113,3.596001113,3.596001088,3.596001126,3.596001139,3.596001122,3.596001126,3.59600112,3.596001125,3.596001098,3.596001157,3.596001123,3.596001165,3.596001128,3.596001087,3.596001102 +"2388","CD14",9.815543821,9.815623627,9.815489292,9.815662853,9.815628686,9.815681985,9.815633076,9.815401141,9.815478887,9.815464261,9.815384545,9.815243146,9.815486851,9.815543083,9.815468016,9.815503313,9.815531859,9.815484203,9.815619988,9.815793556,9.815637253,9.815619874,9.815576894,9.81558755,9.815224218,9.81555835,9.815475136,9.815177829 +"2389","CD151",6.940672558,6.940673144,6.94066992,6.940673222,6.940672763,6.940672375,6.940670751,6.940672283,6.940672148,6.940673003,6.940672809,6.940671058,6.940670999,6.940671547,6.940671743,6.940672095,6.940669586,6.940672836,6.94067195,6.940671552,6.940670016,6.940672445,6.940672729,6.940673143,6.940671758,6.94067096,6.940671358,6.94067093 +"2390","CD160",4.379963751,4.379962638,4.379963124,4.379962194,4.379962568,4.379962757,4.379963522,4.379962564,4.37996279,4.37996283,4.379963184,4.37996226,4.379963049,4.379963325,4.379963456,4.379962568,4.379962231,4.37996277,4.37996229,4.379962479,4.379963541,4.379962487,4.379963026,4.379962591,4.379962907,4.379962855,4.379962796,4.379963059 +"2391","CD163",6.49548454,6.495485022,6.495483902,6.495484649,6.495484114,6.495484139,6.495483887,6.495483299,6.495482818,6.495484062,6.495484163,6.495483324,6.495483809,6.495485148,6.495484045,6.4954847,6.495483569,6.495483658,6.495483979,6.495483711,6.495483552,6.495483312,6.495483153,6.495484033,6.495483321,6.495483421,6.495483821,6.495483963 +"2392","CD163L1",4.519337793,4.51933787,4.519337795,4.519337839,4.519337901,4.519337946,4.519337855,4.519337882,4.519337809,4.519337835,4.519337898,4.519337903,4.519337785,4.519337645,4.519337888,4.519337933,4.519337871,4.519337957,4.519337838,4.519337907,4.519337882,4.519337845,4.519337758,4.519337731,4.519337903,4.519337902,4.519337803,4.51933786 +"2393","CD164",8.95388735,8.953886417,8.953885995,8.953885735,8.953885494,8.953884811,8.953885811,8.953884841,8.953885588,8.953885556,8.953884972,8.953883271,8.953886242,8.953888595,8.953886073,8.953885345,8.953885227,8.953885316,8.953886187,8.95388558,8.953885841,8.953885349,8.9538864,8.953886041,8.953884894,8.953885233,8.953885943,8.953887041 +"2394","CD164L2",6.131136525,6.131136546,6.131136651,6.131136541,6.13113671,6.13113655,6.131136557,6.131136646,6.131136562,6.131136582,6.131136668,6.131136735,6.131136619,6.131136444,6.131136632,6.13113657,6.131136712,6.131136683,6.131136564,6.131136597,6.13113666,6.131136669,6.131136534,6.131136469,6.131136649,6.131136612,6.131136542,6.13113665 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+"2589","CDKN2C",4.427088154,4.42708805,4.427088156,4.427087998,4.42708823,4.427088059,4.427088194,4.427088107,4.427088111,4.427087992,4.427088264,4.427088216,4.427088081,4.427088244,4.427088139,4.427088234,4.427088273,4.42708815,4.427088125,4.42708826,4.427088326,4.427088244,4.42708826,4.427088176,4.427088284,4.427088256,4.427088097,4.427088137 +"2590","CDKN2D",8.539393933,8.539394676,8.53939467,8.539394412,8.53939443,8.539394541,8.539394441,8.539394689,8.539394311,8.539394619,8.539394825,8.539395323,8.539394121,8.539393225,8.539394568,8.539394892,8.539395116,8.539395018,8.539394442,8.5393946,8.539393991,8.53939485,8.539394359,8.539394675,8.539394698,8.539394547,8.539393988,8.539394438 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+"2593","CDO1",4.44635461,4.446354651,4.446354725,4.446354664,4.446354572,4.446354742,4.446354622,4.446354629,4.446354634,4.446354651,4.446354695,4.446354714,4.446354672,4.44635464,4.44635462,4.446354625,4.446354705,4.446354711,4.446354653,4.446354636,4.446354538,4.446354668,4.446354716,4.446354637,4.446354681,4.446354579,4.446354667,4.446354598 +"2594","CDON",4.376592434,4.37659246,4.376592754,4.376592423,4.376592813,4.376592809,4.376592381,4.376592736,4.376592869,4.376592839,4.376592902,4.376592303,4.376592424,4.376593003,4.376592762,4.376592497,4.376592639,4.376592484,4.376592732,4.376592525,4.376592501,4.376592591,4.37659273,4.376592577,4.37659241,4.376592633,4.37659276,4.376592537 +"2595","CDPF1",5.894741407,5.894741416,5.894741402,5.894741408,5.894741418,5.894741403,5.894741414,5.894741418,5.89474142,5.894741406,5.894741397,5.894741412,5.894741422,5.894741408,5.894741409,5.894741398,5.894741409,5.894741399,5.894741413,5.894741406,5.894741419,5.894741414,5.89474141,5.894741402,5.894741405,5.894741413,5.894741397,5.894741408 +"2596","CDR1",2.641676266,2.641676718,2.641676534,2.641676319,2.641676596,2.641676598,2.641676675,2.641676618,2.641676585,2.641676637,2.64167673,2.641676799,2.6416766,2.641676498,2.641676691,2.641676482,2.64167673,2.641676791,2.641676558,2.641676627,2.641676575,2.641676626,2.641676436,2.641676531,2.641676794,2.641676645,2.641676437,2.641676763 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+"2599","CDRT15P3",7.150990008,7.150990059,7.150990134,7.150990037,7.150990143,7.150990024,7.150990049,7.150990133,7.150990066,7.150990085,7.150990139,7.150990142,7.150990077,7.150989992,7.150990061,7.150990064,7.150990135,7.150990145,7.150989998,7.150990108,7.150990064,7.150990109,7.150990019,7.150990078,7.150990109,7.150990086,7.150990081,7.15099008 +"2600","CDS1",4.44665542,4.446655441,4.44665553,4.446655481,4.446655508,4.446655382,4.446655395,4.446655507,4.446655492,4.446655501,4.446655457,4.4466555,4.446655482,4.446655426,4.446655445,4.446655497,4.446655504,4.446655508,4.446655417,4.446655484,4.446655445,4.446655493,4.446655498,4.446655533,4.446655534,4.446655474,4.446655493,4.446655512 +"2601","CDS2",8.199346296,8.199346419,8.199344403,8.19934618,8.19934454,8.199346206,8.199345053,8.199344932,8.19934523,8.199344999,8.199345597,8.199344947,8.199345699,8.199346181,8.199345727,8.19934624,8.199344136,8.199345815,8.199345147,8.199346311,8.199345185,8.199344795,8.19934569,8.199345387,8.199346253,8.199345575,8.199345769,8.19934544 +"2602","CDSN",6.1995255095,6.1995254405,6.199524741,6.199523792,6.1995268135,6.1995258925,6.1995262025,6.1995276905,6.1995247495,6.199525339,6.1995235445,6.199527278,6.199524641,6.199523515,6.1995273605,6.199524713,6.199525999,6.199526064,6.1995243535,6.199525127,6.1995269985,6.199527179,6.1995256225,6.199525461,6.199526196,6.1995272915,6.1995227705,6.1995247525 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+"2723","CES1",8.31426257,8.316379844,8.332989893,8.322140877,8.322680574,8.322432825,8.315056285,8.328233763,8.305965059,8.30882723,8.324926896,8.324134909,8.313754968,8.320721419,8.318092392,8.320820622,8.32808014,8.323835027,8.320862797,8.318718779,8.310546418,8.326395593,8.300274216,8.309467808,8.314385151,8.317671314,8.309671455,8.323056778 +"2724","CES1P1",5.913044841,5.91258339,5.9134435645,5.9132814825,5.913155012,5.9134291685,5.9128330745,5.913424407,5.9116046375,5.9123513525,5.9129792825,5.9130388015,5.9127034635,5.9133430745,5.9126432785,5.9125801585,5.913137691,5.9128140345,5.9129802265,5.9131193405,5.912544984,5.9134705135,5.911384035,5.912239079,5.91267335,5.912858912,5.9126204225,5.9128535655 +"2725","CES2",6.441877976,6.441877983,6.441877967,6.441877971,6.441877966,6.441877973,6.441877972,6.441877979,6.441877983,6.441877977,6.441877951,6.44187797,6.441877975,6.441877971,6.441877971,6.44187797,6.441877973,6.441877966,6.441877974,6.441877959,6.441877964,6.441877972,6.441877973,6.441877971,6.441877961,6.441877972,6.441877971,6.441877977 +"2726","CES3",4.216218441,4.216218474,4.21621853,4.21621847,4.216218536,4.216218432,4.216218521,4.21621854,4.216218495,4.216218482,4.216218482,4.216218546,4.216218509,4.216218406,4.21621852,4.216218482,4.216218586,4.21621852,4.216218525,4.216218469,4.216218545,4.216218491,4.216218451,4.216218458,4.216218464,4.216218541,4.216218497,4.216218491 +"2727","CES4A",5.57986017,5.579860004,5.579860027,5.579860151,5.579860322,5.579860496,5.579860182,5.579860346,5.579860088,5.57986019,5.579859905,5.579860128,5.579860117,5.579860015,5.579860193,5.579860326,5.579860202,5.579859994,5.579859993,5.57986016,5.579860235,5.579860355,5.579860091,5.579860096,5.579859927,5.579860059,5.579860101,5.579859981 +"2728","CES5A",3.914457331,3.914457884,3.914457616,3.914457316,3.91445753,3.914457664,3.914457636,3.914457278,3.914457506,3.9144574,3.914457703,3.914457528,3.914457441,3.914456825,3.914457246,3.914457566,3.914457714,3.914457174,3.91445757,3.914457867,3.91445743,3.914457526,3.914457566,3.914457299,3.914457274,3.914457399,3.914457613,3.914457015 +"2729","CETN1",4.101298657,4.101298634,4.101298689,4.101298621,4.101298756,4.101298645,4.101298722,4.101298748,4.10129872,4.101298709,4.101298724,4.101298722,4.101298764,4.10129864,4.101298778,4.101298739,4.101298777,4.101298766,4.101298709,4.101298659,4.10129877,4.101298755,4.101298652,4.101298657,4.101298763,4.101298735,4.101298659,4.101298768 +"2730","CETN2",5.351038387,5.351038587,5.351038359,5.351038525,5.351038382,5.351038528,5.351038436,5.351038396,5.351038411,5.351038459,5.351038565,5.351038369,5.351038242,5.351038513,5.351038429,5.351038597,5.35103867,5.351038528,5.351038486,5.351038423,5.351038272,5.351038414,5.351038495,5.351038514,5.35103846,5.351038369,5.351038343,5.351038263 +"2731","CETN3",2.905487351,2.905487343,2.905487345,2.905487325,2.905487318,2.905487346,2.905487358,2.905487302,2.905487346,2.905487356,2.905487349,2.905487325,2.905487353,2.905487399,2.905487328,2.905487359,2.905487324,2.90548731,2.905487381,2.905487305,2.905487308,2.90548738,2.905487346,2.905487334,2.905487303,2.905487312,2.905487337,2.905487388 +"2732","CETP",4.680266867,4.680266851,4.680266858,4.680266858,4.680266869,4.680266941,4.680266906,4.680266896,4.68026686,4.680266898,4.680266897,4.680266876,4.68026688,4.680266829,4.68026688,4.680266922,4.680266871,4.680266945,4.680266871,4.680266972,4.68026693,4.680266898,4.680266866,4.680266919,4.680266892,4.680266927,4.680266883,4.680266818 +"2733","CFAP100",4.447097658,4.447097642,4.447097676,4.447097673,4.447097693,4.447097708,4.447097701,4.447097686,4.447097698,4.447097676,4.447097709,4.447097727,4.447097678,4.447097639,4.447097696,4.447097681,4.447097718,4.447097722,4.4470977,4.447097666,4.447097678,4.447097708,4.447097684,4.447097662,4.447097692,4.447097675,4.447097695,4.44709765 +"2734","CFAP107",3.741803557,3.741803594,3.741803562,3.741803531,3.741803628,3.741803567,3.741803549,3.741803579,3.741803641,3.741803596,3.741803598,3.741803557,3.741803566,3.741803518,3.741803585,3.741803576,3.74180361,3.741803571,3.741803514,3.741803594,3.741803601,3.7418036,3.741803637,3.74180352,3.741803537,3.741803556,3.741803537,3.741803585 +"2735","CFAP119",5.198393488,5.198393512,5.198393513,5.198393517,5.198393506,5.198393517,5.198393499,5.198393499,5.198393508,5.19839352,5.198393512,5.198393522,5.198393501,5.198393499,5.198393502,5.198393502,5.198393529,5.198393511,5.198393515,5.198393515,5.198393495,5.198393494,5.198393517,5.198393533,5.198393488,5.198393513,5.198393515,5.19839348 +"2736","CFAP126",3.336619814,3.336619868,3.336619757,3.336619861,3.336619888,3.3366199,3.336619844,3.336619929,3.336619821,3.336619921,3.336619844,3.336619879,3.336619793,3.336619832,3.336619856,3.336619859,3.336619848,3.336619791,3.336619889,3.336619896,3.336619848,3.33661988,3.336619953,3.336619812,3.336619905,3.336619911,3.336619911,3.336619899 +"2737","CFAP141",4.360763156,4.360763139,4.360762936,4.360763017,4.360763413,4.360762984,4.36076317,4.360763103,4.360763309,4.360763176,4.360762957,4.360763082,4.360763141,4.360763112,4.360763403,4.360763267,4.360763535,4.360763306,4.360762783,4.360762918,4.360763171,4.360763138,4.360763323,4.360763102,4.36076312,4.360763288,4.360762984,4.36076332 +"2738","CFAP157",4.796001418,4.796001408,4.796001426,4.79600138,4.796001464,4.796001358,4.796001414,4.796001454,4.796001404,4.796001441,4.796001399,4.796001437,4.796001417,4.796001361,4.796001427,4.796001428,4.796001416,4.796001445,4.796001413,4.796001422,4.796001453,4.796001424,4.796001402,4.796001403,4.796001423,4.796001435,4.79600143,4.796001425 +"2739","CFAP161",4.355318209,4.355318199,4.3553184,4.355318507,4.355318252,4.355318118,4.355318274,4.355318125,4.355318214,4.3553184,4.355318447,4.355318229,4.355318225,4.355318076,4.355318252,4.355318186,4.355318304,4.35531858,4.35531821,4.355318237,4.355318178,4.355318129,4.355318273,4.35531837,4.355318489,4.35531823,4.355318236,4.355318427 +"2740","CFAP20",6.463080547,6.463080662,6.463080303,6.463080454,6.463080212,6.463080551,6.463080328,6.463080359,6.463080689,6.463080626,6.463080286,6.463080162,6.463080433,6.463080803,6.46308049,6.463080417,6.463080058,6.463080142,6.463080483,6.463080436,6.463080394,6.463080236,6.463080586,6.463080505,6.463080227,6.46308045,6.463080671,6.463080556 +"2741","CFAP206",2.958576219,2.958576262,2.958576347,2.958576277,2.958576266,2.958576258,2.958576211,2.958576182,2.958576153,2.958576257,2.958576261,2.958576253,2.958576245,2.958576272,2.958576244,2.958576321,2.958576261,2.958576225,2.958576187,2.958576302,2.958576187,2.958576196,2.958576305,2.958576253,2.958576289,2.958576185,2.958576264,2.958576237 +"2742","CFAP20DC",3.797126412,3.797126432,3.797126455,3.797126448,3.797126446,3.797126464,3.797126429,3.797126453,3.79712645,3.797126452,3.797126467,3.797126449,3.797126441,3.797126419,3.797126429,3.797126429,3.797126454,3.79712646,3.797126434,3.797126442,3.79712642,3.797126441,3.797126447,3.797126423,3.797126453,3.797126419,3.79712645,3.79712644 +"2743","CFAP210",2.547664559,2.547664497,2.547664639,2.547664594,2.547664608,2.54766461,2.547664602,2.547664512,2.547664544,2.547664541,2.547664614,2.547664562,2.547664621,2.547664543,2.547664593,2.547664618,2.547664831,2.547664632,2.547664554,2.547664638,2.547664584,2.547664557,2.547664588,2.547664553,2.54766464,2.547664485,2.547664535,2.54766454 +"2744","CFAP221",3.411128986,3.41112897,3.411128996,3.41112908,3.41112907,3.411129053,3.411129053,3.411128982,3.411129002,3.41112908,3.411129133,3.411129231,3.411128848,3.411128842,3.411129085,3.411129029,3.411129134,3.41112894,3.411128992,3.411129058,3.411129025,3.411128926,3.411128983,3.411129021,3.411129116,3.411128971,3.411129,3.411128961 +"2745","CFAP251",4.405116519,4.405116453,4.405116529,4.405116589,4.405116649,4.405116516,4.405116502,4.405116568,4.405116565,4.40511649,4.405116597,4.40511669,4.405116553,4.405116561,4.405116617,4.405116551,4.405116678,4.405116571,4.405116554,4.405116628,4.405116613,4.405116624,4.405116492,4.40511651,4.40511661,4.405116525,4.405116588,4.40511655 +"2746","CFAP276",4.621129193,4.621129153,4.62112913,4.621129365,4.621129349,4.621129287,4.621129192,4.621129151,4.621129251,4.621129293,4.621129337,4.621129261,4.62112926,4.621129275,4.621129311,4.62112926,4.621129234,4.621129379,4.621129233,4.621129251,4.621129311,4.621129276,4.621129244,4.621129372,4.621129275,4.621129261,4.621129224,4.621129367 +"2747","CFAP298",6.408585334,6.408585367,6.408585034,6.408584761,6.408585173,6.408584982,6.408585287,6.408585011,6.4085853,6.408585188,6.408584961,6.408585061,6.408585308,6.408585644,6.408585251,6.408585157,6.408584723,6.408584899,6.408585253,6.408585062,6.408585227,6.408585184,6.408585237,6.408585122,6.408585058,6.408585122,6.408585122,6.408585336 +"2748","CFAP299",3.185480714,3.18548074,3.185480738,3.185480703,3.185480757,3.18548072,3.185480717,3.185480745,3.185480735,3.185480747,3.185480753,3.185480752,3.185480749,3.185480702,3.185480726,3.18548074,3.185480754,3.185480739,3.185480726,3.185480753,3.185480731,3.185480723,3.185480713,3.185480709,3.185480739,3.185480731,3.185480723,3.185480747 +"2749","CFAP300",2.994148196,2.994148144,2.994148256,2.994148367,2.994148153,2.994148258,2.994148121,2.994148181,2.994148383,2.994148317,2.994148299,2.994148169,2.994148193,2.994148152,2.9941481,2.994148185,2.994148287,2.994148169,2.994148182,2.994148284,2.994148027,2.994148163,2.994148284,2.99414821,2.994148178,2.994148086,2.994148278,2.994148149 +"2750","CFAP36",4.176480925,4.176480894,4.176480903,4.176480888,4.176480898,4.176480901,4.176480903,4.176480885,4.176480901,4.176480927,4.176480881,4.176480901,4.176480901,4.176480945,4.176480898,4.176480915,4.176480907,4.176480883,4.176480908,4.176480895,4.17648089,4.176480918,4.176480903,4.176480894,4.176480898,4.176480896,4.176480909,4.176480933 +"2751","CFAP410",6.15142393,6.151423842,6.151423924,6.151423862,6.151424066,6.15142389,6.151423934,6.151424172,6.151424097,6.151423946,6.151423832,6.151424109,6.151424004,6.151423746,6.151423974,6.151423917,6.151423941,6.151424066,6.151423914,6.15142389,6.151423996,6.151424,6.151423875,6.151423864,6.151423918,6.151424003,6.151423943,6.151423917 +"2752","CFAP418",3.788464688,3.788464669,3.788464675,3.788464633,3.788464655,3.788464638,3.788464685,3.788464733,3.788464695,3.788464664,3.788464674,3.78846469,3.788464728,3.788464743,3.788464717,3.788464644,3.788464676,3.788464671,3.788464683,3.788464643,3.788464681,3.788464691,3.788464739,3.788464675,3.788464648,3.788464652,3.788464671,3.788464732 +"2753","CFAP43",2.915444898,2.915444895,2.915444898,2.9154449,2.915444903,2.915444903,2.915444898,2.915444897,2.915444903,2.915444907,2.915444904,2.915444906,2.915444896,2.915444898,2.915444901,2.915444905,2.91544491,2.915444903,2.915444903,2.915444905,2.915444901,2.915444901,2.915444904,2.915444905,2.915444903,2.915444905,2.915444901,2.915444908 +"2754","CFAP44",5.073110146,5.0731100535,5.073109805,5.0731099065,5.0731099665,5.0731100585,5.07310989,5.073110018,5.0731100235,5.07311012,5.0731098135,5.0731100175,5.0731100815,5.0731102435,5.0731100685,5.0731100325,5.0731098895,5.073109901,5.0731100465,5.073109748,5.073109994,5.073110105,5.0731100365,5.0731100775,5.073109927,5.0731101225,5.0731099995,5.073110165 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+"2831","CHGB",4.078298047,4.078298112,4.078298024,4.078298252,4.078298358,4.078298121,4.078298256,4.078298301,4.078298313,4.078298208,4.078298371,4.078298394,4.07829811,4.078297963,4.078298388,4.078298308,4.078298474,4.078298181,4.078297967,4.078298303,4.078298256,4.078298231,4.078297971,4.078298073,4.078298247,4.078298316,4.07829804,4.078298303 +"2832","CHI3L1",8.579974563,8.208713264,8.189505034,9.139977515,8.05592781,9.041958693,8.801680913,8.868051244,7.40068065,6.692118623,7.369431234,8.779901511,9.055873212,8.319463085,8.786572813,8.147027816,8.282409535,8.972719641,8.531245832,9.008394167,8.852055571,9.061948391,7.728093954,7.322718535,7.477066264,8.964727026,9.099790339,8.290299956 +"2833","CHI3L2",4.882643677,4.882643695,4.882643696,4.882643669,4.882643681,4.882643713,4.882643703,4.882643693,4.88264367,4.882643709,4.882643682,4.882643678,4.882643704,4.882643722,4.882643649,4.882643674,4.882643654,4.882643669,4.882643698,4.882643654,4.882643684,4.882643713,4.882643695,4.882643709,4.882643677,4.882643703,4.882643692,4.882643704 +"2834","CHIA",4.298336407,4.298336387,4.298336453,4.298336433,4.298336443,4.298336422,4.298336396,4.298336436,4.298336391,4.298336406,4.298336443,4.298336455,4.298336405,4.298336366,4.298336422,4.29833642,4.298336444,4.298336435,4.29833642,4.298336414,4.298336406,4.298336419,4.298336388,4.298336394,4.29833642,4.298336432,4.298336405,4.298336424 +"2835","CHIAP2",3.587579511,3.58757947,3.587579478,3.58757946,3.587579588,3.587579426,3.587579553,3.587579569,3.587579456,3.58757943,3.587579526,3.587579529,3.587579576,3.587579473,3.587579582,3.587579488,3.587579619,3.587579477,3.587579478,3.587579505,3.587579604,3.587579599,3.587579418,3.587579512,3.587579512,3.587579501,3.587579484,3.587579522 +"2836","CHIC1",5.604440309,5.6044401,5.604440257,5.60443987,5.604440135,5.604440017,5.60443993,5.60444008,5.604440689,5.604440336,5.604439692,5.604440109,5.604440157,5.604440501,5.604440453,5.604440255,5.604440148,5.604439464,5.604440236,5.604440002,5.604439761,5.604440409,5.604440441,5.604440404,5.604439858,5.604440209,5.6044403,5.604440779 +"2837","CHIC2",6.504328656,6.504328646,6.504328364,6.504328532,6.504328327,6.504328283,6.504328393,6.504328348,6.504328359,6.504328275,6.504328343,6.504328236,6.504328427,6.504328631,6.504328443,6.504328592,6.504328311,6.5043284,6.504328511,6.504328081,6.504328466,6.504328356,6.504328467,6.504328467,6.504328411,6.504328422,6.504328387,6.504328496 +"2838","CHID1",6.365231218,6.36523128,6.365231356,6.365231277,6.365231272,6.365231339,6.365231308,6.365231346,6.365231341,6.365231305,6.365231324,6.365231262,6.365231318,6.365231251,6.365231289,6.365231198,6.365231263,6.365231269,6.365231263,6.365231238,6.365231267,6.365231359,6.365231322,6.365231319,6.36523126,6.365231242,6.365231313,6.365231274 +"2839","CHIT1",5.137000002,5.136999936,5.137000051,5.136999986,5.137000045,5.13699995,5.137000082,5.137000042,5.136999948,5.136999966,5.136999976,5.13700001,5.136999971,5.136999944,5.136999992,5.136999998,5.137000048,5.137000024,5.13699995,5.136999975,5.137000087,5.137000022,5.136999942,5.136999996,5.137000002,5.136999989,5.136999974,5.136999955 +"2840","CHKA",5.607633562,5.607633681,5.607633614,5.607633589,5.607633565,5.607633496,5.607633656,5.607633542,5.607633615,5.607633608,5.607633638,5.607633474,5.607633623,5.607633632,5.607633567,5.607633564,5.607633566,5.607633462,5.607633538,5.607633605,5.607633552,5.607633558,5.607633613,5.60763363,5.607633469,5.607633599,5.607633631,5.607633541 +"2841","CHL1",3.697650512,3.697650455,3.69765051,3.697650496,3.697650541,3.69765049,3.697650528,3.697650563,3.69765052,3.697650496,3.697650539,3.697650571,3.697650525,3.697650524,3.697650517,3.69765057,3.697650531,3.69765054,3.697650497,3.697650463,3.697650503,3.697650523,3.697650522,3.697650495,3.697650519,3.697650528,3.697650505,3.69765058 +"2842","CHM",4.918943226,4.918943097,4.918943003,4.918942837,4.918942984,4.918942687,4.918942988,4.918942912,4.91894314,4.918943128,4.918942839,4.918942776,4.918943091,4.918943519,4.91894309,4.918943035,4.918942989,4.918942871,4.918943141,4.918942831,4.918942982,4.918942996,4.918943171,4.918943126,4.918943059,4.918942846,4.918943031,4.918943392 +"2843","CHML",4.953520649,4.95352058,4.953520743,4.953520461,4.953520663,4.953520409,4.953520535,4.95352054,4.953520721,4.953520515,4.95352051,4.953520596,4.953520778,4.953521157,4.95352067,4.953520534,4.953520659,4.953520593,4.953520831,4.953520443,4.953520485,4.953520599,4.953520678,4.953520617,4.953520514,4.953520582,4.953520554,4.953521089 +"2844","CHMP1A",7.71889958,7.718899762,7.718899668,7.718899658,7.718899443,7.7188997,7.718899521,7.718899565,7.718899584,7.718899587,7.718899585,7.718899413,7.71889964,7.718899585,7.718899447,7.718899679,7.718899498,7.718899609,7.718899624,7.718899805,7.718899474,7.718899562,7.718899646,7.718899703,7.71889963,7.718899521,7.718899566,7.718899529 +"2845","CHMP1B",8.06465843,8.064658814,8.064658652,8.064658473,8.06465815,8.064658239,8.064658372,8.064658237,8.064658008,8.064658216,8.064658278,8.064657716,8.064658244,8.064658964,8.064658324,8.064658815,8.064658393,8.064658473,8.064658863,8.064657455,8.064658369,8.064658262,8.064658461,8.06465874,8.064658641,8.064658176,8.064658093,8.064658618 +"2846","CHMP2A",8.998216833,8.99821794,8.998216893,8.998217976,8.998216549,8.998217869,8.998217058,8.998217208,8.998216694,8.998216494,8.998216492,8.998216046,8.998216864,8.998216799,8.998217179,8.998218231,8.998216423,8.998217369,8.998217353,8.998217621,8.998216973,8.998217137,8.998217248,8.99821771,8.998216499,8.998216667,8.99821679,8.998216488 +"2847","CHMP2B",6.158222628,6.158222442,6.158222116,6.158222274,6.158221736,6.158221977,6.158222084,6.15822199,6.15822189,6.158222046,6.158222124,6.158221257,6.158222103,6.158222811,6.158222221,6.158222042,6.158221913,6.158222007,6.158222216,6.158222303,6.158222144,6.158221986,6.158222268,6.158222444,6.158222131,6.158221951,6.158221994,6.158222501 +"2848","CHMP4B",8.106671095,8.106671362,8.106671321,8.106671262,8.106671197,8.106671566,8.106671138,8.106671412,8.106671284,8.106671518,8.106671292,8.106671303,8.106671103,8.106671248,8.106671238,8.106671375,8.106671122,8.10667131,8.106671106,8.106671607,8.106671218,8.106671323,8.106671271,8.106671564,8.106671369,8.106671305,8.106671043,8.106671056 +"2849","CHMP4C",4.284480833,4.284480829,4.284480866,4.28448084,4.284480939,4.284480919,4.284480965,4.284480926,4.284480883,4.284480886,4.284481022,4.284480998,4.28448088,4.284480747,4.28448096,4.284480893,4.284481033,4.284480953,4.284480888,4.284480896,4.284480979,4.284480932,4.284480855,4.284480895,4.284480911,4.284480915,4.284480877,4.284480913 +"2850","CHMP5",5.382623335,5.382623511,5.382623325,5.382623343,5.382623349,5.382623531,5.382623407,5.382623161,5.382623284,5.382623297,5.38262332,5.38262299,5.382623363,5.382623674,5.38262327,5.382623502,5.382623395,5.382623364,5.382623477,5.382623664,5.382623391,5.382623362,5.382623478,5.382623438,5.382623267,5.382623216,5.38262329,5.38262349 +"2851","CHMP6",6.748645398,6.748645399,6.7486454,6.7486454,6.748645395,6.748645411,6.748645382,6.748645381,6.748645395,6.748645393,6.748645405,6.748645365,6.7486454,6.748645396,6.748645394,6.748645396,6.748645396,6.748645411,6.748645396,6.748645397,6.748645389,6.748645397,6.748645384,6.7486454,6.748645398,6.748645397,6.748645397,6.748645402 +"2852","CHMP7",7.769945751,7.769948624,7.769938328,7.769933521,7.769942034,7.76993693,7.76993717,7.76993791,7.769962967,7.769951297,7.769916835,7.769950865,7.769949691,7.769970394,7.769937828,7.769936618,7.769927298,7.769928211,7.7699462,7.769936285,7.769928352,7.769942825,7.769956874,7.769947814,7.769923655,7.769957131,7.769956742,7.769962168 +"2853","CHN1",3.855672252,3.855672253,3.855672239,3.855672233,3.855672269,3.855672261,3.855672234,3.855672272,3.855672226,3.855672234,3.855672295,3.855672266,3.855672222,3.855672312,3.855672243,3.855672242,3.855672193,3.855672264,3.85567222,3.855672263,3.855672197,3.855672228,3.855672253,3.855672187,3.855672218,3.855672226,3.855672221,3.855672262 +"2854","CHN2",6.305291423,6.305290965,6.305291051,6.305290619,6.305291173,6.305291384,6.305291363,6.305291297,6.305291006,6.305291227,6.305291228,6.305290817,6.305291308,6.305291251,6.305291282,6.305290926,6.305291107,6.30529075,6.30529112,6.305291409,6.305291299,6.305291153,6.305290826,6.305291116,6.305291023,6.305291084,6.30529118,6.305291161 +"2855","CHODL",4.578410845,4.578410868,4.578410948,4.578410902,4.578410915,4.578410871,4.578410858,4.578410975,4.578410937,4.578410853,4.578410966,4.578410933,4.578410891,4.578410817,4.578410899,4.578410964,4.578410923,4.578410879,4.578410935,4.57841099,4.578410903,4.578410895,4.578410844,4.578410956,4.578410929,4.578410879,4.578410864,4.578410882 +"2856","CHORDC1",5.673480823,5.673480662,5.673479097,5.673479261,5.673478955,5.673479093,5.673479404,5.673479509,5.673480026,5.67347935,5.673478053,5.673478015,5.673479026,5.673482876,5.673478471,5.673479645,5.673477935,5.673477888,5.673478651,5.673478802,5.673479493,5.673480054,5.673480272,5.673480154,5.673479871,5.673478895,5.673479759,5.673480664 +"2857","CHP1",9.098417424,9.098417305,9.098417483,9.098417506,9.098417244,9.098417375,9.098417288,9.09841745,9.098417349,9.098417336,9.098417332,9.098417291,9.098417419,9.098417365,9.098417289,9.0984171,9.098417322,9.098417369,9.098417346,9.098417072,9.098417271,9.098417375,9.09841735,9.098417462,9.098417442,9.098417338,9.098417466,9.098417221 +"2858","CHP1P2",7.35603948,7.356040129,7.356039219,7.356041556,7.35603699,7.356040411,7.356039631,7.356040231,7.356037615,7.356037204,7.356039211,7.356037009,7.35603878,7.356038156,7.356039472,7.356041194,7.356039786,7.356041133,7.356039787,7.356039938,7.356039382,7.356039464,7.356039724,7.356040375,7.356040113,7.35603849,7.356038844,7.356037175 +"2859","CHP2",4.971933977,4.971933974,4.971934102,4.971934126,4.97193419,4.97193394,4.971934026,4.97193417,4.971934037,4.971934079,4.971934105,4.971934244,4.971934076,4.971934018,4.971934105,4.971934042,4.971934184,4.971934145,4.971934137,4.971934071,4.971934064,4.971934114,4.971934098,4.971934125,4.971934089,4.971934147,4.971934023,4.971934148 +"2860","CHPF",6.209770991,6.209770978,6.20977109,6.209770994,6.209771448,6.209771051,6.209771207,6.209771282,6.209771153,6.209771114,6.20977117,6.209771347,6.209771147,6.209770987,6.209771191,6.209771237,6.209771257,6.209771178,6.209771142,6.20977106,6.20977133,6.209771288,6.209770906,6.20977103,6.209771114,6.209771225,6.209770879,6.209771106 +"2861","CHPT1",7.524472124,7.524472325,7.52447258,7.524472516,7.524472144,7.524472686,7.524472539,7.524472353,7.524472533,7.524472587,7.524472377,7.524472112,7.524472197,7.524472466,7.524471778,7.524472158,7.524472358,7.524472342,7.524472318,7.524472596,7.524472365,7.524472439,7.524472424,7.52447258,7.524472224,7.524472192,7.524472367,7.524472177 +"2862","CHRAC1",6.708974191,6.708974205,6.70897421,6.70897419,6.708974204,6.708974181,6.708974201,6.708974198,6.708974203,6.708974196,6.708974207,6.708974212,6.708974203,6.70897419,6.708974196,6.708974202,6.708974212,6.708974207,6.7089742,6.708974197,6.708974188,6.70897421,6.708974197,6.708974201,6.708974196,6.708974191,6.708974197,6.708974199 +"2863","CHRD",5.606575534,5.60657541,5.606575593,5.606575645,5.606575818,5.606575563,5.606575703,5.606575717,5.606575581,5.606575622,5.606575714,5.606575713,5.60657555,5.606575383,5.606575678,5.606575573,5.606575752,5.606575816,5.60657563,5.606575568,5.606575721,5.606575714,5.60657543,5.606575441,5.606575561,5.60657561,5.606575553,5.606575621 +"2864","CHRDL1",4.529532364,4.529532385,4.529532402,4.529532338,4.52953243,4.529532375,4.529532382,4.529532405,4.529532369,4.529532391,4.529532409,4.52953242,4.529532361,4.529532285,4.529532484,4.5295324,4.529532495,4.529532447,4.529532422,4.529532386,4.529532402,4.5295324,4.529532324,4.529532363,4.529532354,4.529532382,4.529532382,4.529532377 +"2865","CHRDL2",5.15870842,5.158708307,5.158708516,5.158708292,5.158708665,5.158708367,5.158708496,5.158708582,5.158708341,5.158708349,5.158708461,5.158708657,5.158708506,5.158708135,5.158708537,5.158708501,5.15870859,5.15870851,5.158708493,5.158708519,5.158708586,5.158708663,5.158708371,5.158708295,5.158708442,5.158708538,5.158708351,5.15870852 +"2866","CHRM1",5.378030359,5.378030374,5.378030358,5.37803037,5.378030369,5.378030365,5.378030374,5.378030381,5.378030367,5.378030366,5.378030383,5.378030393,5.378030364,5.378030361,5.378030372,5.378030377,5.378030391,5.378030384,5.378030373,5.378030374,5.378030364,5.378030365,5.378030368,5.378030366,5.378030371,5.37803037,5.378030349,5.378030376 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+"2903","CHTF18",6.589702899,6.589703101,6.589703245,6.589703131,6.589703285,6.589702973,6.58970304,6.58970328,6.589703165,6.589703113,6.589703288,6.58970331,6.589703245,6.589702849,6.589703243,6.589703138,6.589703395,6.589703284,6.589702999,6.589703031,6.589703152,6.589703382,6.589702999,6.589703001,6.589703235,6.589703244,6.589703205,6.589703202 +"2904","CHTF8",7.584000664,7.584000728,7.583999868,7.584000542,7.583999844,7.584000727,7.583999695,7.584000228,7.584000128,7.584000236,7.584000127,7.583999574,7.584000726,7.584000613,7.583999746,7.583999654,7.583999178,7.584000284,7.583999622,7.584000947,7.583999663,7.584000129,7.584000469,7.584000608,7.584000177,7.583999789,7.584000788,7.584000051 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+"2907","CIAO1",7.621261321,7.621261314,7.621261298,7.6212613,7.621261301,7.621261324,7.621261317,7.621261313,7.621261304,7.62126131,7.621261306,7.621261305,7.621261309,7.621261326,7.621261318,7.621261301,7.621261296,7.621261287,7.621261308,7.621261307,7.621261302,7.621261323,7.621261304,7.621261316,7.621261288,7.621261294,7.621261313,7.621261313 +"2908","CIAO2A",6.222479089,6.222479033,6.222479023,6.222478819,6.222478763,6.222478849,6.222478854,6.222478675,6.222479127,6.222478878,6.222478866,6.22247853,6.222478983,6.222479574,6.222478854,6.222478899,6.222478725,6.222478679,6.222478901,6.222478945,6.222478966,6.222478614,6.222479051,6.222479062,6.222478705,6.222478784,6.222478873,6.222479296 +"2909","CIAO2B",7.835021824,7.83502184,7.835021839,7.835021752,7.835021682,7.835021916,7.835021904,7.835021763,7.835021856,7.835021917,7.835021868,7.83502164,7.835021924,7.835021968,7.835021799,7.835021593,7.835021815,7.835021535,7.835021783,7.835021847,7.835021738,7.835021918,7.835021994,7.835021817,7.835021575,7.835021659,7.835021917,7.835021889 +"2910","CIAO3",5.901477656,5.901477552,5.901477609,5.901477557,5.901477702,5.901477604,5.901477651,5.90147764,5.901477629,5.901477629,5.901477631,5.901477682,5.901477648,5.901477609,5.901477694,5.90147764,5.901477653,5.901477626,5.901477642,5.901477657,5.901477667,5.901477666,5.901477613,5.901477622,5.901477611,5.901477661,5.90147765,5.901477659 +"2911","CIAPIN1",6.035569022,6.035569284,6.035568993,6.035568855,6.035568938,6.035568816,6.0355691,6.035569199,6.03556934,6.03556898,6.035568589,6.03556908,6.035568886,6.035569204,6.035568845,6.035569009,6.03556847,6.0355688,6.035568908,6.035568914,6.035568729,6.035568641,6.035568994,6.035568888,6.035568425,6.035568997,6.035568902,6.035569005 +"2912","CIART",4.380775411,4.380775457,4.380775475,4.380775442,4.380775459,4.38077541,4.380775439,4.380775468,4.38077545,4.380775449,4.380775495,4.380775451,4.380775432,4.380775401,4.380775439,4.380775474,4.380775466,4.380775462,4.38077544,4.380775416,4.380775449,4.380775441,4.380775406,4.380775439,4.380775465,4.380775453,4.380775425,4.380775465 +"2913","CIB1",7.892992555,7.892992707,7.892992336,7.892991851,7.892992292,7.892992683,7.892992825,7.892992152,7.892992683,7.892992571,7.89299235,7.892991528,7.892992872,7.892992955,7.892992324,7.892992613,7.892992002,7.892991873,7.89299259,7.892992682,7.892992483,7.892992479,7.892992982,7.892992461,7.892992225,7.892992019,7.892992954,7.89299279 +"2914","CIB2",3.957064374,3.957064561,3.957064532,3.957064604,3.957064695,3.9570648,3.957064441,3.957064638,3.9570645,3.957064516,3.957064551,3.957064513,3.95706465,3.957064396,3.957064496,3.957064508,3.957064619,3.957064747,3.95706454,3.957064748,3.957064574,3.957064685,3.957064488,3.95706429,3.957064516,3.957064729,3.957064619,3.957064508 +"2915","CIB3",4.328613967,4.328614011,4.328614012,4.328613938,4.3286141,4.328613912,4.32861409,4.32861403,4.328614038,4.328613961,4.328614035,4.328614125,4.328613961,4.328613924,4.328614071,4.328614075,4.328614104,4.328614072,4.328614004,4.328614001,4.328614129,4.328614077,4.32861394,4.328613964,4.328614077,4.328614023,4.328613953,4.328614061 +"2916","CIB4",4.068660119,4.068660248,4.06866046,4.068660324,4.068660403,4.068660304,4.068660341,4.068660433,4.068660257,4.068660301,4.068660466,4.068660392,4.068660309,4.06866024,4.068660414,4.068660437,4.068660473,4.068660405,4.06866034,4.068660144,4.068660328,4.068660356,4.068660195,4.068660212,4.068660445,4.068660243,4.068660267,4.068660286 +"2917","CIBAR1",4.696752536,4.69675272,4.696752721,4.696752579,4.696752915,4.696752723,4.696752672,4.69675286,4.69675268,4.696752849,4.696752771,4.696752747,4.69675262,4.6967526,4.696752779,4.696752426,4.696752905,4.696752837,4.696752752,4.696752911,4.696752864,4.696752872,4.696752476,4.696752742,4.696752773,4.696752775,4.696752728,4.696752577 +"2918","CIBAR1P2",3.408316126,3.408316149,3.408316115,3.408316146,3.408316143,3.408316169,3.408316143,3.408316165,3.408316151,3.408316168,3.408316148,3.40831614,3.408316117,3.408316138,3.408316145,3.408316137,3.408316166,3.408316151,3.408316132,3.40831615,3.408316126,3.408316156,3.408316137,3.408316131,3.408316132,3.408316113,3.408316146,3.408316179 +"2919","CIBAR2",6.014423025,6.014422771,6.014423294,6.014423157,6.014423574,6.014422978,6.014423341,6.014423393,6.014423196,6.014422898,6.014423178,6.01442358,6.014423308,6.014422754,6.014423592,6.014423252,6.014423637,6.01442337,6.014423313,6.014423164,6.014423637,6.014423567,6.014422848,6.014422959,6.014423288,6.014423527,6.014423002,6.014423177 +"2920","CIC",6.94296008,6.942960105,6.942960135,6.942960129,6.942960157,6.942960131,6.942960111,6.942960139,6.942960119,6.942960138,6.942960102,6.942960154,6.942960127,6.94296007,6.942960117,6.942960113,6.942960151,6.942960153,6.94296013,6.942960114,6.942960132,6.942960135,6.942960114,6.94296011,6.942960132,6.942960144,6.942960114,6.942960108 +"2921","CIDEA",4.832963901,4.832963907,4.832963906,4.832963899,4.832963906,4.832963911,4.83296391,4.832963929,4.832963899,4.83296391,4.832963937,4.832963923,4.832963906,4.832963884,4.83296391,4.832963917,4.832963935,4.832963918,4.832963913,4.832963915,4.832963905,4.832963936,4.832963909,4.83296391,4.83296391,4.832963906,4.832963903,4.832963891 +"2922","CIDEB",6.13208262,6.132082632,6.132082604,6.132082634,6.132082606,6.132082626,6.132082623,6.132082605,6.132082602,6.13208262,6.132082626,6.132082604,6.1320826,6.132082605,6.132082608,6.132082617,6.132082608,6.132082612,6.132082601,6.132082622,6.132082618,6.132082612,6.132082612,6.132082617,6.132082621,6.132082603,6.132082623,6.132082595 +"2923","CIDECP1",5.767316774,5.767316773,5.76731679,5.767316746,5.767316789,5.767316792,5.767316765,5.767316796,5.767316777,5.767316743,5.767316701,5.76731677,5.767316772,5.767316774,5.767316756,5.767316737,5.767316758,5.767316751,5.76731676,5.767316802,5.767316731,5.767316743,5.767316787,5.767316801,5.767316777,5.76731678,5.767316798,5.767316754 +"2924","CIITA",6.375985686,6.37598548,6.375985398,6.375985356,6.375985583,6.375986104,6.37598546,6.375985411,6.375985358,6.375985742,6.375985419,6.375985476,6.375985599,6.375985628,6.375985535,6.375985283,6.375985488,6.375985283,6.375985431,6.37598595,6.375985505,6.375985551,6.375985155,6.375985636,6.375985328,6.375985632,6.375985595,6.375985575 +"2925","CILK1",5.872628446,5.872628433,5.872628327,5.872628382,5.872628338,5.872628348,5.872628374,5.872628315,5.87262838,5.872628416,5.872628331,5.872628353,5.872628421,5.872628474,5.87262844,5.872628342,5.872628281,5.872628361,5.872628436,5.87262819,5.872628296,5.872628383,5.87262841,5.872628398,5.87262838,5.872628355,5.872628417,5.872628464 +"2926","CILP",4.247990915,4.247990894,4.247990926,4.247990939,4.247990874,4.247990939,4.247990847,4.247990894,4.247990875,4.247990898,4.24799091,4.247990908,4.247990878,4.247990837,4.247990864,4.247990897,4.2479909,4.247990935,4.247990921,4.247990925,4.247990889,4.247990918,4.247990891,4.247990844,4.247990873,4.247990914,4.247990914,4.247990873 +"2927","CILP2",6.096391051,6.096391032,6.096391132,6.096391066,6.096391218,6.096391132,6.096391125,6.096391142,6.096391103,6.096391184,6.096391154,6.09639124,6.096391103,6.096390988,6.096391181,6.096391091,6.096391257,6.096391133,6.096391144,6.096391122,6.096391156,6.096391205,6.096391108,6.096391066,6.096391117,6.096391169,6.096391064,6.096391087 +"2928","CINP",5.716494886,5.716494888,5.716494892,5.716494912,5.716494876,5.716494902,5.716494904,5.716494903,5.71649488,5.716494892,5.716494889,5.716494889,5.716494889,5.716494906,5.71649488,5.716494875,5.716494871,5.716494901,5.716494895,5.716494903,5.71649489,5.716494892,5.716494918,5.716494893,5.716494886,5.716494875,5.716494896,5.716494882 +"2929","CIP2A",4.208651623,4.208651488,4.208651615,4.20865158,4.208651443,4.208651523,4.208651712,4.208651508,4.208651696,4.20865154,4.208651585,4.208651632,4.208651609,4.208651811,4.208651628,4.20865147,4.208651611,4.208651578,4.208651679,4.208651409,4.208651774,4.208651615,4.208651645,4.208651626,4.208651564,4.208651555,4.208651526,4.20865178 +"2930","CIPC",5.830288998,5.830288841,5.830288986,5.830288985,5.830288878,5.830288865,5.830288911,5.830288986,5.830288909,5.830289,5.830288901,5.830288866,5.830288922,5.830289003,5.830288995,5.830288868,5.830288961,5.830288953,5.830288966,5.830288862,5.830288955,5.830288874,5.830288998,5.830289003,5.830288936,5.830288938,5.830288928,5.830288947 +"2931","CIR1",5.76240114,5.762401178,5.762401149,5.762401233,5.762400929,5.762401264,5.762401101,5.762401001,5.762401071,5.762401012,5.762401092,5.762400909,5.76240106,5.762401307,5.762401095,5.762401178,5.762400969,5.762401223,5.762401175,5.762401111,5.762401153,5.762401074,5.762401172,5.762401089,5.76240126,5.762401009,5.762401062,5.762401116 +"2932","CIRBP",8.92602482,8.926028029,8.926021457,8.926020892,8.926016849,8.92601776,8.926019472,8.926020503,8.926025824,8.926020502,8.92601622,8.926022599,8.926025085,8.926033068,8.926019081,8.926028131,8.926019036,8.926018718,8.926021747,8.926016364,8.926016823,8.926020525,8.926025613,8.926022831,8.926015509,8.92602446,8.926023408,8.926029483 +"2933","CIRBP-AS1",5.303816494,5.303816488,5.303816547,5.303816506,5.303816562,5.303816457,5.303816552,5.303816534,5.303816562,5.303816523,5.303816527,5.303816564,5.30381653,5.303816443,5.303816522,5.303816535,5.303816525,5.303816556,5.303816503,5.303816497,5.303816562,5.30381657,5.303816498,5.303816515,5.303816537,5.303816529,5.303816495,5.303816528 +"2934","CISD1",4.407908136,4.407907984,4.407907931,4.40790797,4.407907558,4.40790775,4.407908218,4.40790749,4.407908118,4.407907965,4.407907518,4.407907507,4.407907687,4.407908452,4.407907808,4.407907792,4.407907521,4.407907985,4.407907853,4.407907584,4.407908058,4.407907985,4.407907903,4.407907971,4.40790654,4.407907872,4.40790775,4.407908079 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+"3007","CLEC2A",3.309177953,3.309177908,3.309177916,3.309177934,3.309177934,3.309177967,3.30917795,3.309177917,3.309177936,3.309177911,3.309177962,3.309177979,3.309177937,3.309177908,3.309177945,3.309177948,3.309177966,3.309177962,3.309177905,3.309177962,3.309177939,3.309177964,3.309177969,3.309177933,3.309177959,3.309177904,3.309177916,3.309177935 +"3008","CLEC2B",5.33350394,5.333503818,5.333503802,5.333503812,5.333503678,5.333503765,5.333503676,5.333503786,5.333503696,5.333503693,5.333503527,5.333503596,5.333503749,5.333504008,5.333503858,5.333503834,5.333503671,5.333503663,5.333503837,5.333503777,5.333503814,5.333503714,5.333503912,5.333503902,5.333503793,5.333503688,5.333503749,5.333503899 +"3009","CLEC2D",8.306290704,8.006438404,7.935201239,7.825380632,7.888796661,7.739793071,8.06806876,7.973955651,8.153222601,8.024663996,7.687989199,7.951674983,8.200112631,8.538284834,8.090228149,8.035170646,7.702953235,7.756558786,8.090665537,7.723194965,8.091768495,8.031708821,8.203161645,8.006969688,7.82352791,8.185513128,8.144885816,8.292487609 +"3010","CLEC3A",4.018835764,4.01883576,4.018835825,4.018835788,4.018835797,4.018835743,4.018835784,4.018835789,4.018835785,4.018835766,4.018835799,4.018835805,4.018835774,4.018835745,4.018835786,4.018835782,4.018835818,4.018835793,4.018835783,4.01883578,4.018835777,4.0188358,4.018835771,4.018835788,4.018835801,4.018835769,4.018835787,4.018835784 +"3011","CLEC3B",6.536443983,6.536444041,6.536444249,6.536444093,6.536444287,6.536443869,6.536444069,6.53644423,6.536444155,6.536444126,6.53644413,6.536444217,6.536444108,6.536444002,6.536444233,6.536444223,6.536444248,6.536444263,6.536444023,6.536444087,6.536444165,6.536444215,6.536444115,6.53644414,6.536444195,6.53644418,6.536444109,6.536444159 +"3012","CLEC4A",6.85838327,6.85838375,6.858384016,6.858384109,6.858382824,6.858384041,6.858383773,6.858383306,6.858382677,6.858383853,6.858383453,6.858381945,6.858383435,6.858383987,6.858382913,6.858383396,6.858383394,6.858383377,6.858383481,6.858384074,6.858383818,6.858383433,6.858383174,6.858384521,6.858383587,6.858382375,6.858383124,6.858382954 +"3013","CLEC4C",5.565836191,5.565839167,5.565837461,5.565839486,5.56583566,5.565835817,5.565836341,5.56583601,5.5658383,5.565835362,5.56583928,5.565834104,5.565833326,5.565837483,5.565835471,5.565839806,5.565836544,5.56583911,5.565834957,5.565836158,5.565835733,5.565835207,5.565838653,5.565836438,5.565839937,5.565835307,5.565832879,5.565836589 +"3014","CLEC4D",5.737077397,5.737077538,5.737076683,5.737079664,5.737077375,5.737077914,5.737077626,5.737076844,5.737076898,5.737077896,5.737078215,5.737076666,5.737076656,5.737077883,5.737076532,5.737077124,5.737077698,5.737078297,5.737078623,5.737077954,5.737077381,5.737075553,5.737078044,5.737079078,5.737078457,5.737076684,5.737076573,5.737076923 +"3015","CLEC4E",7.495733414,7.490992917,7.494093274,7.49977074,7.482916511,7.488900854,7.492955896,7.484753505,7.478876947,7.48072868,7.489934085,7.484079495,7.486122569,7.488732759,7.48778446,7.487242131,7.491467086,7.490081094,7.484019448,7.490503171,7.489395993,7.479567045,7.483019616,7.490099545,7.488182076,7.484995651,7.483816126,7.482238751 +"3016","CLEC4F",5.56377096,5.5637712,5.563771074,5.563771092,5.563771515,5.563770638,5.563770871,5.563771222,5.563770956,5.563771349,5.563771064,5.563770798,5.5637707,5.563770534,5.563771373,5.563771138,5.56377139,5.563771296,5.563771246,5.563770758,5.563771178,5.563771019,5.56377062,5.563770895,5.563771086,5.563771144,5.563770808,5.563770838 +"3017","CLEC4G",6.299983164,6.299983253,6.299983706,6.299983435,6.299983842,6.299983148,6.299983333,6.299983693,6.299983449,6.299983498,6.299983597,6.299983671,6.299983513,6.29998311,6.299983627,6.29998369,6.299983757,6.299983631,6.299983509,6.299983394,6.299983559,6.299983706,6.299983197,6.299983312,6.299983622,6.299983529,6.299983298,6.299983345 +"3018","CLEC4GP1",6.571483369,6.571483391,6.571483554,6.571483489,6.571483607,6.571483212,6.571483444,6.57148359,6.571483443,6.571483458,6.571483568,6.571483569,6.571483536,6.571483315,6.571483529,6.571483515,6.571483567,6.571483658,6.5714833,6.571483655,6.571483525,6.571483544,6.571483386,6.571483507,6.57148364,6.571483574,6.571483489,6.571483421 +"3019","CLEC4M",4.46739967,4.467399659,4.467399704,4.467399746,4.467399766,4.467399765,4.46739966,4.46739967,4.467399705,4.467399735,4.467399738,4.467399765,4.467399678,4.467399639,4.467399663,4.467399735,4.467399759,4.467399683,4.46739974,4.467399737,4.467399712,4.467399729,4.467399663,4.467399674,4.467399709,4.467399666,4.467399753,4.467399762 +"3020","CLEC5A",4.585915663,4.58591537,4.585915696,4.585915597,4.585915351,4.585915408,4.585915417,4.585915219,4.585915172,4.585915142,4.585915605,4.58591519,4.585915253,4.585915236,4.585915514,4.58591525,4.585915453,4.585915427,4.585915428,4.585915258,4.58591531,4.585915146,4.58591527,4.585915176,4.585915421,4.585915289,4.585915285,4.585915106 +"3021","CLEC6A",4.539454278,4.53945427,4.539454206,4.539454199,4.539454191,4.539454385,4.539454207,4.53945428,4.539454306,4.539454279,4.539454178,4.539454276,4.539454217,4.53945437,4.539454208,4.539454209,4.539454223,4.539454118,4.53945418,4.539454406,4.539454247,4.539454227,4.539454223,4.539454303,4.539454155,4.53945416,4.539454221,4.53945411 +"3022","CLEC7A",7.734812897,7.734813229,7.73481317,7.734813098,7.734811907,7.73481275,7.734813746,7.73481255,7.734812115,7.734812121,7.734812351,7.734810874,7.734812656,7.734813853,7.734812491,7.734813043,7.734812703,7.734812172,7.734813267,7.734813531,7.734813895,7.734812488,7.734813079,7.73481351,7.734813065,7.73481213,7.734812378,7.734812696 +"3023","CLEC9A",3.839192993,3.839193043,3.839193045,3.839193014,3.839192993,3.839193019,3.83919299,3.839193005,3.839193014,3.839192948,3.839192961,3.839192986,3.839192987,3.839193031,3.839193016,3.839193044,3.839193,3.839193025,3.839192973,3.839192991,3.839193013,3.839193011,3.839193026,3.839192971,3.839192996,3.839193034,3.839192997,3.83919299 +"3024","CLECL1P",3.862796949,3.862796725,3.862796823,3.862796945,3.862796563,3.862796931,3.862796779,3.862796629,3.86279671,3.862796678,3.862797048,3.862796909,3.862796914,3.862797239,3.862797042,3.862796738,3.862797009,3.862796908,3.862796746,3.862796983,3.862796614,3.862796631,3.862797021,3.862796799,3.862796723,3.862796702,3.862796861,3.862796781 +"3025","CLGN",2.69915219,2.699152307,2.699152322,2.699152282,2.699152181,2.699152189,2.699152275,2.699152187,2.699152178,2.699152173,2.699152277,2.699152357,2.699152203,2.699152219,2.699152234,2.699152269,2.69915237,2.699152232,2.699152306,2.699152241,2.69915221,2.699152142,2.699152201,2.699152196,2.699152247,2.699152239,2.699152197,2.699152306 +"3026","CLHC1",3.708492128,3.708492188,3.708491816,3.708492049,3.708492265,3.708491913,3.708492186,3.708492136,3.708491983,3.708491915,3.708492032,3.708491917,3.708491991,3.70849207,3.708492014,3.708492109,3.708491965,3.708492003,3.70849235,3.708491981,3.708492148,3.708492226,3.708492037,3.708491983,3.708492066,3.708491939,3.70849188,3.708491999 +"3027","CLIC1",6.079010279,6.079010593,6.0790101525,6.079010333,6.079010066,6.0790108115,6.079010202,6.0790097245,6.0790099395,6.0790108505,6.0790103445,6.0790096955,6.079010115,6.079010007,6.0790104285,6.0790099305,6.0790103165,6.079010114,6.079010262,6.0790103615,6.0790101715,6.079010481,6.079010549,6.0790109255,6.079010191,6.0790093525,6.0790098435,6.0790105685 +"3028","CLIC2",3.6696623,3.669662139,3.669662185,3.669662122,3.669662037,3.669662338,3.669662243,3.669662144,3.66966207,3.669662299,3.669662341,3.66966224,3.669662274,3.669662496,3.669662254,3.669662092,3.669662085,3.669662387,3.669662094,3.669662294,3.6696622,3.669662281,3.669662353,3.66966232,3.669662411,3.669662248,3.669662357,3.669662459 +"3029","CLIC3",6.233334611,6.233334632,6.233334626,6.233334609,6.233334613,6.233334627,6.233334608,6.233334622,6.233334609,6.233334609,6.233334622,6.233334604,6.233334622,6.233334599,6.233334615,6.233334618,6.233334623,6.233334605,6.233334601,6.233334609,6.233334603,6.23333462,6.233334617,6.233334624,6.233334625,6.233334615,6.233334615,6.233334615 +"3030","CLIC4",7.385809041,7.385808811,7.385808525,7.385809105,7.385808502,7.385808768,7.385808718,7.385807923,7.385808364,7.385808894,7.385808672,7.385808359,7.385808768,7.385808823,7.385808562,7.3858086,7.385808191,7.385809085,7.385808553,7.385808932,7.385808559,7.385808155,7.385808403,7.385809145,7.385808583,7.385808449,7.385808732,7.385808746 +"3031","CLIC5",4.052202537,4.052202249,4.052202318,4.052202387,4.05220238,4.052202451,4.052202287,4.052202416,4.05220239,4.052202346,4.052202387,4.052202479,4.052202382,4.052202451,4.052202429,4.05220245,4.052202352,4.052202457,4.052202447,4.052202431,4.052202397,4.05220234,4.052202399,4.052202374,4.052202358,4.052202392,4.052202442,4.052202372 +"3032","CLIC6",4.360338402,4.360338418,4.360338418,4.360338472,4.360338493,4.360338235,4.360338217,4.360338474,4.360338404,4.360338315,4.360338468,4.360338534,4.36033845,4.360338287,4.360338472,4.36033844,4.360338526,4.360338426,4.360338321,4.36033838,4.360338349,4.360338455,4.360338384,4.360338512,4.360338514,4.360338397,4.360338399,4.36033848 +"3033","CLINT1",7.739582254,7.73958249,7.739581887,7.739581812,7.739582362,7.739581836,7.739582054,7.739581866,7.739581991,7.739582139,7.739582305,7.739581544,7.739582067,7.739582844,7.739581924,7.739582129,7.739581702,7.739581614,7.739582331,7.739582098,7.739582026,7.73958176,7.739582048,7.739582101,7.739582008,7.739581988,7.739582127,7.739582614 +"3034","CLIP1",6.992029587,6.99202958,6.992029487,6.992029835,6.992029379,6.992029608,6.992029546,6.992029314,6.992029467,6.992029497,6.992029615,6.992029341,6.992029465,6.992029705,6.992029543,6.992029529,6.99202934,6.992029673,6.992029559,6.992029736,6.99202951,6.992029361,6.992029627,6.992029654,6.992029702,6.992029448,6.992029478,6.992029522 +"3035","CLIP2",6.053237023,6.053237044,6.053237047,6.05323706,6.053237048,6.053237035,6.053237039,6.05323703,6.05323703,6.053237035,6.053237049,6.053237043,6.053237044,6.053237023,6.053237037,6.05323705,6.053237057,6.053237068,6.053237032,6.053237045,6.05323705,6.053237046,6.053237023,6.053237032,6.053237047,6.053237039,6.053237038,6.053237028 +"3036","CLIP3",6.001367652,6.001367733,6.001368073,6.001367731,6.001368576,6.001367786,6.001368031,6.001368174,6.001368226,6.001368127,6.001368205,6.001368511,6.001367877,6.001367542,6.001368318,6.001368184,6.001368586,6.001368249,6.001367927,6.00136795,6.00136828,6.001368358,6.001367861,6.001367954,6.001368094,6.00136834,6.001367801,6.001368179 +"3037","CLIP4",6.504549404,6.504548918,6.50454892,6.504548503,6.504548699,6.504548615,6.50454874,6.504548705,6.504548961,6.50454888,6.504548282,6.504548455,6.504549373,6.504549554,6.504548835,6.504548809,6.504548624,6.504548244,6.50454887,6.504548065,6.504548817,6.50454898,6.504549057,6.50454898,6.504548576,6.504548931,6.504549435,6.504549187 +"3038","CLK2",7.898398493,7.89839849,7.898398457,7.898398496,7.898398384,7.898398463,7.89839844,7.898398502,7.898398534,7.898398392,7.898398367,7.898398419,7.898398491,7.898398583,7.89839846,7.898398513,7.898398366,7.898398463,7.898398393,7.898398372,7.898398428,7.898398556,7.898398471,7.898398464,7.898398517,7.898398512,7.898398532,7.898398479 +"3039","CLK2P1",7.452688041,7.452688056,7.452688078,7.452688062,7.452688049,7.452687994,7.452688051,7.452688075,7.452688066,7.45268808,7.45268809,7.45268806,7.452688069,7.452688042,7.452688019,7.452688096,7.452688053,7.452688083,7.452688067,7.452687955,7.452688003,7.452688064,7.452688055,7.452688062,7.452688083,7.452688064,7.452688073,7.452688092 +"3040","CLK3",6.772335992,6.772336018,6.772335811,6.772336094,6.77233571,6.772336163,6.77233603,6.772336041,6.772336045,6.772336137,6.772335794,6.772336027,6.772335929,6.77233588,6.772335843,6.772335845,6.772335669,6.77233588,6.772335934,6.772336073,6.77233594,6.772335937,6.772336041,6.772336038,6.772335914,6.772335986,6.772335861,6.772335713 +"3041","CLK4",6.9948910805,6.9948906805,6.994890621,6.9948909365,6.99489027,6.994890028,6.994890477,6.9948901265,6.994890754,6.9948903885,6.99489056,6.994890006,6.9948908465,6.9948914315,6.9948907735,6.994890633,6.9948904155,6.9948906155,6.99489092,6.9948901275,6.9948905275,6.994890268,6.994890809,6.9948908365,6.994890783,6.9948904605,6.9948907115,6.994890873 +"3042","CLLU1",2.889319341,2.889319599,2.889319393,2.889319466,2.889319345,2.889319479,2.889319429,2.88931943,2.889319449,2.889319417,2.889319476,2.889319481,2.88931929,2.889319489,2.889319348,2.889319442,2.889319587,2.889319422,2.889319547,2.889319516,2.889319271,2.889319337,2.889319501,2.88931944,2.889319443,2.889319308,2.889319424,2.889319426 +"3043","CLLU1-AS1",4.241866131,4.24186617,4.241866363,4.241866314,4.241866223,4.241865838,4.24186622,4.241866475,4.24186621,4.241866181,4.241866284,4.241866346,4.241866268,4.241866063,4.241866268,4.241866298,4.241866557,4.241866464,4.241866303,4.241866202,4.24186623,4.241866314,4.241866269,4.241866278,4.241866374,4.241866106,4.241866236,4.241866292 +"3044","CLMN",6.006727273,6.00672725,6.00672723,6.006727234,6.006727278,6.006727329,6.006727231,6.006727139,6.006727059,6.006727305,6.006727319,6.006727144,6.006727132,6.006727127,6.006727265,6.006727186,6.006727179,6.006727175,6.006727253,6.006727168,6.006727212,6.006727092,6.006727015,6.006727169,6.006727105,6.006727167,6.006727174,6.006727029 +"3045","CLMP",4.717466956,4.717466951,4.717466964,4.717466945,4.717467044,4.71746695,4.717466981,4.717466977,4.717466945,4.717466965,4.717467001,4.717467006,4.717466967,4.717466931,4.71746699,4.717466947,4.717467015,4.717466933,4.717467028,4.717467018,4.717467004,4.717466942,4.717466982,4.717466907,4.717466951,4.717467004,4.717466947,4.717467011 +"3046","CLN3",7.186630727,7.18663075,7.18663075,7.186630734,7.186630743,7.186630763,7.186630725,7.18663075,7.186630763,7.186630724,7.186630752,7.186630736,7.186630762,7.186630755,7.186630701,7.186630741,7.186630697,7.186630702,7.186630751,7.186630761,7.186630736,7.186630742,7.186630727,7.186630747,7.18663073,7.186630745,7.18663074,7.186630717 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+"3097","CMTM6",7.708775735,7.708775834,7.708775316,7.708776156,7.708774917,7.708774954,7.708775413,7.708775024,7.708774746,7.708774687,7.708775298,7.708774035,7.708775474,7.708776038,7.708775428,7.708775522,7.708775392,7.708775969,7.708775732,7.708775275,7.708775581,7.708775045,7.708775525,7.708775763,7.708775411,7.708774769,7.708775098,7.708775564 +"3098","CMTM7",8.153230458,8.153230539,8.153230337,8.15323046,8.15323034,8.153230473,8.153230445,8.153230304,8.153230287,8.153230432,8.153230349,8.153230178,8.153230414,8.153230496,8.153230284,8.153230475,8.153230187,8.153230184,8.15323043,8.153230249,8.153230346,8.153230253,8.153230279,8.1532305,8.153230283,8.15323017,8.153230451,8.153230299 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+"3121","CNKSR2",5.053773933,5.053773936,5.05377395,5.053773942,5.053773938,5.053773938,5.053773933,5.053773936,5.053773959,5.053773951,5.053773921,5.053773948,5.053773963,5.053773983,5.05377393,5.053773941,5.053773927,5.053773932,5.053773949,5.053773929,5.053773938,5.053773924,5.053773955,5.053773941,5.053773919,5.05377395,5.053773954,5.053773958 +"3122","CNKSR3",3.851071263,3.851071233,3.851071264,3.851071268,3.851071261,3.851071249,3.851071257,3.851071285,3.851071264,3.85107127,3.851071262,3.85107127,3.851071269,3.851071258,3.851071258,3.85107125,3.851071245,3.851071267,3.851071272,3.851071258,3.85107126,3.851071269,3.851071256,3.851071274,3.851071253,3.851071253,3.851071249,3.851071254 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+"3125","CNN2",9.784645627,10.03656861,9.865272974,10.18831821,9.905636041,10.07651761,9.948706352,9.960042299,9.794441826,9.885666546,9.96284124,9.828081781,10.05499832,9.857311314,9.798923399,9.948030381,9.881055507,10.10638994,9.957730118,10.09465415,9.934821579,9.99648426,9.820555891,9.978291396,9.986765237,9.884341437,10.06518121,9.840685949 +"3126","CNN3",4.908860821,4.90886065,4.908860942,4.90886061,4.908861102,4.908860881,4.908860962,4.908861046,4.90886097,4.908861088,4.908861044,4.908861295,4.908860942,4.908860653,4.908861127,4.90886074,4.908861201,4.90886098,4.908861033,4.908860853,4.908861055,4.908861031,4.908860774,4.908860766,4.908860755,4.908860951,4.908860839,4.90886108 +"3127","CNNM1",4.074824338,4.074824523,4.07482449,4.074824519,4.074824666,4.074824554,4.074824434,4.074824539,4.074824532,4.074824635,4.074824343,4.074824589,4.074824436,4.074824371,4.074824603,4.074824617,4.074824787,4.074824493,4.074824443,4.074824527,4.074824491,4.074824508,4.074824526,4.074824492,4.074824416,4.074824492,4.07482449,4.074824459 +"3128","CNNM2",5.926753274,5.926753245,5.926753125,5.926753166,5.926753129,5.926753266,5.926753275,5.92675327,5.92675334,5.926753344,5.926753058,5.926753414,5.926753206,5.926753289,5.926753326,5.926753128,5.926752999,5.926753215,5.926753194,5.92675297,5.926753154,5.926753273,5.926753313,5.926753289,5.926753136,5.926753315,5.926753311,5.926753299 +"3129","CNNM3",7.249201647,7.249201727,7.249201612,7.249201685,7.249201628,7.249201665,7.249201656,7.249201688,7.249201708,7.249201661,7.249201586,7.249201638,7.2492017,7.249201686,7.249201676,7.249201687,7.249201634,7.249201664,7.249201655,7.249201609,7.249201627,7.249201692,7.249201682,7.249201674,7.249201574,7.249201629,7.249201691,7.249201627 +"3130","CNNM4",5.920323926,5.920324129,5.920324027,5.920323966,5.920323801,5.920324116,5.920324004,5.920324017,5.920324147,5.920324022,5.920324041,5.920324023,5.920324069,5.920324031,5.92032401,5.920324082,5.920323926,5.920324208,5.920323873,5.920324255,5.920323793,5.920324039,5.920324014,5.920324185,5.92032427,5.920324113,5.920324093,5.9203241 +"3131","CNOT1",8.768068973,8.768068687,8.768068292,8.768068785,8.768068518,8.768069032,8.768068968,8.768068399,8.768068794,8.768068736,8.768068332,8.768068292,8.768068769,8.768069274,8.768068791,8.768068379,8.768067963,8.768068422,8.768068761,8.768068877,8.76806883,8.768068367,8.768068841,8.768068773,8.768068403,8.768068641,8.768068806,8.768068622 +"3132","CNOT10",6.306369085,6.306369064,6.306369032,6.306369075,6.306369039,6.306369053,6.30636908,6.30636904,6.306369078,6.306369022,6.306369025,6.306369013,6.306369066,6.306369111,6.306369042,6.306368996,6.306369038,6.306369017,6.306369074,6.306369038,6.306369042,6.306369027,6.306369052,6.30636906,6.306369042,6.306369063,6.306369086,6.306369077 +"3133","CNOT11",7.543478518,7.543478441,7.543478412,7.543478346,7.543478287,7.543478489,7.543478435,7.543478364,7.543478557,7.543478487,7.543478316,7.54347843,7.543478509,7.543478597,7.543478351,7.543478298,7.543478298,7.543478274,7.543478339,7.543478564,7.543478468,7.543478414,7.543478563,7.543478457,7.543478245,7.543478453,7.543478515,7.543478393 +"3134","CNOT2",7.041813504,7.041813399,7.041813353,7.041813376,7.041813349,7.041813351,7.041813431,7.041813305,7.041813419,7.041813396,7.041813392,7.041813287,7.041813457,7.041813644,7.041813431,7.041813361,7.041813155,7.041813336,7.041813388,7.041813246,7.041813389,7.041813376,7.041813436,7.041813444,7.041813341,7.041813373,7.041813416,7.041813481 +"3135","CNOT3",7.136258549,7.136258564,7.136258544,7.13625858,7.136258533,7.136258562,7.136258547,7.13625855,7.136258562,7.136258554,7.136258559,7.136258529,7.136258559,7.136258548,7.136258555,7.136258553,7.136258543,7.136258574,7.136258552,7.136258576,7.136258542,7.136258551,7.136258548,7.136258576,7.136258572,7.13625856,7.136258564,7.136258541 +"3136","CNOT4",6.502438466,6.502438429,6.50243844,6.502438413,6.502438398,6.502438429,6.502438419,6.502438395,6.502438405,6.502438436,6.502438361,6.502438374,6.502438435,6.5024385,6.502438425,6.502438377,6.502438358,6.502438384,6.502438463,6.502438382,6.502438412,6.50243842,6.502438424,6.50243844,6.502438427,6.502438415,6.502438437,6.502438461 +"3137","CNOT6",6.944861219,6.944861099,6.944861048,6.944860936,6.944860982,6.944860803,6.944861081,6.944860788,6.944861028,6.944861016,6.944861025,6.944860789,6.944861109,6.944861381,6.94486109,6.944861003,6.944860903,6.94486085,6.944861172,6.944860893,6.944860999,6.944860856,6.944861149,6.94486107,6.944861002,6.944861036,6.944861059,6.94486126 +"3138","CNOT6L",7.873159292,7.8731572915,7.873155959,7.8731555665,7.8731564215,7.8731558045,7.873157217,7.873156941,7.8731584035,7.8731572695,7.8731554965,7.87315537,7.8731577485,7.873161381,7.873157965,7.873155439,7.873155124,7.873155062,7.8731570735,7.873155849,7.8731575255,7.873155745,7.873158754,7.8731571385,7.873155602,7.873157,7.8731573375,7.8731600315 +"3139","CNOT7",7.477254174,7.477253192,7.477253357,7.477252613,7.477252911,7.477252881,7.477253112,7.477252895,7.477253543,7.477253452,7.477252998,7.47725269,7.477253472,7.477255223,7.477253465,7.47725306,7.477252844,7.477252515,7.477253133,7.477252919,7.47725364,7.477252879,7.477253844,7.477253383,7.477252704,7.477253239,7.477253423,7.477254511 +"3140","CNOT8",8.176863939,8.176863977,8.176863509,8.176863892,8.176863605,8.176863691,8.176863785,8.176863498,8.176863669,8.176863658,8.176863556,8.176863301,8.176863692,8.176864295,8.17686364,8.17686386,8.176863491,8.17686351,8.176863839,8.176863855,8.176863802,8.176863523,8.176863884,8.176863847,8.176863677,8.176863483,8.176863734,8.176863855 +"3141","CNOT9",6.949219333,6.949219158,6.949219014,6.949219002,6.949219031,6.949219087,6.949219253,6.949219025,6.949219145,6.949219074,6.949218872,6.949218994,6.949219291,6.949219488,6.949219158,6.949218854,6.949218969,6.949218938,6.949219123,6.949218967,6.949219265,6.949219188,6.949219161,6.949219022,6.949219031,6.949219315,6.949219357,6.9492194 +"3142","CNP",6.785524521,6.785524537,6.785524489,6.785524491,6.785524606,6.785524558,6.785524557,6.785524529,6.785524514,6.785524595,6.785524522,6.785524569,6.78552457,6.785524481,6.78552454,6.785524509,6.785524597,6.785524438,6.785524505,6.785524659,6.785524555,6.785524552,6.785524523,6.785524569,6.785524485,6.78552453,6.785524548,6.78552448 +"3143","CNPPD1",7.490093919,7.490093921,7.490094886,7.490094611,7.490094404,7.490095045,7.490094599,7.490095514,7.490095016,7.490094805,7.490094227,7.490095538,7.490093947,7.490093277,7.490093858,7.49009322,7.490094743,7.490094629,7.490094028,7.490094445,7.490094204,7.490095115,7.490094836,7.490094916,7.490094545,7.490095736,7.490093992,7.490093239 +"3144","CNPY1",3.815751933,3.815751947,3.815751993,3.815751943,3.815751984,3.815751926,3.815751989,3.81575197,3.815751985,3.815751955,3.815751978,3.815752014,3.815751987,3.815751899,3.815752,3.815752009,3.815752006,3.81575198,3.815751975,3.815751959,3.815751957,3.815751988,3.81575193,3.815751989,3.815751948,3.81575194,3.815751903,3.815751967 +"3145","CNPY3",9.201606017,9.201606231,9.201606127,9.201606277,9.201605839,9.201605964,9.201606086,9.201605954,9.201605968,9.201606062,9.201606041,9.201605834,9.201606103,9.20160629,9.201606024,9.201606207,9.20160609,9.201606087,9.201606022,9.201605896,9.201606079,9.201605982,9.201606066,9.201606302,9.201606164,9.201605985,9.201606051,9.201606124 +"3146","CNPY4",5.346950632,5.346950647,5.346950429,5.346950225,5.346950574,5.346950482,5.346950596,5.34695051,5.34695064,5.346950633,5.346950412,5.346950403,5.34695056,5.346950713,5.346950471,5.346950523,5.346950377,5.346950434,5.346950586,5.346950531,5.346950449,5.346950451,5.346950587,5.346950698,5.346950548,5.346950653,5.346950515,5.346950643 +"3147","CNR1",3.77831594,3.778315972,3.778315906,3.778315963,3.778315907,3.778315936,3.778315931,3.778315939,3.778315936,3.778315934,3.778315927,3.77831593,3.77831594,3.778315937,3.778315925,3.778315976,3.778315933,3.778315958,3.778315918,3.778315935,3.778315913,3.778315914,3.778315947,3.778315936,3.778315931,3.778315917,3.778315941,3.778315933 +"3148","CNR2",6.857908019,6.857907836,6.857907419,6.857907764,6.857907925,6.857907439,6.857908047,6.857907492,6.857907584,6.857907805,6.857908007,6.857907535,6.857907835,6.857908127,6.857907475,6.857907279,6.857907232,6.857907741,6.857908,6.857907359,6.857907663,6.857907655,6.857907635,6.857907884,6.857907763,6.857907545,6.857907847,6.857908059 +"3149","CNRIP1",4.959882364,4.959882137,4.959882312,4.959882445,4.959882798,4.959882243,4.95988239,4.959882664,4.959882293,4.959882528,4.959882484,4.959882679,4.959882379,4.95988201,4.959882792,4.959882378,4.959882796,4.959882562,4.959882304,4.9598824,4.959882741,4.959882693,4.959882359,4.959882131,4.959882529,4.959882664,4.959882383,4.959882616 +"3150","CNST",6.436030302,6.436030222,6.436029943,6.436030199,6.436030063,6.436029868,6.436030006,6.436029857,6.436030209,6.436030096,6.436030013,6.43602998,6.436030204,6.436030533,6.436030019,6.436029992,6.436029691,6.43603023,6.436030255,6.436029765,6.436029949,6.436029869,6.4360302,6.436030157,6.436029984,6.436030196,6.43603025,6.436030302 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+"3557","CTPS2",5.31971463,5.319714593,5.319714583,5.319714255,5.31971437,5.319714474,5.319714448,5.319714488,5.319714549,5.31971443,5.319714475,5.319714423,5.319714434,5.31971478,5.31971454,5.319714579,5.319714433,5.319714244,5.319714238,5.319714414,5.31971449,5.319714512,5.31971448,5.319714577,5.319714445,5.31971453,5.319714612,5.319714627 +"3558","CTR9",7.835651425,7.835651499,7.835650745,7.835651201,7.835651197,7.835651314,7.835651388,7.835650784,7.835651348,7.835651403,7.835651025,7.835650674,7.835651265,7.835652101,7.835651281,7.835651257,7.835650814,7.835651042,7.835651469,7.835650951,7.835651286,7.835651027,7.835651529,7.835651348,7.835651157,7.835651135,7.83565129,7.83565173 +"3559","CTRC",4.757217953,4.757217946,4.757217913,4.757217949,4.757217974,4.757217966,4.757217956,4.757217962,4.757217952,4.757217968,4.757217942,4.757217969,4.757217966,4.757217938,4.757217969,4.757217947,4.757217969,4.757217962,4.757217961,4.75721795,4.75721795,4.757217961,4.757217956,4.757217944,4.757217941,4.757217966,4.757217969,4.757217941 +"3560","CTRL",6.573229527,6.573229583,6.573229599,6.573229644,6.5732295,6.573229926,6.573229655,6.573229576,6.573229561,6.57322949,6.573229358,6.573229567,6.5732296,6.573229516,6.573229516,6.573229545,6.573229531,6.573229446,6.573229623,6.573229795,6.573229621,6.573229622,6.573229374,6.573229476,6.573229532,6.573229487,6.573229589,6.573229364 +"3561","CTSA",9.040813791,9.047582396,9.039549458,9.047767766,9.044443114,9.047249553,9.040623294,9.039157738,9.042351418,9.045685041,9.04601124,9.03966395,9.041789409,9.040799273,9.040552881,9.045208096,9.039279086,9.047093481,9.043037331,9.043968771,9.039913943,9.039972285,9.04214854,9.046732297,9.044721354,9.041065989,9.042323542,9.039632282 +"3562","CTSB",9.375994243,9.332669694,9.780430258,9.427854489,9.428966023,9.9522116,9.314152813,9.717294336,9.309196851,9.598597456,9.547821184,9.231424635,9.200323064,9.244912021,9.3582446,9.029564353,9.714774373,9.345696353,9.306299726,9.80898174,9.216360958,9.650259823,9.302701932,9.537408708,9.433284185,9.241673552,9.21783059,9.133766077 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+"3565","CTSE",5.50555919,5.505559018,5.505559669,5.505559366,5.5055596,5.505559188,5.505559943,5.505559862,5.505558921,5.505560642,5.505559267,5.505559562,5.505558348,5.505557608,5.505559443,5.505558767,5.505559093,5.505558775,5.505559192,5.505558825,5.505559383,5.505558857,5.505558763,5.505560719,5.505559718,5.505559472,5.505558508,5.505558209 +"3566","CTSF",5.761679115,5.761679108,5.761679265,5.76167917,5.761679376,5.761679087,5.761679137,5.761679572,5.761679177,5.761679294,5.761679239,5.761679407,5.761679288,5.761679203,5.761679345,5.761679262,5.761679314,5.761679373,5.761679072,5.761679255,5.761679286,5.761679445,5.761679013,5.761679053,5.761679213,5.761679273,5.761679207,5.761679265 +"3567","CTSG",4.591479677,4.591479932,4.591480314,4.591479912,4.59148008,4.591479578,4.591480202,4.591480056,4.591480008,4.591479916,4.591480234,4.591480164,4.591479911,4.591479602,4.591480191,4.591479996,4.591480412,4.591480179,4.591479882,4.591479943,4.591480308,4.591480228,4.591479833,4.591479883,4.59148018,4.591480131,4.591479823,4.591480089 +"3568","CTSH",7.695628865,7.695627987,7.695629472,7.695628628,7.695628382,7.695629253,7.695627031,7.695626509,7.69562568,7.695629369,7.695627495,7.695624884,7.695628443,7.695629967,7.695627719,7.695626396,7.69562863,7.695627429,7.695627935,7.695629163,7.695626957,7.695627507,7.695624986,7.695628238,7.695626062,7.69562557,7.695627756,7.695628186 +"3569","CTSK",5.354814013,5.354814098,5.354814077,5.354813971,5.354813991,5.354814029,5.354813986,5.354813947,5.35481382,5.354813961,5.354814087,5.354814009,5.354813901,5.354814082,5.354813948,5.354814002,5.354813862,5.354813937,5.354813904,5.354813954,5.354813916,5.354814061,5.354813875,5.354813997,5.354814019,5.35481398,5.354813988,5.354813902 +"3570","CTSL",5.103565314,5.103565513,5.103565896,5.103564901,5.103565746,5.103566027,5.103565094,5.103565228,5.10356545,5.103565652,5.103565708,5.103564783,5.103565495,5.103566034,5.103565661,5.10356576,5.1035656,5.103565239,5.103565678,5.10356595,5.103565323,5.103565422,5.103565639,5.103565647,5.103565546,5.103564856,5.103565506,5.103565759 +"3571","CTSL3P",3.99960411,3.999604103,3.999604102,3.999604084,3.999604094,3.999604088,3.999604091,3.999604105,3.9996041,3.999604095,3.999604091,3.999604083,3.999604086,3.999604075,3.999604101,3.999604103,3.999604084,3.999604089,3.999604097,3.999604104,3.999604093,3.999604092,3.999604097,3.9996041,3.999604099,3.999604084,3.999604096,3.999604084 +"3572","CTSO",5.930099854,5.930099792,5.930099695,5.930099629,5.930099705,5.930099752,5.930099656,5.930099673,5.930099712,5.930099726,5.930099692,5.930099631,5.930099741,5.930099767,5.930099761,5.930099747,5.930099619,5.930099602,5.930099696,5.930099725,5.930099649,5.930099653,5.930099732,5.930099778,5.930099587,5.930099643,5.930099734,5.930099695 +"3573","CTSS",10.07522367,10.07522478,10.07521971,10.07522252,10.07521682,10.07521962,10.07521888,10.07521861,10.07521221,10.07521653,10.0752181,10.07520932,10.07522023,10.07522484,10.07521955,10.07522359,10.07521847,10.07521895,10.07522035,10.07522008,10.07522146,10.07522022,10.07521932,10.07522259,10.07521888,10.07521641,10.07521885,10.07521868 +"3574","CTSV",3.582220223,3.582220187,3.582220222,3.582220196,3.582220241,3.582220173,3.582220165,3.582220227,3.582220211,3.582220232,3.582220233,3.582220259,3.582220287,3.582220146,3.582220182,3.58222023,3.582220248,3.582220237,3.582220265,3.582220292,3.58222023,3.582220209,3.582220284,3.582220244,3.582220247,3.582220277,3.582220212,3.582220212 +"3575","CTSW",8.169669627,8.168399004,8.168556755,8.167479857,8.167277842,8.169050868,8.168768888,8.168371896,8.168754566,8.16818021,8.168583681,8.16649882,8.16908184,8.168674342,8.169466659,8.16759052,8.167701731,8.167585612,8.166657782,8.167188955,8.168521496,8.168248145,8.169128712,8.168406715,8.168103162,8.167610064,8.169068497,8.168496217 +"3576","CTSZ",8.980009003,8.980009967,8.980009422,8.980009805,8.980009595,8.980010337,8.980009157,8.980009197,8.98000825,8.980009884,8.980009197,8.980008243,8.980009198,8.98000984,8.98000893,8.980009656,8.98000938,8.980009273,8.980009857,8.98001045,8.980009058,8.980009058,8.980009006,8.980009741,8.980008932,8.980008499,8.980009444,8.98000982 +"3577","CTTN",6.191211526,6.191213166,6.191212604,6.19121487,6.191212879,6.191211239,6.191212572,6.191212306,6.191212394,6.191214398,6.191214576,6.191212631,6.191211877,6.191210598,6.191211303,6.191212087,6.191212907,6.19121494,6.191212278,6.191211892,6.191211772,6.191212185,6.191212469,6.191214743,6.191214402,6.191213033,6.191212427,6.191211159 +"3578","CTTNBP2",3.79232539,3.792325405,3.792325474,3.792325399,3.792325447,3.792325438,3.792325445,3.792325419,3.792325413,3.792325398,3.792325475,3.792325442,3.792325419,3.792325449,3.792325485,3.79232545,3.792325418,3.792325472,3.792325476,3.792325437,3.792325453,3.792325437,3.792325424,3.792325435,3.792325452,3.792325416,3.792325453,3.792325451 +"3579","CTTNBP2NL",4.764102673,4.76410279,4.76410286,4.76410275,4.76410313,4.764102725,4.76410285,4.764102851,4.764102699,4.764102765,4.76410296,4.764102994,4.76410279,4.764102863,4.764103152,4.764102818,4.764103019,4.764102795,4.764102865,4.764102873,4.764103081,4.764102836,4.764102599,4.764102872,4.764102939,4.764103017,4.764102738,4.76410307 +"3580","CTU1",7.276564781,7.27656475,7.276565658,7.276564665,7.276566541,7.276565173,7.276565657,7.276565893,7.27656538,7.276565365,7.27656563,7.276566561,7.276565207,7.276564508,7.27656602,7.276565275,7.276566613,7.276565827,7.276565675,7.27656506,7.276565818,7.2765664,7.27656482,7.276564869,7.276565693,7.276565792,7.276564932,7.276565795 +"3581","CTU2",6.50396764,6.503967645,6.503967674,6.503967638,6.503967688,6.503967643,6.503967667,6.503967662,6.503967669,6.503967655,6.503967677,6.503967676,6.503967659,6.50396763,6.503967674,6.503967657,6.503967669,6.503967668,6.503967662,6.50396765,6.50396768,6.50396766,6.503967628,6.503967642,6.50396766,6.503967658,6.503967666,6.503967669 +"3582","CTXN1",6.515457843,6.515457887,6.515457918,6.515457874,6.515457936,6.515457841,6.515457876,6.515457922,6.515457886,6.515457848,6.515457912,6.515457948,6.515457902,6.515457798,6.515457908,6.515457899,6.515457934,6.515457914,6.515457856,6.515457918,6.515457897,6.515457904,6.515457829,6.515457855,6.51545791,6.515457917,6.515457858,6.515457905 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+"3665","CYP17A1",4.088722902,4.088723019,4.088723057,4.088722982,4.088723126,4.088723064,4.088722952,4.088723126,4.088723016,4.088723011,4.088723143,4.088723094,4.08872301,4.088722858,4.088723051,4.088723003,4.088723081,4.088723089,4.088723046,4.088723064,4.088723096,4.088723062,4.088722951,4.088722846,4.088723033,4.088723002,4.088722986,4.088722916 +"3666","CYP19A1",3.608437955,3.608437978,3.608437965,3.608437952,3.60843799,3.608437984,3.608437969,3.60843798,3.60843799,3.608437993,3.608437956,3.608437991,3.608437979,3.608437963,3.608437966,3.608437964,3.608437985,3.608437975,3.608437971,3.608438003,3.608437976,3.608437974,3.608437966,3.608437965,3.608437984,3.608437957,3.608437983,3.608437985 +"3667","CYP1A1",3.831881511,3.831881594,3.831881489,3.831881564,3.831881501,3.831881574,3.831881498,3.83188158,3.831881527,3.83188146,3.831881553,3.831881564,3.83188156,3.831881519,3.831881608,3.831881474,3.831881601,3.831881537,3.831881585,3.83188149,3.831881605,3.831881533,3.831881558,3.831881613,3.831881471,3.831881533,3.83188159,3.83188159 +"3668","CYP1A2",5.132680831,5.132680883,5.132680914,5.132680985,5.132681045,5.132680879,5.132680874,5.132680911,5.132680895,5.132680992,5.132681047,5.132681058,5.132680962,5.132680875,5.132680989,5.13268077,5.132681036,5.132680965,5.132680993,5.132680926,5.132680979,5.13268098,5.132680865,5.132680865,5.132681002,5.132680951,5.132680951,5.132680903 +"3669","CYP1B1",6.23885998,6.239047028,6.238650031,6.241839076,6.240145463,6.237294032,6.238708922,6.236163571,6.235377463,6.238149376,6.238648305,6.233480279,6.236592605,6.238210268,6.239374177,6.239063059,6.238360392,6.240480582,6.239409008,6.236908257,6.238499791,6.236039336,6.236121001,6.238597418,6.238412413,6.235257312,6.237926546,6.23652815 +"3670","CYP1B1-AS1",3.979170198,3.979170038,3.979170196,3.979170236,3.979170142,3.979169983,3.97917026,3.979170161,3.979170162,3.979170122,3.979170065,3.979170096,3.979170003,3.979170103,3.979170162,3.979170054,3.97917027,3.979170206,3.979170058,3.979170152,3.979170326,3.979170106,3.979170203,3.979170049,3.979170046,3.979169966,3.979170002,3.979170211 +"3671","CYP20A1",6.255158089,6.255157824,6.255157758,6.255157549,6.255157749,6.255157652,6.255157749,6.255157695,6.255157864,6.255157822,6.255157681,6.255157654,6.255157962,6.255158142,6.25515782,6.255157801,6.255157559,6.255157473,6.255157869,6.255157256,6.255157608,6.25515773,6.255157931,6.255157882,6.25515774,6.255157828,6.255158017,6.255157856 +"3672","CYP21A2",6.043129612,6.0431291045,6.0431311065,6.04313013,6.0431312065,6.0431303025,6.043130232,6.043130356,6.0431298585,6.0431305795,6.0431301315,6.043131284,6.043130261,6.043129278,6.043130572,6.043130302,6.0431312165,6.043131008,6.0431301425,6.043130341,6.043130801,6.0431312165,6.0431303155,6.043129667,6.0431300775,6.0431304815,6.0431299245,6.0431305555 +"3673","CYP24A1",3.63756297,3.637563029,3.63756304,3.637563005,3.637563129,3.637563128,3.637563072,3.637563071,3.637563043,3.637563,3.637562986,3.637563098,3.63756303,3.637563009,3.637563081,3.637562975,3.6375631,3.637563099,3.637563049,3.637563053,3.637562999,3.637563064,3.637562983,3.637562959,3.637563047,3.637563065,3.63756296,3.637563106 +"3674","CYP26A1",4.606314427,4.606314468,4.606314527,4.606314399,4.60631456,4.606314434,4.606314418,4.606314531,4.606314371,4.606314606,4.606314509,4.606314618,4.606314478,4.606314402,4.606314569,4.606314621,4.606314499,4.606314526,4.606314424,4.60631445,4.6063146,4.606314518,4.606314365,4.606314422,4.606314516,4.606314532,4.60631437,4.606314503 +"3675","CYP26B1",4.766882616,4.766882598,4.766882615,4.766882623,4.766882635,4.766882627,4.766882622,4.766882625,4.766882636,4.766882629,4.766882654,4.766882642,4.766882629,4.766882608,4.766882617,4.766882624,4.766882617,4.76688263,4.766882643,4.766882632,4.766882624,4.766882634,4.766882615,4.766882622,4.766882624,4.766882636,4.766882627,4.76688262 +"3676","CYP26C1",6.092935716,6.092935571,6.092935705,6.092935692,6.092935799,6.092935639,6.092935702,6.092935801,6.092935627,6.092935626,6.092935742,6.092935747,6.092935652,6.092935574,6.092935739,6.092935695,6.092935814,6.092935759,6.092935722,6.092935665,6.092935759,6.092935763,6.092935694,6.092935634,6.092935685,6.092935696,6.092935681,6.092935632 +"3677","CYP27A1",6.69887779,6.698874552,6.698877209,6.698877483,6.698876468,6.698877784,6.698871858,6.698876317,6.698876502,6.698876445,6.698878895,6.698873089,6.698873209,6.698874555,6.698878318,6.698874557,6.69887582,6.698876532,6.698878635,6.698876365,6.698870924,6.698876436,6.698876528,6.698877743,6.698878511,6.698873921,6.698874542,6.698873475 +"3678","CYP27B1",4.814495888,4.814495962,4.814496002,4.814495919,4.81449605,4.81449592,4.81449597,4.814495957,4.81449597,4.81449594,4.814496003,4.814496007,4.814495934,4.814495911,4.814496029,4.814495959,4.814496017,4.814495996,4.814495993,4.814495959,4.814496083,4.814495953,4.814495894,4.814495888,4.814495977,4.814495944,4.814495939,4.814495864 +"3679","CYP27C1",3.74539238,3.745392368,3.745392389,3.745392363,3.745392407,3.745392379,3.745392382,3.745392401,3.745392386,3.74539239,3.745392368,3.745392397,3.745392385,3.745392373,3.745392407,3.745392386,3.745392409,3.745392406,3.745392376,3.74539239,3.745392384,3.745392396,3.745392361,3.745392391,3.745392407,3.745392389,3.745392365,3.745392379 +"3680","CYP2B6",3.489576333,3.489576308,3.489576447,3.48957646,3.489576403,3.489576474,3.489576406,3.489576448,3.489576406,3.489576382,3.48957654,3.489576555,3.489576365,3.489576329,3.489576322,3.489576385,3.489576482,3.489576495,3.489576435,3.489576447,3.489576376,3.489576419,3.489576498,3.489576447,3.489576445,3.489576479,3.489576451,3.489576431 +"3681","CYP2B7P",3.246117893,3.24611793,3.246117895,3.246117879,3.246117933,3.246117921,3.246117915,3.24611788,3.246117908,3.246117924,3.246117897,3.246117889,3.246117886,3.246117898,3.246117912,3.24611794,3.246117918,3.246117912,3.246117911,3.246117903,3.246117894,3.246117889,3.246117906,3.246117914,3.246117902,3.246117901,3.246117873,3.246117865 +"3682","CYP2C18",3.45944708,3.459447011,3.45944713,3.459447137,3.459447135,3.459447093,3.459447066,3.4594471,3.459447109,3.459447133,3.459447061,3.459447196,3.459447076,3.45944711,3.459447059,3.459447069,3.459447107,3.459447113,3.459447071,3.45944718,3.459447059,3.459447091,3.459447223,3.459447111,3.459447143,3.459447085,3.459447078,3.45944713 +"3683","CYP2C19",3.835482131,3.835482129,3.835482163,3.835482164,3.835482141,3.835482153,3.835482136,3.835482206,3.835482093,3.835482168,3.835482148,3.835482214,3.835482083,3.83548212,3.835482204,3.835482182,3.835482232,3.835482207,3.835482034,3.835482131,3.835482196,3.835482124,3.835482205,3.835482108,3.835482036,3.835482074,3.835482133,3.835482125 +"3684","CYP2C8",2.958796105,2.958796134,2.958796117,2.958796111,2.958796093,2.958796154,2.958796119,2.958796108,2.958796154,2.958796143,2.958796132,2.958796105,2.958796131,2.958796116,2.958796117,2.958796114,2.958796127,2.958796089,2.958796088,2.958796099,2.958796113,2.958796108,2.958796119,2.958796115,2.958796121,2.95879613,2.958796142,2.958796141 +"3685","CYP2C9",3.62039304,3.620393147,3.620393261,3.620393416,3.620393305,3.620393038,3.620393029,3.620393198,3.620393091,3.620393062,3.620393357,3.620393528,3.620393083,3.620392884,3.620393122,3.620393056,3.620393187,3.62039309,3.620393226,3.620393203,3.620393204,3.620393189,3.620392934,3.620393087,3.620393116,3.620393331,3.620392928,3.620393397 +"3686","CYP2D6",6.690226477,6.690226467,6.690226516,6.690226509,6.690226591,6.690226522,6.690226581,6.690226594,6.690226521,6.690226518,6.690226571,6.690226576,6.690226533,6.690226375,6.690226579,6.690226531,6.690226588,6.690226573,6.690226578,6.690226477,6.690226593,6.690226575,6.690226466,6.690226447,6.690226538,6.690226541,6.690226519,6.690226497 +"3687","CYP2D7",6.247369484,6.247369279,6.247368951,6.247369501,6.247369495,6.247369068,6.247369364,6.247369449,6.247369255,6.247369381,6.247369164,6.247369558,6.247369515,6.247368928,6.247369659,6.247369386,6.247369059,6.247369588,6.247369073,6.247369524,6.247370022,6.247369477,6.247369064,6.247369352,6.247369407,6.247369631,6.247369257,6.247369006 +"3688","CYP2E1",4.990879188,4.990879146,4.990879239,4.990879186,4.990879459,4.99087907,4.990879327,4.990879396,4.990879254,4.990879091,4.990879332,4.990879454,4.990879195,4.99087902,4.990879366,4.990879211,4.990879461,4.990879185,4.9908793,4.990879165,4.990879402,4.990879381,4.990879058,4.990879097,4.99087923,4.990879401,4.990879154,4.990879241 +"3689","CYP2F1",4.603350881,4.603350754,4.603351267,4.603350787,4.603350849,4.60335102,4.603350777,4.603351132,4.603350583,4.603350907,4.603351439,4.603351563,4.60335096,4.603350755,4.603351168,4.603351026,4.603351659,4.603351512,4.603350968,4.603351392,4.603351008,4.603351384,4.60335058,4.60335043,4.603350979,4.603350379,4.603351027,4.603351392 +"3690","CYP2G1P",3.824743084,3.824743086,3.824743122,3.824743105,3.824743212,3.824743256,3.824743147,3.824743076,3.824743272,3.824743142,3.824743056,3.8247432,3.824743029,3.8247431,3.824743111,3.824743023,3.824743204,3.824743211,3.824743083,3.824743126,3.824743118,3.82474318,3.824743132,3.824743091,3.82474307,3.824743086,3.824743069,3.824743206 +"3691","CYP2J2",4.151920534,4.151920534,4.151920582,4.151920555,4.151920553,4.151920591,4.151920542,4.15192058,4.151920617,4.151920548,4.151920553,4.151920575,4.151920586,4.151920552,4.151920597,4.151920592,4.151920547,4.151920571,4.151920546,4.151920562,4.151920578,4.151920594,4.15192055,4.151920571,4.151920538,4.151920569,4.151920555,4.151920562 +"3692","CYP2R1",5.64128644,5.641285944,5.641285983,5.641285872,5.641285776,5.641285945,5.6412861,5.641286001,5.641286074,5.641286039,5.641285788,5.641286104,5.641286126,5.641286567,5.641286162,5.641286003,5.641286072,5.641285557,5.641286148,5.641285807,5.641285986,5.641286031,5.64128595,5.641285995,5.641285759,5.641286105,5.641286127,5.641286401 +"3693","CYP2S1",6.289829136,6.289829155,6.289829191,6.289829162,6.289829243,6.289829116,6.289829155,6.289829183,6.289829156,6.289829182,6.289829197,6.289829232,6.289829163,6.289829127,6.289829184,6.289829159,6.289829238,6.289829193,6.28982917,6.289829148,6.289829181,6.289829194,6.2898291,6.289829164,6.289829168,6.289829182,6.289829144,6.289829187 +"3694","CYP2U1",5.128995407,5.1289954,5.128995384,5.128995385,5.12899539,5.128995407,5.128995397,5.128995398,5.128995408,5.128995427,5.12899535,5.128995373,5.128995399,5.128995444,5.128995372,5.128995381,5.128995393,5.128995393,5.128995393,5.128995405,5.128995385,5.128995398,5.128995422,5.128995385,5.128995388,5.128995387,5.128995384,5.128995427 +"3695","CYP2W1",6.125113688,6.125113704,6.12511375,6.125113722,6.125113802,6.125113728,6.125113773,6.125113773,6.125113726,6.12511375,6.125113775,6.125113803,6.125113709,6.12511364,6.125113787,6.125113748,6.125113798,6.125113769,6.125113743,6.125113742,6.125113791,6.125113788,6.125113726,6.125113714,6.125113739,6.125113758,6.12511373,6.12511376 +"3696","CYP39A1",3.142520803,3.142520846,3.142520822,3.142520881,3.142520848,3.142520881,3.142520866,3.142520856,3.142520844,3.142520812,3.142520868,3.142520858,3.142520858,3.142520831,3.142520859,3.142520883,3.142520968,3.142520879,3.142520839,3.142520861,3.142520811,3.14252084,3.142520873,3.142520842,3.142520831,3.142520854,3.142520833,3.142520878 +"3697","CYP3A4",2.769743744,2.769743803,2.769743807,2.76974386,2.769743783,2.769743754,2.769743809,2.769743714,2.769743862,2.769743837,2.769743883,2.769744013,2.769743797,2.769743723,2.769743796,2.769743736,2.769743666,2.769743969,2.769743803,2.769743957,2.769743753,2.76974386,2.769743889,2.769743841,2.769743877,2.769743799,2.769743794,2.769743805 +"3698","CYP3A43",3.578214694,3.57821468,3.578214722,3.578214698,3.578214736,3.578214774,3.578214736,3.578214776,3.578214733,3.578214739,3.578214733,3.578214774,3.578214724,3.578214733,3.578214741,3.578214721,3.578214799,3.578214759,3.578214773,3.578214755,3.578214758,3.578214737,3.578214744,3.578214709,3.578214732,3.578214748,3.578214739,3.578214745 +"3699","CYP3A5",3.901433462,3.901433364,3.901433479,3.901433384,3.901433672,3.901433517,3.901433146,3.901433687,3.901433559,3.901433524,3.901433706,3.901433768,3.90143338,3.901433402,3.90143379,3.901433404,3.901433715,3.901433678,3.901433347,3.901433631,3.901433596,3.901433552,3.901433414,3.90143346,3.901433226,3.90143355,3.901433359,3.901433598 +"3700","CYP46A1",5.47807374,5.478073789,5.478073923,5.478073738,5.478074115,5.478073743,5.478073945,5.478073964,5.478073884,5.478073766,5.478073966,5.478074092,5.478073936,5.478073739,5.478073926,5.478073926,5.478074142,5.47807397,5.478073893,5.47807393,5.478074102,5.478074079,5.478073754,5.478073713,5.47807379,5.478073974,5.478073846,5.478073806 +"3701","CYP4A11",4.580615156,4.580615256,4.580615177,4.580615186,4.580615314,4.58061533,4.580615119,4.580615208,4.580615077,4.58061525,4.580615109,4.580615158,4.580615251,4.580615174,4.580615231,4.580615289,4.580615244,4.580615145,4.58061532,4.580615143,4.580615316,4.580615274,4.580615185,4.580615175,4.580615194,4.580615152,4.580615164,4.580615209 +"3702","CYP4A22",4.813397809,4.813397809,4.81339783,4.813397836,4.81339783,4.813397834,4.813397791,4.813397803,4.813397812,4.813397831,4.81339784,4.813397859,4.813397792,4.813397797,4.813397822,4.813397841,4.813397847,4.813397843,4.813397807,4.813397809,4.813397807,4.813397835,4.813397799,4.813397774,4.813397779,4.81339784,4.813397783,4.813397796 +"3703","CYP4B1",4.401268487,4.401268554,4.401268505,4.4012685,4.401268628,4.401268539,4.401268609,4.401268612,4.401268519,4.401268547,4.401268531,4.401268576,4.401268505,4.401268492,4.401268573,4.401268535,4.401268587,4.401268579,4.401268548,4.401268566,4.401268605,4.401268622,4.401268501,4.401268534,4.401268531,4.401268575,4.401268509,4.401268544 +"3704","CYP4F11",4.64051806,4.640518088,4.640518096,4.640518107,4.640518101,4.640518072,4.640518094,4.640518105,4.640518095,4.640518056,4.640518086,4.640518115,4.640518063,4.640518066,4.640518089,4.640518095,4.640518115,4.640518076,4.640518072,4.640518092,4.640518085,4.640518096,4.640518083,4.640518066,4.640518119,4.64051808,4.640518083,4.640518105 +"3705","CYP4F12",4.791897601,4.791898093,4.791897905,4.791898112,4.791897951,4.79189776,4.791898005,4.791897689,4.791897832,4.791897507,4.791898267,4.791897718,4.791897698,4.79189771,4.791897607,4.791898253,4.791897792,4.791898019,4.791898033,4.791897783,4.791898015,4.791898003,4.7918978,4.791897883,4.791898203,4.791898044,4.79189782,4.791897937 +"3706","CYP4F2",5.009055788,5.009056133,5.009056267,5.009056694,5.00905525,5.009055865,5.009055901,5.0090564,5.00905572,5.009055205,5.009055865,5.009055762,5.009055733,5.009055569,5.009055921,5.00905628,5.009055923,5.009056782,5.009055958,5.009056423,5.009056361,5.009055977,5.009056109,5.009056335,5.009056763,5.00905641,5.00905546,5.009055132 +"3707","CYP4F22",4.892982213,4.892982134,4.892982218,4.892982079,4.892982404,4.892982119,4.892982316,4.892982322,4.89298205,4.892982178,4.892982391,4.892982424,4.89298233,4.892982044,4.892982343,4.892982272,4.892982293,4.89298233,4.892982284,4.8929822,4.892982366,4.892982425,4.892982208,4.892982118,4.892982148,4.892982308,4.8929823,4.892982323 +"3708","CYP4F3",8.278005526,8.7577773,8.487092524,9.072863716,7.795295594,8.292829721,8.868818831,8.555653591,8.2743716,7.778625728,8.466644346,8.444444102,8.25478881,8.210884206,8.553529926,9.007192706,8.656761753,8.959075536,8.709152241,8.620925621,8.905888097,8.59032579,8.753435333,8.662172204,8.870536339,8.750240975,8.183200724,8.002552669 +"3709","CYP4F35P",3.586065666,3.586065233,3.586065797,3.586064685,3.586065073,3.586064693,3.586065575,3.586065701,3.58606587,3.586065964,3.586065565,3.586065119,3.586066016,3.586065747,3.58606575,3.586065402,3.58606535,3.586065397,3.586065647,3.586065886,3.586065709,3.586066189,3.586065747,3.586065829,3.586065135,3.586065966,3.586066224,3.586065242 +"3710","CYP4F8",3.841154825,3.841154887,3.841154876,3.841154852,3.841154937,3.841154846,3.841154979,3.841154952,3.841154902,3.84115484,3.841154916,3.841154987,3.841154967,3.841154854,3.84115504,3.841155137,3.841155033,3.841154987,3.841154934,3.841154953,3.841155005,3.841155047,3.841154903,3.841154894,3.841155122,3.841154956,3.841154848,3.841154818 +"3711","CYP4V2",6.715095401,6.715095192,6.71509466,6.71509426,6.71509517,6.715094279,6.715095012,6.715094363,6.715095569,6.715094856,6.715093385,6.715094037,6.715094579,6.715095747,6.715094935,6.715094758,6.715093898,6.715094009,6.715095466,6.715093919,6.715094941,6.715094632,6.715095682,6.715094428,6.715094228,6.715094537,6.715094379,6.715095223 +"3712","CYP4X1",3.766833224,3.766833222,3.766833218,3.766833228,3.766833232,3.766833214,3.766833217,3.766833246,3.766833229,3.766833233,3.76683323,3.766833236,3.766833224,3.766833216,3.766833223,3.766833232,3.766833244,3.766833239,3.766833216,3.766833213,3.766833215,3.766833235,3.766833233,3.766833225,3.766833234,3.766833218,3.766833232,3.766833222 +"3713","CYP4Z1",3.984892296,3.984892689,3.98489254,3.98489274,3.984892707,3.984892912,3.984892509,3.984892533,3.984892608,3.98489285,3.984892623,3.984892699,3.984892513,3.98489279,3.984892445,3.984892749,3.984892597,3.984892568,3.984892319,3.984892597,3.984892575,3.984892847,3.984892423,3.984892391,3.984892854,3.984892565,3.984892641,3.98489224 +"3714","CYP4Z2P",2.872644837,2.8726445,2.872644364,2.872643922,2.872645258,2.872644127,2.872644351,2.872644248,2.872644303,2.872645122,2.872644043,2.87264582,2.872644428,2.872644583,2.872643926,2.872644401,2.872645154,2.872644719,2.872644268,2.87264431,2.872644416,2.872644622,2.872645286,2.872644384,2.872644701,2.872644167,2.872643982,2.872644299 +"3715","CYP51A1",5.2329979265,5.232998427,5.2329968955,5.2329970255,5.232996114,5.2329973575,5.232997963,5.2329967785,5.2329973435,5.232998313,5.232998241,5.232996764,5.232995904,5.2329977305,5.232996707,5.2329979705,5.2329980085,5.2329976995,5.2329973265,5.232996721,5.2329977745,5.232997964,5.232998329,5.2329962435,5.232998618,5.232998078,5.232997589,5.2329985875 +"3716","CYP7A1",3.189794852,3.189794795,3.189794827,3.189794853,3.189794841,3.189794804,3.189794808,3.189794807,3.189794819,3.189794826,3.189794824,3.189794869,3.189794847,3.189794806,3.18979482,3.189794812,3.18979488,3.189794841,3.189794852,3.189794823,3.18979485,3.189794846,3.189794795,3.189794853,3.189794854,3.189794815,3.189794813,3.189794814 +"3717","CYP7B1",4.889600597,4.88960056,4.889600635,4.889600391,4.889600839,4.889600811,4.889600714,4.889600783,4.889600803,4.88960093,4.889600866,4.889600951,4.889600524,4.889600286,4.889600674,4.889600765,4.889600925,4.889600835,4.889600749,4.889600706,4.889600456,4.889600914,4.889600541,4.889600304,4.889600772,4.889600638,4.889600261,4.889600762 +"3718","CYP8B1",3.947884075,3.947884179,3.947884159,3.947884247,3.94788427,3.947884116,3.947884204,3.947884289,3.947884276,3.947884223,3.947884211,3.947884263,3.947884164,3.947884115,3.947884252,3.947884298,3.947884188,3.947884279,3.947884245,3.947884258,3.947884238,3.947884305,3.947884234,3.947884141,3.947884224,3.947884217,3.947884192,3.947884186 +"3719","CYREN",7.149186076,7.149186154,7.149185961,7.149186138,7.149185868,7.14918607,7.149185973,7.149185945,7.149185954,7.14918603,7.149186028,7.149185955,7.149186065,7.149186121,7.149185911,7.149186088,7.149185844,7.149185997,7.149186071,7.149185999,7.149185907,7.149185836,7.149186068,7.149186059,7.14918602,7.149185942,7.149186076,7.149185971 +"3720","CYRIA",8.788384869,8.788385321,8.788385002,8.788385304,8.788384589,8.788385078,8.788384931,8.788384535,8.788384165,8.788384694,8.788385296,8.788384257,8.78838508,8.788385084,8.788384853,8.78838502,8.788384857,8.78838494,8.788384807,8.788385131,8.788384898,8.78838453,8.788384447,8.78838504,8.788385085,8.788384538,8.788384868,8.788384594 +"3721","CYRIB",8.099184171,8.099184587,8.099183587,8.099184569,8.099182086,8.099183344,8.099183371,8.099182541,8.099182735,8.099182797,8.099183716,8.099180575,8.099183373,8.099184824,8.099183913,8.099185004,8.099182955,8.099184088,8.099183908,8.099184635,8.099184043,8.099182934,8.099183973,8.099183982,8.099184195,8.099182092,8.099183071,8.099183612 +"3722","CYS1",7.824062819,7.824062968,7.824062987,7.824062849,7.824062983,7.824062556,7.82406273,7.824063039,7.824062981,7.824062776,7.824063044,7.824062996,7.824062916,7.824062705,7.824062893,7.824063182,7.824063014,7.824062957,7.824062838,7.824062815,7.824062739,7.824063016,7.824062931,7.824062953,7.824063069,7.824062979,7.82406287,7.824063046 +"3723","CYSLTR1",6.567450919,6.567451021,6.567450613,6.567450734,6.56745091,6.567450688,6.567450748,6.567450441,6.567450459,6.567450785,6.567450758,6.567450257,6.567450743,6.567451485,6.56745049,6.567450759,6.56745047,6.567450658,6.567451225,6.567451049,6.567450792,6.56745071,6.567450818,6.567451008,6.567451058,6.567450622,6.567450606,6.567451349 +"3724","CYSLTR2",5.695371009,5.695374557,5.695371276,5.695370916,5.695374265,5.695371006,5.695372124,5.695370453,5.695372115,5.695371939,5.695373708,5.695370018,5.695372722,5.695374414,5.695368538,5.695373937,5.695369712,5.695368791,5.695373972,5.695370897,5.695371422,5.695370411,5.695371556,5.695372011,5.695373765,5.695371461,5.695372776,5.695372853 +"3725","CYSRT1",6.3108331305,6.3108331565,6.310833383,6.310833243,6.3108334335,6.310833337,6.310833265,6.310833437,6.310833352,6.310833332,6.31083337,6.31083343,6.31083326,6.3108329235,6.3108332835,6.310833327,6.310833533,6.310833453,6.310833252,6.3108333185,6.3108333925,6.3108335125,6.3108331805,6.3108332465,6.3108332535,6.310833234,6.310833127,6.3108332125 +"3726","CYSTM1",7.471517304,7.471517391,7.471517216,7.47151806,7.471517129,7.471517591,7.471517376,7.47151747,7.471517184,7.471517496,7.471517553,7.471517171,7.471517215,7.471516577,7.471517458,7.471517733,7.471517271,7.47151813,7.471517486,7.471517761,7.471517502,7.471517334,7.471517541,7.471517849,7.471517563,7.471517241,7.471517028,7.471516476 +"3727","CYTH1",9.261488645,9.26148889,9.261487651,9.261488234,9.2614876,9.261488404,9.261487892,9.261487709,9.26148839,9.261488238,9.261487659,9.261487275,9.26148854,9.261488964,9.261488,9.261488601,9.261486834,9.261488007,9.261487982,9.261488629,9.261487858,9.261487902,9.261488289,9.261488277,9.261487986,9.261488166,9.261488602,9.261488284 +"3728","CYTH2",7.180857282,7.180857494,7.1808573095,7.1808575165,7.1808571915,7.1808575805,7.1808572915,7.1808572875,7.180857406,7.180857342,7.1808574235,7.180857213,7.1808574475,7.1808573865,7.1808572605,7.180857453,7.1808572635,7.180857354,7.1808574305,7.180857564,7.1808571955,7.1808572485,7.180857353,7.1808573665,7.1808574935,7.180857301,7.180857461,7.1808572595 +"3729","CYTH3",6.182401719,6.182401726,6.182401713,6.182401718,6.182401722,6.182401688,6.182401719,6.182401729,6.182401708,6.182401719,6.182401706,6.182401718,6.182401715,6.182401698,6.182401731,6.182401729,6.182401694,6.182401717,6.182401721,6.182401688,6.182401711,6.182401729,6.182401698,6.182401725,6.182401728,6.182401698,6.182401726,6.182401704 +"3730","CYTH4",9.32276887,9.324197659,9.322478857,9.324964201,9.321192946,9.324417852,9.323388827,9.322905333,9.32310166,9.323690478,9.322966939,9.320593767,9.324032391,9.322810044,9.322545653,9.324079897,9.32191725,9.324347463,9.32310341,9.32483847,9.322598756,9.323523842,9.324048046,9.324098394,9.323830894,9.321282643,9.324021773,9.322145579 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+"3739","DAB1",4.614934843,4.614934758,4.61493472,4.614934757,4.614935026,4.614934971,4.614934866,4.614934791,4.614934802,4.614934867,4.614934831,4.614935186,4.614934888,4.614934586,4.614934905,4.614934722,4.614935048,4.614934767,4.614934874,4.614934959,4.614934851,4.614934937,4.614934682,4.614934587,4.614934755,4.614934926,4.614934714,4.614934814 +"3740","DAB2",6.027035719,6.027036738,6.027036057,6.027037379,6.027036335,6.027036314,6.027035195,6.02703534,6.027035403,6.027036873,6.027036747,6.027036814,6.027035841,6.027036059,6.027035719,6.027036465,6.027035636,6.027037578,6.027036343,6.027035846,6.027035275,6.027035306,6.02703597,6.027037037,6.027036643,6.027036581,6.027036126,6.027035959 +"3741","DAB2IP",5.41285219,5.412852159,5.412852278,5.412852202,5.412852323,5.412852179,5.412852252,5.412852284,5.412852261,5.412852255,5.412852285,5.412852296,5.412852226,5.412852193,5.412852291,5.412852256,5.41285232,5.41285227,5.412852258,5.412852266,5.412852321,5.41285226,5.412852224,5.412852225,5.412852244,5.412852297,5.412852208,5.412852268 +"3742","DACH1",4.672128557,4.672128918,4.67212872,4.672128988,4.672129013,4.672128763,4.672128875,4.672128705,4.67212875,4.672128808,4.672129189,4.672128782,4.672128877,4.672128874,4.672128662,4.672128887,4.672128613,4.672128837,4.672128903,4.672128707,4.672128825,4.67212849,4.672128733,4.672128997,4.672129154,4.672128736,4.672128785,4.672128691 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+"3747","DAD1",9.990749171,9.990749736,9.990748681,9.990748149,9.990748335,9.990748506,9.990749519,9.99074783,9.990749372,9.99074918,9.990748046,9.990748241,9.990748883,9.99075024,9.990748443,9.990749168,9.990748277,9.990747423,9.990748881,9.990748267,9.990749565,9.990748256,9.990749267,9.990749155,9.990747962,9.990748515,9.990748907,9.990749053 +"3748","DAG1",5.729093285,5.729093434,5.729093377,5.729093391,5.729093286,5.729093411,5.729093387,5.729093314,5.729093335,5.729093353,5.729093236,5.72909334,5.72909322,5.729093281,5.729093259,5.729093391,5.729093418,5.729093261,5.729093411,5.729093251,5.72909327,5.729093317,5.729093374,5.729093351,5.729093317,5.729093274,5.729093404,5.729093201 +"3749","DAGLA",5.149059015,5.149059075,5.149059079,5.149059038,5.149059074,5.149059004,5.149059005,5.149059003,5.149058996,5.149059048,5.149059093,5.149059001,5.149059055,5.149059011,5.149059027,5.149058992,5.149059009,5.149059039,5.149059064,5.149059023,5.149059044,5.149059037,5.149059014,5.149059042,5.149058987,5.149059042,5.14905896,5.149059023 +"3750","DAGLB",7.224641142,7.224641416,7.224641153,7.224641197,7.224641094,7.224641172,7.224641204,7.224641087,7.22464125,7.224641263,7.224641129,7.224641021,7.224641258,7.224641203,7.224640886,7.224641447,7.224640856,7.224640967,7.224641212,7.224640645,7.224641058,7.224640949,7.224641144,7.224641318,7.224641079,7.224641018,7.224641228,7.22464099 +"3751","DALRD3",6.59541179,6.595411783,6.595411774,6.595411777,6.595411813,6.595411779,6.5954118,6.595411801,6.595411804,6.595411796,6.595411777,6.595411754,6.595411782,6.595411769,6.59541178,6.595411729,6.595411777,6.595411753,6.595411789,6.595411748,6.595411765,6.595411782,6.595411794,6.595411762,6.595411736,6.595411752,6.595411754,6.595411761 +"3752","DAND5",4.917882974,4.917883022,4.917883185,4.917883129,4.917883188,4.917883218,4.917883077,4.917883199,4.917883059,4.917883158,4.917883157,4.91788307,4.917882987,4.917883011,4.917883194,4.917883206,4.917883281,4.917883248,4.917883179,4.917883211,4.917883204,4.917883129,4.917883077,4.917883098,4.917883172,4.917883127,4.917883067,4.917883102 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+"3803","DCAF8L2",3.405980811,3.405980292,3.405980491,3.405980256,3.405980669,3.405980545,3.405980823,3.405980198,3.405979973,3.405980115,3.405980459,3.405980531,3.405980762,3.405980592,3.405980382,3.40598039,3.405980954,3.405980345,3.405980162,3.405980661,3.405981086,3.40598062,3.405980266,3.405980425,3.405980406,3.405980484,3.405980632,3.405980048 +"3804","DCAKD",6.987286087,6.987286084,6.987286072,6.987286088,6.987286086,6.987286093,6.987286085,6.987286084,6.987286098,6.987286082,6.987286076,6.987286083,6.987286082,6.987286093,6.987286088,6.987286076,6.987286076,6.987286083,6.987286089,6.987286083,6.987286068,6.987286084,6.987286102,6.987286075,6.987286083,6.987286085,6.987286087,6.987286082 +"3805","DCBLD1",4.964100478,4.964100463,4.964100465,4.964100461,4.964100489,4.964100472,4.96410047,4.964100489,4.964100465,4.96410048,4.964100481,4.964100494,4.964100484,4.96410047,4.964100472,4.96410048,4.964100483,4.964100471,4.964100474,4.964100478,4.96410047,4.964100486,4.96410047,4.964100479,4.964100481,4.964100458,4.964100474,4.964100467 +"3806","DCBLD2",4.381939524,4.381939509,4.381939577,4.381939519,4.381939574,4.381939522,4.381939435,4.381939582,4.381939634,4.381939549,4.381939655,4.381939632,4.381939547,4.381939596,4.381939542,4.381939513,4.38193955,4.381939577,4.381939516,4.381939515,4.381939549,4.381939569,4.381939564,4.381939511,4.381939596,4.381939557,4.381939557,4.38193958 +"3807","DCC",3.875233713,3.875233733,3.875233745,3.875233744,3.875233732,3.875233795,3.875233721,3.875233747,3.875233729,3.875233743,3.875233757,3.875233761,3.875233748,3.875233675,3.875233733,3.875233717,3.875233738,3.875233732,3.875233758,3.875233739,3.875233722,3.87523374,3.875233734,3.87523374,3.87523371,3.875233732,3.875233736,3.875233806 +"3808","DCD",4.65757239,4.657572487,4.657572657,4.657572671,4.657572652,4.657572563,4.657572598,4.657572685,4.65757256,4.657572561,4.657572521,4.657572833,4.657572447,4.657572353,4.657572673,4.657572469,4.657572825,4.657572617,4.657572465,4.657572649,4.65757262,4.657572615,4.657572547,4.657572562,4.657572533,4.657572604,4.657572532,4.657572567 +"3809","DCDC1",3.315588944,3.315588928,3.315588951,3.315588987,3.3155890465,3.315588917,3.315588937,3.315588971,3.315588969,3.31558893,3.315588899,3.3155889275,3.3155888755,3.3155888745,3.3155889235,3.315588921,3.3155889775,3.3155889605,3.315589047,3.3155889755,3.3155888965,3.3155890305,3.3155889685,3.3155889105,3.3155890025,3.3155888495,3.3155889475,3.315588995 +"3810","DCDC2",4.23734491,4.237344934,4.237344931,4.237344935,4.237344953,4.237344927,4.237344928,4.237344956,4.237344918,4.237344951,4.237344944,4.237344933,4.23734492,4.237344922,4.237344929,4.237344929,4.237344934,4.237344939,4.237344922,4.237344934,4.237344936,4.237344933,4.237344924,4.237344927,4.237344953,4.237344945,4.23734491,4.237344919 +"3811","DCHS1",5.4941349,5.494134897,5.494134916,5.494134911,5.494134917,5.494134906,5.494134906,5.494134922,5.494134924,5.494134916,5.494134904,5.494134947,5.49413491,5.494134888,5.494134911,5.49413491,5.494134911,5.494134929,5.494134922,5.494134907,5.494134923,5.494134921,5.494134915,5.494134904,5.494134908,5.494134924,5.494134913,5.494134906 +"3812","DCHS2",3.536063456,3.536063465,3.536063471,3.536063484,3.53606349,3.536063476,3.536063464,3.536063482,3.53606348,3.536063472,3.536063494,3.536063478,3.536063467,3.536063474,3.536063464,3.536063483,3.536063468,3.536063472,3.536063473,3.536063484,3.536063471,3.536063469,3.536063466,3.53606347,3.536063482,3.536063466,3.536063485,3.53606346 +"3813","DCK",7.272558135,7.272557836,7.272557774,7.27255785,7.272557809,7.272557578,7.272557857,7.27255763,7.272557873,7.272557884,7.272557505,7.272557625,7.272558025,7.272558456,7.272557912,7.272557644,7.272557532,7.272557623,7.272557994,7.272557433,7.272557841,7.272557791,7.27255796,7.272557865,7.272557365,7.272557866,7.272557922,7.272558171 +"3814","DCLK1",3.742512943,3.742512945,3.742513137,3.742513064,3.742513121,3.742512767,3.742512765,3.742513061,3.742512926,3.742513066,3.742513144,3.742513196,3.742513092,3.742512976,3.742513043,3.742513068,3.742513216,3.742513137,3.742513186,3.742513073,3.742513032,3.742513237,3.742512958,3.742512907,3.742513045,3.742512967,3.742512844,3.742512997 +"3815","DCLK2",4.446054196,4.446054127,4.4460541,4.446054156,4.446054175,4.446054061,4.446054063,4.446054181,4.446054106,4.446054133,4.446054111,4.446054205,4.446054051,4.446054187,4.44605419,4.446054096,4.446054107,4.446054201,4.446054032,4.446054111,4.44605404,4.44605408,4.446054013,4.44605419,4.446054191,4.446054157,4.446054124,4.446054127 +"3816","DCLK3",3.864045353,3.8640455,3.864045799,3.864045604,3.864045811,3.86404543,3.864045694,3.864045578,3.864045688,3.864045415,3.864045584,3.864045595,3.864045522,3.864045393,3.864045706,3.864045744,3.86404591,3.864045593,3.864045606,3.864045448,3.864045898,3.864045755,3.864045558,3.864045359,3.864045632,3.864045707,3.864045665,3.864045476 +"3817","DCLRE1A",4.172015249,4.172015349,4.172015262,4.172015361,4.172015238,4.17201523,4.172015319,4.172015203,4.172015348,4.172015294,4.172015187,4.172015103,4.172015308,4.172015403,4.172015234,4.172015217,4.172015324,4.172015339,4.172015308,4.172015154,4.172015236,4.172015337,4.17201543,4.172015384,4.172015303,4.172015291,4.17201531,4.172015366 +"3818","DCLRE1B",4.946904023,4.946904093,4.946904014,4.946903991,4.946904015,4.946904078,4.946904081,4.946904005,4.946904009,4.946904051,4.946904017,4.946903988,4.946903955,4.946904096,4.946903934,4.946903897,4.94690396,4.946903972,4.946904007,4.946904032,4.946904008,4.946904033,4.946903993,4.946904063,4.946903885,4.946904019,4.946904034,4.94690398 +"3819","DCLRE1C",5.991484123,5.991484001,5.991484075,5.991484001,5.991483908,5.991484041,5.991484002,5.991483939,5.991483945,5.991483905,5.991483963,5.991483839,5.991484174,5.991484172,5.991484004,5.991483941,5.991483989,5.991483988,5.991484083,5.991483968,5.991484038,5.991483949,5.991483998,5.991484029,5.991483936,5.991484054,5.991484048,5.991484056 +"3820","DCN",3.060268057,3.060268042,3.060268062,3.060268067,3.060268073,3.06026804,3.060268046,3.060268074,3.060268038,3.060268046,3.060268057,3.060268073,3.060268056,3.06026805,3.060268067,3.060268038,3.06026808,3.060268041,3.060268075,3.060268054,3.060268053,3.060268067,3.060268066,3.060268038,3.060268064,3.060268049,3.060268056,3.060268095 +"3821","DCP1A",6.842843145,6.842843078,6.842842987,6.842843131,6.84284298,6.842843126,6.842843005,6.842843089,6.84284302,6.842843112,6.842843031,6.842843092,6.842843115,6.842843162,6.842843047,6.84284308,6.842842862,6.842843051,6.842843052,6.842842989,6.842843038,6.842843012,6.842843091,6.842843144,6.842843106,6.842843123,6.842843182,6.842843039 +"3822","DCP1B",5.533798259,5.53379823,5.533798238,5.533798231,5.533798237,5.533798257,5.533798234,5.533798238,5.533798246,5.533798246,5.533798223,5.53379824,5.533798256,5.533798252,5.533798244,5.533798214,5.533798223,5.533798221,5.533798243,5.533798247,5.533798228,5.533798253,5.533798256,5.533798234,5.533798241,5.533798241,5.533798254,5.533798244 +"3823","DCP2",7.997635768,7.997635088,7.997634452,7.997635987,7.997634152,7.99763425,7.997634748,7.997633929,7.997633989,7.997634194,7.997634969,7.99763292,7.997634857,7.997636204,7.99763482,7.997635127,7.997634355,7.99763556,7.997635262,7.99763483,7.997635403,7.997634518,7.997634907,7.997635307,7.997635325,7.997633913,7.997634614,7.997635451 +"3824","DCPS",6.161552363,6.161552228,6.161552094,6.161551991,6.161552307,6.161552468,6.161552448,6.16155232,6.161552245,6.161552266,6.161552141,6.161552257,6.161552454,6.161552237,6.161552222,6.161552028,6.161551926,6.161552177,6.161552204,6.161552416,6.161552428,6.161552357,6.161552302,6.16155231,6.161552061,6.161552251,6.161552333,6.161552291 +"3825","DCST1",5.460906579,5.460906679,5.460906735,5.460906668,5.460906777,5.460906629,5.4609067,5.460906796,5.460906654,5.460906642,5.460906737,5.460906813,5.460906708,5.460906531,5.460906769,5.460906755,5.460906769,5.460906722,5.460906656,5.460906667,5.460906761,5.460906802,5.460906653,5.460906572,5.460906668,5.460906762,5.460906674,5.460906657 +"3826","DCST2",5.096878513,5.096878413,5.096878526,5.096878502,5.096878474,5.096878559,5.096878495,5.096878582,5.09687852,5.096878489,5.096878538,5.096878461,5.096878509,5.096878433,5.096878555,5.096878491,5.096878556,5.096878581,5.096878512,5.096878499,5.096878533,5.096878613,5.096878474,5.096878478,5.096878479,5.096878537,5.096878474,5.09687845 +"3827","DCSTAMP",3.124005828,3.124005869,3.124005834,3.124005817,3.124005877,3.124005868,3.124005848,3.124005863,3.124005858,3.124005846,3.124005847,3.124005852,3.12400586,3.124005875,3.124005875,3.124005868,3.124005857,3.124005843,3.124005834,3.12400587,3.124005871,3.124005847,3.124005875,3.124005856,3.124005855,3.124005853,3.124005847,3.124005859 +"3828","DCT",3.698270888,3.698270941,3.698271046,3.698270898,3.698271084,3.698271087,3.698270955,3.698271112,3.698271145,3.698270925,3.698271047,3.698271209,3.698270965,3.698271043,3.698270962,3.698270994,3.698271025,3.698270993,3.698271102,3.698270858,3.698270979,3.698271035,3.698271017,3.698270918,3.698271005,3.69827103,3.698270928,3.698271013 +"3829","DCTD",7.437467805,7.437467576,7.437467241,7.437467082,7.437467219,7.43746729,7.437467297,7.437467407,7.437467623,7.437467425,7.43746695,7.437467282,7.437467561,7.437467801,7.437467322,7.437467482,7.43746699,7.437467048,7.437467322,7.437467244,7.437467283,7.437467387,7.437467522,7.437467448,7.437466897,7.437467519,7.437467434,7.437467605 +"3830","DCTN1",7.547297448,7.547297478,7.547297419,7.547297417,7.547297435,7.547297491,7.547297449,7.547297429,7.547297466,7.547297446,7.547297402,7.5472974,7.54729746,7.547297492,7.547297418,7.54729747,7.547297375,7.547297398,7.547297422,7.547297476,7.547297437,7.54729745,7.547297443,7.547297463,7.547297429,7.547297435,7.547297439,7.547297437 +"3831","DCTN2",6.746984859,6.74698487,6.746984741,6.746984782,6.746984736,6.746984903,6.746984829,6.746984735,6.746984815,6.746984859,6.746984781,6.746984613,6.746984811,6.746984893,6.746984729,6.746984803,6.746984682,6.746984706,6.746984805,6.746984829,6.746984783,6.746984759,6.746984837,6.746984882,6.746984753,6.746984751,6.74698482,6.746984722 +"3832","DCTN3",7.468568596,7.468568728,7.468568673,7.468568275,7.468568316,7.468568559,7.468568568,7.468568456,7.468568549,7.468568539,7.468568313,7.468568118,7.468568585,7.468568466,7.468568314,7.468568656,7.468568456,7.468568016,7.468568496,7.4685686,7.468568499,7.468568406,7.468568754,7.468568546,7.468568295,7.468568314,7.468568566,7.468568184 +"3833","DCTN4",7.079367473,7.079367407,7.079367017,7.079367297,7.079367013,7.079367192,7.079367091,7.079367055,7.079367042,7.079367255,7.079367132,7.07936698,7.079367141,7.079367356,7.079367119,7.079367213,7.079366819,7.079366908,7.079367204,7.079367412,7.079367083,7.079367085,7.07936717,7.079367454,7.079367194,7.079367156,7.079367281,7.07936712 +"3834","DCTN5",7.484656289,7.48465604,7.48465599,7.484655586,7.484655666,7.484655993,7.484655952,7.484655655,7.484656028,7.48465591,7.484655428,7.484655492,7.484656438,7.484656509,7.484655803,7.484655575,7.484655508,7.484655331,7.484655841,7.484655821,7.484655826,7.484655689,7.484656122,7.484655935,7.484655488,7.484655833,7.484656513,7.484656074 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+"3837","DCUN1D1",6.238261217,6.238261025,6.238261252,6.238261073,6.238261004,6.23826083,6.238261123,6.238261148,6.23826104,6.238260984,6.238261194,6.238261077,6.238261019,6.238261399,6.238261105,6.238260816,6.238260961,6.238261017,6.238261137,6.238260844,6.238261117,6.238261048,6.238261087,6.23826105,6.238261135,6.238261285,6.23826103,6.238261296 +"3838","DCUN1D2",5.945830663,5.945830497,5.945830549,5.945830315,5.945830334,5.945830258,5.945830613,5.945830429,5.945830551,5.945830351,5.945830301,5.945830224,5.945830528,5.94583096,5.945830454,5.945830493,5.945830428,5.945830081,5.945830537,5.945830299,5.945830461,5.945830225,5.945830575,5.945830444,5.945830552,5.94583032,5.945830525,5.945830595 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+"4093","DLX3",4.70430516,4.704305347,4.704305694,4.704305353,4.704305566,4.704305352,4.704305446,4.704305598,4.704305571,4.704305643,4.704305455,4.704305614,4.704305379,4.704304995,4.70430559,4.704305429,4.704305656,4.704305532,4.704305346,4.7043052,4.704305515,4.704305458,4.70430547,4.704305353,4.704305522,4.704305452,4.704305399,4.704305431 +"4094","DLX4",5.872862473,5.87286242,5.872862774,5.872862666,5.87286305,5.872862717,5.872862799,5.872862934,5.872862691,5.872862698,5.87286287,5.872862967,5.87286273,5.872862231,5.872863031,5.872862763,5.872862996,5.872862894,5.872862789,5.872862729,5.872863023,5.872863022,5.872862669,5.872862465,5.872862634,5.872862978,5.872862585,5.872862646 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+"4097","DMAC1",5.21262751,5.212627234,5.212627375,5.212627235,5.21262743,5.212627267,5.212627294,5.212627286,5.212627769,5.212627661,5.212627315,5.212627163,5.212627361,5.21262779,5.212627458,5.212627441,5.212627231,5.212627401,5.212627509,5.21262715,5.212627433,5.212627449,5.212627595,5.212627348,5.212627076,5.212627441,5.212627458,5.21262771 +"4098","DMAC2",7.144716128,7.1447161,7.144716023,7.144716067,7.14471608,7.144716137,7.144716112,7.144716092,7.144716089,7.144716086,7.144715979,7.144716019,7.144716101,7.144716125,7.144716101,7.1447161,7.144716048,7.144716057,7.144716067,7.144716127,7.144716089,7.14471607,7.144716079,7.144716117,7.144716033,7.144716082,7.144716094,7.144716116 +"4099","DMAC2L",5.915376403,5.915376313,5.915376256,5.915376253,5.915376203,5.91537626,5.915376284,5.915376257,5.915376381,5.915376353,5.915376194,5.915376309,5.915376335,5.91537634,5.915376361,5.915376262,5.915376219,5.915376164,5.915376375,5.915376296,5.915376254,5.915376314,5.91537636,5.915376327,5.915376299,5.915376335,5.915376404,5.915376348 +"4100","DMAP1",7.01799365,7.017993664,7.017993667,7.017993626,7.017993673,7.017993687,7.017993686,7.017993629,7.017993688,7.017993678,7.017993641,7.01799366,7.017993688,7.017993694,7.017993698,7.017993689,7.017993672,7.017993642,7.017993681,7.017993647,7.017993679,7.01799367,7.017993681,7.017993663,7.017993647,7.017993682,7.01799369,7.0179937 +"4101","DMBT1",4.31437356,4.314373522,4.314373576,4.31437361,4.314373661,4.314373641,4.314373562,4.314373644,4.314373591,4.314373584,4.314373562,4.31437368,4.314373572,4.314373497,4.314373678,4.314373601,4.314373724,4.314373606,4.314373579,4.314373553,4.314373689,4.314373636,4.314373485,4.314373564,4.314373602,4.314373651,4.314373579,4.314373624 +"4102","DMBT1L1",4.927897009,4.927897077,4.927897177,4.927897034,4.927897173,4.927896851,4.927897054,4.927897165,4.927897106,4.927897064,4.927897224,4.927897237,4.927897094,4.927897076,4.927897142,4.927897158,4.927897158,4.927897179,4.927897172,4.927897141,4.927897172,4.927897169,4.927896997,4.927897097,4.927897153,4.927897138,4.927897017,4.927897089 +"4103","DMBX1",5.61850457,5.618504508,5.618504753,5.61850457,5.618505071,5.61850481,5.618504718,5.618504898,5.618504717,5.618504797,5.618504828,5.618504917,5.618504626,5.618504294,5.618504875,5.61850474,5.618505166,5.618504964,5.61850471,5.618504653,5.618504828,5.618504912,5.618504711,5.618504537,5.618504738,5.618504825,5.618504614,5.61850483 +"4104","DMC1",3.473664295,3.473664313,3.473664298,3.473664243,3.473664288,3.473664397,3.473664324,3.47366429,3.473664285,3.473664302,3.4736644,3.473664277,3.47366427,3.473664188,3.473664238,3.473664288,3.47366437,3.473664393,3.473664312,3.473664251,3.473664283,3.473664317,3.473664364,3.473664276,3.473664247,3.473664284,3.4736643,3.473664306 +"4105","DMD",3.667144933,3.667144977,3.667144993,3.667144978,3.667145119,3.667145,3.667145009,3.667145029,3.667145036,3.667145009,3.667145019,3.667145099,3.667145002,3.66714498,3.667145085,3.667145069,3.667145087,3.667145037,3.66714504,3.667145086,3.667145077,3.667145049,3.66714499,3.667145008,3.667145039,3.667145049,3.667144976,3.667145062 +"4106","DMGDH",3.687895405,3.687895483,3.687895837,3.687895416,3.687895637,3.687895572,3.687895691,3.687895841,3.687895667,3.687895736,3.68789549,3.687895908,3.687895542,3.687895456,3.687895718,3.687895602,3.687895535,3.687895483,3.68789568,3.68789563,3.687895679,3.687895506,3.68789573,3.687895513,3.687895709,3.687895479,3.687895388,3.687895719 +"4107","DMKN",5.701427288,5.701427217,5.701427679,5.701427438,5.701427768,5.701427267,5.701427435,5.701427707,5.701427459,5.70142744,5.701427654,5.701427733,5.701427444,5.701426924,5.701427615,5.701427463,5.701427785,5.70142764,5.701427434,5.701427508,5.701427605,5.701427611,5.701427385,5.701427325,5.701427683,5.701427645,5.701427396,5.701427482 +"4108","DMP1",3.832749732,3.832749748,3.832749785,3.832749766,3.832749803,3.83274972,3.832749761,3.832749796,3.832749763,3.83274975,3.832749787,3.83274979,3.832749741,3.832749745,3.832749792,3.832749782,3.832749784,3.8327498,3.832749765,3.832749769,3.832749768,3.832749775,3.832749745,3.832749747,3.832749786,3.832749765,3.832749784,3.832749795 +"4109","DMPK",6.331245786,6.331245745,6.331245788,6.331245751,6.331245956,6.331245813,6.331245883,6.331245882,6.33124584,6.331245847,6.331245778,6.331245984,6.331245838,6.331245697,6.331245939,6.33124581,6.33124589,6.331245845,6.331245812,6.331245815,6.331245984,6.33124591,6.331245825,6.331245705,6.331245839,6.33124594,6.331245803,6.331245825 +"4110","DMRT1",4.567694757,4.567694802,4.567694821,4.567694688,4.567694933,4.567694806,4.567694741,4.567694709,4.5676947,4.567694711,4.567694872,4.567694953,4.567694781,4.567694629,4.567694736,4.567694801,4.567694959,4.567694805,4.567694771,4.567694861,4.567694796,4.567694821,4.5676947,4.567694677,4.567694758,4.567694659,4.567694665,4.567694685 +"4111","DMRT2",4.637840686,4.637840652,4.637840711,4.637840726,4.637840736,4.637840662,4.637840689,4.637840767,4.637840737,4.637840706,4.637840749,4.637840772,4.637840713,4.637840635,4.637840712,4.637840702,4.637840747,4.63784074,4.637840672,4.637840693,4.637840667,4.637840733,4.63784071,4.637840672,4.637840734,4.637840729,4.637840722,4.637840667 +"4112","DMRT3",5.051744107,5.051744012,5.051744046,5.05174425,5.051744233,5.051744291,5.051744222,5.051744304,5.0517442,5.051744223,5.051744257,5.051744192,5.051744183,5.051743851,5.051744273,5.051744254,5.051744384,5.051744433,5.051744134,5.051744199,5.051744235,5.051744284,5.051744033,5.051744053,5.051744118,5.051744272,5.051744166,5.051744208 +"4113","DMRTA1",5.454673821,5.454673852,5.45467402,5.454673914,5.454674125,5.454673906,5.454673983,5.454674005,5.454674,5.454673997,5.454674022,5.454674155,5.454673936,5.454673794,5.454674094,5.454674027,5.454674117,5.454674041,5.454674,5.454673941,5.454674069,5.454674071,5.454673891,5.454673868,5.454673993,5.454674023,5.454673868,5.454674102 +"4114","DMRTA2",6.561490216,6.561489772,6.561490499,6.561490134,6.561491453,6.561490322,6.561490823,6.561490856,6.56149018,6.561490565,6.561491218,6.561491013,6.561490563,6.561489427,6.561491117,6.561489789,6.561490975,6.56149061,6.561490749,6.561489992,6.561491083,6.561490894,6.561489946,6.56148986,6.561490422,6.561490719,6.561490539,6.561490583 +"4115","DMRTB1",6.116936131,6.116936079,6.116936426,6.116936249,6.116936757,6.116936067,6.116936495,6.116936656,6.116936474,6.116936538,6.116936687,6.116936832,6.116936272,6.11693577,6.116936673,6.11693645,6.116936735,6.116936538,6.116936543,6.116936437,6.116936711,6.116936415,6.116936333,6.116936324,6.116936445,6.116936675,6.116936327,6.116936627 +"4116","DMRTC2",5.466688168,5.466688175,5.466688249,5.466688238,5.466688259,5.46668819,5.466688286,5.46668824,5.466688263,5.46668824,5.466688189,5.466688278,5.466688114,5.466688114,5.466688227,5.466688137,5.466688331,5.466688266,5.466688233,5.466688234,5.466688307,5.466688274,5.466688167,5.466688114,5.466688182,5.466688223,5.466688174,5.466688193 +"4117","DMTF1",7.698815693,7.698815327,7.698815007,7.698815271,7.698815136,7.698815207,7.698815409,7.698815168,7.69881537,7.698815234,7.698815033,7.698815015,7.698815554,7.698815769,7.698815483,7.698815265,7.698814773,7.698815062,7.698815428,7.698815286,7.698815549,7.698815289,7.698815301,7.698815263,7.69881538,7.698815427,7.698815542,7.698815405 +"4118","DMTN",8.846250237,8.572438238,10.3301936,9.169943767,9.259050083,9.908773086,9.404735853,9.770120858,9.829807849,9.326658634,9.572195695,9.870762096,8.855156494,8.170530128,8.852511489,8.021620051,10.08669785,9.194663626,8.81873552,9.453345247,9.218353343,9.467495626,9.704825136,9.247854702,9.615633551,9.877607241,9.085830981,8.699518286 +"4119","DMWD",6.566690767,6.566690763,6.56669077,6.566690756,6.566690765,6.566690769,6.566690758,6.56669078,6.566690769,6.566690766,6.566690758,6.566690761,6.566690769,6.566690757,6.566690758,6.566690762,6.566690765,6.566690771,6.566690757,6.566690765,6.566690776,6.566690781,6.566690769,6.566690769,6.566690776,6.566690778,6.566690774,6.566690732 +"4120","DMXL1",6.424960894,6.424960656,6.424960648,6.424960682,6.424960574,6.424960617,6.424960751,6.424960532,6.42496057,6.424960708,6.424960619,6.424960467,6.424960746,6.424960983,6.424960714,6.424960638,6.424960528,6.424960604,6.424960731,6.424960528,6.42496068,6.424960542,6.424960592,6.424960704,6.424960581,6.42496075,6.424960713,6.424960821 +"4121","DMXL2",8.001931654,8.015401883,7.985367923,8.009301075,7.978943759,8.036996197,8.004259998,7.93746278,7.948705668,7.983340171,7.990922817,7.91234225,7.992140171,8.005017327,7.986497629,8.007663846,7.969297502,7.985642163,7.991029516,8.048726398,8.028044487,7.961454077,7.968730036,7.997877406,8.008073361,7.954019125,7.994393304,7.968506775 +"4122","DNA2",4.54862754,4.548627507,4.548627528,4.548627537,4.548627532,4.54862754,4.548627562,4.548627509,4.548627546,4.548627536,4.548627512,4.548627538,4.548627536,4.548627546,4.548627538,4.548627536,4.548627509,4.548627519,4.548627542,4.548627519,4.54862756,4.548627532,4.548627555,4.548627549,4.548627541,4.548627546,4.548627547,4.548627526 +"4123","DNAAF1",4.748842944,4.748842988,4.74884301,4.748842944,4.748843026,4.748842923,4.748842971,4.74884302,4.748843003,4.748842966,4.748843,4.748843046,4.748842954,4.748842918,4.748843037,4.748843029,4.748843042,4.748843012,4.748842966,4.748842985,4.748843025,4.748843013,4.748842954,4.748842946,4.748842994,4.748843011,4.748842941,4.748843025 +"4124","DNAAF10",5.42923897,5.429238953,5.429238923,5.429238858,5.429238922,5.42923891,5.429238936,5.429238938,5.429238983,5.429238933,5.429238811,5.42923887,5.429238919,5.429239044,5.429238899,5.429238894,5.429238904,5.42923875,5.429238902,5.429238858,5.429238897,5.429238937,5.429238962,5.429238944,5.429238784,5.429238916,5.429238953,5.429238975 +"4125","DNAAF11",5.158730948,5.158732241,5.158731527,5.158732394,5.158729341,5.158731229,5.158732395,5.158731488,5.158731228,5.158729763,5.158729753,5.158730796,5.158731134,5.158729492,5.158730859,5.158731723,5.158731657,5.158731994,5.158730183,5.158731428,5.158732082,5.158731086,5.158731653,5.158730917,5.158730018,5.158731218,5.158731259,5.158729033 +"4126","DNAAF2",4.581133606,4.581133579,4.581133595,4.581133579,4.581133528,4.58113348,4.581133566,4.581133571,4.581133606,4.581133599,4.581133574,4.581133548,4.581133593,4.581133628,4.581133611,4.581133562,4.581133557,4.581133575,4.581133556,4.581133548,4.581133609,4.581133584,4.581133603,4.581133598,4.581133564,4.581133565,4.581133588,4.581133641 +"4127","DNAAF3",5.573730361,5.573730368,5.573730445,5.573730406,5.573730467,5.57373042,5.573730433,5.573730426,5.573730417,5.573730417,5.57373044,5.573730491,5.573730399,5.573730306,5.57373045,5.573730382,5.573730468,5.573730423,5.573730387,5.573730391,5.573730427,5.573730452,5.573730379,5.573730398,5.573730409,5.573730416,5.573730375,5.573730396 +"4128","DNAAF5",6.309134637,6.309134656,6.309134657,6.309134656,6.30913471,6.309134622,6.309134715,6.309134704,6.309134688,6.309134669,6.309134659,6.309134627,6.309134665,6.309134642,6.309134691,6.309134636,6.309134697,6.309134675,6.30913461,6.309134634,6.30913469,6.309134725,6.309134688,6.309134616,6.309134651,6.309134658,6.309134701,6.309134646 +"4129","DNAAF6",3.046545041,3.046545064,3.046545106,3.046545162,3.046545125,3.046545005,3.046545045,3.046545158,3.046545037,3.046545226,3.046545133,3.046545379,3.046545009,3.046545132,3.046545099,3.046545331,3.046545264,3.046545166,3.046545151,3.046545061,3.046545063,3.04654507,3.046545117,3.04654506,3.046545322,3.046545169,3.046544997,3.04654516 +"4130","DNAAF8",5.269270889,5.269271024,5.269270948,5.269270886,5.269271086,5.269270879,5.269270899,5.269271038,5.269271042,5.269270997,5.269271053,5.269271102,5.269270891,5.269270647,5.26927099,5.269271015,5.269271116,5.269271106,5.269270809,5.269270901,5.26927096,5.269271061,5.269270895,5.26927096,5.269271013,5.269271019,5.269270722,5.269270936 +"4131","DNAAF9",5.971777834,5.97177781,5.971777741,5.971777785,5.971777795,5.971777728,5.971777778,5.971777754,5.971777753,5.971777838,5.971777781,5.971777722,5.97177779,5.971777828,5.971777774,5.971777687,5.971777736,5.971777702,5.971777761,5.971777761,5.971777785,5.971777769,5.971777713,5.971777795,5.971777743,5.971777761,5.971777814,5.971777702 +"4132","DNAH1",6.526442355,6.526442347,6.526442352,6.526442355,6.526442343,6.526442404,6.52644237,6.52644235,6.526442367,6.526442355,6.526442324,6.526442366,6.526442362,6.526442338,6.526442335,6.526442322,6.526442324,6.526442353,6.52644237,6.526442366,6.526442344,6.526442361,6.526442348,6.526442349,6.526442331,6.526442384,6.526442369,6.52644233 +"4133","DNAH10",4.1581322855,4.158132335,4.1581323405,4.158132317,4.1581323975,4.158132347,4.1581323525,4.158132354,4.158132323,4.1581323205,4.15813236,4.1581323915,4.1581323325,4.1581323195,4.1581323815,4.1581323995,4.158132359,4.158132349,4.1581323435,4.1581323425,4.15813239,4.158132352,4.158132257,4.1581322915,4.15813237,4.158132351,4.1581323385,4.158132334 +"4134","DNAH11",3.654290792,3.654290787,3.654290796,3.654290792,3.654290799,3.654290793,3.654290796,3.654290794,3.654290797,3.654290792,3.654290791,3.654290802,3.654290793,3.654290785,3.654290799,3.654290796,3.654290803,3.654290796,3.654290799,3.654290795,3.654290797,3.654290802,3.654290794,3.654290793,3.65429079,3.654290796,3.654290783,3.6542908 +"4135","DNAH12",3.336966916,3.33696696533333,3.33696702433333,3.33696701766667,3.33696698833333,3.336966939,3.336967016,3.33696698533333,3.33696705833333,3.33696698666667,3.33696703033333,3.33696706266667,3.33696705266667,3.33696699,3.33696701533333,3.33696704866667,3.33696707333333,3.33696705233333,3.336966985,3.336966994,3.33696699433333,3.33696706266667,3.33696702666667,3.33696699433333,3.33696699133333,3.33696698533333,3.33696701933333,3.33696700933333 +"4136","DNAH14",2.60302470833333,2.60302445866667,2.603024699,2.60302474466667,2.603024509,2.603024557,2.60302476933333,2.60302461533333,2.60302441533333,2.60302476966667,2.60302462033333,2.60302460966667,2.603024445,2.60302455766667,2.60302462633333,2.60302465466667,2.60302467066667,2.60302472233333,2.603024465,2.60302449766667,2.603024669,2.60302447533333,2.603024508,2.60302450566667,2.60302460033333,2.60302450633333,2.603024571,2.60302451733333 +"4137","DNAH17",4.50080487366667,4.50080487633333,4.50080494533333,4.500804947,4.500805035,4.50080494733333,4.50080495866667,4.50080502066667,4.500804891,4.50080488066667,4.50080500566667,4.500805159,4.500804902,4.50080475933333,4.50080495066667,4.500804894,4.50080511066667,4.50080499,4.500804884,4.50080493333333,4.50080500033333,4.50080503666667,4.50080481833333,4.50080484133333,4.50080494566667,4.50080497333333,4.50080486466667,4.500804995 +"4138","DNAH2",4.100172984,4.10017299,4.100172993,4.100172987,4.100173002,4.100172981,4.100172987,4.100172994,4.100172988,4.100172986,4.10017299,4.100172997,4.100172982,4.100172979,4.100172989,4.100172996,4.100172999,4.100172997,4.100172993,4.100172994,4.100172996,4.100172993,4.100172989,4.100172984,4.100173,4.100172997,4.100172981,4.100172993 +"4139","DNAH3",3.722834905,3.722834913,3.722834917,3.722834905,3.722834931,3.72283491,3.722834926,3.722834937,3.722834913,3.722834907,3.72283492,3.722834938,3.722834911,3.722834896,3.722834934,3.722834922,3.722834913,3.722834934,3.722834925,3.722834924,3.722834926,3.722834923,3.722834905,3.722834899,3.722834922,3.722834915,3.722834914,3.722834914 +"4140","DNAH5",3.528146328,3.528146336,3.528146334,3.528146333,3.528146337,3.528146331,3.528146333,3.528146334,3.528146334,3.528146334,3.528146335,3.528146337,3.528146331,3.528146326,3.52814633,3.528146338,3.528146336,3.528146335,3.528146333,3.528146332,3.528146333,3.528146333,3.528146331,3.52814633,3.528146336,3.528146331,3.528146335,3.528146332 +"4141","DNAH6",3.60568741425,3.605687414,3.6056874195,3.6056873615,3.60568743425,3.6056874215,3.60568744975,3.605687367,3.60568746675,3.605687478,3.605687452,3.60568744725,3.60568743625,3.60568752275,3.60568747275,3.60568746,3.60568749575,3.60568744,3.6056874745,3.6056873575,3.60568746225,3.6056873545,3.60568747075,3.60568747875,3.60568739375,3.605687465,3.60568744325,3.605687464 +"4142","DNAH7",3.356534741,3.356534745,3.356534741,3.356534747,3.356534745,3.356534748,3.356534743,3.356534742,3.356534744,3.356534744,3.356534745,3.356534747,3.356534742,3.356534738,3.356534743,3.356534749,3.356534753,3.356534744,3.356534745,3.356534746,3.356534741,3.356534748,3.356534744,3.356534746,3.356534742,3.356534742,3.356534743,3.356534743 +"4143","DNAH8",2.944353696,2.944353696,2.944353697,2.944353699,2.944353699,2.944353699,2.944353696,2.944353697,2.944353698,2.944353699,2.944353696,2.944353705,2.944353698,2.944353693,2.944353699,2.944353698,2.944353698,2.944353699,2.9443537,2.944353698,2.944353695,2.944353697,2.944353698,2.944353692,2.944353703,2.944353696,2.944353698,2.944353697 +"4144","DNAH9",4.191418359,4.19141837,4.191418377,4.191418376,4.191418397,4.191418361,4.191418379,4.191418393,4.191418373,4.191418379,4.19141838,4.191418393,4.191418381,4.191418358,4.191418399,4.191418392,4.191418401,4.19141839,4.191418376,4.19141839,4.191418397,4.191418396,4.191418371,4.191418364,4.191418375,4.191418393,4.191418382,4.191418385 +"4145","DNAI1",4.293493881,4.293493959,4.293494177,4.293493997,4.293494164,4.293494012,4.293493996,4.293494083,4.293494075,4.293494048,4.293494059,4.293494189,4.293493959,4.293493888,4.293494048,4.293494096,4.293494279,4.293494201,4.293494029,4.293494024,4.293494122,4.293494184,4.293493867,4.293494113,4.29349413,4.293494046,4.293493999,4.293493957 +"4146","DNAI2",4.83447864,4.834478689,4.834478813,4.83447869,4.83447884,4.834478675,4.834478738,4.834478741,4.834478728,4.834478611,4.834478802,4.834478776,4.834478738,4.834478643,4.834478741,4.834478722,4.8344788,4.834478755,4.834478758,4.834478721,4.834478809,4.834478753,4.834478768,4.834478628,4.83447872,4.834478697,4.834478593,4.834478824 +"4147","DNAI3",3.489831756,3.489831747,3.489831757,3.489831762,3.489831754,3.48983178,3.489831762,3.489831784,3.489831794,3.489831768,3.489831773,3.489831801,3.489831751,3.489831763,3.489831744,3.489831738,3.489831773,3.489831783,3.489831754,3.489831759,3.489831779,3.489831801,3.48983176,3.489831741,3.489831779,3.489831774,3.48983178,3.489831785 +"4148","DNAI4",3.305171641,3.305171748,3.305171683,3.305171624,3.30517169,3.30517167,3.305171651,3.305171633,3.305171716,3.305171731,3.305171803,3.3051716,3.305171699,3.305171693,3.305171719,3.305171681,3.305171933,3.305171639,3.305171715,3.305171717,3.305171645,3.305171687,3.305171684,3.305171709,3.305171782,3.30517167,3.30517174,3.305171739 +"4149","DNAI7",2.678228802,2.678228673,2.678228826,2.678228746,2.678228802,2.67822876,2.678228862,2.678228672,2.678228987,2.678228709,2.678229009,2.678229093,2.678228782,2.678228757,2.678228806,2.678228729,2.678228691,2.678229059,2.678228644,2.678228774,2.67822858,2.678228771,2.678228984,2.678228658,2.678228775,2.678228837,2.678228775,2.67822863 +"4150","DNAJA1",6.127090462,6.127090378,6.12709039,6.127090534,6.127090418,6.127090598,6.127090298,6.127090564,6.127090366,6.127090369,6.127090577,6.127089877,6.127090312,6.127090892,6.127090424,6.127090347,6.12709013,6.127090337,6.127090352,6.127090551,6.127090386,6.127090368,6.127090466,6.127090628,6.127090327,6.127090189,6.127090358,6.12709042 +"4151","DNAJA1P5",3.264091584,3.264091625,3.264091664,3.264091679,3.264091688,3.264091537,3.2640917,3.264091706,3.264091701,3.264091563,3.264091627,3.264091683,3.264091539,3.264091541,3.264091492,3.264091638,3.264091672,3.264091532,3.264091481,3.264091579,3.264091687,3.264091651,3.26409169,3.264091591,3.264091564,3.264091734,3.26409145,3.264091574 +"4152","DNAJA2",6.625856211,6.625856152,6.625856044,6.625856089,6.625855985,6.625855975,6.625856001,6.62585598,6.6258562,6.625856091,6.625856018,6.625855885,6.625856147,6.625856463,6.625856175,6.62585621,6.62585601,6.625856063,6.625856011,6.625856188,6.625856038,6.625856048,6.625856118,6.62585615,6.625856012,6.625856037,6.625856042,6.625856316 +"4153","DNAJA3",6.192365849,6.192365858,6.192365821,6.192365807,6.19236586,6.192365924,6.192365882,6.192365837,6.192366005,6.19236595,6.192365708,6.192365891,6.19236593,6.192365949,6.192365895,6.192365796,6.192365762,6.19236574,6.192365858,6.192365793,6.192365788,6.192365914,6.192365891,6.192365909,6.192365701,6.192365901,6.192365917,6.19236595 +"4154","DNAJA4",7.095896411,7.095896523,7.095897137,7.095895716,7.09589621,7.095897361,7.095897534,7.095897988,7.095897024,7.095897382,7.095896675,7.095898094,7.095896563,7.095896413,7.0958964,7.095896235,7.095897053,7.09589645,7.095896285,7.095897072,7.095897394,7.095897375,7.095896543,7.095897502,7.095896661,7.095898011,7.09589668,7.095896132 +"4155","DNAJB1",7.776212359,7.776212502,7.776212139,7.776212406,7.776212182,7.776212356,7.776212199,7.776212383,7.776212484,7.776212341,7.776212021,7.776212096,7.776212423,7.776212771,7.776212279,7.776212271,7.77621192,7.776212203,7.776212321,7.776212263,7.776212139,7.776212233,7.7762125,7.776212295,7.776212124,7.776212198,7.776212425,7.776212553 +"4156","DNAJB11",5.964315493,5.964315394,5.964315543,5.96431523,5.964315023,5.964315533,5.964315805,5.96431504,5.964315173,5.964315313,5.964315105,5.964314838,5.964315694,5.964315984,5.964315106,5.964315427,5.964315,5.964314901,5.96431515,5.96431547,5.964315709,5.964315197,5.964315509,5.964315302,5.964315037,5.964315189,5.964315419,5.964315579 +"4157","DNAJB12",6.622494339,6.622494535,6.622494467,6.622494654,6.622494176,6.622494702,6.622494278,6.622494482,6.622494366,6.622494549,6.622494501,6.622494074,6.622494399,6.622494349,6.622494388,6.62249447,6.622494215,6.622494373,6.622494216,6.622494782,6.622494358,6.622494383,6.622494297,6.622494437,6.622494261,6.622494154,6.622494513,6.622493986 +"4158","DNAJB13",4.558694274,4.558694355,4.558694342,4.558694344,4.55869441,4.558694313,4.558694306,4.558694326,4.558694317,4.558694363,4.558694305,4.558694367,4.558694299,4.558694276,4.55869437,4.558694384,4.558694416,4.558694322,4.558694329,4.558694396,4.558694338,4.558694341,4.558694303,4.558694364,4.558694429,4.558694368,4.558694338,4.558694376 +"4159","DNAJB14",6.484354622,6.48435352,6.484352854,6.484352668,6.484353243,6.48435244,6.484353775,6.484352629,6.48435388,6.484353333,6.484353427,6.48435186,6.484353565,6.484355508,6.484354047,6.484353144,6.484353899,6.484352656,6.484353903,6.484352302,6.484353753,6.484353366,6.48435425,6.484353398,6.484353118,6.48435227,6.484353732,6.484354905 +"4160","DNAJB2",7.133106446,7.133106669,7.133107591,7.133106656,7.133106893,7.133107463,7.133106886,7.133107258,7.133107462,7.13310716,7.13310714,7.133107572,7.133106359,7.133106342,7.133106371,7.133106281,7.133107226,7.133106763,7.133106563,7.133107002,7.133106552,7.133107,7.133107473,7.133107013,7.133107286,7.133107298,7.13310652,7.133106771 +"4161","DNAJB3",4.316722653,4.316722661,4.316722659,4.316722652,4.31672268,4.316722669,4.316722642,4.316722677,4.316722673,4.316722656,4.316722679,4.316722711,4.316722673,4.316722642,4.316722665,4.316722692,4.31672269,4.316722704,4.316722672,4.316722693,4.316722668,4.31672267,4.316722655,4.316722665,4.316722695,4.316722685,4.316722678,4.316722648 +"4162","DNAJB4",4.22504502,4.225045132,4.225044788,4.225044379,4.225044502,4.225044486,4.225044796,4.225044706,4.225044992,4.225044982,4.225044824,4.225045241,4.22504483,4.225045667,4.225044973,4.225044827,4.225044715,4.225044782,4.225045114,4.225044164,4.225044663,4.225044892,4.225045012,4.225044698,4.225044488,4.225044751,4.225044843,4.225045462 +"4163","DNAJB5",5.388031963,5.388032063,5.388032136,5.388032081,5.388032271,5.388032066,5.388031968,5.388032154,5.388031941,5.388031958,5.388032229,5.388032111,5.388032088,5.388032043,5.388032207,5.388031972,5.388032208,5.388032211,5.388032122,5.388032195,5.388032237,5.388032127,5.388031781,5.388031992,5.38803212,5.388032117,5.388031969,5.388032094 +"4164","DNAJB6",8.501059024,8.501059651,8.501058572,8.501059115,8.501058108,8.501058221,8.501057915,8.501058689,8.501058161,8.501058043,8.501058531,8.5010576,8.501058217,8.501059235,8.501058523,8.501059442,8.501058057,8.501058879,8.501058404,8.501058664,8.501058054,8.501058278,8.501058547,8.501058581,8.50105847,8.501058532,8.501058156,8.501058481 +"4165","DNAJB7",3.601185364,3.601185381,3.601185882,3.601185495,3.601185679,3.601185543,3.601185498,3.601185471,3.601185505,3.601185444,3.601185495,3.601185663,3.601185723,3.601185707,3.601185545,3.601185536,3.601185551,3.601185456,3.601185508,3.601185517,3.601185448,3.601185705,3.60118552,3.601185585,3.601185471,3.601185562,3.601185533,3.601185629 +"4166","DNAJB8",4.439839042,4.439839032,4.439839102,4.439839137,4.439839183,4.439839072,4.439839099,4.439839071,4.439839065,4.439839022,4.439839225,4.439839117,4.439839038,4.439839084,4.439839166,4.439839099,4.439839202,4.439839172,4.439839076,4.439839133,4.439839111,4.439839173,4.439839048,4.439839132,4.43983912,4.439839096,4.439839087,4.439839101 +"4167","DNAJB9",4.944204913,4.944204937,4.944204939,4.94420492,4.944204944,4.944204926,4.944204955,4.944204937,4.944204936,4.944204977,4.944204919,4.944204952,4.944204948,4.944204983,4.944204942,4.944204956,4.944204937,4.944204986,4.944204946,4.944204925,4.944204936,4.944204983,4.944204933,4.944204932,4.944204983,4.944204976,4.944204933,4.94420503 +"4168","DNAJC1",6.472171916,6.472171759,6.472171232,6.472170937,6.472171041,6.472172779,6.472171454,6.472171508,6.472171412,6.472171374,6.472170896,6.472170079,6.472171525,6.472172235,6.472171783,6.472171623,6.472171169,6.472171148,6.472171104,6.472172125,6.472171609,6.472171437,6.472171862,6.472171814,6.472171104,6.472170709,6.472171856,6.472171899 +"4169","DNAJC10",6.733081817,6.733081487,6.733081448,6.733080831,6.733081266,6.733080629,6.733081179,6.733080446,6.733081267,6.733081502,6.73308089,6.733080597,6.733081204,6.733083584,6.733081153,6.733081084,6.73308105,6.733080663,6.733081559,6.733080692,6.733081261,6.733080976,6.733081084,6.733081435,6.733080771,6.733081094,6.733081168,6.733082382 +"4170","DNAJC11",6.263212709,6.263212558,6.263212597,6.263212457,6.263212428,6.263212715,6.263212532,6.263212436,6.263212695,6.263212757,6.26321235,6.263212689,6.26321267,6.263212724,6.263212546,6.26321238,6.263212235,6.263212298,6.263212503,6.263212506,6.263212575,6.26321259,6.263212601,6.26321262,6.263212383,6.263212573,6.263212659,6.263212604 +"4171","DNAJC12",3.872553249,3.872553343,3.872553293,3.872553297,3.87255331,3.872553283,3.872553291,3.87255336,3.872553321,3.872553352,3.872553338,3.872553361,3.872553301,3.872553265,3.87255334,3.872553348,3.872553349,3.872553365,3.872553388,3.872553283,3.872553316,3.872553282,3.872553312,3.872553269,3.872553304,3.872553348,3.872553273,3.872553347 +"4172","DNAJC13",7.396004664,7.396004575,7.39600432,7.396004277,7.396004028,7.396004677,7.396004508,7.396003877,7.396003957,7.39600436,7.396004217,7.396003627,7.396004449,7.396005037,7.396004524,7.396004166,7.39600408,7.396004086,7.396004335,7.396004276,7.396004553,7.396003821,7.396004128,7.396004507,7.396004385,7.396004169,7.396004411,7.396004338 +"4173","DNAJC14",6.565147191,6.56514745,6.565147137,6.565147113,6.565147001,6.56514719,6.565146909,6.565146959,6.565147142,6.565147236,6.565146957,6.565146837,6.565147199,6.565147297,6.565146993,6.565147215,6.565146955,6.565147117,6.565147201,6.565147066,6.565147017,6.565146955,6.565147248,6.565147089,6.565147035,6.56514699,6.565147182,6.565147191 +"4174","DNAJC15",4.89899905,4.898998904,4.898999046,4.898998815,4.898998826,4.898999035,4.898999208,4.898998827,4.898998969,4.898999254,4.898999085,4.898998838,4.898999229,4.898999347,4.898998728,4.898998744,4.898999031,4.898998778,4.898998974,4.898998933,4.898999161,4.898998907,4.898999118,4.89899915,4.898998943,4.89899897,4.898999212,4.898999043 +"4175","DNAJC16",6.522609325,6.52260919,6.522609095,6.522609098,6.522609122,6.522609187,6.522609197,6.522609219,6.522609295,6.522609276,6.522609133,6.522609156,6.522609255,6.522609326,6.522609253,6.52260919,6.522609025,6.522609067,6.522609194,6.522609061,6.522609189,6.522609188,6.522609269,6.522609241,6.522609183,6.522609246,6.522609212,6.522609213 +"4176","DNAJC17",5.329792725,5.329792656,5.329792699,5.329792553,5.32979268,5.329792608,5.32979263,5.329792872,5.329792724,5.329792705,5.329792625,5.3297928,5.329792715,5.329792708,5.32979283,5.329792707,5.329792669,5.329792584,5.329792575,5.329792772,5.329792739,5.329792854,5.329792585,5.329792568,5.329792741,5.329792872,5.329792711,5.329792685 +"4177","DNAJC18",5.383907257,5.383907325,5.383907265,5.383907251,5.383907223,5.383907126,5.383907226,5.383907301,5.383907266,5.383907199,5.383907239,5.38390726,5.383907238,5.383907231,5.383907243,5.383907303,5.383907187,5.383907257,5.383907186,5.383907182,5.383907205,5.383907266,5.383907277,5.383907236,5.383907125,5.383907252,5.383907256,5.383907281 +"4178","DNAJC19",5.631842403,5.6318423185,5.6318422565,5.631842223,5.6318422235,5.6318421925,5.631842299,5.63184222,5.6318423405,5.631842301,5.631842283,5.6318422315,5.6318423495,5.631842463,5.6318422965,5.631842257,5.6318422095,5.631842142,5.6318421925,5.631842191,5.6318422615,5.631842315,5.6318424055,5.6318423105,5.631842153,5.631842288,5.631842382,5.631842418 +"4179","DNAJC2",5.098342325,5.098342177,5.098342054,5.098341984,5.098342034,5.098341989,5.098342074,5.09834196,5.098342196,5.098342084,5.098341921,5.098342094,5.098342281,5.09834238,5.098342245,5.098342096,5.098341962,5.098341907,5.098342176,5.098341894,5.098341977,5.098342009,5.098342122,5.098342152,5.098341905,5.098342172,5.098342225,5.098342367 +"4180","DNAJC21",5.754283566,5.754283382,5.754283435,5.754283206,5.754283149,5.754283318,5.754283358,5.754283131,5.754283462,5.754283428,5.754283272,5.754282899,5.754283437,5.754284006,5.754283334,5.754283451,5.754283125,5.754283246,5.75428334,5.754283268,5.754283361,5.75428313,5.754283564,5.754283332,5.754283146,5.754283145,5.754283346,5.754283733 +"4181","DNAJC22",4.653287295,4.653287278,4.653287273,4.653287315,4.65328735,4.653287334,4.653287301,4.653287328,4.653287322,4.653287333,4.653287291,4.653287336,4.653287316,4.653287274,4.653287328,4.653287287,4.653287351,4.653287349,4.653287327,4.653287335,4.653287352,4.653287353,4.653287298,4.653287277,4.653287302,4.653287337,4.653287321,4.6532873 +"4182","DNAJC24",4.726104962,4.72610493,4.726104955,4.726104932,4.726104897,4.726104912,4.726104941,4.726104911,4.726104943,4.726104933,4.726104931,4.726104904,4.726104921,4.726105004,4.726104899,4.726104938,4.726104905,4.726104899,4.726104932,4.726104877,4.726104913,4.726104892,4.726104939,4.726104932,4.726104907,4.72610491,4.726104953,4.726104973 +"4183","DNAJC27",5.033684096,5.033684123,5.033683893,5.033683887,5.03368388,5.033683756,5.033683664,5.033683789,5.033683913,5.033683759,5.033683983,5.033683666,5.033684057,5.033684077,5.033684023,5.033683975,5.03368387,5.033683891,5.033683972,5.033684051,5.033684053,5.033684015,5.033684076,5.033684038,5.03368381,5.033684016,5.033683975,5.033684038 +"4184","DNAJC28",2.876184568,2.876184822,2.876184379,2.876184821,2.876184668,2.876184575,2.876184455,2.876184614,2.876184539,2.876184849,2.87618466,2.876184378,2.876184381,2.876184809,2.876184394,2.876184728,2.876184475,2.876184692,2.876184543,2.876184743,2.876184565,2.876184659,2.876184424,2.876184512,2.876184702,2.8761844,2.876184437,2.876184708 +"4185","DNAJC3",7.736071107,7.736285375,7.735828187,7.736284293,7.735839794,7.735850825,7.736072305,7.735634702,7.73581008,7.735908098,7.735966931,7.735451472,7.735882153,7.73618766,7.736047198,7.736271336,7.735658276,7.736210837,7.736054669,7.735738153,7.736118012,7.735648674,7.736004605,7.736134614,7.73619107,7.735810672,7.735847588,7.735914795 +"4186","DNAJC30",7.121034986,7.121034632,7.121034924,7.121034718,7.121034984,7.121034936,7.121034853,7.121035001,7.12103478,7.121035106,7.121034967,7.121035029,7.121034833,7.121034511,7.121034862,7.121034447,7.12103487,7.121034763,7.121034948,7.121034802,7.121034655,7.121034817,7.121034735,7.121034617,7.121034821,7.121034779,7.121034879,7.121034802 +"4187","DNAJC4",6.617544048,6.617544245,6.617544331,6.617543994,6.617544386,6.617544409,6.617544123,6.617544204,6.617544366,6.617544449,6.617544271,6.617544517,6.617544169,6.617543858,6.617544239,6.617544028,6.617544211,6.617544264,6.617544253,6.617544342,6.617544084,6.617544401,6.617544308,6.617544575,6.617544133,6.617544136,6.61754418,6.617544133 +"4188","DNAJC5",8.191716248,8.191716696,8.191716386,8.191716936,8.191716227,8.191716917,8.191716703,8.191716553,8.191716498,8.191716444,8.191716593,8.191716225,8.191716544,8.191716579,8.191716557,8.191716916,8.191716495,8.19171682,8.191716464,8.191716889,8.191716489,8.191716641,8.191716541,8.191716668,8.191716725,8.191716351,8.191716501,8.191716428 +"4189","DNAJC5B",3.637863903,3.637863975,3.637864079,3.637864011,3.637863918,3.637863989,3.637863878,3.637864055,3.637863945,3.637863962,3.637864045,3.637863828,3.6378639,3.637864007,3.637863973,3.637863861,3.637864014,3.637863998,3.637863991,3.637863976,3.637863859,3.637863952,3.637863976,3.637863946,3.637863979,3.637863989,3.637863947,3.637863927 +"4190","DNAJC5G",3.988763939,3.988763921,3.988763945,3.988763934,3.988763958,3.988763936,3.988763928,3.988763936,3.988763933,3.988763928,3.988763966,3.988763959,3.988763919,3.988763914,3.988763941,3.988763939,3.988763933,3.988763945,3.988763918,3.988763963,3.988763946,3.988763929,3.988763908,3.988763919,3.988763922,3.988763937,3.98876393,3.988763922 +"4191","DNAJC6",4.974382107,4.974381946,4.974382517,4.974382158,4.974382327,4.974382577,4.974382391,4.974382392,4.974382222,4.974382356,4.974382187,4.974382503,4.974382192,4.974382078,4.974381915,4.974381706,4.97438229,4.974382382,4.974382155,4.97438234,4.974382161,4.974382367,4.974382151,4.974382373,4.974382238,4.974382445,4.974382244,4.974382251 +"4192","DNAJC7",6.878484431,6.878484369,6.878484302,6.878484316,6.878484324,6.87848427,6.878484328,6.878484306,6.878484324,6.878484302,6.878484263,6.878484219,6.878484331,6.878484521,6.878484327,6.878484327,6.878484185,6.878484252,6.878484352,6.87848434,6.878484319,6.87848431,6.878484331,6.87848433,6.878484291,6.878484339,6.878484378,6.878484384 +"4193","DNAJC8",6.608761349,6.608761193,6.608761721,6.60876145,6.608761935,6.608761043,6.608761563,6.608761848,6.608761729,6.608761614,6.608761354,6.608761819,6.608761459,6.6087615,6.608761785,6.608761523,6.608761805,6.608761591,6.608761341,6.608760939,6.608761768,6.608761907,6.608761509,6.608761424,6.608761628,6.608761708,6.60876146,6.6087618 +"4194","DNAJC9",6.3523977165,6.352397724,6.352397705,6.352397709,6.352397722,6.352397734,6.352397768,6.3523977535,6.352397735,6.352397756,6.352397717,6.352397741,6.352397768,6.3523978055,6.352397763,6.352397753,6.352397694,6.352397695,6.3523977225,6.352397718,6.352397753,6.352397727,6.352397727,6.3523977485,6.3523977525,6.352397722,6.352397768,6.352397786 +"4195","DNAL1",3.582024202,3.582024287,3.582024287,3.582024259,3.582024255,3.582024293,3.582024268,3.58202428,3.5820243,3.582024272,3.582024288,3.582024283,3.582024288,3.582024259,3.582024255,3.582024251,3.582024279,3.582024269,3.582024264,3.582024269,3.582024224,3.582024259,3.582024262,3.582024243,3.582024264,3.582024245,3.58202425,3.582024274 +"4196","DNAL4",5.337059473,5.337059503,5.337059478,5.337059489,5.337059484,5.337059491,5.337059483,5.337059491,5.337059483,5.337059503,5.33705949,5.337059471,5.33705947,5.337059492,5.337059455,5.337059504,5.337059475,5.337059483,5.337059493,5.337059486,5.337059454,5.337059467,5.337059481,5.337059481,5.337059496,5.337059459,5.337059491,5.337059486 +"4197","DNALI1",4.464636992,4.464637148,4.464637201,4.464637217,4.464637325,4.464637345,4.464637278,4.464637341,4.464637167,4.464637265,4.464637212,4.464637294,4.464637238,4.464637096,4.464637244,4.464637234,4.464637311,4.464637248,4.464637156,4.464637168,4.464637161,4.464637356,4.464637236,4.464637155,4.464637096,4.464637213,4.464637141,4.464637175 +"4198","DNASE1",6.285812242,6.285812252,6.285812196,6.285812212,6.28581234,6.285812366,6.28581234,6.285812266,6.285812353,6.285812336,6.285812249,6.285812136,6.285812362,6.285812316,6.285812239,6.285812128,6.28581228,6.285812151,6.285812299,6.28581224,6.285812291,6.285812336,6.285812331,6.28581227,6.285812109,6.285812329,6.285812313,6.285812196 +"4199","DNASE1L1",6.13523107,6.135231146,6.135231082,6.135231104,6.135231096,6.13523113,6.135231088,6.135231035,6.13523112,6.135231127,6.135231126,6.135231064,6.135231096,6.135231085,6.135231043,6.135231068,6.135231051,6.135231107,6.135231055,6.13523115,6.135231059,6.135231038,6.135231102,6.135231126,6.135231078,6.135231061,6.135231091,6.135231081 +"4200","DNASE1L2",5.216290605,5.216290633,5.216290634,5.216290657,5.216290672,5.216290618,5.216290642,5.216290658,5.216290627,5.216290637,5.21629064,5.216290658,5.216290638,5.216290603,5.216290673,5.216290627,5.216290677,5.216290642,5.216290683,5.21629063,5.21629066,5.21629065,5.216290617,5.216290622,5.216290621,5.216290653,5.216290642,5.216290639 +"4201","DNASE1L3",3.62059045,3.620590483,3.620590574,3.620590582,3.620590696,3.620590516,3.620590655,3.620590578,3.620590504,3.62059048,3.620590608,3.620590484,3.620590511,3.620590644,3.620590522,3.620590452,3.620590552,3.620590584,3.620590635,3.620590568,3.620590701,3.620590645,3.620590501,3.620590527,3.620590595,3.620590576,3.620590396,3.620590652 +"4202","DNASE2",6.233693175,6.233693176,6.233693201,6.233693217,6.233693153,6.233693181,6.233693182,6.233693195,6.233693186,6.233693206,6.23369316,6.233693216,6.233693175,6.233693175,6.233693173,6.233693162,6.233693174,6.233693207,6.233693174,6.233693166,6.233693161,6.233693218,6.233693173,6.233693211,6.233693124,6.233693216,6.23369316,6.233693187 +"4203","DNASE2B",3.488371121,3.488371192,3.488371084,3.48837121,3.488371127,3.488371277,3.488371089,3.488371203,3.4883711,3.488371129,3.488371043,3.4883711,3.488371203,3.488371111,3.488371168,3.488371299,3.488371132,3.488371125,3.488371117,3.488371235,3.488371061,3.488371192,3.488371255,3.488371124,3.488371149,3.488371103,3.488371151,3.488371081 +"4204","DND1",7.573839213,7.573839357,7.573839935,7.573839511,7.573839958,7.573838726,7.573839287,7.57384011,7.573839496,7.573839622,7.573839965,7.573839881,7.573839601,7.573838954,7.573839664,7.573839263,7.573840026,7.57383949,7.573839436,7.573839375,7.573839566,7.573839997,7.573839454,7.57383973,7.573839819,7.573839507,7.573839776,7.573839385 +"4205","DNER",4.839459942,4.839459903,4.839459983,4.83945995,4.839460294,4.839459858,4.839459944,4.839460173,4.839459894,4.839460082,4.839460175,4.839460248,4.839460004,4.839459685,4.839460097,4.839459874,4.839460234,4.839460152,4.839460137,4.839459975,4.839460172,4.839460185,4.839459958,4.839459813,4.839460043,4.839460209,4.839459869,4.83946 +"4206","DNHD1",6.00233427675,6.0023342275,6.0023342725,6.00233426175,6.0023340515,6.002334452,6.00233434225,6.002334351,6.00233436175,6.002334249,6.002334198,6.002334656,6.00233450875,6.00233416025,6.002334126,6.00233401225,6.002334011,6.00233414,6.0023341265,6.0023340085,6.0023341665,6.0023343345,6.002334142,6.00233413775,6.00233402625,6.00233454025,6.002334448,6.002334034 +"4207","DNM1",5.66750685,5.667507188,5.667507296,5.667507107,5.667507616,5.667507079,5.667507298,5.667507449,5.667507212,5.667507419,5.667507365,5.667507433,5.667507284,5.667506907,5.667507401,5.667507352,5.667507575,5.667507439,5.667507397,5.667507282,5.667507612,5.66750756,5.667507166,5.667507259,5.667507558,5.667507291,5.667507108,5.667507284 +"4208","DNM1L",6.386150528,6.386150257,6.386150358,6.386150224,6.386150144,6.386150166,6.386150441,6.386150147,6.386150325,6.38615049,6.386150249,6.386150118,6.386150308,6.386150732,6.386150336,6.386150183,6.386150193,6.386150037,6.386150355,6.386149853,6.386150353,6.386150224,6.386150411,6.386150413,6.38614995,6.386150279,6.386150409,6.386150486 +"4209","DNM1P46",5.472156048,5.472156066,5.472156048,5.472155885,5.472156034,5.472155923,5.472155992,5.47215598,5.472156097,5.472155991,5.472155976,5.472155943,5.472156026,5.472156135,5.472156014,5.472155972,5.472155977,5.472156002,5.472156006,5.472155913,5.472155948,5.47215598,5.472156008,5.472156024,5.472155992,5.472155958,5.47215591,5.472156112 +"4210","DNM3",5.117554312,5.117554914,5.117554019,5.117556366,5.117554915,5.117555197,5.117554765,5.11755419,5.117553871,5.117555541,5.117556075,5.117555098,5.117554488,5.117554672,5.117554491,5.11755447,5.117554649,5.117556512,5.11755464,5.117554585,5.117554956,5.117553975,5.117554532,5.117556368,5.117555983,5.117555198,5.11755482,5.117554559 +"4211","DNMBP",5.781431849,5.781431742,5.78143171,5.781431807,5.781431794,5.781431724,5.781431752,5.781431769,5.781431605,5.78143169,5.781431782,5.78143174,5.781431716,5.781431524,5.781431766,5.781431759,5.781431609,5.781431784,5.781431773,5.781431786,5.781431779,5.781431702,5.781431702,5.781431753,5.781431764,5.781431811,5.781431685,5.78143153 +"4212","DNMT1",6.962825805,6.962825719,6.962825677,6.962825666,6.962825758,6.962825945,6.962825875,6.962825699,6.962825932,6.962825908,6.9628257,6.962825778,6.962825805,6.962825845,6.962825807,6.962825653,6.962825633,6.962825683,6.962825723,6.962825809,6.962825789,6.962825796,6.962825897,6.962825827,6.962825726,6.962825813,6.962825845,6.962825833 +"4213","DNMT3A",7.367657378,7.367657475,7.367657348,7.367657446,7.367657284,7.367657399,7.367657309,7.36765731,7.36765749,7.367657411,7.367657291,7.367657377,7.367657398,7.367657448,7.367657299,7.367657439,7.367657136,7.367657284,7.367657395,7.36765744,7.367657264,7.367657337,7.36765751,7.367657447,7.367657373,7.367657379,7.36765742,7.367657419 +"4214","DNMT3B",4.526976958,4.526976882,4.526977016,4.526976919,4.5269772,4.526976996,4.526977069,4.526976995,4.526977042,4.526976965,4.526976993,4.526977081,4.52697698,4.526976914,4.526976986,4.52697704,4.526977191,4.526977046,4.526976959,4.526976979,4.526977124,4.526977028,4.526976935,4.526976814,4.526976947,4.526977056,4.526976962,4.526977055 +"4215","DNMT3L",4.656742935,4.65674295,4.656742963,4.656742941,4.656743007,4.656742957,4.65674297,4.656742969,4.656742972,4.656742963,4.65674296,4.656742989,4.656742948,4.656742941,4.656742976,4.656742978,4.656742985,4.656742968,4.656742957,4.656742967,4.656742983,4.65674298,4.656742971,4.656742959,4.656742966,4.656742962,4.656742935,4.656742955 +"4216","DNPEP",6.591155869,6.591155654,6.591155465,6.591155017,6.591155506,6.591157215,6.591155432,6.591155855,6.591155731,6.591155673,6.591155528,6.591155587,6.591155964,6.59115575,6.591155556,6.591155555,6.59115471,6.591154698,6.591155422,6.591157245,6.591155384,6.591155947,6.591155439,6.591155635,6.591155608,6.591155788,6.591155931,6.591155716 +"4217","DNPH1",6.453599679,6.453599677,6.453599741,6.453599721,6.453599687,6.45359959,6.453599655,6.453599683,6.453599724,6.453599695,6.453599686,6.453599687,6.453599695,6.45359966,6.453599652,6.453599744,6.453599677,6.453599685,6.453599648,6.453599703,6.45359965,6.453599706,6.453599663,6.453599704,6.453599752,6.453599671,6.453599716,6.453599707 +"4218","DNTT",3.734553784,3.734553885,3.734553863,3.734553781,3.734553856,3.734553823,3.734553841,3.734554023,3.73455389,3.734553832,3.734553849,3.734553901,3.734553853,3.734553844,3.73455388,3.734554011,3.734553944,3.734553898,3.734553847,3.734553859,3.734553945,3.734553884,3.734553858,3.734553825,3.734553945,3.73455387,3.734553843,3.734553886 +"4219","DNTTIP1",7.518626217,7.518626905,7.518626176,7.518627123,7.518626004,7.51862607,7.518626172,7.518626183,7.518625893,7.518625719,7.518626457,7.518625657,7.518626122,7.518626237,7.51862622,7.518626607,7.51862604,7.518626754,7.518626276,7.518626962,7.518626035,7.518626487,7.518626089,7.518626432,7.518626376,7.518625893,7.518626007,7.518625879 +"4220","DNTTIP2",5.019308395,5.019308237,5.019307834,5.019308147,5.019307572,5.019308142,5.019307918,5.019307793,5.01930839,5.019308403,5.0193073,5.019307633,5.019308145,5.019309198,5.019308405,5.019308009,5.019307853,5.019308369,5.019308324,5.019306934,5.019307999,5.019308058,5.019308388,5.019308369,5.019307997,5.019307968,5.019307998,5.019308853 +"4221","DOC2A",5.132575744,5.132575799,5.132575844,5.13257581,5.132576029,5.132575908,5.13257577,5.132575864,5.132575756,5.132575876,5.132575933,5.13257599,5.132575818,5.13257563,5.132575955,5.132575854,5.132575944,5.132575962,5.132575886,5.132575905,5.132575968,5.132575885,5.132575808,5.132575785,5.13257582,5.132575934,5.132575855,5.132575801 +"4222","DOC2B",4.870584936,4.870584874,4.870585152,4.870584917,4.870585078,4.8705846615,4.870584751,4.8705851045,4.8705848305,4.870584748,4.8705851525,4.8705850915,4.8705846785,4.870584559,4.8705849785,4.870584889,4.870585301,4.8705851435,4.8705848665,4.870584866,4.870585073,4.8705849055,4.8705847435,4.8705846585,4.870585254,4.8705847675,4.870584758,4.870585135 +"4223","DOCK1",4.06337238,4.063372383,4.063372384,4.063372392,4.063372393,4.063372384,4.06337238,4.063372382,4.06337238,4.063372386,4.063372391,4.063372384,4.063372384,4.063372381,4.063372387,4.063372384,4.063372388,4.063372389,4.063372388,4.063372388,4.063372385,4.063372381,4.063372377,4.063372379,4.063372371,4.06337238,4.06337238,4.06337238 +"4224","DOCK10",8.352200934,8.352101489,8.352058453,8.35202368,8.352098545,8.352109925,8.352118409,8.352026863,8.352215402,8.352185097,8.352024129,8.352097772,8.352203652,8.352290609,8.352144135,8.352014912,8.351967481,8.352000892,8.352126438,8.35207133,8.35211165,8.352087372,8.352179236,8.352122161,8.352032374,8.352171816,8.352228531,8.352204477 +"4225","DOCK11",9.190919612,9.190919432,9.19091901,9.190919471,9.190918845,9.190918988,9.190919435,9.19091882,9.190919045,9.19091925,9.190919071,9.190918564,9.190919241,9.190920152,9.190919406,9.190919253,9.190918911,9.190919109,9.190919436,9.190918863,9.190919435,9.190918926,9.190919262,9.190919333,9.190919245,9.190919032,9.19091923,9.190919528 +"4226","DOCK2",9.44261366,9.442613635,9.442613462,9.44261369,9.442613497,9.442613675,9.442613669,9.44261333,9.442613441,9.442613525,9.442613469,9.442613255,9.442613578,9.442613732,9.442613582,9.442613595,9.442613347,9.442613507,9.442613642,9.442613709,9.442613702,9.44261339,9.442613508,9.442613658,9.442613575,9.442613561,9.44261355,9.442613506 +"4227","DOCK3",4.695793768,4.695793756,4.695793772,4.695793765,4.695793772,4.695793763,4.695793763,4.695793773,4.695793768,4.695793758,4.69579376,4.695793765,4.695793762,4.69579376,4.695793767,4.695793753,4.695793767,4.695793763,4.695793765,4.695793765,4.695793763,4.69579377,4.695793766,4.695793756,4.695793755,4.695793764,4.695793762,4.695793757 +"4228","DOCK4",6.700411395,6.712193751,6.69232547,6.711299043,6.696896443,6.728180603,6.694696831,6.692307523,6.703043816,6.696596725,6.699452517,6.686720098,6.697029435,6.693224773,6.695609945,6.705812607,6.689731958,6.700358612,6.703060723,6.719098884,6.686851654,6.691184973,6.707711514,6.705038409,6.698528282,6.689002749,6.696266231,6.683607231 +"4229","DOCK5",8.664988889,8.880542142,8.681474621,9.195589464,8.426385568,8.764623138,8.930292111,8.647794259,8.294280129,8.360546479,8.804906517,8.322403046,8.636936507,8.624842358,8.733047689,8.965146642,8.674944789,9.033249861,8.7668011,8.922416438,8.996717041,8.622606476,8.643833242,8.763736835,8.944200751,8.57907292,8.627043546,8.415426451 +"4230","DOCK6",4.70446283,4.704462797,4.704462823,4.704462799,4.704462912,4.704462828,4.704462847,4.70446289,4.704462877,4.704462844,4.704462858,4.704462889,4.704462852,4.704462762,4.704462868,4.704462845,4.7044629,4.70446288,4.704462851,4.704462814,4.704462905,4.704462885,4.704462798,4.70446283,4.704462853,4.70446286,4.704462847,4.704462848 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+"4343","DTNBP1",6.897563786,6.897563741,6.897563667,6.897563712,6.897563687,6.897563763,6.897563662,6.89756371,6.897563685,6.897563739,6.897563615,6.897563633,6.897563727,6.897563832,6.897563727,6.897563706,6.897563623,6.897563642,6.89756368,6.8975638,6.897563665,6.897563719,6.897563703,6.897563778,6.897563619,6.897563678,6.897563738,6.897563804 +"4344","DTWD1",3.557711244,3.557711197,3.557711225,3.557711122,3.557711173,3.557711137,3.557711256,3.557711053,3.557711198,3.557711169,3.557711087,3.557711103,3.557711216,3.557711208,3.557711138,3.557711154,3.557711119,3.557711099,3.557711231,3.557711182,3.557711149,3.557711163,3.557711225,3.557711206,3.557711091,3.557711189,3.557711222,3.557711253 +"4345","DTWD2",5.086098277,5.086098277,5.086098303,5.08609822,5.086098291,5.086098236,5.08609827,5.086098284,5.086098314,5.08609829,5.086098257,5.086098301,5.086098288,5.08609832,5.086098278,5.086098283,5.086098289,5.086098231,5.086098272,5.086098288,5.086098293,5.086098269,5.086098307,5.086098267,5.086098263,5.086098272,5.08609825,5.086098325 +"4346","DTX1",6.263447142,6.263446999,6.263447011,6.263447033,6.263447159,6.263447167,6.263447156,6.26344712,6.26344707,6.263447156,6.263447085,6.263447103,6.263447116,6.26344702,6.263447135,6.263446982,6.263447099,6.263447186,6.263447106,6.263447043,6.263447179,6.263447152,6.263447076,6.263447062,6.263447039,6.263447137,6.263447098,6.263447114 +"4347","DTX2",5.60631172,5.606311816,5.606311834,5.606311848,5.606311797,5.606311809,5.606311933,5.606311833,5.60631172,5.606311712,5.606311817,5.606311941,5.606311729,5.606311768,5.606311735,5.606311738,5.606311634,5.60631178,5.606311602,5.606311915,5.606311871,5.606311894,5.606311706,5.606311749,5.606311835,5.606311797,5.606311564,5.606311779 +"4348","DTX3",5.817564306,5.817564291,5.817564345,5.817564315,5.81756438,5.817564329,5.817564323,5.817564367,5.817564328,5.817564342,5.817564335,5.817564389,5.817564313,5.817564294,5.817564352,5.817564336,5.817564377,5.817564337,5.817564352,5.81756432,5.81756436,5.817564356,5.81756433,5.817564282,5.817564342,5.817564342,5.817564313,5.81756432 +"4349","DTX3L",7.892156333,7.892558471,7.890930965,7.89195591,7.891374713,7.894304047,7.89133498,7.891664798,7.891339606,7.891281422,7.890893062,7.889559955,7.891902443,7.892087715,7.891313981,7.891880905,7.890440668,7.89158683,7.891430299,7.894035896,7.891614726,7.891521272,7.891685495,7.891992624,7.89147001,7.890524385,7.891912495,7.891070303 +"4350","DTX4",6.585255346,6.585255306,6.585255374,6.585255365,6.585255371,6.585255346,6.58525536,6.585255357,6.585255334,6.585255368,6.585255368,6.585255371,6.585255333,6.585255328,6.585255391,6.585255342,6.585255378,6.585255346,6.58525538,6.585255351,6.585255342,6.585255362,6.58525533,6.58525536,6.585255339,6.585255375,6.585255353,6.585255374 +"4351","DTYMK",5.053739943,5.053740033,5.053740208,5.053739927,5.053740174,5.053740128,5.053740226,5.053740288,5.053740163,5.053740245,5.053740098,5.053740348,5.053740176,5.053740011,5.053740243,5.053740189,5.053740187,5.053740075,5.053740154,5.053740191,5.053740264,5.053740211,5.053740082,5.05374001,5.053740041,5.053740278,5.053740145,5.053740066 +"4352","DUOX1",4.46393483,4.463934859,4.463934915,4.463934874,4.463934896,4.463934885,4.463934819,4.463934872,4.463934945,4.463934865,4.463934858,4.463934874,4.463934881,4.463934844,4.463934901,4.463934889,4.463934915,4.46393492,4.463934879,4.463934879,4.463934925,4.463934979,4.463934899,4.463934824,4.463934876,4.463934873,4.463934905,4.463934859 +"4353","DUOX2",4.112235154,4.112235227,4.112235282,4.112235132,4.112235315,4.112235164,4.112235165,4.112235197,4.112235197,4.112235106,4.112235222,4.112235417,4.112235183,4.112235103,4.112235218,4.112235232,4.112235406,4.11223537,4.112235177,4.112235368,4.112235368,4.112235306,4.112235172,4.112235177,4.112235198,4.112235343,4.112235138,4.112235186 +"4354","DUOXA1",6.002117711,6.002117721,6.002117842,6.002117757,6.002117963,6.002117772,6.002117812,6.002117934,6.002117809,6.002117838,6.002117862,6.002117992,6.002117822,6.002117713,6.002117952,6.00211785,6.002117952,6.002117875,6.002117806,6.002117865,6.002117958,6.002117916,6.00211781,6.002117831,6.002117906,6.00211787,6.002117763,6.002117843 +"4355","DUOXA2",4.511697523,4.511697523,4.511697561,4.511697562,4.511697536,4.511697474,4.51169753,4.511697555,4.511697498,4.511697501,4.511697541,4.511697585,4.511697493,4.511697489,4.511697539,4.511697546,4.511697591,4.51169754,4.511697502,4.51169751,4.51169756,4.511697555,4.511697488,4.511697474,4.511697518,4.511697551,4.511697505,4.511697538 +"4356","DUS1L",7.210871671,7.210871645,7.210871704,7.210871592,7.210871577,7.21087174,7.210871667,7.210871644,7.210871791,7.210871775,7.210871637,7.210871666,7.21087168,7.210871715,7.210871622,7.210871581,7.210871606,7.210871581,7.210871645,7.210871716,7.210871605,7.210871658,7.210871713,7.210871641,7.21087161,7.210871653,7.210871676,7.210871664 +"4357","DUS2",6.396557397,6.396557402,6.396557395,6.396557399,6.396557387,6.396557382,6.396557401,6.396557376,6.396557383,6.396557382,6.396557388,6.396557379,6.396557398,6.396557397,6.396557387,6.396557408,6.39655737,6.396557378,6.396557399,6.396557378,6.396557399,6.396557378,6.396557376,6.396557403,6.396557397,6.396557398,6.39655739,6.396557374 +"4358","DUS3L",6.298940856,6.298940648,6.298940896,6.298940776,6.29894095,6.298940789,6.298940977,6.298940988,6.298941028,6.298940882,6.298940856,6.298941139,6.29894073,6.298940595,6.298941057,6.298940732,6.298941091,6.298940887,6.298940949,6.298940891,6.298940857,6.298940989,6.298940877,6.298940798,6.298940652,6.298940996,6.298940842,6.298940865 +"4359","DUS4L",4.410629136,4.410629105,4.410629117,4.410628963,4.410629062,4.410629045,4.410629105,4.410629051,4.41062907,4.4106291,4.410629048,4.410629061,4.410629083,4.410629139,4.410629106,4.410629093,4.410629116,4.410629111,4.410629099,4.410629087,4.410629124,4.410629069,4.410629127,4.410629012,4.410629011,4.41062905,4.410629096,4.410629109 +"4360","DUSP1",10.24853256,10.44336604,10.07999178,10.84705774,9.997477828,9.871159412,9.969426848,10.10395388,9.932381502,9.5731921,10.17225381,9.452627611,9.891134771,9.667380143,9.703118916,10.05334401,10.26726698,10.61207701,9.928040716,9.880529478,9.530391258,9.752485155,9.920419572,10.01224651,9.851578177,9.641170081,9.786556245,9.37020546 +"4361","DUSP10",5.156159912,5.156159681,5.156159809,5.156159726,5.156159694,5.156159876,5.156159819,5.156159607,5.156159717,5.156159738,5.156159738,5.156159529,5.156159788,5.156159819,5.156159763,5.156159489,5.156159761,5.156159602,5.156159586,5.156159916,5.156159656,5.156159634,5.156159752,5.156159851,5.156159646,5.156159753,5.156159708,5.156159675 +"4362","DUSP11",8.207968291,8.207968042,8.207967503,8.207967748,8.207967564,8.207967419,8.207967627,8.207967695,8.207967957,8.207967732,8.2079676,8.207967415,8.207968077,8.207968673,8.207967843,8.207968082,8.207967554,8.207967579,8.207967979,8.207967431,8.207967499,8.207967612,8.207968218,8.207967859,8.207967588,8.207967587,8.207967959,8.207968155 +"4363","DUSP12",5.929153657,5.929153413,5.929153732,5.929153441,5.929153637,5.929153614,5.929153662,5.92915361,5.929153754,5.929153578,5.929153575,5.929153467,5.929153612,5.929153776,5.929153635,5.929153656,5.929153579,5.929153592,5.929153599,5.929153533,5.929153655,5.929153739,5.929153653,5.929153534,5.929153405,5.929153694,5.929153603,5.929153795 +"4364","DUSP13",5.864820379,5.864820406,5.864820442,5.864820453,5.864820458,5.864820383,5.864820425,5.864820439,5.86482041,5.864820436,5.864820387,5.864820458,5.864820395,5.864820339,5.864820422,5.864820437,5.864820401,5.864820434,5.864820416,5.864820424,5.864820426,5.86482047,5.864820382,5.86482039,5.86482044,5.864820446,5.864820386,5.864820447 +"4365","DUSP14",5.138711523,5.138711532,5.138711549,5.138711544,5.138711562,5.13871155,5.138711543,5.138711588,5.138711555,5.138711589,5.138711557,5.138711638,5.138711523,5.138711538,5.138711584,5.138711519,5.138711596,5.138711568,5.13871156,5.138711557,5.138711532,5.138711525,5.138711538,5.138711535,5.138711549,5.13871154,5.138711567,5.138711532 +"4366","DUSP15",5.507505557,5.507505567,5.507505587,5.507505579,5.507505616,5.507505566,5.507505594,5.507505589,5.507505556,5.507505588,5.507505601,5.507505623,5.507505562,5.507505535,5.507505615,5.507505568,5.507505615,5.507505589,5.507505591,5.507505574,5.507505592,5.507505604,5.507505551,5.507505546,5.507505562,5.507505588,5.507505547,5.507505563 +"4367","DUSP16",7.05095162,7.050951746,7.05095134,7.050951781,7.050951182,7.050951313,7.050951418,7.050951401,7.050951869,7.05095123,7.050951118,7.050951229,7.050951748,7.050951926,7.050951709,7.050951714,7.050951132,7.050951879,7.050951579,7.050950967,7.050951382,7.05095168,7.050951789,7.050951041,7.050951344,7.050951381,7.050951723,7.050951781 +"4368","DUSP18",6.396506695,6.396506751,6.396506686,6.396506714,6.396506615,6.396506708,6.396506636,6.39650666,6.396506682,6.396506729,6.396506725,6.396506632,6.396506735,6.396506687,6.396506652,6.396506729,6.396506572,6.396506644,6.396506638,6.39650674,6.396506673,6.396506664,6.396506719,6.3965068,6.396506815,6.396506625,6.396506749,6.396506657 +"4369","DUSP19",2.989214476,2.989214596,2.989214496,2.989214594,2.989214541,2.989214592,2.98921455,2.989214558,2.989214548,2.989214536,2.989214547,2.989214521,2.989214525,2.989214657,2.989214474,2.989214545,2.98921464,2.989214589,2.989214518,2.989214518,2.989214467,2.989214518,2.989214557,2.989214596,2.989214498,2.989214559,2.989214521,2.989214588 +"4370","DUSP2",6.842549478,6.84254936,6.842549814,6.84254943,6.842549948,6.842549319,6.842549827,6.842550301,6.842549892,6.842549772,6.842549767,6.842549932,6.842549738,6.842548968,6.842549779,6.842549716,6.842550064,6.842549657,6.842549467,6.842549272,6.842549723,6.842550005,6.842549527,6.842549554,6.842549602,6.842549751,6.84254946,6.842549678 +"4371","DUSP21",3.808250872,3.808250917,3.808250994,3.808250949,3.808250886,3.80825099,3.808250829,3.80825098,3.808250833,3.808250936,3.808250865,3.808250809,3.808250899,3.80825088,3.80825089,3.80825088,3.808250976,3.808250897,3.808250858,3.808251137,3.808250861,3.808250878,3.80825094,3.808250924,3.808250894,3.808250867,3.808250883,3.808250869 +"4372","DUSP22",7.104258795,7.104258845,7.104257973,7.104258825,7.104258415,7.104258564,7.104258599,7.104258489,7.104258331,7.104258687,7.104258384,7.104258275,7.104258542,7.104258699,7.104258579,7.104258509,7.104258313,7.104258573,7.104258781,7.104257849,7.104258383,7.104258519,7.104258655,7.104258385,7.104258506,7.104258248,7.104258582,7.104258644 +"4373","DUSP23",7.708496981,7.708497084,7.708497169,7.708497092,7.708497231,7.708496875,7.708497053,7.708497232,7.708497086,7.708497116,7.708497214,7.708497175,7.708497097,7.708496896,7.708497165,7.708497191,7.708497235,7.70849715,7.708497081,7.708496845,7.708497115,7.708497172,7.708497088,7.708496988,7.708497191,7.708497148,7.70849704,7.708497124 +"4374","DUSP26",4.676092625,4.676092556,4.676092623,4.676092593,4.676092643,4.676092624,4.676092606,4.676092621,4.676092595,4.676092625,4.67609263,4.676092698,4.67609261,4.67609259,4.676092627,4.676092572,4.676092656,4.676092637,4.67609263,4.676092621,4.676092634,4.676092657,4.676092567,4.67609259,4.676092598,4.676092628,4.676092611,4.676092637 +"4375","DUSP28",5.648855465,5.648855488,5.648855459,5.648855412,5.648855529,5.648855408,5.648855496,5.648855462,5.64885546,5.648855469,5.648855478,5.648855521,5.648855401,5.648855369,5.64885549,5.648855509,5.648855587,5.648855406,5.648855477,5.64885545,5.648855503,5.648855527,5.648855432,5.648855411,5.648855437,5.648855543,5.648855385,5.648855532 +"4376","DUSP29",5.85583874,5.855838816,5.855838852,5.855838795,5.855838821,5.855838725,5.855838784,5.855838834,5.855838835,5.855838798,5.855838829,5.855838813,5.855838814,5.85583876,5.855838828,5.855838856,5.855838821,5.855838848,5.855838785,5.855838821,5.855838833,5.855838829,5.855838784,5.855838808,5.855838831,5.855838804,5.855838784,5.855838811 +"4377","DUSP3",5.970526875,5.970526617,5.970526468,5.97052691,5.970526124,5.970527617,5.970526687,5.970526404,5.970526323,5.970526674,5.970526406,5.970525638,5.970526674,5.970526895,5.970526439,5.970526099,5.970525932,5.970526499,5.970526069,5.970527965,5.970526835,5.970526479,5.97052588,5.97052649,5.970526389,5.970525794,5.970526802,5.970526148 +"4378","DUSP4",4.488886178,4.488886178,4.48888631,4.488886263,4.48888634,4.488886264,4.48888625,4.488886326,4.488886082,4.488886134,4.4888862,4.488886265,4.488886199,4.488886037,4.488886304,4.488886195,4.488886288,4.488886423,4.488886208,4.488886312,4.48888626,4.488886374,4.48888614,4.488886228,4.488886415,4.488886241,4.488886109,4.488886071 +"4379","DUSP5",6.586463823,6.586463832,6.586463869,6.586463749,6.586464016,6.586464052,6.586463956,6.586463863,6.586463823,6.586463901,6.586463838,6.58646389,6.586463957,6.586463698,6.586463888,6.586463779,6.586463998,6.586463873,6.586463834,6.586463936,6.58646392,6.586463888,6.586463893,6.5864638,6.586463831,6.586463843,6.586463941,6.586463863 +"4380","DUSP5P1",4.40572496,4.4057246245,4.4057250245,4.4057249585,4.4057249855,4.405724948,4.4057251995,4.405725215,4.4057251185,4.4057250265,4.405725176,4.405724968,4.4057249765,4.4057250285,4.405724965,4.405724983,4.4057251695,4.4057252495,4.4057251335,4.4057250135,4.4057249755,4.4057253815,4.4057250355,4.405725156,4.405725112,4.405724773,4.405725146,4.4057250155 +"4381","DUSP6",8.670209394,8.670209748,8.670209158,8.670209608,8.67020921,8.670210487,8.670207582,8.670209151,8.670206902,8.670208633,8.670209089,8.670207122,8.670209494,8.670209865,8.670208237,8.670208783,8.670208406,8.670209574,8.670208739,8.670210532,8.670208098,8.670209374,8.670208129,8.670208517,8.670208906,8.670207968,8.670208811,8.670209094 +"4382","DUSP7",7.829129205,7.829129196,7.829129192,7.829129154,7.829129282,7.829129323,7.829129035,7.829129183,7.829129149,7.829129331,7.829129177,7.829129038,7.82912928,7.829129188,7.829129256,7.829128906,7.829129048,7.829129151,7.829129223,7.82912936,7.829129119,7.829129247,7.829129072,7.829129159,7.829129164,7.829129094,7.82912934,7.829129262 +"4383","DUSP8",6.437319103,6.4373191,6.437319181,6.437319166,6.43731923,6.437319129,6.437319153,6.437319176,6.437319163,6.437319203,6.437319183,6.437319259,6.43731915,6.437319075,6.437319197,6.437319168,6.437319234,6.437319177,6.437319187,6.437319173,6.437319217,6.43731922,6.437319118,6.437319114,6.437319187,6.437319189,6.437319168,6.437319226 +"4384","DUSP9",7.057320213,7.05732085,7.057320992,7.057320601,7.05732146,7.057320515,7.057320898,7.057321235,7.057320577,7.05732081,7.05732121,7.057321338,7.057320812,7.057319664,7.057321116,7.057320775,7.057321639,7.057321505,7.05732058,7.057320601,7.057320915,7.057321188,7.0573205,7.057320687,7.057321027,7.057321196,7.057320626,7.057320952 +"4385","DUT",5.583827415,5.583827181,5.583827482,5.583827451,5.583827542,5.583827207,5.583827576,5.583827332,5.583827355,5.583827337,5.583827408,5.583827554,5.583827474,5.583827336,5.583827614,5.583827373,5.58382766,5.583827512,5.583827483,5.583827355,5.583827598,5.583827487,5.583827351,5.583827383,5.583827215,5.583827482,5.583827386,5.583827504 +"4386","DUX4",4.966644713,4.966644481,4.966644607,4.966644761,4.966644689,4.9666439,4.966644646,4.96664504,4.966644234,4.966643085,4.966644861,4.966644912,4.966644713,4.966643348,4.966644368,4.96664463,4.966645115,4.966644689,4.966644288,4.966644528,4.966644807,4.966644717,4.966644248,4.966643919,4.966644358,4.966645133,4.966644929,4.96664509 +"4387","DUXA",3.013039981,3.013039954,3.013040001,3.013040066,3.013040028,3.01303999,3.013040027,3.013040035,3.013040038,3.013040026,3.013040141,3.013040056,3.013040017,3.013039941,3.013040053,3.013039992,3.013040098,3.013040027,3.013040052,3.013040035,3.013040045,3.013040024,3.013040031,3.013040009,3.013040033,3.013039973,3.01304004,3.013040087 +"4388","DUXAP9",4.7932683145,4.7932684535,4.7932687335,4.79326839,4.793268594,4.793268305,4.793268527,4.793268646,4.7932686305,4.7932685425,4.7932684835,4.7932688965,4.793268505,4.793268345,4.7932686505,4.793268595,4.793268849,4.7932686035,4.793268437,4.793268608,4.7932686835,4.793268696,4.793268567,4.793268465,4.7932684585,4.793268886,4.793268386,4.7932685565 +"4389","DVL2",6.746532565,6.746532599,6.746532702,6.746532656,6.746532682,6.746532643,6.746532689,6.746532719,6.746532707,6.746532725,6.746532682,6.746532765,6.746532684,6.746532539,6.746532699,6.746532693,6.746532666,6.746532672,6.746532635,6.74653255,6.74653256,6.746532704,6.746532611,6.746532628,6.746532629,6.746532739,6.746532728,6.746532712 +"4390","DVL3",6.82557266,6.825572672,6.825572611,6.825572714,6.825572565,6.825572769,6.825572711,6.825572634,6.825572602,6.825572701,6.825572616,6.825572605,6.825572645,6.825572638,6.825572663,6.825572627,6.82557259,6.825572654,6.82557265,6.825572801,6.825572618,6.825572677,6.825572653,6.825572709,6.825572649,6.82557261,6.825572672,6.825572602 +"4391","DXO",5.764872318,5.76487241,5.764872468,5.76487246,5.764872458,5.7648725735,5.7648724375,5.7648723735,5.76487247,5.76487248,5.764872436,5.7648724645,5.764872478,5.7648723345,5.7648723365,5.764872314,5.764872492,5.764872478,5.764872459,5.764872544,5.7648724415,5.764872555,5.7648724335,5.7648724335,5.7648723855,5.7648724445,5.764872425,5.764872285 +"4392","DYDC1",3.33171566,3.331715621,3.331715599,3.331715576,3.33171574,3.331715609,3.331715656,3.331715683,3.331715607,3.331715652,3.331715656,3.331715687,3.331715622,3.331715557,3.331715616,3.33171568,3.331715647,3.331715762,3.331715574,3.331715736,3.33171563,3.331715669,3.331715715,3.331715561,3.33171567,3.331715655,3.331715573,3.331715604 +"4393","DYDC2",4.128116809,4.128116959,4.128116991,4.128116962,4.128117036,4.128116989,4.128116951,4.128116882,4.128116978,4.128117078,4.128117015,4.128117082,4.128116902,4.12811673,4.12811694,4.128116982,4.128117031,4.128117004,4.128116973,4.128116804,4.1281169,4.128116921,4.128117011,4.128116921,4.128117037,4.128116809,4.128116881,4.128117013 +"4394","DYM",7.398419533,7.398419148,7.398418905,7.398418847,7.398418743,7.398418975,7.398419133,7.398418969,7.398419067,7.39841916,7.398418721,7.398418645,7.398419163,7.39841976,7.398419149,7.398418862,7.398418522,7.39841861,7.398419221,7.398418634,7.398418968,7.398419036,7.398419355,7.398419104,7.398418727,7.398419022,7.398419258,7.398419263 +"4395","DYNAP",3.288005989,3.28800611,3.288006083,3.28800603,3.288005997,3.288006299,3.2880063,3.288006054,3.288006136,3.288005997,3.288005945,3.288006477,3.288006061,3.288005865,3.288006034,3.288006154,3.288006121,3.288006255,3.288006168,3.288006082,3.288005927,3.28800597,3.288006364,3.288006357,3.288006297,3.288005938,3.28800617,3.288006224 +"4396","DYNC1H1",7.930247666,7.930247689,7.930247282,7.930247609,7.930247552,7.930248242,7.930248024,7.930247493,7.930247844,7.930247916,7.930247512,7.930247646,7.93024783,7.930248426,7.93024757,7.930247376,7.930247096,7.930247187,7.930247545,7.930247703,7.930247735,7.930247505,7.930247765,7.930247737,7.930247415,7.930247903,7.930247934,7.930247867 +"4397","DYNC1I1",4.535897033,4.53589707,4.535896986,4.535897147,4.535897272,4.535897029,4.535897276,4.535897181,4.535897063,4.535897238,4.535897318,4.535897282,4.535897137,4.53589695,4.535897323,4.535897094,4.535897301,4.535897319,4.535897178,4.53589721,4.535897385,4.535897271,4.535897062,4.535897092,4.535897143,4.535897345,4.535896993,4.535897227 +"4398","DYNC1I2",5.0234537445,5.0234538795,5.0234532285,5.0234528495,5.023453279,5.0234530985,5.0234532645,5.0234531655,5.0234532205,5.023453464,5.023453062,5.023452778,5.0234533545,5.023454534,5.023453335,5.0234534975,5.0234527735,5.023452863,5.0234532165,5.0234528175,5.023453055,5.023453368,5.0234532475,5.0234534515,5.023452983,5.0234527125,5.0234531935,5.0234536255 +"4399","DYNC1LI1",6.659396404,6.659397255,6.659396675,6.659396404,6.659395255,6.659395157,6.659395547,6.659395494,6.659395182,6.659395245,6.659396192,6.659394079,6.65939643,6.659397602,6.659395677,6.659397523,6.659396315,6.659395705,6.659396176,6.659395589,6.659395877,6.659395746,6.659396103,6.659396122,6.659396623,6.659395713,6.659395961,6.659396681 +"4400","DYNC1LI2",7.305032207,7.305032158,7.305032069,7.305032118,7.305031967,7.305032155,7.305032075,7.305032078,7.305032065,7.305032036,7.305031956,7.305031894,7.305032013,7.305032277,7.305032109,7.30503207,7.305031918,7.305031965,7.305032117,7.305032152,7.305031998,7.305031966,7.305032051,7.305032123,7.30503204,7.305032012,7.305032085,7.305032082 +"4401","DYNC2H1",3.4968577505,3.496857713,3.496857716,3.496857734,3.496857688,3.4968576965,3.4968576905,3.4968576915,3.4968577345,3.496857707,3.496857723,3.496857692,3.4968576435,3.496857759,3.496857669,3.496857757,3.49685767,3.496857667,3.4968577885,3.4968577485,3.4968576595,3.496857702,3.4968577405,3.4968577,3.4968577015,3.496857655,3.4968577375,3.496857666 +"4402","DYNC2I1",5.37274951,5.372749512,5.372749385,5.372749423,5.37274928,5.372749407,5.372749516,5.372749359,5.372749503,5.372749443,5.372749241,5.372749441,5.372749585,5.372749713,5.372749478,5.372749334,5.372749429,5.37274936,5.372749219,5.372749472,5.372749518,5.372749446,5.372749514,5.372749486,5.37274923,5.372749526,5.372749455,5.372749621 +"4403","DYNC2I2",6.373856838,6.373856603,6.373856988,6.37385674,6.373857494,6.373857017,6.373857368,6.373857216,6.373856966,6.373856826,6.373857159,6.373857525,6.373856979,6.37385648,6.373857509,6.37385677,6.373857485,6.373857214,6.373857272,6.373856873,6.373857695,6.373857288,6.373856699,6.373856533,6.373857133,6.373857484,6.373856825,6.37385702 +"4404","DYNC2LI1",3.179641742,3.179641748,3.179641742,3.179641739,3.179641744,3.179641759,3.179641743,3.179641742,3.179641741,3.179641739,3.17964175,3.179641741,3.179641746,3.179641756,3.179641735,3.179641748,3.179641745,3.179641743,3.179641744,3.179641753,3.179641747,3.179641734,3.179641746,3.179641743,3.179641756,3.179641735,3.179641753,3.179641753 +"4405","DYNLL1",7.094043332,7.094043292,7.094043302,7.094043272,7.094043298,7.094043296,7.094043279,7.09404326,7.094043307,7.094043298,7.094043252,7.094043268,7.094043324,7.09404334,7.094043286,7.094043243,7.094043245,7.094043251,7.094043286,7.094043332,7.09404328,7.094043281,7.09404331,7.094043321,7.094043243,7.094043316,7.094043323,7.094043264 +"4406","DYNLL2",7.369107752,7.369107761,7.369107799,7.369107782,7.369107752,7.369107794,7.369107725,7.369107785,7.369107804,7.369107775,7.36910776,7.369107737,7.369107774,7.369107764,7.369107762,7.369107752,7.369107776,7.369107793,7.369107734,7.369107803,7.369107734,7.369107755,7.369107779,7.369107757,7.369107777,7.369107738,7.369107792,7.369107766 +"4407","DYNLRB1",7.259413442,7.259413042,7.259413094,7.259413401,7.259413266,7.259413468,7.259413372,7.259413018,7.25941311,7.259413249,7.259413435,7.259413204,7.259413421,7.259413029,7.259413127,7.259412789,7.259412921,7.25941319,7.259413482,7.259413419,7.259413174,7.2594131,7.25941321,7.259413317,7.259413223,7.259413324,7.259413465,7.259412993 +"4408","DYNLRB2",3.241379179,3.241379212,3.241379208,3.241379213,3.241379259,3.24137921,3.241379221,3.241379235,3.241379232,3.241379214,3.241379225,3.241379228,3.241379202,3.241379195,3.241379238,3.241379232,3.241379238,3.241379246,3.241379215,3.241379231,3.241379238,3.241379254,3.24137924,3.241379208,3.24137919,3.241379211,3.241379199,3.241379219 +"4409","DYNLT1",6.723502287,6.723501801,6.723501265,6.723502473,6.723499535,6.723502848,6.723501788,6.723500647,6.723500772,6.72350074,6.723499764,6.72349926,6.723501151,6.723502169,6.723500752,6.723501684,6.723499636,6.723500627,6.723501773,6.72350279,6.723501876,6.723500787,6.723501313,6.723502297,6.72350113,6.72350086,6.723501104,6.723500227 +"4410","DYNLT2",4.070046663,4.070046809,4.070046969,4.07004681,4.070046996,4.070046845,4.070046904,4.070046928,4.070046987,4.070046932,4.07004705,4.070047037,4.070046833,4.070046798,4.070046949,4.070046967,4.070047073,4.070046961,4.070046933,4.070046783,4.070046889,4.070046855,4.070046864,4.070046838,4.070046906,4.07004688,4.070046865,4.070046948 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+"4741","EP300",8.075718241,8.075718448,8.075718147,8.075718936,8.075718239,8.075718699,8.075718539,8.075718027,8.075718224,8.075718213,8.075718646,8.075717973,8.075718364,8.075718236,8.075718216,8.075718117,8.0757177,8.075718761,8.075718552,8.075718764,8.075718616,8.07571798,8.075718292,8.075718403,8.075718764,8.075718432,8.075718449,8.075717821 +"4742","EP400",6.822243587,6.822243579,6.822243555,6.822243572,6.822243574,6.822243627,6.822243592,6.822243591,6.822243609,6.822243589,6.822243553,6.822243582,6.822243591,6.822243607,6.822243584,6.822243564,6.822243536,6.82224355,6.822243567,6.82224357,6.82224358,6.822243569,6.822243574,6.822243565,6.822243582,6.822243601,6.822243595,6.822243577 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+"4749","EPB41L4A",3.938529962,3.938529444,3.938529768,3.938529293,3.9385296,3.938529544,3.938529429,3.938529722,3.938529254,3.938529559,3.938529677,3.938529486,3.938529414,3.938529487,3.938529815,3.938529523,3.938529622,3.938529365,3.938529401,3.938529539,3.938529412,3.938529672,3.938529529,3.938529623,3.938529517,3.938529556,3.938529506,3.938529558 +"4750","EPB41L4A-AS1",6.295361224,6.29536097,6.295360932,6.295360235,6.295360117,6.295360627,6.295360935,6.295360814,6.295361535,6.295361119,6.295360464,6.295361061,6.295361109,6.2953618,6.295360995,6.295360931,6.295360619,6.295360395,6.295360598,6.295360712,6.29536087,6.295360849,6.295361473,6.295361143,6.295360495,6.29536123,6.295360968,6.295361519 +"4751","EPB41L4A-DT",6.087621895,6.087621931,6.087621989,6.087621968,6.087622293,6.087621895,6.087622046,6.087622219,6.087622002,6.087622026,6.087622137,6.087622245,6.087621962,6.087621687,6.087622136,6.087622077,6.087622212,6.087622039,6.087622153,6.087622021,6.08762214,6.087622156,6.087621881,6.087621709,6.087622031,6.087622127,6.087621898,6.087621975 +"4752","EPB41L4B",4.104085052,4.104085067,4.104085059,4.104085073,4.104085087,4.104085052,4.104085064,4.104085095,4.104085052,4.104085076,4.104085074,4.104085067,4.104085065,4.104085062,4.104085078,4.104085087,4.104085086,4.104085062,4.104085072,4.104085082,4.104085083,4.104085072,4.104085047,4.104085071,4.10408508,4.104085065,4.104085057,4.104085055 +"4753","EPB41L5",5.010470023,5.010470001,5.010469979,5.010469946,5.010469794,5.010469824,5.010469866,5.010469865,5.01046998,5.010470067,5.010469759,5.010469619,5.010470028,5.010470399,5.010470054,5.010470229,5.010469654,5.010470012,5.010470115,5.010470037,5.010469776,5.010469914,5.010470039,5.010470022,5.010470177,5.010470071,5.010469883,5.010470117 +"4754","EPB42",7.549758129,7.419709025,8.478865624,7.651915332,7.709513426,8.180587902,8.198394712,8.440185141,8.143755568,8.216502367,7.750995911,8.614749105,6.702860342,6.877902368,7.633842154,6.931456151,8.284139154,7.599073205,7.421575993,7.880540049,8.009931972,8.157353585,8.151552787,8.163498159,7.777002059,8.639983503,6.920089938,7.277647108 +"4755","EPC1",6.879763938,6.879763957,6.879763754,6.879763841,6.879763729,6.879763539,6.879763822,6.879763768,6.87976375,6.87976376,6.87976369,6.879763647,6.879763839,6.879764279,6.879763788,6.879763756,6.879763669,6.879763683,6.879763659,6.879763842,6.87976378,6.879763694,6.879763841,6.879763927,6.87976372,6.879763784,6.879763917,6.879764121 +"4756","EPC2",6.439611551,6.439611343,6.439610802,6.439611275,6.439610626,6.439610606,6.439610602,6.439610594,6.439611021,6.439611009,6.439610583,6.439610192,6.439611313,6.439612415,6.439610933,6.439610442,6.439610651,6.43961023,6.439611192,6.439610924,6.439611116,6.439610653,6.439611534,6.439611092,6.439610699,6.439611277,6.439611091,6.439611727 +"4757","EPCAM",2.7411503495,2.741150423,2.7411504865,2.741150233,2.7411503055,2.7411505035,2.7411502975,2.7411504125,2.7411503025,2.7411503615,2.741150527,2.741150541,2.7411502965,2.741150172,2.74115054,2.741150558,2.7411504445,2.7411504695,2.7411502985,2.7411503525,2.7411503625,2.741150351,2.74115022,2.7411503625,2.7411504255,2.7411503675,2.741150265,2.741150314 +"4758","EPDR1",4.973176842,4.973176725,4.973176765,4.973176851,4.973177078,4.973176972,4.973176924,4.973176974,4.973176828,4.973176921,4.973177022,4.973177045,4.973176769,4.973176719,4.973176938,4.973176896,4.973177086,4.973176927,4.973177024,4.973176872,4.973176963,4.973176999,4.973176861,4.973176748,4.973176768,4.973176891,4.973176821,4.973176902 +"4759","EPG5",7.381336352,7.381336068,7.381335503,7.381335842,7.381335624,7.381337473,7.381336089,7.381336114,7.381336129,7.381335906,7.381335582,7.381335788,7.381336152,7.381336331,7.381335987,7.381335929,7.381335277,7.381335393,7.381336179,7.381337566,7.381336001,7.381335954,7.381336251,7.381336079,7.381335774,7.381336225,7.38133609,7.381335742 +"4760","EPGN",2.638267581,2.638267622,2.638267599,2.638267604,2.638267607,2.638267595,2.63826758,2.638267594,2.638267596,2.638267613,2.638267604,2.638267625,2.638267594,2.638267593,2.638267601,2.638267592,2.638267612,2.638267608,2.638267616,2.6382676,2.638267586,2.638267601,2.638267604,2.638267597,2.638267608,2.638267591,2.638267589,2.638267598 +"4761","EPHA1",6.194401815,6.194401809,6.194401846,6.194401822,6.194401899,6.194401875,6.194401815,6.194401853,6.194401892,6.194401883,6.194401848,6.194401929,6.194401843,6.194401822,6.194401843,6.194401806,6.194401843,6.194401857,6.19440186,6.19440181,6.194401835,6.194401864,6.194401859,6.194401825,6.19440181,6.194401882,6.194401851,6.194401803 +"4762","EPHA10",5.0566397925,5.0566397725,5.0566400225,5.0566398255,5.0566402685,5.056639774,5.056639992,5.056640206,5.056639858,5.056639914,5.056640004,5.056640178,5.0566398705,5.056639676,5.0566401705,5.05663994,5.0566403075,5.0566400645,5.056639962,5.056639993,5.0566401795,5.056640274,5.0566397865,5.0566398565,5.0566399575,5.0566400605,5.0566398055,5.0566400085 +"4763","EPHA2",5.065730983,5.065730993,5.065731166,5.065731008,5.065731199,5.065730923,5.065731064,5.065731062,5.065731097,5.065730945,5.065731082,5.065731152,5.065731024,5.065730848,5.065731128,5.065731161,5.065731163,5.065731184,5.065730972,5.065731054,5.065731165,5.065731142,5.065731003,5.06573098,5.065731045,5.065731183,5.065730922,5.06573101 +"4764","EPHA3",3.841344348,3.841344394,3.841344444,3.841344453,3.841344407,3.841344366,3.841344452,3.8413445,3.841344407,3.841344384,3.841344372,3.84134439,3.841344403,3.841344298,3.841344433,3.841344458,3.841344523,3.841344417,3.841344421,3.841344342,3.841344443,3.841344477,3.841344336,3.841344284,3.841344431,3.841344357,3.841344379,3.841344398 +"4765","EPHA4",6.08760865,6.087608801,6.087607818,6.087607921,6.087608457,6.087607844,6.087608597,6.087607902,6.087608436,6.087608188,6.087607827,6.087608099,6.087608705,6.087608503,6.087608502,6.087608574,6.087607371,6.087608185,6.087608648,6.087608101,6.087608431,6.087608083,6.087608542,6.08760855,6.087607998,6.087608521,6.087608691,6.087608242 +"4766","EPHA5",3.367299033,3.367299042,3.367299035,3.367299032,3.367299028,3.36729902,3.367299037,3.367299021,3.367299018,3.367299017,3.367299025,3.367299035,3.367299022,3.367299012,3.367299022,3.367299039,3.367299024,3.367299034,3.367299019,3.367299023,3.367299026,3.367299023,3.367299022,3.367299034,3.367299038,3.367299024,3.367299017,3.367299037 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+"4919","EVX2",6.112686413,6.112686443,6.112686467,6.112686462,6.112686557,6.112686493,6.112686493,6.112686539,6.112686491,6.112686516,6.112686534,6.112686591,6.112686471,6.112686387,6.112686531,6.112686441,6.112686542,6.112686511,6.112686482,6.112686509,6.11268651,6.112686527,6.112686457,6.11268645,6.112686456,6.112686494,6.112686425,6.112686503 +"4920","EWSAT1",4.100089668,4.100089679,4.100089714,4.100089766,4.100089698,4.100089676,4.100089726,4.100089711,4.100089666,4.100089686,4.100089668,4.100089738,4.100089622,4.100089621,4.100089686,4.100089649,4.100089756,4.100089732,4.100089682,4.100089712,4.100089739,4.100089704,4.1000897,4.100089691,4.10008974,4.100089694,4.100089699,4.100089683 +"4921","EWSR1",8.384538157,8.384538121,8.384537792,8.38453761,8.384537491,8.384537793,8.384537704,8.384537672,8.38453805,8.384537841,8.384537451,8.384537493,8.384537991,8.384538237,8.384537893,8.384538106,8.384536917,8.38453749,8.384537766,8.384538104,8.384537977,8.384537669,8.384538025,8.384537977,8.384537617,8.38453781,8.384537968,8.384537875 +"4922","EXD1",3.769444772,3.769444773,3.769444812,3.769444785,3.769444813,3.769444822,3.769444802,3.769444786,3.769444808,3.769444793,3.76944481,3.769444824,3.76944477,3.769444749,3.769444816,3.769444807,3.769444861,3.769444821,3.769444825,3.769444807,3.769444813,3.769444806,3.769444789,3.769444781,3.769444798,3.769444816,3.769444781,3.769444808 +"4923","EXD2",5.798256212,5.798256299,5.798256183,5.798256223,5.798256192,5.798256267,5.798256225,5.798256256,5.798256283,5.798256243,5.798256197,5.798256355,5.798256235,5.79825624,5.798256259,5.798256271,5.798256221,5.798256215,5.798256202,5.798256192,5.79825616,5.798256269,5.798256238,5.798256232,5.798256227,5.79825625,5.798256257,5.798256234 +"4924","EXD3",6.189497526,6.189497565,6.189497529,6.189497411,6.189497732,6.189497513,6.189497511,6.189497661,6.189497498,6.189497586,6.18949758,6.189497663,6.18949752,6.189497439,6.189497665,6.189497593,6.1894976,6.189497601,6.189497488,6.189497607,6.189497636,6.189497599,6.189497515,6.189497531,6.189497547,6.189497626,6.189497514,6.189497592 +"4925","EXO1",4.066856336,4.066856394,4.066856417,4.066856422,4.066856387,4.066856471,4.066856594,4.066856431,4.066856502,4.066856415,4.066856457,4.066856349,4.066856444,4.066856428,4.06685638,4.066856304,4.066856365,4.066856397,4.0668564,4.066856521,4.066856551,4.066856392,4.066856568,4.066856383,4.066856438,4.066856446,4.066856406,4.066856349 +"4926","EXO5",5.277249712,5.277249676,5.277249746,5.277249604,5.277249374,5.277249508,5.277249506,5.277249379,5.277249459,5.27724955,5.277249617,5.277249478,5.277249547,5.277249724,5.277249476,5.277249476,5.277249637,5.277249492,5.277249413,5.277249579,5.277249391,5.277249579,5.277249556,5.277249486,5.277249444,5.277249494,5.277249554,5.277249676 +"4927","EXOC1",6.878860877,6.878860831,6.878860589,6.878860738,6.878860494,6.878860446,6.878860634,6.878860315,6.87886062,6.878860481,6.878860524,6.878860064,6.878860757,6.878861197,6.878860734,6.87886067,6.878860602,6.878860711,6.878860851,6.878860662,6.878860688,6.878860531,6.878860781,6.878860704,6.878860624,6.878860595,6.878860701,6.878860953 +"4928","EXOC2",6.90114905,6.90114873,6.901148334,6.901148176,6.901148322,6.901148542,6.901148696,6.901148632,6.901148824,6.901148709,6.901148124,6.90114831,6.901148926,6.901149396,6.901148706,6.901148619,6.901147664,6.901148071,6.901148616,6.901148226,6.901148638,6.901148697,6.901149082,6.901148667,6.901148249,6.901148553,6.901149025,6.901149215 +"4929","EXOC3",7.50866658,7.508666605,7.508666593,7.508666627,7.508666515,7.508666637,7.508666583,7.508666533,7.508666548,7.508666576,7.508666588,7.508666554,7.5086666,7.508666583,7.5086665,7.508666586,7.508666517,7.508666534,7.508666571,7.508666617,7.508666543,7.508666522,7.50866661,7.508666556,7.508666576,7.508666535,7.508666566,7.508666516 +"4930","EXOC3-AS1",5.713634026,5.713633984,5.713634168,5.713634026,5.713634328,5.713634041,5.713634191,5.713634198,5.713634144,5.713634202,5.71363419,5.713634243,5.713634122,5.713633946,5.713634253,5.713634073,5.713634308,5.713634175,5.713634267,5.713634088,5.713634218,5.713634201,5.713634126,5.713634018,5.713634165,5.713634195,5.713634087,5.713634235 +"4931","EXOC3L1",5.799939267,5.799939253,5.799939451,5.79993955,5.799939908,5.799939325,5.799939499,5.799939822,5.799939637,5.799939707,5.799939502,5.799939536,5.799939468,5.799939067,5.799939652,5.799939568,5.799939809,5.799939798,5.799939332,5.799939701,5.799939622,5.799939718,5.799939556,5.799939341,5.799939387,5.799939666,5.799939219,5.799939472 +"4932","EXOC3L2",5.885428346,5.885428431,5.88542867,5.885428318,5.885428721,5.885428488,5.885428572,5.885428703,5.885428281,5.885428453,5.885428601,5.885428817,5.885428372,5.885428179,5.885428639,5.885428616,5.885428851,5.885428589,5.885428646,5.885428447,5.885428681,5.885428616,5.885428327,5.885428414,5.885428494,5.885428508,5.88542837,5.885428461 +"4933","EXOC4",7.447200777,7.447200419,7.447199927,7.447199974,7.447200046,7.447200322,7.447200239,7.447199912,7.447200432,7.447200687,7.447199805,7.447200143,7.447200483,7.447201019,7.44720014,7.447200064,7.447199531,7.447199723,7.447200371,7.447200074,7.447200188,7.447199837,7.447200437,7.447200671,7.447199736,7.447200315,7.447200503,7.447200475 +"4934","EXOC5",6.583743552,6.583743298,6.583743045,6.583742967,6.583742854,6.583742966,6.58374306,6.583742542,6.583742766,6.583742809,6.583742917,6.583742172,6.583743006,6.583744115,6.583743337,6.583742955,6.583742782,6.583742893,6.583743006,6.583742963,6.583743073,6.583742897,6.583743057,6.583743346,6.583742782,6.583742953,6.583742797,6.583743446 +"4935","EXOC6",6.327649871,6.327649946,6.327649431,6.327649727,6.327649207,6.327649388,6.327649549,6.327649255,6.327649542,6.32764942,6.327649475,6.327648585,6.327649541,6.327650051,6.327649432,6.32764959,6.327649281,6.327649604,6.327649672,6.327649384,6.327649552,6.327649394,6.327649798,6.327649899,6.327649655,6.32764924,6.327649447,6.327649559 +"4936","EXOC6B",5.734539087,5.734538702,5.734538382,5.734538429,5.734538175,5.734537971,5.734538113,5.734537944,5.734538558,5.734538433,5.734537875,5.734537774,5.734538499,5.734539596,5.734538581,5.734538288,5.734537886,5.734537726,5.734538613,5.73453774,5.734538134,5.734538535,5.7345387,5.734538369,5.734537798,5.73453828,5.734539002,5.734538783 +"4937","EXOC7",7.182646278,7.182646278,7.182646289,7.182646267,7.182646287,7.182646347,7.182646288,7.182646309,7.182646286,7.182646305,7.182646267,7.182646268,7.182646293,7.18264628,7.182646279,7.182646263,7.1826463,7.182646279,7.182646284,7.182646244,7.182646274,7.182646291,7.182646312,7.182646307,7.182646269,7.182646261,7.182646301,7.182646302 +"4938","EXOC8",6.835813624,6.835813808,6.835813362,6.835813662,6.835813248,6.835813305,6.835813323,6.835813256,6.835813281,6.835813407,6.835813455,6.835812783,6.835813425,6.835813982,6.835813307,6.835813522,6.835813321,6.835813627,6.835813698,6.835812972,6.835813171,6.835813436,6.835813591,6.835813791,6.835813565,6.835813222,6.835813399,6.835813737 +"4939","EXOG",5.479436345,5.479436282,5.479436121,5.479436185,5.479436127,5.47943625,5.479436204,5.479436226,5.479436392,5.479436204,5.479436028,5.479436081,5.479436288,5.479436401,5.479436239,5.479436233,5.479436011,5.479436069,5.479436146,5.479436014,5.47943615,5.479436123,5.47943638,5.479436371,5.479436115,5.479436275,5.479436231,5.479436288 +"4940","EXOSC1",6.620913392,6.620913208,6.620913259,6.620912856,6.620913053,6.620913327,6.620913274,6.620913008,6.620913381,6.620913229,6.620913143,6.620912966,6.62091324,6.620913493,6.62091312,6.620912994,6.620913019,6.620912976,6.620913129,6.620913495,6.620913201,6.620913187,6.620913445,6.620913324,6.620913165,6.620913209,6.620913341,6.62091318 +"4941","EXOSC10",6.859421959,6.859421715,6.859421811,6.859421759,6.859421893,6.859421932,6.859421944,6.859421741,6.859422008,6.85942191,6.859421748,6.859421804,6.859421868,6.859422012,6.859421944,6.859421696,6.85942153,6.859421624,6.859421904,6.85942175,6.859421805,6.859421814,6.859421899,6.859421822,6.859421657,6.85942195,6.859421965,6.859421939 +"4942","EXOSC2",6.870034158,6.870033938,6.870033854,6.87003368,6.870033778,6.87003397,6.870033995,6.87003387,6.870034144,6.870034095,6.87003381,6.870034025,6.870034032,6.870034313,6.870033957,6.8700337,6.870033774,6.870033581,6.870033971,6.870033897,6.870033795,6.870033914,6.870034199,6.870033898,6.870033525,6.870034085,6.870033955,6.870034104 +"4943","EXOSC3",6.537071653,6.53707134,6.537071244,6.537071463,6.537070979,6.537071277,6.537071305,6.537071105,6.537071446,6.537071259,6.537070976,6.53707085,6.537071401,6.537072272,6.537071226,6.537071382,6.537070551,6.537071104,6.537071042,6.537071286,6.537071238,6.537071051,6.537071415,6.537071459,6.53707113,6.537071289,6.537071247,6.537071781 +"4944","EXOSC4",6.40595101,6.405951131,6.405951143,6.405951085,6.405951252,6.405951239,6.40595124,6.405951118,6.405951112,6.405951214,6.405951335,6.405951349,6.405951015,6.405950699,6.405951004,6.405950942,6.405951264,6.405951049,6.405951229,6.405951221,6.405951038,6.405951147,6.405951048,6.405951106,6.405950823,6.405951029,6.405951054,6.405951128 +"4945","EXOSC5",6.0933158,6.093315783,6.093315695,6.093315813,6.093315772,6.093315702,6.093315729,6.093315789,6.093315748,6.093315741,6.09331571,6.093315733,6.093315788,6.09331578,6.093315749,6.093315496,6.093315713,6.093315703,6.09331576,6.093315606,6.093315668,6.09331576,6.093315693,6.093315764,6.093315632,6.093315749,6.093315784,6.093315753 +"4946","EXOSC6",7.836680239,7.836680033,7.836680404,7.836679975,7.836681316,7.836680289,7.836680734,7.836680418,7.836680739,7.8366808,7.836680286,7.836681276,7.836680238,7.836679465,7.83668074,7.836680266,7.836681145,7.836680312,7.836680759,7.836680534,7.836680734,7.836680648,7.836680285,7.836679985,7.836679976,7.836680667,7.836680261,7.836680296 +"4947","EXOSC7",5.741211022,5.741211025,5.741210944,5.741210883,5.74121092,5.74121088,5.741210927,5.741210955,5.741211024,5.741210946,5.741210818,5.741210909,5.741210973,5.741211072,5.741210972,5.741210996,5.741210848,5.741210881,5.741210941,5.741210872,5.741210873,5.741210971,5.741211026,5.741210946,5.7412108,5.741210957,5.741211012,5.741211008 +"4948","EXOSC8",5.008725874,5.008725638,5.008725568,5.008725541,5.008725393,5.008725764,5.00872579,5.008725374,5.008725792,5.008725683,5.0087253,5.008725455,5.008725725,5.008726079,5.008725604,5.008725523,5.008725517,5.00872532,5.008725612,5.008725638,5.008725729,5.008725357,5.008725788,5.008725677,5.008725277,5.008725613,5.008725726,5.008725828 +"4949","EXOSC9",6.1314507,6.131450613,6.131450466,6.131450362,6.131450477,6.131450555,6.131450618,6.131450426,6.131450647,6.131450611,6.13145045,6.131450394,6.131450615,6.13145076,6.131450512,6.131450575,6.131450303,6.131450343,6.131450592,6.131450629,6.131450555,6.131450495,6.131450669,6.131450614,6.131450513,6.131450587,6.131450613,6.131450658 +"4950","EXPH5",3.772661387,3.77266145,3.772661387,3.772661467,3.772661362,3.772661409,3.772661301,3.772661416,3.772661422,3.772661411,3.772661417,3.772661459,3.772661376,3.772661444,3.772661317,3.772661433,3.772661415,3.772661432,3.772661392,3.772661368,3.772661343,3.772661387,3.772661392,3.772661383,3.772661358,3.772661353,3.772661348,3.772661423 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+"5171","FAM9B",3.708119997,3.708120123,3.708120166,3.708120137,3.708120109,3.708119733,3.708120033,3.708120374,3.708120178,3.708120118,3.708120275,3.708120008,3.70812019,3.708119849,3.708120021,3.708120215,3.708120177,3.708120217,3.708119932,3.708120172,3.708120041,3.708120052,3.708120044,3.708120375,3.708120292,3.70811994,3.708120163,3.70812009 +"5172","FAM9C",3.571374647,3.571374718,3.571374747,3.571374667,3.571374709,3.571374727,3.571374711,3.571374735,3.57137473,3.571374669,3.571374696,3.571374813,3.57137471,3.571374714,3.57137466,3.571374706,3.571374734,3.57137473,3.571374825,3.571374698,3.571374625,3.571374645,3.571374754,3.571374713,3.571374697,3.571374675,3.571374677,3.571374795 +"5173","FAN1",5.433929078,5.433929014,5.433928932,5.433928982,5.433928916,5.433928872,5.433929031,5.433928938,5.433929131,5.43392898,5.433928733,5.433929023,5.433928935,5.433929224,5.433928917,5.43392898,5.433928774,5.433928886,5.433929122,5.433928556,5.433928846,5.433928901,5.433929071,5.433929064,5.433928832,5.433929073,5.43392904,5.433929136 +"5174","FANCA",5.455492974,5.455493049,5.455493048,5.45549308,5.455493009,5.455493175,5.455493104,5.455492999,5.455493034,5.455492971,5.455493036,5.455492982,5.455493025,5.455493029,5.45549301,5.455493059,5.455493063,5.455493021,5.455493043,5.455493185,5.455493086,5.45549303,5.45549307,5.455492982,5.455493074,5.455493025,5.455493053,5.455493025 +"5175","FANCB",3.944263115,3.944263105,3.944263029,3.944263095,3.944262855,3.944263019,3.94426303,3.944262927,3.944263031,3.944263097,3.944263085,3.944262961,3.944262961,3.944263129,3.944263016,3.944262916,3.944262937,3.944263014,3.944263046,3.944262939,3.944262967,3.944262986,3.944263055,3.944263078,3.944263099,3.944262925,3.94426302,3.94426321 +"5176","FANCC",4.847349083,4.847349034,4.847349024,4.847349006,4.847348962,4.847349056,4.847349008,4.847349006,4.847349046,4.84734903,4.847348993,4.847349045,4.847349011,4.84734905,4.84734901,4.847348967,4.847348984,4.847349008,4.847349024,4.847348992,4.847349025,4.847348989,4.847349039,4.847349051,4.847349022,4.847349053,4.847349039,4.847349051 +"5177","FANCD2",5.449100442,5.449100402,5.449100427,5.449100456,5.449100401,5.449100389,5.449100457,5.449100391,5.449100413,5.449100409,5.449100401,5.449100407,5.449100439,5.449100442,5.449100391,5.449100412,5.44910036,5.449100376,5.449100445,5.449100415,5.449100429,5.449100377,5.449100437,5.449100454,5.449100417,5.449100428,5.449100415,5.449100405 +"5178","FANCD2OS",5.208232132,5.20823217,5.208232206,5.208232176,5.208232299,5.208232258,5.208232232,5.208232252,5.208232263,5.208232209,5.208232256,5.20823229,5.208232141,5.208232107,5.208232287,5.208232253,5.20823228,5.208232278,5.208232235,5.20823224,5.208232286,5.208232296,5.208232218,5.208232169,5.208232182,5.20823226,5.208232171,5.208232223 +"5179","FANCE",5.994259901,5.994259937,5.994259966,5.994260016,5.99426008,5.994259783,5.994260041,5.99425997,5.994259909,5.994259873,5.994260027,5.994260058,5.994259972,5.994259873,5.994260087,5.994259962,5.994260035,5.994260067,5.994259983,5.994259966,5.994260013,5.99426004,5.994259828,5.994259788,5.994259861,5.994259993,5.99425992,5.994259855 +"5180","FANCF",5.657026555,5.657026498,5.657026341,5.657026241,5.657026363,5.65702637,5.657026346,5.65702635,5.657026459,5.657026389,5.657026246,5.657026372,5.657026436,5.657026677,5.657026452,5.657026394,5.657026338,5.657026281,5.657026482,5.657026348,5.65702632,5.657026366,5.657026523,5.65702645,5.65702628,5.657026374,5.657026455,5.657026611 +"5181","FANCG",5.51097578,5.51097585,5.510975854,5.510975789,5.510976028,5.510975887,5.510976039,5.510975938,5.510976004,5.510975923,5.510975913,5.510976004,5.510975973,5.51097586,5.510975964,5.510975869,5.510975959,5.510975915,5.510975909,5.510975889,5.510976024,5.510975984,5.510975944,5.51097586,5.510975872,5.510975924,5.510975943,5.510975926 +"5182","FANCI",4.862232261,4.862232078,4.862232061,4.86223193,4.862232111,4.862232383,4.862232494,4.862231874,4.862232351,4.862232076,4.862231968,4.862231706,4.862232095,4.862232307,4.862232063,4.862231935,4.862232035,4.862231947,4.862231979,4.862232156,4.862232483,4.862231925,4.862232418,4.862232114,4.862231962,4.862232064,4.862232155,4.862232031 +"5183","FANCL",4.17839467,4.178394728,4.178394664,4.178394567,4.178394623,4.178394699,4.178394682,4.17839463,4.178394723,4.17839459,4.178394614,4.178394568,4.178394683,4.178394721,4.17839466,4.178394685,4.178394665,4.178394644,4.178394609,4.178394638,4.178394667,4.178394672,4.178394656,4.178394635,4.178394565,4.17839461,4.178394665,4.178394663 +"5184","FANCM",4.305572789,4.305572635,4.305572714,4.305572579,4.305572594,4.305572636,4.305572686,4.305572694,4.305572802,4.305572652,4.305572688,4.305572601,4.305572787,4.305573102,4.305572701,4.305572746,4.305572699,4.305572627,4.305572735,4.305572727,4.305572718,4.305572708,4.305572802,4.305572639,4.305572542,4.305572703,4.305572704,4.305572898 +"5185","FANK1",4.002062793,4.00206274,4.002062762,4.002062759,4.002062809,4.002062733,4.002062749,4.002062785,4.002062733,4.002062769,4.002062731,4.002062836,4.002062778,4.002062757,4.002062786,4.002062781,4.002062811,4.002062812,4.002062786,4.002062753,4.002062785,4.002062746,4.002062754,4.002062765,4.002062701,4.002062817,4.002062755,4.0020628 +"5186","FAP",3.214030247,3.21403012,3.214030366,3.214030149,3.214030249,3.214030509,3.214030364,3.214030159,3.214030263,3.214030378,3.214030266,3.214030254,3.214030192,3.214030181,3.214030273,3.214030211,3.214030455,3.214030281,3.214030198,3.214030353,3.214030122,3.214030235,3.214030176,3.214030225,3.214030172,3.214030178,3.214030323,3.214030277 +"5187","FAR1",7.381823841,7.381823721,7.381823347,7.381823516,7.381822901,7.381823086,7.381823255,7.38182309,7.381823025,7.381823288,7.381823286,7.381822248,7.381823022,7.381824371,7.381823375,7.381823782,7.381823181,7.381823119,7.381823693,7.38182342,7.381823585,7.381823071,7.38182347,7.381823795,7.381823464,7.381823045,7.381823001,7.38182368 +"5188","FAR2",6.467765059,6.467766642,6.467765109,6.467766387,6.467764622,6.46776502,6.467764688,6.467763885,6.467763129,6.467763728,6.467765623,6.467762415,6.467764865,6.467764541,6.467765006,6.467766607,6.467764676,6.467764781,6.467765042,6.467765005,6.467764754,6.467763825,6.467764674,6.467764916,6.467766099,6.467762862,6.467764895,6.467763478 +"5189","FAR2P1",4.398381751,4.398381855,4.398381825,4.398381686,4.398381927,4.398381808,4.398382019,4.398381837,4.398381757,4.398381894,4.398381641,4.39838203,4.398381809,4.398381483,4.398381859,4.398381788,4.398382057,4.398381741,4.398381974,4.398381636,4.398381953,4.398381854,4.39838176,4.398381648,4.39838187,4.398381985,4.398381778,4.398381856 +"5190","FARP1",4.721984587,4.721984581,4.721984632,4.721984605,4.721984673,4.7219846,4.721984655,4.721984635,4.721984631,4.721984615,4.721984621,4.721984695,4.721984629,4.721984563,4.721984676,4.721984647,4.721984681,4.721984654,4.721984656,4.721984635,4.721984673,4.721984647,4.721984616,4.721984604,4.721984611,4.721984644,4.721984613,4.721984643 +"5191","FARP2",5.663185714,5.663185711,5.663185691,5.663185663,5.663185714,5.663185714,5.663185707,5.66318571,5.663185705,5.663185714,5.663185695,5.663185685,5.663185717,5.663185692,5.663185693,5.663185698,5.663185679,5.663185689,5.663185695,5.663185709,5.66318569,5.66318569,5.663185684,5.663185698,5.663185708,5.66318571,5.663185704,5.663185664 +"5192","FARS2",6.053116777,6.053116682,6.053116247,6.053116312,6.053116286,6.053116487,6.053116633,6.053116463,6.053116691,6.053116626,6.053116047,6.053116219,6.053116642,6.053116798,6.053116352,6.053116437,6.053116162,6.053116327,6.053116571,6.053116454,6.053116315,6.053116539,6.053116545,6.053116602,6.053116183,6.053116566,6.05311663,6.053116584 +"5193","FARSA",7.549811742,7.549811769,7.549811763,7.549811717,7.549811771,7.549811771,7.549811764,7.549811754,7.549811798,7.549811788,7.549811734,7.549811773,7.549811759,7.549811769,7.549811749,7.549811736,7.549811743,7.549811704,7.549811757,7.54981171,7.549811741,7.549811766,7.549811768,7.54981174,7.549811706,7.549811768,7.549811766,7.549811771 +"5194","FARSB",6.038378736,6.038378439,6.038378436,6.038377948,6.038378178,6.038378145,6.038378509,6.038378022,6.038378797,6.038378412,6.038377792,6.038378199,6.038378735,6.038379182,6.038378188,6.038378008,6.038377673,6.038377534,6.038378333,6.038378363,6.038378363,6.038378186,6.038378674,6.038378422,6.038377973,6.038378551,6.038378543,6.038378712 +"5195","FAS",7.146258668,7.14625841,7.1462564,7.14625831,7.146255912,7.146259469,7.146257776,7.146257569,7.146255723,7.14625557,7.146257272,7.146254357,7.146256895,7.146258034,7.146258265,7.146257647,7.146255592,7.146258729,7.146257097,7.1462598,7.146258084,7.14625781,7.146257385,7.146256148,7.146257971,7.146255276,7.146256744,7.146257243 +"5196","FASLG",5.589023015,5.589023009,5.589023045,5.589022942,5.58902295,5.589023023,5.589023003,5.58902304,5.589022955,5.589022995,5.589022998,5.58902298,5.589023013,5.589023033,5.589023038,5.589023011,5.589022991,5.589022949,5.589022961,5.58902305,5.589023024,5.589022997,5.589023013,5.589023037,5.58902301,5.589023012,5.589023006,5.589023028 +"5197","FASN",6.018645057,6.018645009,6.018645032,6.018645033,6.018645092,6.018645082,6.018645049,6.018645078,6.018645066,6.018645067,6.018645056,6.01864509,6.01864508,6.018645045,6.01864506,6.018644987,6.018645085,6.018645073,6.018645015,6.01864509,6.018645068,6.018645075,6.018645077,6.018645044,6.018645019,6.018645085,6.018645066,6.018645051 +"5198","FASTK",7.544427349,7.54442755,7.544427762,7.544427387,7.544427844,7.544427319,7.544427667,7.544427771,7.544427701,7.54442769,7.544427571,7.544427845,7.544427735,7.544427485,7.544427585,7.544427961,7.544427747,7.544427675,7.544427572,7.54442722,7.544427595,7.544427852,7.544427374,7.544427497,7.544427691,7.54442776,7.544427585,7.544427873 +"5199","FASTKD1",4.919800099,4.919800026,4.919799988,4.919799711,4.919799891,4.919799891,4.919799982,4.919799782,4.919799954,4.919799949,4.919799727,4.919799871,4.919799952,4.919800247,4.919799938,4.919799752,4.919799885,4.919799788,4.919799988,4.91979968,4.919799961,4.91979992,4.919800013,4.919799977,4.919799806,4.919799886,4.919799982,4.919800063 +"5200","FASTKD2",5.254247449,5.254246986,5.254247167,5.254246785,5.254246725,5.254246758,5.254247204,5.254246613,5.254247393,5.254246953,5.254246791,5.254246821,5.254247234,5.254248022,5.254246991,5.254246671,5.254246296,5.254246154,5.254247078,5.254246868,5.254246886,5.254246559,5.25424751,5.254247155,5.25424663,5.254247006,5.254247273,5.254247368 +"5201","FASTKD3",4.244046534,4.244046505,4.24404651,4.244046509,4.244046523,4.244046522,4.24404652,4.244046521,4.244046536,4.244046526,4.244046508,4.244046516,4.244046526,4.244046547,4.24404652,4.244046515,4.244046503,4.244046518,4.244046524,4.244046501,4.244046529,4.244046519,4.244046528,4.244046518,4.244046509,4.244046521,4.244046516,4.244046528 +"5202","FAT1",4.193233512,4.193233554,4.193233514,4.193233501,4.193233622,4.193233496,4.193233583,4.19323358,4.193233579,4.19323355,4.193233597,4.19323357,4.193233568,4.193233517,4.193233599,4.193233558,4.193233569,4.193233546,4.193233531,4.193233589,4.193233563,4.193233544,4.193233521,4.193233552,4.193233514,4.193233561,4.193233505,4.193233561 +"5203","FAT2",4.111076949,4.111076951,4.111076953,4.111076952,4.111076957,4.111076936,4.111076946,4.111076951,4.111076947,4.111076958,4.111076956,4.111076947,4.111076953,4.111076945,4.111076949,4.111076957,4.111076951,4.111076954,4.111076945,4.111076958,4.111076954,4.111076955,4.111076954,4.111076954,4.111076948,4.111076949,4.111076951,4.111076951 +"5204","FAT3",3.742427558,3.74242756,3.742427559,3.74242756,3.742427566,3.742427562,3.742427559,3.742427562,3.742427559,3.74242756,3.742427561,3.742427564,3.742427559,3.742427555,3.742427561,3.742427559,3.742427565,3.742427566,3.74242756,3.74242756,3.742427561,3.742427561,3.74242756,3.742427557,3.742427561,3.742427562,3.74242756,3.742427559 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+"5391","FGL2",10.10059428,10.36749183,9.93472858,10.08590321,9.896180293,10.61098243,9.965956629,9.916035903,9.727042612,10.03706548,9.868750453,9.058488836,10.02749045,10.5186735,9.963647812,10.14988687,9.834448984,9.894517944,9.969885957,10.98316808,10.28631492,9.893675804,10.06992894,10.22206082,9.949387152,9.622685464,9.930231739,10.1932975 +"5392","FGR",9.879896569,9.87989679,9.879896557,9.879897549,9.879895905,9.879898403,9.879896693,9.879895319,9.879895462,9.87989647,9.879896885,9.879893879,9.879897242,9.879895883,9.879896351,9.879896543,9.879896489,9.879896794,9.879895391,9.879897292,9.879896807,9.879896364,9.879895792,9.879896442,9.87989651,9.879894957,9.879896956,9.879895362 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+"5397","FHIP1B",7.356172694,7.356172679,7.356172632,7.356172747,7.356172643,7.356172701,7.356172722,7.356172659,7.356172627,7.356172657,7.356172667,7.356172675,7.356172657,7.356172603,7.356172636,7.3561727,7.356172646,7.356172679,7.356172662,7.356172698,7.356172687,7.356172669,7.356172652,7.356172707,7.356172682,7.356172675,7.356172676,7.356172554 +"5398","FHIP2A",7.185358883,7.185358847,7.185358633,7.185359077,7.185358524,7.18535911,7.185358864,7.185358655,7.185358815,7.185358624,7.185358695,7.185358312,7.185358803,7.185358678,7.18535868,7.18535885,7.185358585,7.185358782,7.185358846,7.185359049,7.185358796,7.185358683,7.185359023,7.185359007,7.18535895,7.185358649,7.185358728,7.185358554 +"5399","FHIP2B",6.23180416,6.231804082,6.231804171,6.231804111,6.23180415,6.231804254,6.231804228,6.231804162,6.231804181,6.231804132,6.231804148,6.231804219,6.231804181,6.231804133,6.231804198,6.23180406,6.231804083,6.231804214,6.231804071,6.231804214,6.231804183,6.231804153,6.231804114,6.231804174,6.231804105,6.231804224,6.231804169,6.231804096 +"5400","FHIT",6.062892602,6.062892049,6.062892037,6.06289179,6.062892228,6.062892688,6.062892148,6.062892642,6.062893954,6.062893198,6.062891576,6.062892945,6.062892996,6.062893266,6.062892553,6.062891633,6.062891912,6.062891792,6.062892557,6.062892652,6.062891965,6.062892805,6.062893617,6.062892704,6.062891733,6.062892885,6.062893088,6.062893128 +"5401","FHL1",5.454541951,5.454542262,5.454541943,5.454542548,5.454542111,5.45454195,5.454542018,5.454542062,5.454542038,5.454542293,5.45454235,5.454542155,5.45454206,5.454541948,5.454542006,5.454542248,5.454541956,5.454542632,5.454542181,5.45454177,5.454542009,5.454541825,5.454542042,5.454542479,5.454542397,5.454541894,5.454542056,5.454542027 +"5402","FHL2",5.381110325,5.38111024,5.381110351,5.381110287,5.381110349,5.38111026,5.381110316,5.381110372,5.381110338,5.381110223,5.38111035,5.381110355,5.381110337,5.381110121,5.38111023,5.3811103,5.381110424,5.381110439,5.381110307,5.381110328,5.381110264,5.381110328,5.381110209,5.381110301,5.381110322,5.381110331,5.381110359,5.381110161 +"5403","FHL3",7.731956622,7.731958412,7.731956852,7.731957237,7.731958433,7.731959307,7.73195773,7.731957327,7.7319579,7.731958845,7.731957924,7.73195626,7.731958084,7.731956688,7.731955949,7.731957143,7.731955537,7.73195605,7.73195852,7.731958929,7.731956907,7.731957095,7.731958093,7.731959028,7.73195638,7.731956343,7.731958295,7.731955699 +"5404","FHL5",3.30833301,3.308333079,3.308333044,3.308333186,3.308333065,3.308333013,3.308333042,3.308333062,3.308333229,3.308333055,3.308333062,3.308333096,3.308333114,3.308333098,3.308333157,3.308333012,3.308333089,3.308333198,3.308333171,3.308333037,3.308333172,3.308333126,3.308333068,3.308333032,3.308332997,3.308333061,3.308333081,3.308333142 +"5405","FHOD1",5.86357968,5.863579737,5.863579731,5.863579781,5.863579753,5.863579841,5.863579618,5.86357971,5.863579765,5.86357963,5.863579768,5.863579586,5.863579707,5.863579622,5.863579722,5.863579656,5.863579764,5.863579747,5.863579692,5.863579665,5.863579634,5.863579762,5.863579697,5.863579611,5.863579857,5.863579669,5.863579712,5.863579479 +"5406","FHOD3",4.362893132,4.36289315,4.36289331,4.362893255,4.362893252,4.362893192,4.362893165,4.362893313,4.362893203,4.362893218,4.362893259,4.362893242,4.36289322,4.362893102,4.362893237,4.362893231,4.362893275,4.362893253,4.362893177,4.362893294,4.362893257,4.362893252,4.362893229,4.36289312,4.362893227,4.362893186,4.362893251,4.362893249 +"5407","FIBCD1",6.242114786,6.242114907,6.242115039,6.242114972,6.242115084,6.242114863,6.242114872,6.242115054,6.242114922,6.242114978,6.242115074,6.242115128,6.242114834,6.242114793,6.24211501,6.242114909,6.24211511,6.242115068,6.242114935,6.242114957,6.242114907,6.242115115,6.242114924,6.242114813,6.242114953,6.242114971,6.242114914,6.24211487 +"5408","FIBIN",3.696748394,3.696748521,3.696748543,3.696748482,3.696748618,3.69674863,3.696748471,3.696748639,3.696748477,3.69674856,3.69674843,3.696748603,3.696748384,3.696748447,3.696748432,3.696748564,3.696748533,3.696748513,3.696748512,3.696748382,3.696748541,3.696748415,3.696748528,3.696748622,3.696748442,3.696748487,3.696748511,3.696748485 +"5409","FIBP",7.225185796,7.225185754,7.225185773,7.225185579,7.225185749,7.225185892,7.225185769,7.225185732,7.225185778,7.225185855,7.225185714,7.225185802,7.225185867,7.225185821,7.225185788,7.225185751,7.22518567,7.22518566,7.225185777,7.225185897,7.225185712,7.225185849,7.225185837,7.225185881,7.225185562,7.22518577,7.225185819,7.225185784 +"5410","FICD",5.803095433,5.803095406,5.80309539,5.803095413,5.803095417,5.803095429,5.803095419,5.803095403,5.803095402,5.803095449,5.803095398,5.803095432,5.803095429,5.803095385,5.803095413,5.803095429,5.803095386,5.8030954,5.803095419,5.803095445,5.803095387,5.803095413,5.80309545,5.803095407,5.803095424,5.80309539,5.803095413,5.803095441 +"5411","FIG4",6.647766616,6.647766582,6.647766502,6.647766554,6.647766421,6.647766596,6.647766599,6.647766375,6.647766349,6.647766511,6.647766453,6.647766266,6.647766491,6.647766699,6.647766568,6.64776656,6.64776648,6.647766451,6.647766567,6.64776663,6.647766493,6.64776645,6.647766422,6.647766611,6.647766497,6.647766435,6.647766499,6.647766456 +"5412","FIGLA",4.239853311,4.239853331,4.239853361,4.239853334,4.239853348,4.23985336,4.239853343,4.239853351,4.239853335,4.239853349,4.239853354,4.239853359,4.239853348,4.239853328,4.239853353,4.239853355,4.239853356,4.239853369,4.239853351,4.239853354,4.239853333,4.239853364,4.239853342,4.239853335,4.239853333,4.239853357,4.239853364,4.239853354 +"5413","FIGN",3.924853563,3.924853556,3.924853612,3.924853601,3.924853881,3.924853588,3.924853621,3.92485372,3.924853721,3.924853416,3.924853849,3.924854045,3.92485367,3.924853204,3.92485401,3.924853617,3.924853933,3.924853816,3.924853622,3.924853876,3.92485384,3.924853615,3.924853678,3.924853589,3.92485352,3.924853799,3.92485365,3.924853637 +"5414","FIGNL1",5.100749782,5.10074967,5.100749713,5.100749613,5.100749651,5.100749685,5.100749906,5.10074964,5.10074976,5.100749723,5.10074965,5.100749715,5.100749695,5.100749782,5.100749719,5.100749577,5.100749791,5.100749643,5.100749753,5.100749764,5.10074975,5.100749706,5.100749728,5.100749655,5.100749763,5.100749714,5.100749677,5.100749718 +"5415","FIGNL2",4.93593699,4.935936975,4.935936995,4.935936971,4.935936964,4.935937042,4.935937025,4.935937043,4.935937013,4.935937028,4.935937011,4.935937014,4.935937,4.935936989,4.935936993,4.935936944,4.935937025,4.935937061,4.935937039,4.935937018,4.935936976,4.93593705,4.935936982,4.935936957,4.935937035,4.935936998,4.935937016,4.935936982 +"5416","FILIP1",3.559846118,3.559846126,3.559846138,3.559846178,3.559846163,3.559846151,3.559846155,3.559846144,3.559846167,3.559846158,3.559846179,3.559846179,3.55984614,3.559846138,3.559846132,3.55984617,3.559846183,3.559846205,3.559846151,3.55984619,3.559846156,3.559846148,3.559846146,3.559846143,3.55984616,3.559846149,3.559846134,3.559846159 +"5417","FILIP1L",3.913311941,3.913311943,3.913311941,3.913311961,3.913311962,3.913311929,3.913311958,3.913311942,3.913311932,3.913311936,3.913311973,3.913311991,3.913311969,3.913311948,3.913311948,3.913311971,3.913311974,3.913311992,3.913311934,3.91331197,3.913311982,3.91331196,3.913311939,3.913311974,3.913311967,3.913311962,3.91331197,3.913311963 +"5418","FIP1L1",6.992456646,6.992456635,6.992456566,6.992456546,6.992456428,6.992456528,6.992456554,6.992456538,6.992456641,6.99245658,6.992456513,6.992456424,6.992456595,6.992456772,6.992456558,6.992456548,6.992456423,6.992456502,6.992456553,6.992456495,6.992456537,6.992456409,6.992456625,6.992456585,6.992456501,6.992456571,6.992456592,6.992456655 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+"5531","FOXF2",6.010892831,6.010892691,6.010893117,6.010892875,6.01089316,6.010892969,6.010892995,6.010892872,6.010892846,6.010893046,6.010892971,6.010893177,6.010892941,6.010892684,6.01089297,6.010892845,6.010893225,6.010892948,6.010892898,6.010893005,6.010893092,6.01089306,6.010892882,6.010892837,6.010892872,6.010893046,6.010892906,6.010893002 +"5532","FOXG1",5.111300447,5.111300454,5.111300487,5.111300454,5.111300529,5.111300466,5.111300486,5.111300486,5.111300473,5.111300484,5.111300505,5.11130051,5.111300474,5.111300432,5.111300497,5.111300493,5.111300507,5.111300497,5.111300476,5.111300479,5.111300502,5.111300491,5.111300453,5.111300488,5.111300493,5.111300489,5.111300462,5.111300516 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+"5535","FOXI2",6.410857474,6.410857482,6.410857814,6.410857574,6.41085779,6.410857663,6.41085764,6.410857785,6.41085771,6.41085772,6.410857734,6.410857822,6.410857546,6.410857106,6.410857697,6.410857488,6.410857877,6.410857781,6.410857623,6.410857657,6.410857721,6.410857636,6.410857586,6.41085754,6.410857694,6.410857758,6.410857514,6.41085766 +"5536","FOXJ1",5.699360424,5.699360361,5.699360474,5.699360449,5.699360518,5.699360392,5.699360414,5.699360481,5.699360423,5.69936038,5.699360515,5.699360555,5.699360432,5.699360311,5.699360486,5.699360485,5.699360576,5.699360589,5.699360455,5.699360472,5.699360486,5.699360472,5.699360401,5.699360361,5.699360472,5.699360508,5.699360412,5.699360468 +"5537","FOXJ2",7.279928547,7.279928568,7.27992863,7.279928682,7.279928546,7.279928687,7.279928634,7.279928703,7.279928674,7.279928595,7.279928581,7.279928716,7.279928553,7.279928451,7.2799287,7.279928413,7.279928588,7.279928723,7.279928627,7.279928351,7.279928639,7.279928641,7.279928586,7.279928597,7.279928586,7.279928667,7.279928623,7.2799283 +"5538","FOXJ3",7.610510441,7.610510318,7.610510285,7.610510298,7.610510302,7.610510429,7.610510374,7.61051026,7.610510491,7.61051033,7.610510219,7.610510212,7.610510453,7.610510621,7.610510374,7.610510015,7.610510013,7.610510159,7.610510364,7.610510369,7.610510372,7.610510155,7.610510514,7.610510347,7.610510302,7.610510327,7.610510447,7.610510326 +"5539","FOXK1",7.138202036,7.138202199,7.138201993,7.138201982,7.138202024,7.138202274,7.138202093,7.138202209,7.13820236,7.138202195,7.138201842,7.138202167,7.138202073,7.138202157,7.138201982,7.138202018,7.138201941,7.13820192,7.138201979,7.138202005,7.138201955,7.138202109,7.138202218,7.138202,7.138201873,7.138202071,7.138202115,7.138202069 +"5540","FOXK2",7.384320169,7.384320167,7.384320156,7.384320148,7.38432016,7.384320166,7.384320189,7.384320173,7.384320169,7.384320167,7.38432017,7.384320201,7.384320184,7.384320179,7.384320193,7.384320169,7.384320155,7.384320127,7.384320146,7.38432016,7.384320168,7.384320158,7.384320185,7.384320163,7.384320161,7.384320172,7.384320186,7.384320171 +"5541","FOXL1",6.192682164,6.192682264,6.192682832,6.192682427,6.192683013,6.192681936,6.192682627,6.192682919,6.192682807,6.192682614,6.192682511,6.192682992,6.192682574,6.192682298,6.192682854,6.192682536,6.19268304,6.192682811,6.192682422,6.192682159,6.192682786,6.192683001,6.192682487,6.192682527,6.192682719,6.19268268,6.192682765,6.192682761 +"5542","FOXL2",6.443083232,6.443083178,6.443083322,6.443083276,6.443083443,6.443083281,6.443083324,6.443083299,6.443083286,6.443083297,6.443083323,6.443083469,6.443083246,6.443083119,6.443083403,6.443083182,6.443083396,6.443083239,6.443083268,6.443083263,6.443083376,6.443083334,6.443083218,6.443083173,6.443083253,6.443083312,6.443083295,6.443083314 +"5543","FOXM1",4.817017433,4.81701743,4.817017448,4.817017423,4.817017464,4.817017461,4.817017485,4.817017441,4.817017448,4.817017451,4.817017454,4.817017457,4.817017441,4.817017407,4.817017438,4.817017431,4.817017454,4.817017423,4.817017428,4.817017449,4.817017478,4.817017436,4.817017453,4.817017444,4.817017458,4.817017438,4.817017447,4.817017442 +"5544","FOXN1",5.060222099,5.060222183,5.060222254,5.060222164,5.060222252,5.060222136,5.060222196,5.060222282,5.060222176,5.060222221,5.060222189,5.060222279,5.060222134,5.060222174,5.060222205,5.060222265,5.060222249,5.060222284,5.060222139,5.06022216,5.060222214,5.060222163,5.060222175,5.060222207,5.060222203,5.060222191,5.060222179,5.060222215 +"5545","FOXN2",6.710091568,6.710091366,6.71009109,6.710091098,6.71009103,6.710090965,6.710091117,6.710091009,6.710090841,6.710090903,6.71009115,6.710090418,6.710091151,6.71009172,6.710091072,6.71009084,6.710090455,6.710090707,6.710091437,6.710091141,6.710091081,6.710090801,6.710091158,6.710091182,6.710091344,6.710090614,6.710091014,6.710091142 +"5546","FOXN3",7.980480891,7.980480878,7.980480781,7.980480947,7.980480769,7.980480867,7.980480858,7.980480847,7.980480619,7.980480818,7.980480664,7.980480788,7.980480878,7.980480864,7.980480844,7.980480591,7.980480531,7.980480814,7.980480852,7.980480779,7.980480803,7.980480714,7.980480704,7.980480839,7.980480832,7.980480818,7.980481001,7.980480734 +"5547","FOXN3-AS2",4.116690973,4.116691176,4.11669121,4.116691352,4.11669132,4.116691458,4.116691353,4.116691395,4.116691278,4.116691395,4.116691492,4.116691239,4.116691352,4.116690934,4.116691172,4.116691299,4.116691309,4.116691277,4.116691162,4.116691217,4.116691324,4.116691295,4.116691334,4.116691099,4.116691284,4.116691278,4.116691426,4.116691124 +"5548","FOXN4",5.711171659,5.711171704,5.71117188,5.711171775,5.71117192,5.711171675,5.711171817,5.711171849,5.71117174,5.7111718,5.711171829,5.711171834,5.711171797,5.711171638,5.711171879,5.711171787,5.711171879,5.71117183,5.711171751,5.711171794,5.71117188,5.711171892,5.711171771,5.711171737,5.711171804,5.711171847,5.711171752,5.711171706 +"5549","FOXO1",8.948310589,8.948310579,8.94831051,8.948310539,8.948310641,8.94831058,8.948310594,8.948310585,8.948310694,8.948310684,8.948310535,8.948310702,8.948310634,8.948310613,8.948310696,8.948310565,8.948310572,8.948310615,8.948310662,8.948310583,8.948310604,8.948310586,8.948310676,8.94831057,8.94831052,8.9483107,8.948310633,8.948310718 +"5550","FOXO3",7.064258041,7.06425806,7.064258137,7.064258115,7.064258131,7.064258128,7.064258117,7.06425815,7.064258111,7.064258052,7.064258168,7.064258182,7.064258084,7.064257965,7.064258123,7.064258081,7.064258151,7.064258158,7.064258131,7.064258114,7.064258093,7.064258118,7.064258066,7.064258074,7.064258117,7.064258151,7.064258093,7.064258114 +"5551","FOXO4",8.710816169,8.960587038,9.870916154,9.206240239,9.068735469,9.48145927,8.978289956,9.532210911,9.342465555,9.413889328,9.606844986,9.72928064,8.397705332,8.706857088,8.825516482,8.689932203,9.668335046,9.239636946,8.744749319,9.322579994,8.826322415,9.207941218,9.174934061,9.416627324,9.647879992,9.712050836,8.444738252,8.958543955 +"5552","FOXP1",8.400522576,8.400522424,8.400521751,8.400522099,8.400521948,8.40052212,8.400521838,8.400521891,8.400522993,8.400522663,8.400521653,8.40052256,8.400522587,8.400523343,8.400522169,8.400521863,8.400520876,8.400521924,8.400522093,8.400521915,8.400522075,8.400521835,8.400522515,8.400522352,8.400521811,8.400522893,8.400522802,8.400523095 +"5553","FOXP2",2.894831369,2.894831322,2.894831394,2.894831299,2.894831409,2.89483135,2.894831287,2.894831345,2.894831325,2.89483136,2.894831437,2.894831351,2.894831317,2.894831338,2.894831428,2.894831394,2.894831374,2.894831322,2.894831341,2.89483137,2.894831339,2.894831343,2.894831341,2.894831382,2.894831401,2.894831288,2.894831405,2.894831343 +"5554","FOXP3",5.489511063,5.489511063,5.489511085,5.489511065,5.489511091,5.489511078,5.489511075,5.489511086,5.489511073,5.489511078,5.489511063,5.489511074,5.489511076,5.489511057,5.489511085,5.489511078,5.489511088,5.489511076,5.489511072,5.489511076,5.489511086,5.489511077,5.489511076,5.489511065,5.48951106,5.489511077,5.489511072,5.48951107 +"5555","FOXP4",5.839808531,5.839808645,5.839808703,5.839808569,5.839808757,5.839808632,5.839808623,5.839808648,5.839808669,5.839808626,5.839808712,5.839808625,5.839808636,5.839808611,5.839808736,5.83980874,5.839808818,5.839808675,5.839808616,5.839808703,5.839808748,5.839808758,5.839808663,5.839808656,5.839808633,5.839808607,5.839808725,5.839808661 +"5556","FOXQ1",6.034227231,6.034227255,6.034227383,6.034227259,6.034227378,6.034227203,6.034227274,6.03422738,6.034227327,6.034227301,6.034227324,6.034227394,6.0342273,6.034227252,6.03422742,6.034227322,6.034227402,6.03422734,6.034227297,6.034227335,6.034227411,6.034227346,6.034227275,6.034227219,6.034227379,6.034227383,6.034227335,6.034227284 +"5557","FOXR1",4.255012325,4.255012308,4.255012399,4.255012352,4.255012327,4.255012351,4.255012226,4.255012408,4.255012363,4.255012358,4.255012458,4.255012441,4.255012441,4.255012304,4.255012333,4.255012468,4.255012448,4.255012414,4.255012444,4.255012324,4.255012433,4.255012368,4.255012287,4.255012294,4.255012306,4.25501239,4.25501246,4.255012337 +"5558","FOXR2",3.44566478,3.445664798,3.445664813,3.445664827,3.445664843,3.445664798,3.445664867,3.445664855,3.445664801,3.445664823,3.445664838,3.44566488,3.445664842,3.445664794,3.445664844,3.445664865,3.445664883,3.445664811,3.445664817,3.445664786,3.445664851,3.445664857,3.445664788,3.44566479,3.445664784,3.445664784,3.445664822,3.445664856 +"5559","FOXRED1",5.84530693,5.84530694,5.845306946,5.8453069,5.84530683,5.845307085,5.845307142,5.84530672,5.845307116,5.845306892,5.845306843,5.845307127,5.845307014,5.845307149,5.845306905,5.84530686,5.845307079,5.84530688,5.845306796,5.845307191,5.845306979,5.845307069,5.845306989,5.845306982,5.845306771,5.845307123,5.845306861,5.845307035 +"5560","FOXRED2",4.850196801,4.850196804,4.850196856,4.850196787,4.850196882,4.850196811,4.850196889,4.850196861,4.850196835,4.850196857,4.850196876,4.850196906,4.850196812,4.850196778,4.850196844,4.850196828,4.85019689,4.850196817,4.850196825,4.850196848,4.850196859,4.850196861,4.850196821,4.85019681,4.85019681,4.850196874,4.850196812,4.850196825 +"5561","FOXS1",5.831020465,5.831020421,5.831020565,5.831020485,5.831020873,5.831020461,5.831020716,5.831020839,5.831020437,5.831020478,5.83102065,5.831020892,5.831020553,5.8310202,5.831020743,5.831020422,5.831020963,5.831020688,5.831020676,5.831020618,5.831020832,5.831020738,5.831020391,5.831020437,5.831020599,5.831020727,5.831020555,5.83102061 +"5562","FPGS",6.642588923,6.642588938,6.642588967,6.642588811,6.642588827,6.642589032,6.642588876,6.64258898,6.642588989,6.642588984,6.642588869,6.642588935,6.642588997,6.642588923,6.642588877,6.642588859,6.642588863,6.642588803,6.642588928,6.642588915,6.642588828,6.642588952,6.64258897,6.642588923,6.642588868,6.642588905,6.642588977,6.642588908 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+"5719","GALC",7.140505945,7.140506076,7.140505838,7.14050576,7.140505672,7.140505796,7.140505826,7.140505591,7.140505783,7.140505717,7.140505547,7.140505061,7.140505968,7.140506104,7.140505688,7.140505908,7.140505383,7.140505571,7.140505672,7.140505726,7.140505691,7.140505641,7.140505824,7.140506125,7.140505614,7.140505528,7.140505873,7.140505791 +"5720","GALE",5.29244472,5.292444739,5.292444819,5.292444808,5.292444697,5.292444713,5.292444792,5.292444782,5.292444772,5.292444776,5.292444806,5.29244468,5.292444808,5.292444742,5.292444777,5.29244483,5.292444858,5.292444841,5.292444784,5.29244481,5.292444795,5.292444855,5.292444727,5.292444812,5.292444813,5.292444764,5.292444758,5.292444756 +"5721","GALK1",6.827619038,6.827619056,6.82761922,6.827619217,6.827619401,6.827619102,6.827619201,6.827619367,6.827619181,6.827619275,6.827619226,6.827619388,6.827619077,6.827618939,6.827619338,6.827619111,6.827619439,6.82761932,6.827619297,6.827619272,6.827619243,6.8276194,6.827618984,6.827619116,6.827619149,6.827619221,6.827619157,6.827619166 +"5722","GALK2",6.060351756,6.060351738,6.060351728,6.060351679,6.060351744,6.060351738,6.060351758,6.060351744,6.060351768,6.060351741,6.060351705,6.060351688,6.06035175,6.060351791,6.060351736,6.060351744,6.060351725,6.060351713,6.060351745,6.060351717,6.060351739,6.060351738,6.060351766,6.060351762,6.060351723,6.060351734,6.060351743,6.060351753 +"5723","GALM",6.097122241,6.097122441,6.097121932,6.097122528,6.097122219,6.097122649,6.097122589,6.09712206,6.09712234,6.097121989,6.097121803,6.097121737,6.097122015,6.097122289,6.097122072,6.097122164,6.097121741,6.097122448,6.097122122,6.097122688,6.097122462,6.09712211,6.0971224,6.097122224,6.097121993,6.097122107,6.097121978,6.097122216 +"5724","GALNS",7.651564169,7.651564229,7.651564144,7.651564367,7.651564206,7.65156443,7.651564288,7.651564234,7.651564235,7.651564177,7.651564148,7.651564122,7.65156422,7.65156413,7.651564229,7.651564245,7.651564183,7.651564315,7.65156428,7.651564214,7.651564182,7.651564291,7.651564219,7.651564243,7.651564288,7.651564211,7.651564264,7.651564166 +"5725","GALNT1",5.807727946,5.807728189,5.80772771,5.807727968,5.807727675,5.807727278,5.807727852,5.807727685,5.807727836,5.807727744,5.807727621,5.807727243,5.807727823,5.807728785,5.807727786,5.807727939,5.80772765,5.807727845,5.807727934,5.807727147,5.807727719,5.807727733,5.807727819,5.807728015,5.80772776,5.807727676,5.807727742,5.807728283 +"5726","GALNT10",7.472825771,7.472825758,7.4728257,7.472825737,7.472825727,7.472825752,7.472825749,7.472825777,7.472825763,7.472825796,7.472825752,7.472825705,7.472825749,7.472825735,7.472825745,7.472825768,7.472825694,7.472825702,7.472825751,7.472825756,7.472825733,7.472825734,7.472825752,7.472825794,7.47282574,7.472825758,7.472825749,7.472825731 +"5727","GALNT11",6.998167601,6.998167432,6.998167356,6.998167367,6.998167262,6.998167359,6.998167346,6.998167355,6.998167502,6.998167373,6.998167257,6.998167308,6.998167442,6.998167576,6.998167341,6.998167322,6.99816719,6.998167228,6.998167403,6.99816745,6.998167397,6.998167331,6.998167469,6.998167498,6.998167262,6.998167385,6.998167504,6.998167452 +"5728","GALNT12",5.365958049,5.365958337,5.365958426,5.36595828,5.365958282,5.365958232,5.365958154,5.365958349,5.36595857,5.365958519,5.365958152,5.365958489,5.365958332,5.365958565,5.365957952,5.365958347,5.365958017,5.365958054,5.365958187,5.365958214,5.365958057,5.365958199,5.365958417,5.365958262,5.365958316,5.365958464,5.365958386,5.365958245 +"5729","GALNT13",3.107519853,3.107519769,3.107519879,3.107519897,3.107519954,3.107520001,3.107519896,3.107519946,3.107519898,3.10752,3.107519774,3.107519914,3.107519938,3.107519934,3.107520044,3.107519905,3.107520064,3.107519841,3.107519924,3.107519873,3.107519988,3.107519917,3.107519868,3.10751982,3.107519994,3.107519881,3.107519959,3.107519916 +"5730","GALNT14",5.390159141,5.390159926,5.3901595,5.390160899,5.390159852,5.390159712,5.390160902,5.390159554,5.390160055,5.390160223,5.390159912,5.390159825,5.390159419,5.390159187,5.390159469,5.390159505,5.390159754,5.390160829,5.390160649,5.390159608,5.390160463,5.39015955,5.390160575,5.390160775,5.390160318,5.390160003,5.390159513,5.390159439 +"5731","GALNT15",4.39454965,4.394549648,4.394549676,4.394549683,4.394549708,4.394549646,4.394549714,4.3945497,4.394549665,4.394549688,4.394549693,4.394549665,4.394549701,4.394549621,4.394549724,4.394549698,4.394549755,4.394549776,4.394549627,4.394549668,4.394549732,4.394549708,4.394549667,4.394549671,4.394549683,4.394549697,4.394549688,4.394549714 +"5732","GALNT16",5.096500784,5.096500725,5.096500822,5.096500705,5.096500846,5.096500693,5.096500799,5.096500746,5.096500784,5.096500805,5.096500797,5.096500849,5.096500699,5.096500635,5.096500857,5.096500655,5.096500855,5.096500786,5.096500776,5.096500713,5.096500805,5.096500822,5.096500716,5.096500703,5.096500772,5.096500802,5.096500681,5.096500751 +"5733","GALNT17",4.305653606,4.305653607,4.305653664,4.30565363,4.30565361,4.305653623,4.305653568,4.305653657,4.305653578,4.30565369,4.305653541,4.305653618,4.30565359,4.305653531,4.305653624,4.305653633,4.305653657,4.305653663,4.305653592,4.305653629,4.305653598,4.305653597,4.305653589,4.305653614,4.305653595,4.305653562,4.305653564,4.305653608 +"5734","GALNT18",4.412580637,4.412580669,4.412580768,4.412580673,4.412580826,4.412580722,4.412580743,4.412580716,4.412580692,4.412580646,4.412580748,4.412580774,4.412580685,4.412580634,4.412580746,4.41258067,4.412580814,4.412580805,4.412580744,4.412580716,4.412580706,4.412580778,4.412580667,4.412580616,4.412580789,4.412580726,4.412580689,4.412580632 +"5735","GALNT2",7.216369444,7.216369579,7.21636941,7.216369464,7.216369371,7.21636946,7.216369444,7.216369442,7.216369194,7.216369508,7.216369535,7.216369439,7.216369418,7.216369451,7.216369376,7.216369523,7.216369333,7.216369332,7.2163694,7.216369436,7.216369413,7.21636928,7.216369346,7.216369514,7.216369386,7.2163693,7.216369412,7.216369446 +"5736","GALNT3",5.35847645,5.358476504,5.358476152,5.358476426,5.358475984,5.358476436,5.358476269,5.358476013,5.358476095,5.358476151,5.358476233,5.358475723,5.358476254,5.358476518,5.358476449,5.3584765,5.358476226,5.358476364,5.358476359,5.358476381,5.358476372,5.358476136,5.358476307,5.358476431,5.358476346,5.358476068,5.358476232,5.358476186 +"5737","GALNT5",3.820411447,3.820411422,3.820411592,3.820411403,3.820411518,3.820411478,3.820411511,3.820411513,3.82041152,3.820411498,3.820411507,3.820411517,3.820411492,3.820411479,3.820411509,3.820411454,3.820411556,3.82041145,3.820411413,3.820411515,3.820411543,3.820411484,3.820411445,3.820411575,3.820411537,3.820411532,3.820411448,3.8204115 +"5738","GALNT6",6.152103018,6.152102895,6.152102579,6.152102712,6.152102996,6.15210306,6.152102886,6.152102891,6.152102828,6.152102964,6.152103091,6.152102639,6.152103036,6.152103115,6.152102964,6.152102627,6.152102687,6.152102652,6.152102904,6.152102881,6.152103008,6.152102948,6.152102881,6.152103007,6.152102866,6.152102851,6.152102955,6.152102878 +"5739","GALNT7",6.634116842,6.634117546,6.634116071,6.634117256,6.634116227,6.63411562,6.634116215,6.634115976,6.634116108,6.634116003,6.634116431,6.634115168,6.634116437,6.63411757,6.634116787,6.634117493,6.634115465,6.634116729,6.634116814,6.634116072,6.634116526,6.634115892,6.634116517,6.634116907,6.634116587,6.634115997,6.634115935,6.634116714 +"5740","GALNT8",4.185295302,4.185295309,4.185295346,4.185295322,4.185295331,4.185295323,4.18529534,4.185295323,4.185295359,4.185295332,4.185295318,4.185295359,4.185295319,4.18529532,4.185295336,4.185295335,4.185295369,4.185295349,4.185295333,4.185295347,4.18529534,4.185295346,4.185295331,4.185295337,4.185295333,4.18529533,4.185295342,4.185295332 +"5741","GALNT9",5.46359972,5.463599872,5.463599928,5.463599797,5.46360016,5.463599734,5.463599809,5.463599846,5.463599882,5.46359974,5.463599917,5.463599961,5.463599848,5.463599506,5.463599902,5.463599942,5.463599902,5.463599971,5.463599799,5.463599743,5.463599729,5.463600029,5.463599759,5.463599748,5.463599825,5.463599826,5.463599746,5.463599909 +"5742","GALNTL5",3.088663782,3.088663636,3.088663606,3.08866384,3.088664152,3.088663674,3.088663808,3.088663714,3.08866381,3.088663761,3.088663788,3.088664219,3.088663857,3.088663963,3.088663985,3.088663871,3.088664148,3.088663962,3.088663755,3.088663778,3.088663973,3.08866392,3.08866357,3.088663693,3.088663729,3.088663895,3.088663759,3.088664033 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+"5753","GAPDH",11.36584922,11.36584811,11.36584873,11.36584908,11.36584867,11.36584915,11.36584988,11.36584749,11.36584855,11.36584895,11.36584838,11.36584844,11.36584924,11.36584889,11.36584873,11.36584721,11.36584846,11.36584826,11.36584849,11.36584861,11.36584981,11.36584829,11.36584912,11.36584924,11.36584786,11.36584874,11.36584919,11.36584783 +"5754","GAPDHS",4.8876164,4.887616527,4.887616558,4.88761636,4.887616504,4.887616362,4.88761636,4.887616556,4.887616592,4.887616555,4.887616553,4.88761647,4.887616455,4.887616348,4.887616368,4.887616591,4.887616424,4.887616499,4.887616328,4.887616508,4.887616394,4.887616478,4.887616501,4.887616525,4.887616614,4.887616451,4.887616407,4.88761645 +"5755","GAPT",6.197559867,6.197560316,6.197559941,6.197559872,6.19756087,6.197559478,6.197561371,6.197558568,6.197559745,6.197561025,6.197561203,6.197558994,6.197559275,6.197562786,6.197559159,6.197559907,6.197559079,6.197558791,6.197561687,6.197560321,6.197561263,6.197559127,6.197560248,6.197561257,6.197561682,6.197559608,6.197559148,6.197562064 +"5756","GAPVD1",7.350985629,7.350985609,7.350985562,7.350985673,7.350985531,7.350985622,7.350985631,7.350985588,7.350985595,7.350985617,7.350985589,7.350985584,7.35098559,7.350985691,7.350985568,7.350985543,7.350985538,7.350985581,7.35098562,7.350985591,7.350985578,7.350985545,7.350985628,7.350985644,7.350985618,7.350985617,7.350985603,7.350985572 +"5757","GAR1",6.569755638,6.569755639,6.569755657,6.569755658,6.569755665,6.569755614,6.569755661,6.569755674,6.569755659,6.569755658,6.569755641,6.569755666,6.569755645,6.569755648,6.569755654,6.569755666,6.569755643,6.569755651,6.569755661,6.569755638,6.56975567,6.56975566,6.569755637,6.569755654,6.569755662,6.569755667,6.569755652,6.569755668 +"5758","GAREM1",4.731589045,4.731589159,4.731588995,4.731589266,4.731589238,4.731588918,4.731589042,4.731589236,4.731589282,4.73158926,4.731589014,4.731589295,4.731588978,4.731588944,4.731589204,4.731589182,4.731589314,4.731589078,4.731589143,4.731588952,4.731589275,4.731589281,4.731589235,4.731589065,4.731589118,4.731589145,4.731589117,4.73158933 +"5759","GAREM2",6.131089249,6.131089394,6.131089467,6.131089289,6.13108946,6.13108943,6.131089378,6.131089404,6.131089397,6.131089257,6.131089459,6.131089471,6.131089362,6.131089113,6.131089402,6.131089305,6.131089563,6.131089464,6.131089288,6.131089371,6.131089345,6.131089377,6.131089154,6.131089282,6.131089185,6.131089299,6.131089431,6.131089401 +"5760","GARIN1A",5.010877696,5.010877699,5.010877692,5.010877713,5.010877675,5.010877714,5.010877691,5.010877697,5.010877676,5.010877678,5.0108777,5.010877698,5.010877708,5.010877673,5.010877695,5.010877685,5.010877703,5.010877706,5.010877695,5.010877716,5.010877697,5.010877685,5.010877679,5.010877685,5.010877716,5.01087769,5.010877714,5.010877681 +"5761","GARIN1B",4.360353272,4.360353275,4.360353481,4.360353289,4.360353443,4.360353295,4.360353418,4.360353297,4.360353328,4.360353382,4.360353242,4.36035336,4.360353275,4.36035333,4.36035341,4.360353224,4.360353402,4.360353617,4.360353326,4.360353254,4.360353341,4.360353311,4.360353278,4.360353226,4.360353174,4.360353329,4.360353276,4.36035332 +"5762","GARIN2",3.485249928,3.485249923,3.485249985,3.485249967,3.48525,3.485249973,3.485249982,3.48524996,3.485249941,3.485249974,3.485249965,3.485250018,3.485249924,3.485249935,3.485249947,3.485249949,3.485250064,3.485249989,3.485249968,3.485249927,3.485249998,3.485249995,3.485249967,3.485249957,3.485249945,3.485249978,3.485249928,3.485250008 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+"5765","GARIN5A",5.040107335,5.04010738,5.040107361,5.040107409,5.040107447,5.040107299,5.040107408,5.040107427,5.040107358,5.040107363,5.040107436,5.040107439,5.040107355,5.040107294,5.040107431,5.040107426,5.04010756,5.040107466,5.040107398,5.040107419,5.040107494,5.040107494,5.040107312,5.040107368,5.040107458,5.040107422,5.040107397,5.040107481 +"5766","GARIN5B",5.550815329,5.550815337,5.5508153705,5.5508153725,5.550815465,5.5508153315,5.550815412,5.5508154495,5.5508153855,5.550815357,5.550815457,5.550815424,5.550815388,5.5508152725,5.550815443,5.5508154085,5.550815494,5.550815448,5.5508153925,5.550815395,5.5508154525,5.550815467,5.550815364,5.550815322,5.5508154085,5.5508154315,5.5508153735,5.550815416 +"5767","GARIN6",3.710238659,3.710239053,3.710239134,3.710238725,3.710239385,3.710239033,3.710239006,3.710239171,3.710239241,3.710239095,3.710238877,3.710239146,3.710239064,3.710239122,3.710239114,3.71023913,3.710239399,3.710239162,3.710239031,3.710239161,3.710239254,3.710239115,3.710238842,3.710238827,3.710238971,3.710239134,3.710238749,3.710239075 +"5768","GARNL3",4.937372769,4.937372886,4.937373005,4.937372737,4.937373156,4.937372425,4.937372949,4.937373072,4.937372901,4.937372666,4.937372873,4.937372942,4.937372921,4.937372682,4.937373077,4.937373025,4.937373013,4.937373043,4.937372812,4.937372773,4.937373074,4.937373233,4.937372612,4.937372727,4.937373007,4.93737287,4.937372626,4.937372939 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+"5773","GAS1",5.837403613,5.837403386,5.837404065,5.837403822,5.837404858,5.837403807,5.837404227,5.837404085,5.837403832,5.837403722,5.837403835,5.837404569,5.837403905,5.837402794,5.837404601,5.837403824,5.837404455,5.83740432,5.837403893,5.837403824,5.837404426,5.83740422,5.837403156,5.837403665,5.837403809,5.837404179,5.837403315,5.83740371 +"5774","GAS2",3.414099393,3.414099381,3.41409943,3.41409938,3.414099384,3.414099433,3.414099338,3.414099505,3.414099363,3.414099394,3.414099375,3.414099446,3.414099357,3.414099431,3.414099386,3.414099592,3.414099499,3.414099408,3.414099337,3.414099376,3.414099412,3.414099415,3.414099432,3.414099429,3.414099466,3.414099383,3.414099394,3.414099395 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+"5777","GAS2L3",4.019292612,4.019292633,4.019292636,4.019292613,4.019292612,4.01929266,4.019292625,4.01929262,4.019292639,4.019292644,4.019292627,4.019292639,4.019292608,4.019292614,4.019292609,4.019292596,4.019292611,4.019292611,4.019292627,4.019292653,4.019292602,4.019292617,4.019292637,4.019292626,4.019292615,4.019292624,4.019292619,4.019292608 +"5778","GAS6",5.249877399,5.249877311,5.249877299,5.249877455,5.249877626,5.249877718,5.249877541,5.249877605,5.249877383,5.249877591,5.249877353,5.249877523,5.249877467,5.249877457,5.249877303,5.249877507,5.249877467,5.249877368,5.249877479,5.249877714,5.249877442,5.249877426,5.249877248,5.249877323,5.249877149,5.249877387,5.249877289,5.24987748 +"5779","GAS6-AS1",4.782444613,4.782444754,4.782443932,4.782445189,4.782444683,4.782444721,4.78244552,4.78244437,4.782444599,4.782444626,4.782444641,4.782445051,4.782444357,4.782445286,4.782444378,4.782444758,4.782444662,4.782445097,4.782444589,4.78244439,4.782445267,4.782444214,4.782444747,4.782444898,4.782444522,4.782444505,4.78244469,4.78244515 +"5780","GAS7",6.979484034,6.979484491,6.979484078,6.979484355,6.979484095,6.979484258,6.979484165,6.979483936,6.979483853,6.979484283,6.979484253,6.979483696,6.979484126,6.979483995,6.97948398,6.979484324,6.979483962,6.979484188,6.979484087,6.979483957,6.979484158,6.979483954,6.979484013,6.97948432,6.979484175,6.979483772,6.9794842,6.979483713 +"5781","GAS8",5.735789764,5.735789771,5.735789796,5.735789775,5.735789807,5.735789783,5.735789764,5.735789815,5.735789787,5.735789784,5.73578979,5.735789823,5.735789774,5.735789756,5.73578978,5.735789779,5.735789797,5.735789772,5.735789747,5.735789805,5.735789746,5.73578979,5.735789744,5.735789753,5.73578978,5.735789761,5.735789754,5.73578978 +"5782","GAS8-AS1",4.013300824,4.013300788,4.013300852,4.013300827,4.013300867,4.01330083,4.013300834,4.013300831,4.013300862,4.013300736,4.013300877,4.013300863,4.013300745,4.013300767,4.013300855,4.013300835,4.013300892,4.013300838,4.013300852,4.013300852,4.013300848,4.01330082,4.013300794,4.013300769,4.013300823,4.013300819,4.013300759,4.013300732 +"5783","GASK1A",4.797328637,4.797328627,4.797328636,4.797328646,4.797328648,4.797328639,4.797328653,4.797328644,4.797328633,4.79732863,4.797328624,4.79732865,4.797328638,4.797328603,4.797328637,4.797328634,4.797328647,4.797328653,4.797328625,4.797328639,4.797328654,4.797328645,4.797328611,4.797328604,4.797328619,4.797328647,4.797328629,4.79732862 +"5784","GASK1B",5.932584601,5.932583816,5.932584091,5.932583882,5.932583891,5.932583994,5.932583737,5.932583466,5.932583444,5.932584009,5.932584425,5.932583715,5.932583639,5.932584075,5.932584136,5.932583491,5.93258364,5.932583476,5.93258389,5.932584187,5.932583736,5.932583787,5.932583421,5.932583759,5.93258445,5.932583828,5.932583609,5.932583637 +"5785","GAST",5.8762051,5.87620517,5.876205183,5.876205205,5.876205323,5.876205278,5.87620533,5.876205346,5.876205279,5.876205272,5.876205257,5.876205369,5.876205265,5.876205028,5.876205239,5.876205351,5.876205398,5.876205318,5.876205165,5.87620526,5.876205396,5.876205285,5.876205146,5.876205151,5.876205311,5.876205277,5.876205095,5.876205257 +"5786","GATA1",7.196306003,7.19630689,7.196309315,7.196307747,7.196308795,7.196308933,7.196308203,7.196309727,7.196309289,7.196308221,7.196308539,7.196309642,7.196306558,7.196305114,7.196307361,7.196304741,7.196308872,7.196307755,7.196307287,7.196308567,7.196308214,7.19630881,7.196308609,7.196308689,7.196308514,7.196309476,7.196307622,7.196306601 +"5787","GATA2",6.360260356,6.360260385,6.360259247,6.360260527,6.360260579,6.360258231,6.36025853,6.360259411,6.360258948,6.360259169,6.360260709,6.360260098,6.360258977,6.360257977,6.360260519,6.360260243,6.360259413,6.360260607,6.360260418,6.3602586,6.360258487,6.360258749,6.360259427,6.360259312,6.360260366,6.360259589,6.36025885,6.360260943 +"5788","GATA3",6.525795678,6.525795656,6.525795471,6.525795462,6.525795504,6.525795493,6.525795553,6.525795539,6.525795667,6.525795534,6.52579535,6.525795495,6.525795658,6.525795806,6.525795639,6.525795624,6.525795398,6.525795554,6.525795624,6.525795533,6.525795583,6.525795573,6.525795699,6.525795559,6.525795464,6.525795501,6.525795747,6.525795716 +"5789","GATA3-AS1",4.762400723,4.762400744,4.76240075,4.762400739,4.762400764,4.762400748,4.762400746,4.762400747,4.762400757,4.762400766,4.762400752,4.762400769,4.762400748,4.762400739,4.762400748,4.762400751,4.762400774,4.762400752,4.76240074,4.762400754,4.762400744,4.762400763,4.762400742,4.762400748,4.762400761,4.762400748,4.76240075,4.762400739 +"5790","GATA4",6.047202809,6.047202824,6.047202934,6.047202854,6.047202984,6.047202818,6.047202872,6.04720294,6.047202913,6.047202928,6.047202939,6.047203001,6.047202889,6.047202712,6.04720294,6.047202885,6.047202992,6.047202992,6.047202874,6.047202836,6.047202873,6.047202947,6.047202878,6.047202849,6.047202955,6.047202925,6.047202858,6.047202918 +"5791","GATA5",6.433655466,6.433655288,6.433655852,6.433655665,6.433656187,6.433655497,6.433655897,6.433655814,6.43365561,6.433655491,6.433655781,6.433656142,6.433655661,6.433655139,6.433656017,6.433655572,6.43365603,6.433655926,6.433655724,6.433655713,6.43365615,6.433656161,6.433655515,6.433655364,6.433655729,6.433656042,6.433655596,6.433655826 +"5792","GATA6",6.047723337,6.047723289,6.047723504,6.04772336,6.047723508,6.04772339,6.047723416,6.047723504,6.047723383,6.047723461,6.047723473,6.047723519,6.047723398,6.047723249,6.047723518,6.047723326,6.047723542,6.047723429,6.047723395,6.047723413,6.047723473,6.047723502,6.047723334,6.047723357,6.047723421,6.04772349,6.047723417,6.047723386 +"5793","GATAD1",6.929288719,6.92928845,6.929288654,6.929288493,6.929288634,6.92928847,6.929288652,6.929288641,6.92928848,6.929288704,6.929288589,6.929288542,6.929288688,6.929288534,6.929288623,6.929288726,6.929288517,6.929288386,6.929288601,6.929288686,6.929288732,6.929288615,6.929288543,6.929288472,6.929288677,6.929288685,6.929288563,6.92928864 +"5794","GATAD2A",8.145076881,8.145076921,8.14507697,8.145076949,8.145076804,8.145076993,8.145076976,8.145076952,8.145076978,8.145076949,8.145076851,8.145076875,8.145076876,8.145076855,8.145076894,8.145076888,8.145076945,8.145076886,8.145076878,8.145076988,8.145076906,8.145076893,8.145076991,8.145076925,8.145076896,8.145076827,8.145076932,8.145076832 +"5795","GATAD2B",7.97413829,7.974138281,7.97413821,7.974138356,7.974138205,7.974138308,7.974138289,7.974138223,7.974138264,7.974138289,7.974138239,7.974138214,7.974138282,7.9741383,7.974138205,7.974138235,7.97413813,7.974138281,7.974138246,7.974138197,7.974138261,7.974138229,7.974138298,7.974138269,7.974138278,7.974138273,7.974138278,7.974138185 +"5796","GATB",5.640400466,5.640400467,5.640400477,5.64040044,5.640400455,5.640400463,5.640400467,5.640400462,5.640400473,5.640400476,5.640400456,5.640400453,5.640400469,5.640400486,5.640400465,5.64040043,5.640400459,5.640400469,5.640400459,5.640400472,5.640400467,5.640400468,5.640400466,5.640400458,5.640400452,5.640400458,5.640400463,5.640400471 +"5797","GATC",8.116266192,8.116266556,8.116266793,8.116266602,8.116266707,8.116265889,8.11626637,8.116266832,8.116266924,8.116266601,8.116266447,8.11626675,8.116266535,8.116266406,8.11626659,8.116266647,8.116266636,8.116266668,8.116266426,8.116266163,8.116266359,8.116266806,8.116266619,8.116266717,8.116266803,8.116266564,8.116266612,8.11626688 +"5798","GATD1",6.77081474,6.770814734,6.770814737,6.770814695,6.770814755,6.77081476,6.770814743,6.770814765,6.770814796,6.770814772,6.770814726,6.770814762,6.770814766,6.77081474,6.770814728,6.770814751,6.770814723,6.770814712,6.770814739,6.770814726,6.770814739,6.77081475,6.770814758,6.770814745,6.770814747,6.770814744,6.770814765,6.770814765 +"5799","GATD1-DT",6.54060904,6.540609079,6.540609037,6.540609062,6.540609022,6.54060912,6.540609039,6.540609064,6.540609062,6.540609069,6.54060909,6.540609019,6.540609101,6.540609098,6.540609078,6.540609097,6.540609012,6.540608982,6.540609041,6.540609058,6.540608991,6.540609073,6.540609077,6.540609012,6.540609068,6.540609063,6.540609079,6.540609053 +"5800","GATM",4.13577035,4.135770358,4.135770379,4.135770392,4.135770366,4.135770369,4.135770386,4.135770384,4.135770372,4.135770359,4.13577037,4.135770368,4.135770375,4.135770427,4.135770397,4.135770355,4.135770379,4.135770383,4.135770363,4.135770375,4.135770381,4.135770367,4.135770363,4.135770363,4.135770354,4.135770354,4.13577034,4.135770413 +"5801","GBA1",6.025107126,6.025107337,6.02510693,6.025107256,6.025106859,6.025107571,6.025107052,6.025107098,6.025107007,6.025107171,6.025107186,6.025106782,6.025107096,6.025107011,6.025107047,6.025107301,6.025106847,6.025107069,6.025107288,6.025107639,6.025106992,6.025106999,6.02510723,6.025107304,6.025107314,6.025107036,6.025107196,6.025106772 +"5802","GBA2",7.159415343,7.159415475,7.159415584,7.159415749,7.159415171,7.159415944,7.159415736,7.159415312,7.159415166,7.15941521,7.159415357,7.159415295,7.159415612,7.159415704,7.15941524,7.159415249,7.159415135,7.159415405,7.159415012,7.15941519,7.159415707,7.159415517,7.159415303,7.159415401,7.159415442,7.159415403,7.159415606,7.159415182 +"5803","GBA3",3.726376614,3.726376553,3.726376555,3.72637659,3.726376618,3.726376691,3.726376614,3.726376681,3.726376654,3.726376629,3.72637666,3.726376668,3.726376586,3.726376599,3.726376605,3.726376646,3.726376628,3.726376658,3.726376596,3.726376615,3.726376591,3.726376661,3.726376563,3.72637659,3.726376619,3.726376638,3.726376636,3.726376658 +"5804","GBAP1",4.688796859,4.688796607,4.688796481,4.688797098,4.688796645,4.68879695,4.688797103,4.688796605,4.688796993,4.688797066,4.688796835,4.688796963,4.688797239,4.688796877,4.688797184,4.688796686,4.688796909,4.688796708,4.688796959,4.688797151,4.688796943,4.68879688,4.688796867,4.688797239,4.68879689,4.688796808,4.688797203,4.688796422 +"5805","GBE1",6.521949099,6.521949197,6.521949017,6.521949191,6.521948585,6.521948921,6.521948608,6.521948588,6.521948702,6.521948714,6.521948722,6.521948533,6.521948859,6.521949266,6.521948904,6.521949284,6.521948769,6.521948833,6.521948907,6.521948875,6.521948678,6.521948659,6.521948963,6.521949119,6.521948666,6.521948981,6.521948832,6.521948918 +"5806","GBF1",7.384753646,7.384753694,7.384753656,7.384753679,7.384753722,7.384753813,7.384753782,7.384753648,7.384753703,7.384753716,7.384753645,7.384753621,7.384753738,7.384753751,7.38475369,7.384753619,7.384753601,7.384753655,7.384753708,7.384753854,7.384753742,7.384753661,7.384753732,7.384753763,7.384753698,7.384753695,7.384753717,7.384753668 +"5807","GBGT1",7.182738031,7.182738046,7.182738293,7.182738155,7.182738148,7.182738137,7.18273797,7.182738207,7.182738243,7.182738144,7.182738201,7.182737929,7.182738065,7.182737957,7.182738011,7.182738082,7.182738225,7.182738152,7.182738114,7.182738168,7.182737932,7.182738122,7.182738194,7.182738116,7.182738272,7.182737973,7.182738111,7.182738024 +"5808","GBP2",8.2402986235,8.237346872,7.833020003,8.322762949,7.782703826,9.174778831,8.3711425745,8.4121971195,8.237729932,7.9564143235,7.7975919255,7.5892743,8.2828139165,8.1758366175,8.179249648,8.2280067725,7.738035107,8.1309625925,8.165613594,9.3558356645,8.396660107,8.5101985375,8.4388482325,8.3247275695,8.012224496,7.9745073275,8.2865443025,7.858819439 +"5809","GBP3",5.587976617,5.587977895,5.587976252,5.587976713,5.587977734,5.58798329,5.587976957,5.587979068,5.587979219,5.587978635,5.587975143,5.587973156,5.587978474,5.587980035,5.58797433,5.587976751,5.587975009,5.5879771,5.587977977,5.587984222,5.587977644,5.587979231,5.587979642,5.587978056,5.58797709,5.587974209,5.58797779,5.58798004 +"5810","GBP4",7.285634574,6.859351474,6.832021972,6.575056462,6.686929557,9.245952799,7.163103399,7.585113968,7.527415458,7.087178447,6.339267104,6.383596604,7.431566231,7.25719938,7.266077431,6.650242883,6.775536845,6.418421701,6.993655461,9.159403391,7.158565031,7.74848444,7.587753917,7.094401707,6.626051968,6.862681248,7.432907071,7.108721162 +"5811","GBP5",8.923971572,8.659051977,8.423537331,8.413986938,8.473661703,11.32507264,9.251383558,9.340332987,9.345278067,8.808404841,8.118919217,7.709670944,8.954388819,8.728024605,8.906884051,8.607101094,8.346806848,8.201888677,8.671841763,11.35973886,9.264260959,9.577638425,9.556294057,9.161821262,8.246534301,8.200594917,8.850461769,8.599077918 +"5812","GBP6",4.442461084,4.442461431,4.442461104,4.44246121,4.442461016,4.442462769,4.442461793,4.442461538,4.442461592,4.442461106,4.442461025,4.442461093,4.442461379,4.442461013,4.442461315,4.442461467,4.442461385,4.442461329,4.44246131,4.442462618,4.442461637,4.442461505,4.442461636,4.4424613,4.442461422,4.442461235,4.442461122,4.442461397 +"5813","GBP7",5.218447095,5.218446839,5.218446863,5.21844696,5.218447072,5.218447943,5.218447121,5.218447391,5.218447258,5.218447066,5.218446769,5.218446939,5.218447209,5.218447073,5.218447216,5.218446782,5.218446834,5.218446977,5.218447007,5.218448071,5.218447222,5.218447381,5.2184473,5.218447004,5.218446732,5.218446972,5.21844716,5.2184471 +"5814","GBX1",4.831573252,4.831573356,4.831572921,4.831573459,4.831573704,4.83157319,4.831573502,4.831573449,4.831573134,4.831573223,4.831573774,4.831573781,4.831573132,4.831573284,4.831573582,4.831573428,4.83157364,4.831573614,4.831573311,4.831573518,4.831573703,4.83157342,4.831573118,4.831573011,4.831573331,4.831573413,4.831573175,4.831573144 +"5815","GBX2",6.769886285,6.769886131,6.769886505,6.769886225,6.769887091,6.769886447,6.769886551,6.769886564,6.769886247,6.769886542,6.769886659,6.769887028,6.769886425,6.76988588,6.769886886,6.769886241,6.769886849,6.76988651,6.76988668,6.769886267,6.769886885,6.769886574,6.769886319,6.769886363,6.769886337,6.769886604,6.769886464,6.76988645 +"5816","GC",2.750306386,2.750306389,2.750306391,2.750306394,2.750306397,2.750306391,2.75030639,2.750306387,2.750306381,2.750306365,2.750306406,2.750306393,2.750306384,2.750306395,2.750306379,2.750306372,2.750306406,2.750306427,2.750306376,2.750306396,2.750306383,2.750306405,2.75030641,2.750306391,2.750306407,2.750306375,2.750306368,2.750306386 +"5817","GCA",9.215239933,9.328942342,8.929767563,9.300433126,8.67639373,8.583806183,9.133176417,8.758464168,8.782123605,8.778371229,9.064019265,7.82052658,8.906971216,9.470640363,8.994203097,9.340176729,9.109051429,9.277778768,9.217302556,9.146432709,9.186195644,8.930625908,9.333893085,9.383121078,9.129371285,8.438263638,8.722771059,9.080042956 +"5818","GCAT",5.565886585,5.565886517,5.565886688,5.565886685,5.565886728,5.565886534,5.565886658,5.565886838,5.565886664,5.565886645,5.565886753,5.565886775,5.565886627,5.565886487,5.565886605,5.565886669,5.565886726,5.56588668,5.565886635,5.565886644,5.565886682,5.565886853,5.565886556,5.565886719,5.565886718,5.565886749,5.565886577,5.565886644 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+"5871","GEMIN5",5.928204764,5.928204355,5.928204252,5.928204231,5.928204243,5.928204112,5.928204389,5.92820441,5.928204602,5.928204286,5.928204064,5.928204484,5.928204737,5.928204855,5.928204466,5.928203955,5.928203773,5.92820383,5.928204335,5.928204052,5.928204319,5.928204181,5.928204646,5.928204635,5.928203944,5.92820448,5.928204713,5.928204309 +"5872","GEMIN6",4.589721341,4.58972138,4.589721387,4.589721343,4.589721359,4.589721346,4.589721384,4.589721356,4.58972137,4.589721355,4.589721357,4.589721357,4.589721352,4.5897214,4.589721392,4.589721365,4.589721353,4.589721336,4.589721345,4.58972136,4.589721357,4.589721365,4.589721354,4.589721356,4.589721343,4.589721365,4.589721369,4.589721397 +"5873","GEMIN7",6.179377864,6.17937792,6.179377794,6.179377838,6.179377833,6.179377882,6.179377872,6.179377921,6.179377787,6.179377825,6.179378016,6.179377911,6.179377853,6.179377785,6.179377801,6.179377844,6.179377793,6.179377848,6.179377997,6.179377775,6.179377843,6.179377676,6.179377892,6.17937783,6.179377782,6.179377862,6.179377862,6.179377629 +"5874","GEMIN8",5.010512626,5.010512602,5.010512637,5.01051259,5.010512598,5.010512603,5.010512611,5.010512599,5.010512628,5.010512628,5.010512591,5.010512625,5.010512604,5.010512623,5.010512615,5.010512589,5.010512602,5.010512595,5.010512623,5.010512617,5.010512598,5.010512609,5.01051261,5.010512602,5.010512619,5.01051261,5.010512609,5.010512605 +"5875","GEMIN8P4",4.806458817,4.806458994,4.806458895,4.8064591,4.806458985,4.806459092,4.806458734,4.806458926,4.806458684,4.806458989,4.806458773,4.806458835,4.806458724,4.806458789,4.806458705,4.806458824,4.806458366,4.806459001,4.806459042,4.806459041,4.806458809,4.806458876,4.806458969,4.806459001,4.806459007,4.806458851,4.806459062,4.80645874 +"5876","GEN1",4.740468188,4.740467681,4.740467662,4.740467597,4.740467379,4.740467797,4.740468434,4.740467015,4.740467974,4.740467424,4.74046678,4.740467472,4.740467859,4.740468991,4.740467965,4.740467016,4.740467854,4.74046693,4.74046788,4.740467539,4.740467988,4.740467564,4.740468143,4.740467552,4.740466826,4.740468,4.740467812,4.740468318 +"5877","GET1",6.703043935,6.703044161,6.703044145,6.703044668,6.703043188,6.7030434,6.703043823,6.703043084,6.703043397,6.703043149,6.703042997,6.703042147,6.703043252,6.703043841,6.703043673,6.703043911,6.703043815,6.703044577,6.703043805,6.703043562,6.703043488,6.703042456,6.703044067,6.703043752,6.703042752,6.703042763,6.703042783,6.703043137 +"5878","GET3",7.303733505,7.303733617,7.303733728,7.303733628,7.303733491,7.303733584,7.303733534,7.303733653,7.303733666,7.303733605,7.303733629,7.303733506,7.303733506,7.303733405,7.303733496,7.30373365,7.303733702,7.303733566,7.303733437,7.303733555,7.303733334,7.303733642,7.303733598,7.303733616,7.30373381,7.303733569,7.303733504,7.303733546 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+"5885","GFM2",5.463091885,5.463091712,5.463091754,5.463091413,5.463091418,5.463091497,5.463091585,5.463091545,5.463091565,5.463091678,5.463091701,5.463091541,5.463091629,5.463092239,5.463091713,5.4630918,5.463091498,5.463091331,5.463091724,5.46309136,5.463091588,5.463091549,5.463091613,5.46309169,5.463091557,5.463091617,5.463091643,5.463091945 +"5886","GFOD1",5.8109691035,5.8109694545,5.8109693645,5.8109693015,5.810969302,5.810969248,5.810969344,5.8109690965,5.810969253,5.8109693055,5.8109694345,5.8109692085,5.8109691665,5.810969328,5.810969121,5.8109693715,5.810969236,5.8109690605,5.8109693195,5.810969048,5.8109691525,5.810969134,5.810969316,5.810969279,5.810969312,5.8109691915,5.8109692875,5.8109691705 +"5887","GFOD2",5.734434,5.734434022,5.734434046,5.734434054,5.734434027,5.734434015,5.734434039,5.734434027,5.734434019,5.734433988,5.73443404,5.734434087,5.734433926,5.734433952,5.73443403,5.734434013,5.734434084,5.734434041,5.734433986,5.734434033,5.734434027,5.734433984,5.734433989,5.734433994,5.734434011,5.734434064,5.73443399,5.734433995 +"5888","GFPT1",6.944051479,6.944051512,6.944051207,6.944051176,6.944051272,6.944051504,6.944051499,6.944051428,6.944051518,6.944051435,6.94405137,6.944051319,6.944051411,6.944051863,6.944051296,6.944051405,6.944050911,6.944051074,6.944051405,6.944051271,6.944051414,6.944051279,6.944051441,6.944051435,6.944051261,6.944051371,6.944051479,6.944051625 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+"5893","GFRA4",6.709486444,6.709486566,6.709487094,6.709486824,6.709487481,6.709486627,6.709487061,6.709487412,6.709486949,6.709486823,6.709487123,6.70948741,6.709486705,6.709486147,6.709487436,6.709487053,6.709487771,6.709487219,6.709487105,6.709486862,6.709487251,6.709487476,6.709486513,6.709486324,6.709486915,6.70948709,6.709486737,6.709487064 +"5894","GFRAL",2.836654998,2.836655106,2.836655266,2.836655192,2.836655116,2.836655156,2.836655039,2.836655153,2.83665496,2.836655097,2.836655136,2.836655546,2.836655102,2.836654854,2.836655127,2.836654926,2.83665519,2.836655454,2.836655115,2.836655424,2.83665517,2.836655145,2.836655095,2.836655084,2.836655099,2.836655073,2.836654916,2.83665518 +"5895","GFUS",7.819581784,7.818916034,7.820904614,7.818567994,7.819104284,7.82199597,7.819500046,7.821404187,7.823174668,7.82104952,7.819566142,7.820925349,7.818251335,7.818279263,7.818989319,7.817865002,7.820128582,7.819340741,7.81877084,7.821077888,7.818281241,7.820742593,7.823360796,7.820643879,7.819390975,7.820858796,7.818592313,7.818743209 +"5896","GGA1",6.661640054,6.661640088,6.661640106,6.661640048,6.661640115,6.661640191,6.661640179,6.661640128,6.66164014,6.661640193,6.661640094,6.661640162,6.661640088,6.661640041,6.661640137,6.661640029,6.661640037,6.661640106,6.661640093,6.661640212,6.661640142,6.661640115,6.661640063,6.661640099,6.66164011,6.661640139,6.661640129,6.661640048 +"5897","GGA2",7.469012295,7.469012222,7.469011942,7.469012108,7.469012056,7.46901222,7.469012186,7.469011914,7.469012139,7.469012213,7.469012021,7.469012089,7.469012137,7.469012518,7.469012198,7.46901212,7.469011774,7.469012002,7.469012217,7.469012071,7.469012104,7.469011991,7.469012102,7.469012193,7.469012035,7.469012203,7.469012254,7.469012353 +"5898","GGA3",7.105088645,7.105088645,7.105088653,7.105088667,7.105088647,7.105088662,7.105088649,7.105088641,7.105088654,7.105088653,7.105088651,7.105088651,7.105088655,7.105088643,7.105088642,7.105088636,7.105088641,7.105088663,7.105088646,7.10508865,7.10508865,7.105088653,7.105088642,7.105088656,7.105088658,7.105088655,7.105088655,7.105088643 +"5899","GGACT",6.153979207,6.153979212,6.153979346,6.153979275,6.153979368,6.153979235,6.153979312,6.153979367,6.153979292,6.153979306,6.153979355,6.15397936,6.153979329,6.153979169,6.153979328,6.153979324,6.153979444,6.153979331,6.1539793,6.153979289,6.153979332,6.153979345,6.153979294,6.153979251,6.153979356,6.153979402,6.153979316,6.153979316 +"5900","GGCT",5.393059657,5.393059642,5.393059727,5.39305966,5.393059653,5.393059608,5.393059689,5.393059704,5.393059691,5.393059684,5.393059632,5.393059811,5.393059667,5.393059678,5.393059657,5.393059557,5.393059701,5.393059574,5.393059661,5.393059642,5.393059646,5.39305969,5.393059654,5.393059656,5.393059661,5.393059679,5.393059675,5.393059653 +"5901","GGCX",5.974613935,5.974613932,5.974613929,5.974613943,5.974613916,5.974613937,5.974613938,5.974613936,5.974613905,5.97461393,5.974613912,5.974613897,5.974613933,5.974613945,5.974613911,5.974613937,5.974613897,5.974613896,5.974613931,5.974613899,5.974613918,5.974613915,5.974613908,5.974613938,5.974613913,5.974613928,5.974613934,5.974613916 +"5902","GGH",3.767878662,3.767878658,3.767878736,3.767878623,3.767878742,3.767878637,3.767878752,3.767878614,3.767878871,3.767878594,3.767878605,3.767878759,3.767878516,3.76787862,3.767878697,3.767878728,3.767878721,3.76787875,3.767878804,3.76787871,3.767878845,3.767878545,3.76787868,3.767878559,3.767878632,3.767878602,3.767878698,3.767878786 +"5903","GGN",5.677539341,5.677539402,5.677539512,5.677539482,5.677539628,5.677539477,5.677539465,5.677539591,5.677539503,5.67753959,5.67753972,5.677539789,5.677539519,5.677539251,5.677539662,5.677539675,5.677539656,5.677539527,5.677539434,5.67753957,5.677539582,5.677539546,5.677539361,5.677539444,5.677539566,5.677539565,5.677539444,5.677539547 +"5904","GGNBP1",5.069167491,5.06916752,5.069167549,5.069167555,5.069167617,5.069167609,5.069167567,5.069167548,5.069167559,5.069167557,5.069167643,5.069167531,5.06916757,5.069167522,5.069167576,5.069167532,5.069167618,5.069167576,5.069167598,5.069167599,5.069167597,5.069167602,5.069167554,5.069167528,5.069167562,5.069167469,5.069167531,5.06916755 +"5905","GGNBP2",7.278901625,7.278901663,7.278901553,7.278901606,7.278901354,7.27890133,7.278901495,7.278901351,7.278901589,7.278901379,7.278901408,7.278901403,7.278901522,7.27890195,7.278901467,7.278901551,7.278901449,7.278901471,7.278901478,7.278901484,7.278901474,7.278901387,7.278901562,7.278901547,7.278901441,7.278901589,7.278901558,7.278901674 +"5906","GGPS1",5.429399632,5.429399567,5.429399573,5.429399515,5.429399413,5.429399538,5.42939954,5.42939947,5.429399699,5.429399637,5.429399439,5.429399344,5.429399476,5.429399657,5.429399582,5.429399591,5.429399506,5.429399519,5.429399454,5.429399609,5.429399448,5.429399441,5.429399636,5.429399578,5.429399461,5.429399522,5.429399527,5.429399595 +"5907","GGT5",5.942776338,5.942776483,5.942776689,5.942776529,5.942777153,5.942776371,5.942776614,5.942776778,5.9427765,5.942776322,5.942776923,5.942776815,5.942776657,5.942776071,5.94277706,5.942776937,5.942777049,5.942777025,5.942776658,5.942776686,5.94277658,5.942776902,5.9427759,5.942776343,5.942776793,5.942776812,5.942776516,5.942776812 +"5908","GGT6",5.376001173,5.37600115,5.376001221,5.376001174,5.37600125,5.376001127,5.376001222,5.376001228,5.376001175,5.376001199,5.376001226,5.376001277,5.376001212,5.376001057,5.376001265,5.376001219,5.376001253,5.376001198,5.376001225,5.376001162,5.376001249,5.376001275,5.376001136,5.376001117,5.376001181,5.376001157,5.376001148,5.376001208 +"5909","GGT7",5.914034928,5.914034894,5.914034931,5.914034909,5.914034912,5.91403499,5.914034927,5.914035004,5.914035,5.914035007,5.914035007,5.914035052,5.914035026,5.914034977,5.914034943,5.914034858,5.914034949,5.914034948,5.914034955,5.914034912,5.914034828,5.914035042,5.914034999,5.914034923,5.914034889,5.91403495,5.914034987,5.91403503 +"5910","GGTA1",4.168003148,4.168003133,4.168003184,4.168003171,4.168003142,4.168003101,4.168003122,4.168003136,4.168003146,4.16800316,4.168003129,4.168003164,4.168003117,4.168003123,4.168003132,4.168003111,4.168003175,4.168003162,4.168003094,4.168003144,4.168003108,4.168003134,4.16800313,4.168003187,4.168003122,4.168003147,4.168003118,4.168003131 +"5911","GGTLC1",5.054466159,5.054466127,5.054466173,5.054466146,5.054466167,5.054466136,5.05446616,5.054466178,5.054466162,5.054466147,5.05446617,5.054466173,5.054466144,5.05446613,5.05446617,5.054466164,5.054466172,5.054466175,5.054466161,5.054466164,5.054466147,5.054466173,5.054466141,5.054466141,5.054466168,5.054466155,5.05446615,5.054466164 +"5912","GGTLC2",6.301078849,6.301078838,6.301078997,6.301078996,6.301078926,6.30107882,6.301078969,6.301078838,6.301078795,6.301078929,6.301078948,6.301078836,6.301078932,6.30107875,6.3010789,6.301078854,6.301078825,6.301078983,6.301078894,6.301078904,6.301078962,6.301079032,6.30107881,6.301078832,6.301079015,6.301079037,6.301078927,6.301078998 +"5913","GH1",4.9431274125,4.943127563,4.9431273575,4.9431275315,4.9431275305,4.943127561,4.943127528,4.943127505,4.943127563,4.9431276255,4.943127532,4.9431274635,4.94312765,4.943127379,4.943127505,4.943127677,4.9431277035,4.9431275725,4.9431275765,4.9431275935,4.9431274205,4.9431276115,4.943127591,4.9431276165,4.94312735,4.9431273875,4.9431276095,4.9431277015 +"5914","GH2",4.22833522,4.228335219,4.228335368,4.228335238,4.228335584,4.228335315,4.228335212,4.228335372,4.22833521,4.228335212,4.2283354,4.228335346,4.228335349,4.22833513,4.228335422,4.22833539,4.228335448,4.228335546,4.228335431,4.228335401,4.228335345,4.228335402,4.228335269,4.228335212,4.228335434,4.228335336,4.22833518,4.228335384 +"5915","GHDC",5.948079097,5.948079034,5.948078954,5.948079026,5.94807912,5.948079099,5.948079153,5.948079115,5.948079011,5.948079048,5.94807913,5.948079024,5.948079103,5.948079052,5.94807907,5.948079121,5.948079052,5.948079114,5.94807916,5.948078997,5.948079081,5.948079049,5.94807899,5.948079004,5.94807903,5.948079135,5.948079176,5.948079044 +"5916","GHITM",7.741888887,7.741888861,7.741888896,7.741888805,7.741888617,7.741888794,7.741888813,7.741888806,7.74188876,7.741888698,7.741888733,7.741888532,7.741888748,7.74188898,7.741888738,7.741888848,7.741888741,7.741888581,7.741888785,7.741888893,7.741888766,7.741888737,7.741888871,7.741888774,7.741888716,7.741888722,7.741888733,7.741888745 +"5917","GHR",3.320165159,3.32016514,3.320165184,3.320165169,3.32016519,3.320165164,3.320165197,3.320165193,3.320165151,3.320165176,3.320165166,3.320165188,3.320165161,3.32016517,3.320165182,3.320165158,3.320165216,3.320165178,3.320165176,3.320165203,3.320165179,3.320165204,3.320165153,3.32016518,3.320165159,3.32016517,3.320165174,3.320165178 +"5918","GHRH",5.097593649,5.09759378,5.097593914,5.097593864,5.097593908,5.097593595,5.097593516,5.097593972,5.097593811,5.097593829,5.097593866,5.097594054,5.097593895,5.0975936,5.097593912,5.09759389,5.097593985,5.097593933,5.097593699,5.097593625,5.097593829,5.097594038,5.09759375,5.097593662,5.097593822,5.097593847,5.097593828,5.097593652 +"5919","GHRL",5.883143653,5.883143713,5.88314359,5.883143687,5.883143579,5.883143681,5.883143649,5.883143661,5.883143628,5.883143598,5.883143682,5.883143665,5.883143649,5.883143608,5.883143593,5.883143582,5.883143637,5.883143619,5.883143702,5.88314369,5.883143628,5.883143675,5.883143692,5.883143626,5.883143653,5.883143598,5.883143666,5.883143578 +"5920","GHSR",4.897015022,4.897015012,4.897015064,4.897015008,4.897015074,4.897015018,4.897015024,4.897015092,4.897015056,4.897015068,4.897015046,4.897015051,4.897015049,4.897014961,4.897015067,4.897015027,4.89701513,4.897015021,4.897015058,4.897015038,4.897015084,4.897015064,4.897015031,4.897015053,4.897015067,4.897015056,4.897015099,4.897014987 +"5921","GID4",6.114208231,6.114208271,6.114208373,6.114208209,6.114208168,6.114208554,6.114208354,6.114208546,6.114208432,6.114208441,6.114208418,6.114208263,6.114208264,6.114208341,6.114208276,6.114208017,6.114208098,6.114208203,6.114208243,6.114208383,6.114208201,6.114208433,6.114208392,6.11420858,6.114208458,6.114208225,6.114208425,6.114208306 +"5922","GID8",7.769899186,7.769899148,7.769899228,7.769899176,7.769899102,7.769899208,7.769899265,7.769899143,7.769899207,7.769899246,7.769899131,7.769899304,7.769899182,7.769899214,7.769899186,7.769899018,7.769899133,7.769899071,7.769899129,7.769899219,7.769899115,7.76989913,7.769899201,7.76989923,7.769899026,7.769899305,7.769899218,7.769899115 +"5923","GIGYF1",6.499387495,6.499387432,6.499387684,6.499387675,6.499387611,6.499387496,6.499387561,6.499387719,6.499387553,6.49938736,6.499387546,6.499387654,6.499387588,6.499387491,6.499387605,6.49938753,6.499387468,6.49938776,6.499387486,6.499387313,6.499387552,6.499387682,6.499387526,6.499387398,6.499387658,6.499387638,6.499387485,6.499387476 +"5924","GIGYF2",7.230612329,7.23061241,7.230612088,7.230612278,7.230611893,7.230612262,7.230612199,7.230612012,7.230612353,7.2306123,7.230611954,7.230611963,7.230612173,7.230612667,7.23061209,7.230612312,7.23061171,7.230612047,7.230612029,7.230611985,7.230612118,7.230612058,7.230612452,7.230612301,7.230611976,7.230612189,7.230612227,7.230612391 +"5925","GIMAP2",6.323583895,6.323582789,6.323583244,6.32358284,6.323582731,6.323583255,6.323583011,6.323582879,6.323583337,6.323583537,6.323582592,6.323582515,6.323583765,6.323584358,6.323582992,6.323582045,6.323582526,6.323582209,6.323582872,6.323583561,6.323582935,6.323583181,6.323583619,6.32358307,6.32358237,6.32358316,6.323583305,6.323583759 +"5926","GIMAP4",8.519286184,8.51928559,8.519285528,8.519285012,8.519284911,8.519285968,8.519285378,8.519285039,8.519286238,8.519285425,8.51928484,8.51928378,8.51928587,8.519286693,8.519285306,8.51928493,8.51928472,8.519283999,8.519285287,8.519286487,8.519285424,8.519285467,8.519286595,8.519285632,8.519284333,8.519284813,8.519285602,8.519285682 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+"5943","GJA1",4.204308541,4.204308518,4.20430854,4.204308556,4.204308566,4.204308556,4.204308538,4.204308583,4.204308521,4.204308564,4.204308564,4.204308571,4.20430854,4.204308539,4.204308519,4.20430859,4.204308564,4.204308522,4.204308552,4.204308509,4.204308536,4.204308548,4.204308559,4.204308522,4.204308528,4.20430852,4.204308566,4.204308527 +"5944","GJA10",3.632158609,3.632158845,3.632158796,3.632159236,3.632159095,3.63215901,3.632158897,3.632159098,3.632158876,3.632158911,3.632158751,3.632159066,3.632158888,3.632158826,3.632158924,3.632158892,3.632159281,3.632158997,3.632158754,3.632158942,3.632158986,3.632159097,3.632158846,3.632159185,3.632159243,3.632159001,3.632159175,3.63215901 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+"5999","GLRA2",3.59326539,3.593265415,3.59326541,3.593265421,3.593265441,3.593265437,3.593265418,3.59326546,3.593265441,3.593265424,3.593265416,3.59326548,3.59326543,3.593265405,3.593265425,3.593265456,3.593265476,3.593265432,3.59326542,3.59326544,3.593265416,3.593265441,3.593265415,3.593265386,3.593265431,3.59326539,3.593265435,3.593265463 +"6000","GLRA3",3.432899684,3.43289988,3.43289975,3.432899729,3.432899929,3.432899837,3.432899912,3.432899907,3.432899817,3.432899868,3.43289991,3.432900107,3.432899854,3.432899598,3.432899952,3.432899889,3.432900034,3.43289993,3.432899848,3.432899904,3.432899856,3.43289987,3.43289997,3.432899814,3.43289983,3.432899857,3.432899863,3.432900146 +"6001","GLRA4",4.471900579,4.471900617,4.471900722,4.47190066,4.471900791,4.471900605,4.471900668,4.471900794,4.471900578,4.471900632,4.471900695,4.471900809,4.47190064,4.471900474,4.471900682,4.471900768,4.471900771,4.471900832,4.471900609,4.471900673,4.471900768,4.471900829,4.471900571,4.471900634,4.471900736,4.471900695,4.471900648,4.471900679 +"6002","GLRB",3.686181876,3.686181913,3.686181904,3.686181877,3.686181949,3.686181922,3.686181928,3.686181947,3.68618189,3.686181912,3.686181929,3.68618194,3.686181891,3.686181892,3.686181915,3.68618191,3.68618194,3.68618191,3.686181903,3.686181903,3.68618192,3.686181931,3.686181906,3.686181887,3.686181933,3.686181916,3.686181927,3.686181944 +"6003","GLRX",7.541367452,7.541367526,7.541366166,7.541366633,7.541365295,7.541367923,7.541368061,7.541366375,7.541367356,7.541367734,7.541366725,7.541364339,7.541366347,7.541369018,7.541366543,7.541368407,7.541365568,7.541365046,7.541366686,7.541368376,7.541368072,7.541366753,7.541367656,7.541368091,7.541366519,7.541364971,7.541366475,7.541366979 +"6004","GLRX2",5.508586176,5.50858612,5.508586206,5.508586114,5.508586213,5.50858612,5.508586191,5.508586163,5.508586186,5.508586119,5.50858621,5.508586121,5.508586184,5.508586207,5.5085862,5.508586138,5.508586151,5.508586124,5.508586167,5.508586015,5.508586147,5.508586209,5.508586159,5.508586155,5.508586219,5.508586134,5.508586205,5.508586186 +"6005","GLRX3",7.077045824,7.077045773,7.077045704,7.077045789,7.077045748,7.077045648,7.077045844,7.077045528,7.077045673,7.077045739,7.077045741,7.077045643,7.077045803,7.077045884,7.07704566,7.07704566,7.07704564,7.077045619,7.077045779,7.077045878,7.077045797,7.077045593,7.077045863,7.077045746,7.077045743,7.077045875,7.07704573,7.077045671 +"6006","GLRX5",8.976253291,8.976253325,8.976254913,8.976253499,8.976254054,8.97625409,8.976254092,8.976254872,8.976254443,8.976254571,8.976253946,8.976255274,8.976253413,8.976252653,8.976253357,8.976252982,8.976254409,8.97625339,8.976253646,8.976254354,8.976253924,8.976254513,8.976254152,8.976254429,8.976253708,8.976254801,8.976253755,8.976253322 +"6007","GLS",7.805903873,7.805902489,7.805899546,7.805899534,7.805899595,7.805898069,7.805900551,7.805899761,7.805901824,7.805900227,7.80589864,7.805897138,7.805901924,7.805907955,7.805901737,7.805901616,7.805897781,7.805898599,7.805900653,7.805895059,7.80590127,7.805899893,7.805902781,7.805899613,7.805899394,7.805899319,7.805901108,7.805904581 +"6008","GLS2",4.65377009,4.653770063,4.653770141,4.653770082,4.653770146,4.653770109,4.65377013,4.653770147,4.653770087,4.653770117,4.653770116,4.653770123,4.653770091,4.653770062,4.653770135,4.653770067,4.653770133,4.653770129,4.65377012,4.653770079,4.653770135,4.653770103,4.653770126,4.653770078,4.653770101,4.653770147,4.653770088,4.653770152 +"6009","GLT1D1",8.919165496,9.364656587,8.818586355,9.417310301,8.320930484,9.039542584,8.906083397,8.576254012,8.570625223,8.478192142,8.933635547,8.179448371,8.858205162,8.797221472,8.776678642,9.363602763,8.779998626,9.308652515,8.83564945,9.323940367,8.88569541,8.593278181,9.085069237,8.970971051,9.160839829,8.610227658,8.857429278,8.491579694 +"6010","GLT6D1",3.684691568,3.684691513,3.684691588,3.684691546,3.684691627,3.684691503,3.684691662,3.684691456,3.684691619,3.684691624,3.68469156,3.684691712,3.684691509,3.684691528,3.684691558,3.68469136,3.684691607,3.684691604,3.684691612,3.684691615,3.684691557,3.6846916,3.684691667,3.684691397,3.684691592,3.684691566,3.684691518,3.684691538 +"6011","GLT8D1",6.303378362,6.303378284,6.303378238,6.303378238,6.303378088,6.303378258,6.303378293,6.303378147,6.303378286,6.303378283,6.303378217,6.303378045,6.303378326,6.30337846,6.303378213,6.303378241,6.303378144,6.30337813,6.303378333,6.303378255,6.303378213,6.303378329,6.30337834,6.303378329,6.303378296,6.303378201,6.303378258,6.30337837 +"6012","GLT8D2",3.751621817,3.7516218,3.751621774,3.751621832,3.751621725,3.751621861,3.751621789,3.751621778,3.751621817,3.751621861,3.751621821,3.751621878,3.751621763,3.751621779,3.751621783,3.751621827,3.751621818,3.751621809,3.751621788,3.751621842,3.751621795,3.751621787,3.751621844,3.751621757,3.751621834,3.751621776,3.751621827,3.751621851 +"6013","GLTP",6.830626859,6.830626618,6.830626748,6.83062677,6.830626597,6.830626907,6.830626824,6.83062689,6.830626671,6.830626865,6.830626685,6.83062667,6.830626806,6.830626798,6.830626963,6.830626334,6.830626626,6.830626379,6.83062678,6.830626777,6.830626608,6.830626759,6.830626761,6.830626914,6.830626817,6.830626619,6.830626811,6.830626717 +"6014","GLTPD2",6.219081907,6.219081646,6.219081883,6.219081797,6.219082277,6.219081959,6.219082044,6.219082151,6.219081775,6.219082058,6.2190819,6.219082267,6.219081747,6.219081604,6.219082107,6.219081768,6.219082271,6.219082007,6.219081951,6.21908198,6.219082016,6.219082095,6.21908192,6.219081764,6.219081875,6.21908208,6.219081828,6.219081976 +"6015","GLUD2",4.591115104,4.591115067,4.591115046,4.591115041,4.591115198,4.591115075,4.591115132,4.591115167,4.591115083,4.591115004,4.591115125,4.591115318,4.591115125,4.591114971,4.591115089,4.591115133,4.591115196,4.591115078,4.591115186,4.591115033,4.591115151,4.591115113,4.591115119,4.591115004,4.591115213,4.591115152,4.591115163,4.591115171 +"6016","GLUL",9.508332653,9.508333826,9.508333586,9.508333619,9.508333074,9.508333585,9.508333208,9.508333966,9.5083326,9.508333026,9.508333187,9.508333245,9.508332358,9.508332017,9.508333192,9.508333757,9.508333587,9.508333873,9.50833301,9.508332903,9.508333358,9.508333314,9.508332862,9.50833358,9.508333407,9.508333865,9.508332202,9.508332194 +"6017","GLYAT",3.605457215,3.605457205,3.605457188,3.60545721,3.605457224,3.605457306,3.60545725,3.605457184,3.605457191,3.605457206,3.60545732,3.605457286,3.605457263,3.605457199,3.605457234,3.605457221,3.605457259,3.605457202,3.605457244,3.605457213,3.605457243,3.605457209,3.605457168,3.605457214,3.605457245,3.605457234,3.605457198,3.605457261 +"6018","GLYATL1",3.975912763,3.975912789,3.975912815,3.975912811,3.975912696,3.975912885,3.975912669,3.975912835,3.975912819,3.975912832,3.975912812,3.9759128,3.975912802,3.97591272,3.975912727,3.975912788,3.97591283,3.975912826,3.975912736,3.975912857,3.975912709,3.975912788,3.975912867,3.975912847,3.97591284,3.975912693,3.975912871,3.975912811 +"6019","GLYATL2",3.056016144,3.056016038,3.056016183,3.056016103,3.056016055,3.056016193,3.056015978,3.056016101,3.056016156,3.056015976,3.056016135,3.056016205,3.056016203,3.056016073,3.056016192,3.056016148,3.056016078,3.056016311,3.056016038,3.056016207,3.056016031,3.056016018,3.056016096,3.056016102,3.056016034,3.056016034,3.05601614,3.056016034 +"6020","GLYCTK",6.84780402,6.847804037,6.847804033,6.847804032,6.847804019,6.847804035,6.847804016,6.847804062,6.847804055,6.847804036,6.847804023,6.847804035,6.847804038,6.847804015,6.847804028,6.847804034,6.847804011,6.847804001,6.847804004,6.847803994,6.847804011,6.847804057,6.847804008,6.847804058,6.847804038,6.847804047,6.847804025,6.847804003 +"6021","GLYR1",7.693695536,7.693695577,7.693695509,7.693695609,7.69369548,7.693695583,7.693695522,7.693695469,7.693695476,7.693695468,7.693695435,7.693695463,7.693695472,7.69369559,7.693695496,7.693695555,7.693695413,7.693695536,7.693695526,7.693695608,7.693695496,7.693695453,7.693695517,7.693695539,7.693695493,7.693695523,7.693695442,7.693695506 +"6022","GM2A",7.935915211,7.939597595,7.935918831,7.947701265,7.934917191,7.947109726,7.932153799,7.931835017,7.93875972,7.943289089,7.931560043,7.937690623,7.940216025,7.938785122,7.933893025,7.935784914,7.933969315,7.943868926,7.932422966,7.943612406,7.929671199,7.929717798,7.940430399,7.942221011,7.930224483,7.939424065,7.940077228,7.934330161 +"6023","GMCL1",7.528090177,7.528090401,7.528090198,7.528090194,7.52808989,7.528089684,7.528090239,7.528090107,7.528089924,7.528090108,7.528089711,7.528089795,7.528090144,7.528090531,7.528090245,7.528090356,7.528090109,7.528090104,7.528090335,7.528089701,7.528090059,7.528090195,7.528090253,7.528090304,7.528090193,7.528090031,7.52809006,7.528090398 +"6024","GMCL2",3.01604756,3.016047539,3.016047615,3.01604766,3.016047561,3.016047671,3.016047537,3.01604767,3.016047678,3.016047627,3.016047707,3.016047588,3.016047622,3.016047603,3.016047668,3.016047554,3.016047674,3.016047633,3.016047538,3.016047575,3.016047605,3.016047649,3.016047656,3.016047613,3.016047633,3.016047628,3.016047573,3.016047599 +"6025","GMDS",6.98241676,6.982416761,6.982416712,6.98241673,6.982416663,6.982416827,6.982416776,6.982416677,6.982416774,6.982416745,6.982416709,6.982416714,6.982416775,6.98241677,6.982416783,6.982416737,6.982416678,6.982416688,6.982416766,6.982416806,6.982416741,6.98241672,6.982416788,6.982416745,6.982416707,6.982416766,6.982416762,6.982416746 +"6026","GMEB1",6.524037332,6.524037773,6.52403683,6.524037352,6.524036625,6.524037593,6.524037591,6.524037077,6.524037331,6.524037384,6.524037002,6.524036621,6.524037579,6.524038048,6.524037126,6.524037568,6.5240365,6.524036876,6.524037137,6.524037479,6.52403741,6.524036938,6.524037655,6.524037577,6.524037488,6.524037171,6.524037596,6.52403768 +"6027","GMEB2",7.156384874,7.156384884,7.15638488,7.156384891,7.15638488,7.156384888,7.156384889,7.156384895,7.156384896,7.156384878,7.156384878,7.1563849,7.156384901,7.156384884,7.156384889,7.15638488,7.156384899,7.156384894,7.156384884,7.156384892,7.156384884,7.156384897,7.156384883,7.156384884,7.15638488,7.156384893,7.156384889,7.156384882 +"6028","GMFB",5.200162698,5.20016257,5.200162595,5.2001622,5.200162286,5.200161838,5.200162161,5.200162011,5.20016224,5.200162361,5.200162236,5.200161968,5.200162042,5.200163333,5.200162515,5.200162354,5.200162264,5.200162277,5.200162562,5.200161571,5.200162235,5.200162303,5.200162309,5.200162576,5.200162247,5.200161973,5.200162001,5.200163092 +"6029","GMFG",8.888266583,8.888267551,8.888267298,8.888267835,8.888265469,8.888267784,8.888267251,8.888265397,8.888267146,8.888266772,8.888266867,8.888265167,8.888266735,8.888267261,8.888266673,8.888267925,8.888267087,8.888267278,8.888267003,8.888269057,8.888267183,8.888266805,8.888267856,8.888268023,8.888267254,8.88826644,8.888266527,8.88826633 +"6030","GMIP",8.427303902,8.427304394,8.42730393,8.427305113,8.427303939,8.427305077,8.427304286,8.427304201,8.427304261,8.427304232,8.427304579,8.427303682,8.427304157,8.427303639,8.427303839,8.427304592,8.427304184,8.427304924,8.427304317,8.427305237,8.427304077,8.427304089,8.427304512,8.427304574,8.427304633,8.427303963,8.427304307,8.427303686 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+"6033","GMPPA",6.523342048,6.523342047,6.523342038,6.523342035,6.523342045,6.523342071,6.523342068,6.523342037,6.523342055,6.523342043,6.523342015,6.523342035,6.523342055,6.523342042,6.523342026,6.523342019,6.523342026,6.523342018,6.52334204,6.523342054,6.523342043,6.523342054,6.523342038,6.523342039,6.523342038,6.523342032,6.523342051,6.523342041 +"6034","GMPPB",6.567004814,6.567004721,6.567004936,6.567004812,6.567004932,6.567004703,6.567004899,6.567004994,6.567004959,6.567004881,6.567004822,6.567004942,6.567004971,6.567004795,6.5670049,6.567004856,6.56700497,6.567004934,6.567004804,6.567004726,6.567005001,6.567004996,6.56700478,6.567004832,6.56700474,6.567004984,6.567004835,6.567004887 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+"6037","GMPS",6.843563837,6.843563809,6.843563687,6.843563539,6.843563677,6.84356359,6.843563766,6.843563546,6.843563768,6.843563717,6.843563388,6.843563595,6.843563677,6.843564101,6.843563512,6.843563744,6.843563238,6.843563456,6.843563589,6.843563746,6.843563736,6.843563601,6.84356392,6.843563787,6.843563613,6.84356368,6.843563826,6.843563863 +"6038","GNA11",5.4025143395,5.402514462,5.402514525,5.402514315,5.40251451,5.4025140345,5.4025142575,5.4025144435,5.4025143545,5.402514393,5.4025144895,5.4025144785,5.4025143555,5.4025140855,5.4025144285,5.4025145615,5.4025145555,5.4025144935,5.4025142565,5.402514205,5.4025142355,5.402514451,5.4025142465,5.4025143475,5.402514495,5.4025144665,5.4025143425,5.4025144405 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+"6041","GNA14",3.671941877,3.671941895,3.671941884,3.671941876,3.671941908,3.671941866,3.671941871,3.671941898,3.67194186,3.67194189,3.671941925,3.671941896,3.671941864,3.671941865,3.671941886,3.671941929,3.67194186,3.671941907,3.671941902,3.671941893,3.67194188,3.671941882,3.671941866,3.671941891,3.671941912,3.671941898,3.671941893,3.671941878 +"6042","GNA15",6.790476795,6.790476808,6.79047678,6.790476773,6.790476879,6.790476816,6.790476773,6.790476739,6.790476684,6.7904768,6.790476867,6.790476738,6.790476792,6.790476776,6.790476786,6.790476731,6.790476783,6.790476804,6.790476841,6.790476865,6.790476729,6.790476787,6.790476708,6.790476796,6.790476766,6.790476749,6.790476794,6.79047672 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+"6045","GNAI3",7.928927963,7.928930856,7.928922824,7.92892802,7.928917497,7.928916792,7.928918515,7.928914597,7.928918328,7.928918585,7.928922763,7.928897042,7.92892467,7.928938045,7.928923731,7.928933437,7.928919183,7.928925074,7.92892921,7.928913475,7.928921284,7.928917965,7.928927957,7.928924442,7.92892498,7.928908972,7.92892002,7.928929861 +"6046","GNAL",4.806823567,4.806823568,4.806823605,4.806823588,4.80682359,4.806823579,4.806823585,4.806823601,4.806823572,4.80682358,4.806823584,4.806823592,4.806823587,4.806823562,4.806823569,4.806823587,4.806823585,4.806823595,4.806823578,4.806823574,4.806823583,4.806823579,4.80682357,4.806823576,4.806823602,4.806823583,4.80682358,4.806823584 +"6047","GNAO1",4.959404178,4.959403725,4.959403901,4.959404088,4.959404185,4.959404183,4.959403958,4.959404216,4.959403893,4.959404012,4.959404383,4.959404266,4.959403811,4.959403775,4.959404096,4.959404147,4.959404149,4.959404305,4.95940424,4.959404136,4.959404125,4.959404432,4.95940376,4.959404153,4.959404182,4.959404115,4.959403922,4.959404266 +"6048","GNAQ",7.9011958575,7.9011978305,7.901195542,7.9011971915,7.9011957985,7.901194961,7.901195422,7.901193262,7.901194244,7.901195322,7.9011962865,7.9011941895,7.9011960205,7.901196257,7.901195313,7.9011964545,7.901193078,7.9011974095,7.901196128,7.9011963085,7.901196008,7.9011944655,7.90119627,7.901196427,7.9011961975,7.901194808,7.901195664,7.9011952515 +"6049","GNAS",8.474490694,8.474490707,8.47449067,8.474490754,8.474490697,8.474490841,8.474490691,8.474490676,8.474490707,8.47449082,8.474490744,8.474490696,8.474490669,8.474490632,8.474490596,8.474490567,8.474490601,8.474490725,8.474490643,8.474490712,8.474490696,8.474490698,8.474490743,8.474490802,8.474490757,8.474490733,8.474490709,8.474490572 +"6050","GNAT1",4.852371078,4.852371009,4.852371064,4.852371177,4.852371164,4.852371023,4.852371019,4.852371088,4.852371136,4.852371116,4.852371251,4.85237118,4.852371123,4.852370916,4.852371145,4.852371091,4.852371145,4.852371113,4.852371041,4.852371048,4.852371213,4.852371136,4.852371141,4.852371021,4.852371036,4.852371183,4.852370962,4.852370979 +"6051","GNAT2",4.866121261,4.866121309,4.866121295,4.866121301,4.866121233,4.866121249,4.866121289,4.866121272,4.866121253,4.866121272,4.866121291,4.866121227,4.86612128,4.86612129,4.866121266,4.866121357,4.866121263,4.866121341,4.866121235,4.866121288,4.866121299,4.866121263,4.866121269,4.866121291,4.866121298,4.866121264,4.866121281,4.866121321 +"6052","GNAZ",6.826935586,6.826935801,6.826935828,6.826937175,6.826936573,6.826936095,6.826936228,6.82693605,6.826935519,6.826936575,6.826937019,6.82693663,6.826936038,6.826935089,6.826936189,6.826935649,6.826936291,6.826937498,6.826936226,6.826936158,6.826936365,6.826936042,6.826935405,6.826936635,6.826936808,6.826936511,6.826935834,6.826935212 +"6053","GNB1",10.11554754,10.11554899,10.11554673,10.11554812,10.1155468,10.11554782,10.11554687,10.11554708,10.11554685,10.11554729,10.11554693,10.1155454,10.11554765,10.11554839,10.1155466,10.11554828,10.11554634,10.11554698,10.11554725,10.11554807,10.11554649,10.11554685,10.1155472,10.11554803,10.11554704,10.1155466,10.11554751,10.11554726 +"6054","GNB2",8.659403623,8.659404362,8.659403867,8.659404394,8.659403727,8.659404584,8.659403737,8.659404043,8.659403886,8.659403947,8.659403947,8.659403392,8.659403923,8.659403405,8.6594036,8.659404381,8.65940394,8.659404284,8.659403873,8.659404019,8.659403588,8.659403975,8.659403916,8.659404023,8.659403865,8.659403561,8.659403848,8.659403472 +"6055","GNB3",4.921819748,4.921819799,4.921819857,4.921819814,4.921819988,4.921819671,4.921819811,4.921819891,4.921819866,4.921819736,4.921819908,4.921819907,4.921819904,4.921819655,4.921819862,4.921819954,4.921820045,4.921819957,4.921819789,4.921819818,4.921819918,4.921819947,4.921819706,4.921819802,4.921819934,4.921819867,4.921819761,4.921819822 +"6056","GNB4",6.687594881,6.68759494,6.687594648,6.687594784,6.687594322,6.687594933,6.687593796,6.687594192,6.687593884,6.687594185,6.687594292,6.687592881,6.687594529,6.687595121,6.687594432,6.687594773,6.687594566,6.687594254,6.68759472,6.687595485,6.687594266,6.687593976,6.68759422,6.687594799,6.687594563,6.687593701,6.687593958,6.687594592 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+"6059","GNG11",4.828813252,4.828813477,4.828813585,4.82881453,4.828813888,4.82881328,4.828813825,4.828813538,4.828813276,4.828814423,4.828813939,4.828813703,4.828813781,4.828812988,4.8288135,4.828813602,4.828813458,4.82881455,4.828813646,4.828813383,4.828813893,4.828813227,4.828813708,4.828814319,4.82881405,4.828813775,4.82881376,4.82881354 +"6060","GNG12",3.761080406,3.761080696,3.761080432,3.76108042,3.761080582,3.761080508,3.761080513,3.761080609,3.761080753,3.761080631,3.761080928,3.761080593,3.761080453,3.761080397,3.761080605,3.76108053,3.761080793,3.761080741,3.761080332,3.761080259,3.761080664,3.761080805,3.761080681,3.761080627,3.761080913,3.761080575,3.761080242,3.761080421 +"6061","GNG13",5.566140523,5.566140687,5.566140762,5.566140708,5.566140733,5.566140768,5.56614066,5.566140668,5.566140701,5.566140701,5.566140726,5.566140846,5.566140652,5.566140557,5.56614068,5.566140708,5.566140807,5.566140757,5.56614057,5.566140642,5.566140668,5.566140706,5.566140716,5.566140744,5.566140589,5.566140678,5.566140716,5.566140656 +"6062","GNG2",7.160797806,7.160797584,7.160797622,7.160797786,7.160797137,7.160797977,7.160798126,7.160797709,7.160797741,7.160797669,7.160797724,7.160796985,7.160797721,7.160798211,7.16079792,7.16079739,7.160797667,7.16079752,7.160797962,7.160797963,7.160798514,7.160797478,7.160797902,7.160798116,7.160798273,7.160797823,7.160797659,7.160797763 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+"6231","GPR65",5.61506972,5.615068843,5.615069307,5.615068761,5.615068408,5.615068608,5.615068768,5.615068746,5.615068656,5.615068577,5.615069048,5.615067629,5.615068856,5.615070349,5.615069101,5.61506856,5.615068968,5.615068826,5.615068977,5.615069169,5.615068958,5.615068339,5.61506899,5.615069224,5.615068817,5.61506811,5.615068813,5.615069482 +"6232","GPR68",5.411665413,5.411665333,5.411665506,5.41166558,5.411665482,5.411665745,5.411665533,5.411665445,5.411665403,5.411665547,5.411665402,5.411665342,5.411665498,5.411665346,5.41166554,5.4116655,5.411665656,5.411665375,5.41166555,5.411665537,5.411665561,5.411665571,5.411665505,5.411665291,5.411665365,5.411665509,5.411665458,5.411665524 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+"6331","GRWD1",7.156698717,7.156698749,7.156698762,7.156698785,7.156698713,7.156698916,7.156698807,7.15669877,7.156698888,7.156698852,7.156698776,7.156698786,7.156698887,7.156698784,7.156698725,7.156698708,7.156698811,7.1566987,7.156698792,7.156698693,7.156698699,7.156698857,7.15669886,7.156698733,7.156698712,7.156698784,7.156698919,7.156698834 +"6332","GSAP",6.790599673,6.790598545,6.79059887,6.7905979935,6.7905974265,6.7905981445,6.7905980295,6.790597767,6.7905977205,6.790598482,6.790598202,6.7905978895,6.790598551,6.790599217,6.790598548,6.790598243,6.7905979955,6.7905974625,6.790597811,6.790598118,6.7905979805,6.790597912,6.7905980515,6.7905988875,6.790597719,6.7905983865,6.79059853,6.790598606 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+"6335","GSDMA",4.911443403,4.911443414,4.911443449,4.911443417,4.911443447,4.911443404,4.911443406,4.911443448,4.911443424,4.911443445,4.911443453,4.911443456,4.911443415,4.911443391,4.911443441,4.911443436,4.911443445,4.911443432,4.911443425,4.911443443,4.911443441,4.911443452,4.911443397,4.911443452,4.911443441,4.911443439,4.911443418,4.911443438 +"6336","GSDMB",6.151230917,6.151231044,6.151229822,6.151230334,6.151230436,6.151230302,6.151231327,6.15123062,6.151231018,6.15123152,6.151230486,6.151230222,6.151231229,6.151231635,6.151230179,6.151231394,6.151228978,6.151229378,6.151230923,6.151230001,6.151231199,6.151230671,6.151230958,6.151231096,6.151230321,6.15123028,6.151231067,6.151230761 +"6337","GSDMC",3.551450705,3.551450726,3.551450721,3.551450687,3.551450761,3.551450712,3.551450719,3.551450744,3.551450736,3.551450717,3.551450722,3.551450742,3.551450708,3.55145067,3.551450751,3.551450732,3.551450736,3.551450731,3.551450751,3.551450754,3.551450723,3.551450749,3.551450691,3.55145072,3.551450719,3.551450736,3.5514507,3.551450736 +"6338","GSDMD",6.849127962,6.849128,6.849127953,6.849128032,6.849127952,6.849128272,6.849127953,6.849128019,6.849128034,6.849127996,6.849127946,6.849127885,6.849128033,6.849127975,6.849127879,6.849128022,6.849127857,6.849127942,6.849127958,6.849128242,6.849127928,6.849128045,6.849128055,6.849128033,6.849127974,6.84912796,6.849128012,6.849127974 +"6339","GSDME",4.110768538,4.110768838,4.110768577,4.110768841,4.110768479,4.110768652,4.110768599,4.110768699,4.110768628,4.110768733,4.110768443,4.110768663,4.110768373,4.110768782,4.110768569,4.110768432,4.110768665,4.110768707,4.110768733,4.110768504,4.110768455,4.110768582,4.110768558,4.110768519,4.110768487,4.11076863,4.110768645,4.110768941 +"6340","GSE1",7.325866184,7.325866186,7.325866205,7.325866188,7.325866225,7.325866205,7.325866217,7.325866198,7.325866181,7.325866191,7.325866207,7.325866189,7.325866206,7.32586614,7.325866194,7.325866205,7.325866194,7.325866199,7.325866181,7.325866192,7.325866212,7.325866221,7.325866182,7.325866154,7.325866194,7.325866207,7.325866192,7.325866184 +"6341","GSG1",4.573983855,4.573983886,4.573983921,4.573983948,4.573983963,4.573983865,4.573983934,4.573983988,4.573983928,4.573983897,4.573983957,4.573983958,4.573983915,4.573983882,4.573983994,4.573983962,4.573984014,4.573984008,4.573983908,4.573983934,4.573983934,4.573983991,4.573983904,4.573983899,4.573984048,4.573983984,4.573983915,4.573983923 +"6342","GSG1L",6.156952342,6.156952276,6.156952371,6.156952255,6.15695263,6.156952309,6.156952306,6.15695242,6.1569522,6.156952399,6.156952504,6.156952586,6.156952323,6.15695206,6.156952516,6.15695222,6.156952501,6.15695243,6.156952371,6.156952444,6.156952367,6.156952442,6.156952269,6.156952168,6.156952427,6.156952496,6.156952201,6.156952322 +"6343","GSK3A",7.705431419,7.705431513,7.705431691,7.705431531,7.705431502,7.705431725,7.70543144,7.705431607,7.705431588,7.705431603,7.705431605,7.705431615,7.705431489,7.70543129,7.705431514,7.705431366,7.705431501,7.705431511,7.705431486,7.705431599,7.705431421,7.705431539,7.705431529,7.705431572,7.705431655,7.705431623,7.705431499,7.705431352 +"6344","GSK3B",7.710371032,7.7103715,7.710370494,7.710371318,7.710370112,7.710370902,7.710370629,7.710370418,7.710370805,7.710370421,7.710370678,7.710369732,7.710370879,7.71037139,7.710370734,7.710371371,7.710370434,7.710370758,7.710370719,7.710371391,7.710370948,7.710370461,7.710371166,7.710371347,7.710370851,7.710370892,7.710370623,7.710370965 +"6345","GSKIP",3.997427339,3.997427115,3.997427244,3.997427241,3.997427167,3.997427035,3.997427318,3.997427099,3.997427216,3.997427352,3.997427211,3.997427157,3.997427301,3.99742764,3.997427193,3.997427188,3.997427389,3.997427122,3.997427288,3.997427197,3.997427241,3.997427205,3.99742731,3.997427261,3.997427077,3.997427106,3.997427143,3.997427516 +"6346","GSN",8.573852818,8.573854717,8.57385361,8.573854087,8.573854298,8.57385445,8.573853338,8.573852973,8.573853346,8.573854349,8.573854485,8.573853228,8.573853499,8.573852924,8.573852789,8.573854315,8.573853244,8.573853592,8.573854207,8.573854307,8.573852779,8.573852809,8.573853709,8.573854701,8.573854082,8.573853585,8.573853418,8.573852863 +"6347","GSN-AS1",4.306554957,4.306554989,4.306555101,4.306555069,4.306555059,4.306555011,4.306555006,4.306554994,4.306555007,4.306554906,4.306555073,4.306555026,4.306555022,4.306554965,4.306555089,4.306555035,4.306555057,4.306555107,4.306555054,4.306555056,4.306555059,4.306554994,4.306554994,4.306555023,4.306555052,4.306554956,4.306554936,4.306554951 +"6348","GSPT1",10.26997468,9.726575975,10.61683713,10.08437888,10.21719844,10.05226772,10.04259376,10.41076258,10.32582332,10.18993758,10.40720814,10.50962948,9.893466239,9.959820948,10.14896023,9.168936949,10.28190666,10.217942,9.927653406,9.93948748,10.02900445,10.28999349,10.31589929,10.16491682,10.37227398,10.67070982,10.05445493,9.875424755 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+"6351","GSS",6.429423191,6.429423174,6.429423173,6.429423186,6.429423185,6.429423201,6.429423204,6.429423175,6.429423216,6.429423223,6.42942316,6.429423104,6.429423198,6.429423229,6.429423148,6.429423173,6.429423088,6.429423139,6.429423154,6.429423196,6.429423179,6.42942323,6.429423173,6.429423207,6.42942315,6.42942314,6.429423196,6.429423183 +"6352","GSTA1",4.413537655,4.413537777,4.41353781,4.413538149,4.413538003,4.413537147,4.413537825,4.413538043,4.413537926,4.41353799,4.413538019,4.413537982,4.413537976,4.413537817,4.413537976,4.413537888,4.413538172,4.413538199,4.413537831,4.413537783,4.413537855,4.413538072,4.413537894,4.413537955,4.41353813,4.41353764,4.413538087,4.413538035 +"6353","GSTA2",3.946615429,3.946615487,3.946615692,3.946615654,3.946615722,3.946615475,3.946615654,3.946616077,3.946615631,3.946615316,3.946615764,3.946615742,3.946615688,3.946615292,3.946616078,3.9466159,3.946615702,3.946615906,3.946615824,3.946615455,3.946615714,3.946615988,3.946615495,3.946615158,3.946615728,3.946615682,3.946615281,3.946615526 +"6354","GSTA3",4.471265186,4.471265266,4.471265313,4.471265243,4.471265333,4.471265198,4.471265213,4.47126529,4.471265297,4.471265276,4.471265359,4.471265321,4.471265255,4.471265117,4.471265244,4.471265389,4.471265308,4.471265362,4.471265261,4.471265238,4.471265172,4.47126533,4.471265234,4.471265209,4.471265341,4.471265315,4.471265246,4.471265315 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+"6429","GYPC",9.085046357,9.207740156,10.18597785,9.41515781,9.507791843,10.29045283,9.503958043,10.15254416,10.1075826,9.956117307,9.71332864,10.05638852,9.358997544,8.999805621,9.195690015,8.624482513,10.06795786,9.504043419,9.258900328,10.16006907,9.288345967,9.932955554,10.14277714,9.916669347,9.744012018,10.04736006,9.675516019,9.568921526 +"6430","GYPE",5.128040006,5.12804149,5.128041396,5.128040564,5.128040998,5.128041108,5.128041578,5.128040994,5.128042184,5.128041883,5.128040875,5.128042789,5.128040614,5.128041772,5.128040646,5.128041089,5.128041241,5.128041187,5.128040453,5.128041755,5.128041833,5.128041077,5.128041895,5.12804152,5.128041726,5.128041956,5.1280402,5.128042174 +"6431","GYS1",6.583121586,6.583121482,6.583121537,6.583121533,6.583121482,6.583121508,6.583121601,6.583121585,6.58312162,6.583121555,6.58312144,6.583121549,6.583121571,6.58312145,6.583121578,6.583121477,6.583121396,6.583121395,6.583121467,6.583121556,6.583121524,6.583121579,6.583121522,6.583121509,6.583121406,6.583121566,6.583121557,6.583121574 +"6432","GYS2",3.347885747,3.347885762,3.347885793,3.347885728,3.347885838,3.347885738,3.347885824,3.347885791,3.347885829,3.347885697,3.347885802,3.347885902,3.347885689,3.347885771,3.347885829,3.347885711,3.347885752,3.347885842,3.347885765,3.347885759,3.347885769,3.347885798,3.347885745,3.347885708,3.34788571,3.347885816,3.34788575,3.347885783 +"6433","GZF1",5.328008838,5.328008868,5.328008858,5.328008843,5.32800882,5.328008855,5.328008841,5.328008868,5.328008857,5.328008845,5.32800884,5.32800884,5.328008844,5.328008846,5.328008845,5.328008842,5.328008854,5.328008859,5.328008868,5.328008859,5.328008851,5.328008834,5.328008842,5.32800886,5.328008868,5.328008852,5.328008844,5.32800885 +"6434","GZMA",5.901658249,5.901655456,5.901656914,5.901654845,5.901654179,5.90165599,5.901657343,5.901656337,5.901656393,5.901656147,5.901656021,5.901654335,5.901656717,5.901657939,5.901657084,5.901655294,5.901655755,5.901655066,5.901654878,5.901656378,5.901657331,5.901656991,5.90165797,5.901656884,5.901656229,5.901656397,5.901656417,5.90165748 +"6435","GZMB",7.446893556,7.446892939,7.446893787,7.446890801,7.446892641,7.446893661,7.446891315,7.446894085,7.446892749,7.44689135,7.446893061,7.446891809,7.446892576,7.446892971,7.446893234,7.446892522,7.446893371,7.446890868,7.446892359,7.446892963,7.446891389,7.446892673,7.446893954,7.446893033,7.446891917,7.446894192,7.44689173,7.446892226 +"6436","GZMH",6.51145911,6.511457497,6.51145893,6.51145775,6.511458152,6.511459142,6.511458916,6.51145959,6.511458932,6.511458801,6.511458917,6.511458385,6.511458481,6.511458146,6.511459071,6.511458199,6.511458402,6.511457761,6.511457901,6.511458789,6.511458665,6.511459249,6.511459542,6.511459273,6.511458762,6.511458657,6.511458313,6.511458232 +"6437","GZMK",8.016976043,6.296946848,6.551786536,6.468538932,5.889202491,6.169560134,7.703787177,6.854972695,7.126122669,6.895157605,6.867504611,6.364938574,7.271355224,7.602679328,7.494627045,6.200881645,6.441576699,6.386380476,6.034566469,6.56713443,7.676616726,7.07396273,7.162503305,6.95324878,6.779969795,6.556579717,7.126865075,7.354915712 +"6438","GZMM",6.967197329,6.967197286,6.967197345,6.967197312,6.967197348,6.967197382,6.967197332,6.967197409,6.967197325,6.967197333,6.967197354,6.967197244,6.967197329,6.967197253,6.967197369,6.967197304,6.96719735,6.967197236,6.967197283,6.967197319,6.967197314,6.967197382,6.9671973,6.967197299,6.967197233,6.96719733,6.967197372,6.967197292 +"6439","H1-0",7.129607581,7.129606692,7.129608071,7.129606829,7.129609258,7.129606821,7.12960694,7.12961021,7.129608063,7.129607756,7.129608402,7.129610133,7.129607866,7.129604949,7.129608037,7.129606704,7.129608681,7.129607457,7.129608441,7.129606473,7.129607456,7.129609715,7.129608313,7.129607389,7.129608376,7.129609742,7.129607794,7.129605826 +"6440","H1-1",4.395649197,4.395649345,4.395649228,4.395649286,4.395649319,4.395649307,4.395649482,4.395649247,4.395649386,4.395649204,4.395649215,4.395649285,4.395649255,4.395649355,4.395649278,4.395649313,4.395649276,4.395649266,4.395649263,4.39564938,4.395649443,4.395649215,4.395649433,4.395649292,4.395649203,4.395649168,4.395649252,4.395649309 +"6441","H1-10",6.971121876,6.971121921,6.971121968,6.971121424,6.971122319,6.971121902,6.971121892,6.971121477,6.971122071,6.971122142,6.971121777,6.971122089,6.971122215,6.971121726,6.97112174,6.971121609,6.971121825,6.971121547,6.971121988,6.971121819,6.97112191,6.971122032,6.971121896,6.971121709,6.971121893,6.971122065,6.971122068,6.971122027 +"6442","H1-10-AS1",6.018760692,6.018760853,6.018760976,6.018760924,6.018761167,6.018760779,6.018761087,6.018761052,6.018760756,6.018760466,6.018761096,6.018761087,6.018760812,6.018760622,6.018761011,6.018761021,6.018761045,6.018760943,6.018761049,6.018761043,6.018761188,6.018761199,6.018760846,6.01876055,6.018760804,6.018760985,6.018760916,6.018760763 +"6443","H1-2",6.496613575,6.496613527,6.496613202,6.496613187,6.496613256,6.496613665,6.49661424,6.496612696,6.496613578,6.496613014,6.496613442,6.496612938,6.496614349,6.496613479,6.496613186,6.496613175,6.496612829,6.496613436,6.496613576,6.496613561,6.496614016,6.496613022,6.496614062,6.496613235,6.496613394,6.496613582,6.496613958,6.496613572 +"6444","H1-3",5.618117067,5.618116802,5.618116968,5.618116762,5.618116791,5.618117124,5.618117392,5.618116701,5.61811737,5.61811683,5.618116606,5.618116946,5.618117254,5.61811698,5.618116933,5.618116579,5.618116768,5.618116693,5.618116967,5.61811704,5.618117324,5.618116918,5.618117364,5.618116772,5.618116495,5.618117042,5.618117098,5.618117166 +"6445","H1-4",10.16537426,9.795038956,9.857357519,9.669171962,10.10609976,10.38345084,10.55108251,9.8048186,10.16848035,9.913616063,9.729038045,9.877972503,10.42589436,10.27302634,10.16020065,9.567473427,9.851707894,9.981807606,10.10394081,10.08507148,10.56940883,10.15052995,10.23098214,9.998552752,9.728124562,10.24029365,10.28213057,10.3325758 +"6446","H1-5",5.566903276,5.617007755,5.807962548,5.770696907,5.779171316,6.758755339,8.32006738,4.98214804,7.108108752,5.495120866,5.512649475,5.435497328,6.645474285,5.65890047,5.737873254,5.622754386,5.876384015,5.516222826,5.632193046,6.768555588,7.98945276,4.964798157,7.342741958,5.710234126,5.85877321,5.74377078,6.353260543,5.715534649 +"6447","H1-6",5.466342972,5.466343672,5.466342454,5.466343537,5.46634237,5.466342878,5.466343229,5.466342916,5.466342784,5.46634248,5.466343469,5.466342854,5.466343107,5.466342889,5.466343036,5.466343847,5.466342681,5.466343571,5.466343234,5.466342876,5.466343115,5.466342986,5.466342928,5.466343379,5.466343472,5.466342879,5.46634296,5.466342951 +"6448","H1-7",6.11771207,6.117712152,6.11771223,6.117712027,6.117712321,6.11771203,6.117712189,6.117712337,6.117712142,6.117712149,6.117712227,6.117712329,6.117712156,6.117711861,6.117712325,6.117712175,6.117712319,6.117712283,6.117712155,6.117712205,6.117712345,6.11771234,6.117712032,6.117712086,6.117712197,6.117712312,6.117712088,6.117712217 +"6449","H1-8",5.971102761,5.971102629,5.971103039,5.971102866,5.971103126,5.971102429,5.971103029,5.971103136,5.97110279,5.971102653,5.971103297,5.971103209,5.971102877,5.971102454,5.971103228,5.971103053,5.971103261,5.971103335,5.971102924,5.971102892,5.971103177,5.971103173,5.971102725,5.971102631,5.971103119,5.971103064,5.971102744,5.971102958 +"6450","H1-9P",5.817191878,5.817191885,5.817191908,5.81719186,5.817192007,5.81719182,5.817191931,5.817191966,5.817191884,5.817191898,5.817191924,5.817192046,5.817191909,5.817191818,5.81719199,5.817191915,5.817191966,5.817191953,5.817191919,5.817191911,5.817192012,5.817192014,5.817191882,5.817191918,5.817191914,5.817191976,5.817191822,5.817191971 +"6451","H2AC1",3.820687913,3.820687868,3.820687932,3.820687754,3.820687955,3.820687993,3.82068804,3.820688201,3.820688177,3.82068794,3.820687725,3.820688114,3.820688138,3.82068769,3.82068787,3.8206878,3.820688158,3.820687964,3.820687868,3.820687921,3.820688065,3.8206882,3.820687967,3.820687908,3.820687591,3.820687959,3.820688023,3.820687804 +"6452","H2AC11",6.138522759,6.138522863,6.138522626,6.138522916,6.138522651,6.138523318,6.138523411,6.138522486,6.138523279,6.138522785,6.1385229,6.138522839,6.138522879,6.138522892,6.138522638,6.138522887,6.138522884,6.138522984,6.138522542,6.138523089,6.138523264,6.13852244,6.138523407,6.138522726,6.138522758,6.138522831,6.138523034,6.138522687 +"6453","H2AC12",3.875892861,3.875892952,3.875893557,3.875893325,3.87589306,3.875893682,3.875894064,3.875893101,3.875893811,3.875893018,3.875893533,3.875893301,3.875893074,3.875892727,3.875893023,3.875893113,3.875893231,3.875893403,3.875892736,3.875893822,3.87589403,3.875893064,3.875893815,3.875893226,3.875893348,3.875893583,3.875893117,3.875893229 +"6454","H2AC13",1.797025655,1.797027106,1.797025376,1.797026026,1.797025831,1.797026464,1.797025304,1.797026074,1.797024763,1.797026204,1.797026269,1.797026536,1.79702525,1.797025317,1.79702503,1.797025588,1.797026676,1.797025085,1.797025818,1.797024615,1.797024655,1.797025206,1.797025324,1.797025034,1.797025073,1.797026488,1.797025385,1.79702647 +"6455","H2AC14",3.328126183,3.328126537,3.328128132,3.328126046,3.328126786,3.328128141,3.328129073,3.32812641,3.328127473,3.328126573,3.328127192,3.328127113,3.328127933,3.328125819,3.328126851,3.328125724,3.328128429,3.328126513,3.328126297,3.328128677,3.328128635,3.328126119,3.32812846,3.328126578,3.328126959,3.328126874,3.328127745,3.328126491 +"6456","H2AC15",6.263460213,6.263460439,6.263460776,6.263460487,6.263460032,6.263460976,6.263461623,6.263460123,6.263460819,6.263460046,6.263460189,6.263460443,6.26346095,6.26346058,6.263460062,6.263460655,6.263460455,6.263460426,6.263460282,6.263460996,6.263461297,6.263460284,6.263460942,6.263460445,6.26346037,6.263460647,6.263461006,6.263460311 +"6457","H2AC16",5.291796719,5.291796757,5.291796941,5.291796822,5.291796716,5.291797149,5.291797558,5.291796772,5.291797091,5.291796735,5.291796777,5.291796752,5.29179706,5.291796699,5.291796711,5.291796657,5.291796953,5.291796836,5.291796809,5.291796995,5.291797425,5.291796717,5.29179727,5.291796856,5.291796761,5.291796797,5.291797012,5.291796676 +"6458","H2AC17",3.990259126,3.99025927,3.990259211,3.990259098,3.990259375,3.990259187,3.990259397,3.990259214,3.990259381,3.990259271,3.99025927,3.990259317,3.990259261,3.990259122,3.990259297,3.990259149,3.99025929,3.990259383,3.990259216,3.990259238,3.990259459,3.990259217,3.99025937,3.990259255,3.990259309,3.990259321,3.990259277,3.990259187 +"6459","H2AC20",8.754484093,8.754482975,8.754483761,8.754482765,8.754483286,8.754484068,8.754484242,8.754483671,8.754483682,8.754483195,8.754483133,8.754483274,8.754483976,8.754483638,8.754483732,8.7544823,8.754483393,8.754482627,8.754483302,8.754484007,8.754484104,8.754483714,8.754484128,8.754483635,8.75448303,8.754483539,8.754483913,8.754483441 +"6460","H2AC21",7.952364676,7.699620335,8.073989668,7.755297598,7.593347844,8.435621518,9.293115258,7.54669513,8.401080459,7.592879926,7.623249542,7.477311528,8.254772116,7.885406366,7.874674974,7.427811248,7.981691211,7.674606488,7.618755375,8.295076987,9.044747526,7.549489289,8.705265031,7.764466269,7.536077281,7.578029161,8.05260824,7.739845712 +"6461","H2AC25",5.101070887,5.101070873,5.101070893,5.101070891,5.101070894,5.101070873,5.101070925,5.101070876,5.101070872,5.101070873,5.101070896,5.101070905,5.101070887,5.101070874,5.101070877,5.101070885,5.101070896,5.101070873,5.101070877,5.101070878,5.101070894,5.101070862,5.101070904,5.101070884,5.10107089,5.101070907,5.101070906,5.101070876 +"6462","H2AC4",4.791144389,4.791144728,4.791146352,4.791144163,4.791145229,4.791149076,4.791152206,4.791143288,4.791148177,4.791145181,4.791145581,4.791143921,4.791147461,4.791144275,4.79114481,4.791146113,4.791146473,4.791145452,4.791145184,4.791148341,4.791151502,4.791144323,4.791149029,4.791144919,4.791145451,4.791144134,4.791146502,4.791144083 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+"6535","HAPLN2",5.7275167,5.727516694,5.727516791,5.727516704,5.727516788,5.727516698,5.727516741,5.727516824,5.727516773,5.727516738,5.727516822,5.727516817,5.727516736,5.727516633,5.727516751,5.72751677,5.727516826,5.727516772,5.72751676,5.727516783,5.727516782,5.727516801,5.727516668,5.727516703,5.727516756,5.727516756,5.727516701,5.727516748 +"6536","HAPLN3",6.251835218,6.251835351,6.251835256,6.251835217,6.25183527,6.25183578,6.251835161,6.251835457,6.251835756,6.251835491,6.251835048,6.251835296,6.251835439,6.251835525,6.251835162,6.251835226,6.251835142,6.251835095,6.251835407,6.251835784,6.25183507,6.251835433,6.251835422,6.251835228,6.25183498,6.251835189,6.251835426,6.251835434 +"6537","HAPLN4",6.744489144,6.7444893195,6.7444896855,6.7444895065,6.7444898425,6.744488651,6.7444893205,6.7444898365,6.744489571,6.744489398,6.7444898105,6.744489796,6.744489533,6.7444890155,6.744489674,6.744489775,6.7444898105,6.744489776,6.744489303,6.7444891415,6.744489555,6.7444898305,6.744489254,6.7444894555,6.7444897715,6.74448957,6.744489278,6.744489673 +"6538","HAPSTR1",8.567061756,8.56706202,8.567061363,8.56706252,8.567060739,8.567061339,8.567061433,8.567061341,8.567061053,8.567061331,8.567061415,8.56706035,8.567061506,8.567062038,8.567061587,8.567062006,8.567061406,8.567061944,8.567061922,8.567061772,8.567061481,8.567061509,8.567061779,8.567061989,8.567061794,8.567061016,8.567061505,8.567061571 +"6539","HARBI1",5.082098408,5.082098372,5.082098443,5.082098354,5.082098445,5.082098396,5.082098359,5.082098354,5.082098375,5.082098393,5.082098421,5.082098411,5.082098387,5.082098356,5.082098387,5.082098316,5.08209842,5.082098384,5.08209841,5.08209843,5.082098403,5.082098397,5.082098366,5.08209831,5.082098322,5.082098378,5.082098398,5.082098397 +"6540","HARS1",6.70587921,6.705879102,6.705878901,6.705879075,6.705878884,6.705879223,6.70587923,6.705878922,6.705879316,6.705879247,6.705878863,6.705879003,6.705879222,6.705879595,6.705879015,6.705878834,6.705878684,6.705878775,6.705879074,6.705879174,6.705879129,6.705879058,6.705879305,6.70587922,6.705878742,6.705879198,6.705879276,6.705879351 +"6541","HARS2",6.970519316,6.970519485,6.970518816,6.970519295,6.97051887,6.970519084,6.970519051,6.970518997,6.970518999,6.97051905,6.970518782,6.970518674,6.970519158,6.970519538,6.970518883,6.970519778,6.970518628,6.970519024,6.970519224,6.970519122,6.970519106,6.970519028,6.970519196,6.970519326,6.970519009,6.970519174,6.970519259,6.97051906 +"6542","HAS1",6.325939739,6.325939742,6.325939979,6.325940053,6.325940069,6.325939808,6.32593995,6.325940024,6.325939963,6.325939949,6.325940066,6.325940098,6.325939902,6.325939717,6.325940098,6.325940072,6.325940109,6.325940049,6.325939866,6.325939885,6.325939959,6.325940128,6.325939783,6.325939946,6.325940078,6.325940007,6.325939909,6.325939972 +"6543","HAS2",3.813981939,3.813981976,3.813982016,3.813982003,3.813982006,3.813981973,3.813982005,3.813982025,3.813981918,3.813981982,3.813982073,3.81398199,3.813981974,3.81398188,3.813982055,3.813982013,3.813982005,3.813981973,3.813981962,3.813982015,3.813981976,3.81398202,3.813981956,3.813981941,3.81398202,3.813982039,3.81398196,3.813981996 +"6544","HAS3",5.455459054,5.455459049,5.455459057,5.455459066,5.455459073,5.455459042,5.455459056,5.455459075,5.455459027,5.455459072,5.455459052,5.455459066,5.455459051,5.455459025,5.455459074,5.45545907,5.455459067,5.455459055,5.455459075,5.455459084,5.455459074,5.455459061,5.455459029,5.455459032,5.455459077,5.455459061,5.455459048,5.455459063 +"6545","HASPIN",4.853902869,4.853902782,4.853903027,4.853902805,4.853903035,4.853902969,4.853903158,4.853902997,4.853903054,4.85390309,4.85390309,4.853903164,4.853903032,4.853902688,4.853902919,4.853902815,4.85390324,4.853903147,4.8539031,4.853903144,4.853903067,4.853903014,4.853902954,4.85390282,4.853902978,4.853902934,4.853902914,4.853903044 +"6546","HAT1",4.920834214,4.920833723,4.920833533,4.92083375,4.920833287,4.920833528,4.920834265,4.920833338,4.920833687,4.920833856,4.920833707,4.920832962,4.920833206,4.920834901,4.920833408,4.920833649,4.920833391,4.920833331,4.920833864,4.92083333,4.920833695,4.920833694,4.920834014,4.92083384,4.920833678,4.920833247,4.920833943,4.920834379 +"6547","HAUS1",4.332594583,4.332594567,4.332594571,4.332594537,4.332594541,4.332594562,4.332594576,4.332594557,4.332594584,4.332594596,4.332594567,4.332594576,4.332594562,4.332594558,4.332594583,4.332594572,4.3325946,4.332594552,4.332594558,4.332594578,4.332594565,4.332594588,4.332594571,4.332594598,4.332594591,4.332594567,4.332594556,4.332594599 +"6548","HAUS2",4.757031663,4.757031647,4.757031649,4.757031616,4.757031682,4.757031645,4.757031671,4.757031664,4.75703165,4.757031676,4.757031647,4.757031658,4.757031667,4.757031699,4.757031676,4.757031633,4.757031645,4.757031641,4.75703165,4.757031664,4.757031673,4.757031664,4.757031652,4.75703165,4.757031668,4.757031671,4.757031673,4.757031676 +"6549","HAUS4",7.666797493,7.666817813,7.66677931,7.666832782,7.666791675,7.666804362,7.666819846,7.666786548,7.66679759,7.666780219,7.666796222,7.666780511,7.666795487,7.666785514,7.666795132,7.666822699,7.666774415,7.66681334,7.666802539,7.666808076,7.666817441,7.666785002,7.66680918,7.66678718,7.666795019,7.666783515,7.666793322,7.666770399 +"6550","HAUS5",6.323712733,6.323712742,6.323712762,6.323712722,6.323712788,6.323712752,6.323712756,6.323712765,6.323712734,6.323712754,6.323712702,6.323712726,6.323712723,6.323712733,6.323712774,6.323712709,6.323712743,6.32371275,6.32371273,6.323712749,6.323712763,6.323712732,6.323712693,6.323712715,6.323712695,6.323712744,6.323712735,6.323712727 +"6551","HAUS6",5.540029267,5.5400287005,5.5400289365,5.540028463,5.5400285155,5.540028512,5.540028839,5.5400285305,5.540029121,5.5400288705,5.540028201,5.5400285635,5.54002905,5.540029474,5.5400288115,5.540028568,5.5400284215,5.5400286995,5.54002908,5.5400277635,5.5400290305,5.5400283595,5.540028899,5.5400286825,5.540028549,5.540028937,5.54002885,5.540029165 +"6552","HAUS8",5.497144056,5.49714405,5.497144038,5.497144082,5.497144028,5.497144011,5.497144084,5.497144059,5.497144117,5.497144033,5.497144032,5.497144016,5.497144078,5.497144094,5.497144036,5.497144076,5.497144082,5.497144005,5.497144094,5.497144093,5.497144067,5.497144087,5.497144094,5.497144035,5.497144078,5.497144034,5.497144097,5.497144 +"6553","HAVCR1",3.978628561,3.978628567,3.978628559,3.978628566,3.978628548,3.978628555,3.978628546,3.978628571,3.97862858,3.978628548,3.978628545,3.978628571,3.978628567,3.97862856,3.978628559,3.978628551,3.97862855,3.97862856,3.978628559,3.978628564,3.978628555,3.978628556,3.978628579,3.97862856,3.978628534,3.978628576,3.978628561,3.978628554 +"6554","HAVCR2",5.489219603,5.489219662,5.489219665,5.489219281,5.48921943,5.489219729,5.489219291,5.48921935,5.489219252,5.489219496,5.489219354,5.489219335,5.489219304,5.489219547,5.489219472,5.489219656,5.489219474,5.489219024,5.489219396,5.489219505,5.489219367,5.489219266,5.489219353,5.48921956,5.489219394,5.489219485,5.489219372,5.489219269 +"6555","HAX1",6.373058294,6.373057952,6.373058044,6.373057883,6.373057997,6.373058273,6.373058095,6.373057819,6.373058191,6.37305804,6.373057978,6.373057552,6.373058158,6.373058382,6.373058036,6.373058163,6.373057594,6.37305789,6.373057973,6.373058318,6.373057975,6.373058096,6.373058135,6.373058048,6.373058112,6.373057925,6.373058134,6.373058199 +"6556","HBB",12.95257498,12.95257446,12.95257486,12.95257458,12.95257449,12.95257476,12.95257448,12.95257469,12.95257447,12.95257459,12.95257491,12.95257484,12.95257449,12.95257407,12.95257422,12.95257408,12.95257442,12.9525745,12.95257429,12.95257472,12.95257463,12.95257449,12.95257469,12.95257478,12.95257495,12.95257498,12.95257484,12.95257423 +"6557","HBD",9.108078415,9.108077869,9.10807885,9.108078358,9.108078029,9.108078997,9.108078582,9.108078362,9.108078388,9.108078374,9.108079059,9.108078814,9.108078224,9.108077314,9.108078052,9.108077461,9.108078389,9.108078437,9.108077913,9.10807874,9.10807888,9.108078449,9.108078551,9.108078446,9.108078671,9.108079236,9.108078632,9.10807771 +"6558","HBE1",4.357597112,4.357596995,4.357597118,4.357597113,4.357597214,4.357597114,4.357597068,4.35759721,4.357597118,4.357597178,4.357597151,4.357597143,4.35759706,4.357596938,4.357597093,4.357597165,4.357597166,4.357597152,4.357597154,4.357597116,4.357597188,4.357597159,4.357597055,4.357597021,4.357597049,4.357597153,4.357597066,4.35759709 +"6559","HBEGF",4.776705918,4.776705938,4.776706048,4.776705962,4.776706102,4.776705986,4.776706007,4.776706026,4.776705977,4.776705936,4.776706024,4.776706072,4.776706021,4.776706005,4.776706073,4.776706012,4.776706091,4.776706014,4.776706071,4.776706073,4.77670606,4.776706066,4.776706022,4.776705954,4.776706008,4.776706012,4.776706008,4.776705989 +"6560","HBM",7.934606721,8.658717962,9.715246376,8.626083257,8.963913772,10.24820846,9.352331844,9.533714714,9.782833966,9.29463199,9.452598532,9.788275546,9.031799142,7.932549393,8.150995483,8.311575948,9.835982256,8.607973408,8.645673292,9.834151734,9.031094754,9.294942281,9.6480936,9.291145456,9.411330381,9.715237424,9.356388485,8.558135545 +"6561","HBP1",7.560665625,7.560665517,7.560665124,7.560665663,7.560664741,7.560664546,7.560664878,7.560664653,7.560664821,7.560664452,7.560664805,7.560663877,7.560665185,7.560666064,7.560665276,7.560665472,7.560665249,7.560665449,7.560665562,7.560664811,7.560664993,7.560664973,7.560665469,7.560665409,7.56066526,7.560664783,7.560664803,7.560665832 +"6562","HBQ1",8.089939819,8.089939829,8.089941418,8.08993983,8.089942032,8.089941389,8.089941201,8.089941687,8.089941128,8.089941148,8.089941824,8.08994237,8.089940344,8.089938283,8.08994129,8.089940074,8.089941683,8.089941058,8.089940658,8.089941325,8.089941236,8.089941616,8.089940381,8.089940077,8.08994035,8.089942017,8.089940221,8.089940544 +"6563","HBS1L",6.453280608,6.453280444,6.45328041,6.453280095,6.453280138,6.453280093,6.453280439,6.453280213,6.453280478,6.453280464,6.453280272,6.453280138,6.453280497,6.45328099,6.4532803,6.453280346,6.453280248,6.453280101,6.453280534,6.453280057,6.453280378,6.453280231,6.45328047,6.45328033,6.453280312,6.453280244,6.453280377,6.453280722 +"6564","HBZ",5.0810093875,5.081423367,5.0810749095,5.081043785,5.081289684,5.081334067,5.0814286505,5.081072955,5.0811058325,5.081164081,5.0810887935,5.08106298,5.0809915425,5.0810642985,5.081032315,5.0812668275,5.0810386885,5.081121646,5.081239467,5.0812371855,5.081405598,5.0810958845,5.0810330205,5.081201862,5.08102735,5.0810858065,5.081099011,5.0810624075 +"6565","HCAR1",3.549630273,3.549630371,3.549630405,3.549630386,3.549630498,3.549630263,3.549630411,3.549630487,3.549630331,3.549630379,3.549630509,3.549630465,3.549630396,3.549630297,3.549630477,3.549630473,3.549630505,3.549630409,3.549630407,3.549630414,3.549630415,3.5496305,3.549630404,3.549630511,3.549630492,3.549630401,3.549630381,3.549630476 +"6566","HCAR2",8.191327143,8.632339665,8.26438701,8.752760757,8.275439839,8.609476498,8.786537509,8.52911705,8.306070404,8.545365951,8.378542914,7.98761888,8.332027089,8.290584476,8.393805998,8.684156205,8.321738622,8.677909404,8.637034558,8.683551432,8.757850841,8.626778494,8.542140258,8.581250689,8.528830212,8.095807725,8.377540172,8.342008523 +"6567","HCAR3",8.288847258,9.002047659,8.405351112,8.998530034,8.430988206,8.700295259,8.887188752,8.779984816,8.46458747,8.679101185,8.450858854,7.888829523,8.351740097,8.594277832,8.47372109,9.093786798,8.438102723,8.88691064,9.004636809,9.002483537,8.819935364,9.004930342,8.791581473,8.908713627,8.742579641,8.05316953,8.397270111,8.457930727 +"6568","HCCS",6.803084723,6.803084719,6.803084487,6.803084409,6.803084557,6.803084426,6.803084491,6.803084448,6.803084564,6.803084584,6.803084449,6.803084202,6.803084522,6.803084878,6.803084415,6.803084555,6.803084379,6.803084413,6.803084587,6.803084528,6.803084462,6.80308454,6.803084606,6.803084738,6.803084422,6.803084351,6.803084526,6.803084717 +"6569","HCFC1",6.73477626,6.734776331,6.734776059,6.734776323,6.73477641,6.734776654,6.734776393,6.734776212,6.734776633,6.734776623,6.734776109,6.734776346,6.734776334,6.734776455,6.734776261,6.734776054,6.734776179,6.734776188,6.734776245,6.734776217,6.734776358,6.734776236,6.734776525,6.734776417,6.734776314,6.734776377,6.734776304,6.734776404 +"6570","HCFC1R1",6.474393374,6.474393423,6.474393443,6.474393346,6.474393458,6.474393463,6.474393409,6.474393451,6.474393433,6.474393444,6.474393439,6.474393451,6.474393401,6.474393352,6.474393436,6.474393375,6.474393423,6.474393414,6.474393419,6.47439343,6.474393422,6.474393451,6.474393415,6.474393436,6.474393388,6.474393411,6.47439343,6.474393403 +"6571","HCFC2",5.506985679,5.506985466,5.506985409,5.506984976,5.50698531,5.506985164,5.506985317,5.506985348,5.506985447,5.506985559,5.506985213,5.506984778,5.506985521,5.506986127,5.506985365,5.506985437,5.506985197,5.506984929,5.506985376,5.506985274,5.506985243,5.506985452,5.506985441,5.506985456,5.50698518,5.506985244,5.506985345,5.506985814 +"6572","HCG27",6.976591266,6.97659758366667,6.976585572,6.97660327333333,6.97658328666667,6.97659653166667,6.976593385,6.97658332466667,6.97658845766667,6.97658280066667,6.97659168133333,6.97658148,6.97659226266667,6.97658798833333,6.97659219166667,6.97659786733333,6.97659107866667,6.97659399366667,6.976594619,6.97659669166667,6.97659302533333,6.97658995933333,6.97659105366667,6.976586392,6.97659344433333,6.97658554,6.97658939833333,6.976583927 +"6573","HCG4",5.817697935,5.817698197,5.81769824,5.817698274,5.817698455,5.817698191,5.817698396,5.817698487,5.817698142,5.817698282,5.817698349,5.817698111,5.817698412,5.817698021,5.817698464,5.817698383,5.817698513,5.817698487,5.81769822,5.81769811,5.817698504,5.817698682,5.81769808,5.817698027,5.817698245,5.817698307,5.817698269,5.817698394 +"6574","HCG9",4.381990207,4.381990283,4.381990256,4.381990256,4.381990265,4.381990251,4.381990288,4.38199027,4.381990265,4.381990277,4.381990253,4.381990265,4.381990243,4.381990204,4.381990269,4.381990263,4.381990294,4.38199026,4.381990262,4.381990265,4.38199028,4.381990305,4.381990217,4.381990234,4.381990287,4.38199027,4.381990229,4.38199029 +"6575","HCK",10.19800916,10.19801772,10.19800583,10.1980208,10.19800879,10.19801977,10.19801146,10.19800545,10.19800842,10.19801032,10.19801126,10.19799816,10.19801137,10.19800869,10.19800781,10.19801535,10.19800574,10.19801615,10.19801256,10.19801665,10.19801161,10.1980079,10.19801096,10.19801538,10.19801313,10.1980046,10.19800975,10.19800304 +"6576","HCLS1",9.65147782,9.651478611,9.651477671,9.651478692,9.651477479,9.65147814,9.651477886,9.651477673,9.651477518,9.651477298,9.651477618,9.651477143,9.651477898,9.651478264,9.651477664,9.651478646,9.651477388,9.651478174,9.651478139,9.651478154,9.651477886,9.651477575,9.651477792,9.651477957,9.651477756,9.651477868,9.65147784,9.651477554 +"6577","HCN1",4.192413055,4.192413136,4.192413196,4.192413029,4.192413419,4.192413011,4.192413306,4.192413141,4.192412894,4.192413156,4.192413334,4.192413116,4.192413213,4.19241294,4.192413302,4.192413121,4.192413364,4.192413333,4.192413118,4.192413059,4.192413173,4.192413207,4.192413075,4.192413242,4.192413191,4.192413165,4.19241307,4.192413277 +"6578","HCN2",5.710975125,5.71097511,5.710975441,5.710975218,5.710975893,5.710975257,5.710975461,5.710975373,5.710975223,5.7109754,5.710975786,5.710975746,5.71097507,5.710974831,5.710975409,5.710975233,5.71097584,5.710975368,5.710975309,5.710975589,5.710975645,5.710975753,5.710974878,5.710974811,5.710974951,5.710975427,5.710975235,5.710975434 +"6579","HCN3",5.869071707,5.86907171,5.869071776,5.869071734,5.869071798,5.869071647,5.869071756,5.869071762,5.869071769,5.869071726,5.869071736,5.869071748,5.869071723,5.869071695,5.869071763,5.869071721,5.869071776,5.869071767,5.869071753,5.869071724,5.869071751,5.869071769,5.869071748,5.869071686,5.869071724,5.869071732,5.869071722,5.869071761 +"6580","HCN4",5.693312316,5.693312313,5.693312507,5.693312433,5.693312609,5.693312402,5.693312493,5.693312468,5.693312482,5.693312498,5.693312518,5.693312697,5.693312397,5.69331225,5.69331253,5.693312436,5.693312585,5.693312552,5.693312353,5.693312441,5.693312544,5.693312575,5.693312388,5.693312348,5.693312391,5.693312465,5.693312417,5.693312532 +"6581","HCP5",8.749235566,8.749234549,8.749235175,8.749234976,8.749234381,8.749235504,8.749235012,8.749235178,8.749234824,8.749234749,8.74923394,8.749233891,8.749235609,8.749234865,8.749235212,8.749233713,8.749234664,8.749234954,8.749235152,8.74923566,8.749234796,8.749235339,8.749235179,8.749235115,8.749234083,8.749234375,8.749235538,8.749234349 +"6582","HCRT",5.532979626,5.532979642,5.532979652,5.532979665,5.532979754,5.532979562,5.532979625,5.532979663,5.532979632,5.532979727,5.532979693,5.53297976,5.532979643,5.532979606,5.532979619,5.532979684,5.532979797,5.532979674,5.53297958,5.532979683,5.532979733,5.532979643,5.53297963,5.532979604,5.532979531,5.532979691,5.532979662,5.532979612 +"6583","HCRTR1",5.314420314,5.314420336,5.314420384,5.314420344,5.314420394,5.314420288,5.31442038,5.314420409,5.31442032,5.314420375,5.31442036,5.314420391,5.31442037,5.31442027,5.314420386,5.314420357,5.314420397,5.314420392,5.314420358,5.314420344,5.314420374,5.314420372,5.314420376,5.31442031,5.314420378,5.31442039,5.314420315,5.314420364 +"6584","HCRTR2",4.085230441,4.08523042,4.085230486,4.08523044,4.08523044,4.085230453,4.085230443,4.085230457,4.085230438,4.085230428,4.085230413,4.08523047,4.085230426,4.085230431,4.085230475,4.085230469,4.085230479,4.085230463,4.085230455,4.08523044,4.085230443,4.085230468,4.085230436,4.085230407,4.085230458,4.085230435,4.085230444,4.085230431 +"6585","HCST",8.872226946,8.872226456,8.87222585,8.872224742,8.872225344,8.872226684,8.872225799,8.872225937,8.872226483,8.872227124,8.872225226,8.872225423,8.872226631,8.872226934,8.872225895,8.872225653,8.872225082,8.8722243,8.872225652,8.872226177,8.872225681,8.872226186,8.872225952,8.87222691,8.872225369,8.87222561,8.872226648,8.872226291 +"6586","HDAC1",8.619849205,8.619849682,8.619848482,8.619848775,8.619849166,8.619849254,8.619849194,8.619849023,8.619849694,8.619849719,8.619848319,8.619848511,8.619849671,8.619850672,8.619849126,8.61984904,8.619847584,8.619848196,8.619849576,8.619849188,8.61984918,8.619848895,8.619849697,8.619849538,8.619848323,8.619849185,8.619849801,8.619849953 +"6587","HDAC10",6.654951453,6.654951469,6.654951484,6.654951472,6.654951488,6.654951448,6.654951472,6.65495148,6.654951456,6.654951463,6.654951453,6.654951483,6.654951459,6.654951431,6.65495148,6.654951471,6.654951485,6.654951487,6.654951475,6.654951491,6.654951489,6.654951497,6.654951466,6.654951442,6.654951454,6.654951479,6.654951468,6.654951465 +"6588","HDAC11",5.358666064,5.358666062,5.358666175,5.358666037,5.358666114,5.358666,5.358665964,5.358666203,5.358665967,5.358666024,5.358666141,5.358666004,5.358666109,5.35866598,5.358666023,5.358666059,5.358666143,5.358666108,5.358666012,5.358666044,5.35866608,5.358666112,5.358665969,5.35866598,5.358666044,5.35866615,5.358666052,5.358666038 +"6589","HDAC2",6.129204714,6.12920464,6.129204504,6.129204497,6.12920451,6.129204441,6.129204717,6.129204454,6.129204538,6.129204601,6.129204396,6.129204236,6.129204549,6.129204964,6.129204551,6.12920454,6.12920447,6.129204435,6.129204611,6.129204353,6.129204592,6.129204362,6.129204658,6.129204678,6.129204418,6.129204449,6.129204557,6.129204764 +"6590","HDAC3",7.545114416,7.545114383,7.545114365,7.545114395,7.545114224,7.545114486,7.545114391,7.545114346,7.545114402,7.545114527,7.545114301,7.545114351,7.545114392,7.545114423,7.545114289,7.545114305,7.545114288,7.54511427,7.545114377,7.545114443,7.54511427,7.545114282,7.545114406,7.545114435,7.545114259,7.545114293,7.545114428,7.545114291 +"6591","HDAC4",7.310944185,7.310944432,7.310944019,7.310944402,7.310944126,7.310944659,7.310944342,7.310944265,7.310944251,7.310944169,7.310944173,7.310943999,7.310944186,7.310944088,7.310943914,7.310944306,7.310943858,7.310944183,7.310944183,7.310944612,7.310944104,7.310944269,7.310944257,7.310944406,7.310944258,7.310944166,7.3109443,7.310943895 +"6592","HDAC5",7.529000983,7.529001007,7.529000997,7.529001048,7.529000996,7.529001028,7.529000999,7.529001009,7.529000978,7.529000996,7.529001002,7.529000982,7.529001005,7.52900098,7.529000951,7.529000974,7.529000973,7.529001051,7.529001009,7.52900099,7.529000969,7.529001009,7.529000979,7.529001003,7.529001041,7.529000999,7.529001006,7.529000985 +"6593","HDAC6",6.588539523,6.588539407,6.588539664,6.588539485,6.588539416,6.588539734,6.588539626,6.588539581,6.588539631,6.588539584,6.588539487,6.588539431,6.588539475,6.588539523,6.588539365,6.588539184,6.588539605,6.588539398,6.588539374,6.588539529,6.588539421,6.588539547,6.588539576,6.588539553,6.588539539,6.58853955,6.588539622,6.588539289 +"6594","HDAC7",7.427239508,7.427239605,7.427239616,7.427239669,7.427239538,7.427239631,7.427239601,7.427239607,7.42723961,7.427239615,7.427239559,7.427239549,7.427239609,7.427239526,7.427239554,7.427239546,7.427239538,7.427239625,7.427239497,7.427239664,7.427239543,7.427239611,7.427239628,7.427239588,7.427239585,7.427239553,7.427239629,7.427239491 +"6595","HDAC8",6.108859653,6.108859668,6.108859425,6.108859573,6.108859484,6.108859473,6.108859534,6.108859532,6.1088597,6.108859475,6.108859536,6.108859504,6.108859566,6.10885981,6.108859627,6.108859553,6.108859374,6.108859316,6.108859537,6.108859389,6.108859572,6.108859406,6.108859391,6.10885953,6.10885937,6.108859608,6.108859415,6.108859629 +"6596","HDAC9",5.611726138,5.611725903,5.611725886,5.611725892,5.611725919,5.611725829,5.611725857,5.61172586,5.611725643,5.61172593,5.611725838,5.611725826,5.611725852,5.611726107,5.611725872,5.61172572,5.611725614,5.611725759,5.6117259,5.611725786,5.611725863,5.611725609,5.611725668,5.611725868,5.611725671,5.61172576,5.611725966,5.61172569 +"6597","HDC",5.427940367,5.422522818,5.416420587,5.429520538,5.425436357,5.402801947,5.405953313,5.409749956,5.406044425,5.413100342,5.427821004,5.415032916,5.406477472,5.407548865,5.426086944,5.423382684,5.416580402,5.426751845,5.426741672,5.403266741,5.405735931,5.408860931,5.415320945,5.414252582,5.425522695,5.413344416,5.412567265,5.428923381 +"6598","HDDC2",6.142644835,6.142644319,6.142644483,6.142644147,6.142644255,6.142644195,6.14264456,6.142644054,6.142644639,6.142644249,6.142643777,6.142644426,6.142644405,6.142645114,6.142644731,6.142644269,6.142644088,6.142644016,6.142644633,6.142644658,6.142644611,6.142644324,6.142644679,6.142644339,6.142643825,6.142644494,6.142644226,6.142644759 +"6599","HDDC3",6.491600011,6.491600027,6.491600055,6.491600033,6.491600054,6.491600014,6.491600018,6.491600046,6.491600048,6.49160004,6.491600023,6.491600055,6.49160005,6.491600008,6.491600052,6.491600037,6.491600043,6.491600053,6.49160002,6.491600009,6.491600026,6.491600053,6.491600022,6.491600003,6.491600045,6.491600046,6.491600046,6.491600048 +"6600","HDGF",8.887176934,8.837222242,9.252375021,9.162757878,9.021366653,9.443502179,8.893432579,9.49369002,9.204680065,9.195842033,9.046401412,9.440707795,8.993845026,8.595789063,8.964197983,8.477179623,9.14184347,9.072880016,8.892701102,9.226891615,8.679556422,9.35038186,9.173682973,9.214074012,9.042015204,9.345699387,9.112595134,8.71114378 +"6601","HDGFL1",6.162166368,6.162166397,6.162166731,6.162166461,6.162166777,6.16216631,6.162166587,6.162166828,6.162166495,6.162166411,6.162166736,6.162166867,6.162166573,6.162166154,6.162166662,6.162166745,6.162166907,6.162166669,6.162166523,6.162166497,6.162166614,6.16216671,6.162166428,6.162166449,6.162166847,6.162166585,6.162166552,6.1621666 +"6602","HDGFL2",7.119668444,7.119668502,7.1196685,7.119668485,7.119668521,7.119668445,7.119668486,7.119668501,7.119668499,7.11966849,7.119668499,7.119668521,7.119668497,7.119668452,7.119668487,7.119668526,7.119668522,7.119668519,7.119668493,7.119668464,7.119668464,7.119668504,7.11966848,7.119668485,7.11966849,7.119668501,7.119668474,7.119668526 +"6603","HDGFL3",4.891721526,4.891721498,4.891721511,4.891721515,4.891721518,4.891721526,4.891721513,4.891721555,4.891721542,4.891721506,4.891721492,4.891721553,4.891721534,4.891721518,4.891721553,4.891721485,4.891721505,4.891721513,4.891721502,4.891721511,4.8917215,4.891721546,4.891721528,4.891721534,4.891721485,4.891721519,4.891721547,4.891721546 +"6604","HDHD2",7.086462038,7.086461777,7.086461694,7.08646155,7.086461625,7.08646153,7.086461703,7.086461712,7.086461984,7.086461824,7.086461509,7.086461446,7.086461824,7.086462315,7.086461753,7.086461745,7.086461405,7.086461491,7.086461847,7.086461107,7.086461619,7.086461816,7.086461951,7.086461675,7.086461468,7.086461717,7.086461715,7.086461961 +"6605","HDHD3",5.663102281,5.663102251,5.663102263,5.663102213,5.663102245,5.663102214,5.663102264,5.663102264,5.663102279,5.663102232,5.663102241,5.663102288,5.663102304,5.663102305,5.663102261,5.663102285,5.663102212,5.663102211,5.66310229,5.663102142,5.663102241,5.663102283,5.663102288,5.663102249,5.66310222,5.663102282,5.663102262,5.66310227 +"6606","HDHD5",6.279254775,6.279255035,6.279254862,6.279254891,6.279254575,6.279255009,6.279254673,6.279255015,6.279254938,6.279254956,6.279254772,6.279254354,6.279254873,6.279255011,6.279254572,6.279254819,6.279254534,6.279254604,6.279254747,6.279254599,6.279254383,6.279254773,6.279254883,6.279255009,6.279254691,6.279254567,6.279255009,6.279254689 +"6607","HDHD5-AS1",5.975108327,5.975108482,5.975108757,5.975108411,5.975108697,5.975108355,5.975108484,5.975108809,5.975108605,5.975108399,5.975108647,5.975108601,5.975108373,5.975108264,5.975108636,5.975108593,5.975108716,5.975108615,5.975108483,5.97510827,5.97510853,5.975108666,5.97510847,5.975108298,5.975108645,5.975108412,5.97510825,5.975108365 +"6608","HDLBP",8.681950967,8.681950956,8.681951005,8.681951016,8.681950959,8.681951089,8.681951036,8.681950964,8.681951025,8.681951021,8.681951018,8.681950993,8.681950973,8.681951006,8.681950983,8.681950926,8.681950997,8.681950978,8.681950934,8.681950984,8.681950998,8.681950967,8.681951011,8.681950992,8.681950993,8.681951018,8.681950976,8.681950982 +"6609","HDX",3.597184379,3.597184386,3.597184384,3.597184354,3.597184395,3.597184413,3.597184417,3.597184394,3.597184393,3.597184432,3.597184433,3.597184431,3.597184423,3.597184398,3.597184397,3.597184392,3.597184444,3.597184373,3.597184415,3.597184425,3.597184395,3.597184413,3.597184348,3.597184374,3.597184389,3.597184407,3.597184378,3.597184425 +"6610","HEATR1",6.527156872,6.527156061,6.527156086,6.52715584,6.527156322,6.527156088,6.527156492,6.527155895,6.527156735,6.527156394,6.527155707,6.52715614,6.527156603,6.527157125,6.527156228,6.527155957,6.527155466,6.527155675,6.527156255,6.527156023,6.527156423,6.527156087,6.527156556,6.527156238,6.527155747,6.527156474,6.527156553,6.527156633 +"6611","HEATR3",5.835756442,5.835756481,5.835756485,5.835756374,5.835756444,5.835756402,5.835756452,5.835756158,5.835756397,5.835756437,5.835756368,5.83575643,5.83575649,5.835756681,5.835756328,5.83575638,5.835756422,5.835756365,5.83575642,5.835756496,5.835756459,5.835756392,5.835756266,5.835756396,5.835756209,5.835756341,5.835756511,5.835756318 +"6612","HEATR4",4.242997728,4.242997723,4.242997736,4.24299776,4.242997764,4.242997741,4.242997734,4.242997744,4.24299774,4.242997728,4.242997755,4.242997756,4.242997755,4.242997741,4.242997738,4.242997744,4.242997757,4.242997756,4.242997732,4.242997743,4.242997742,4.242997748,4.242997705,4.242997725,4.24299772,4.242997742,4.242997738,4.242997743 +"6613","HEATR5A",6.693643282,6.693643598,6.693643129,6.69364371,6.693642836,6.693642903,6.693643107,6.693642525,6.693642516,6.693642747,6.693643092,6.693642345,6.693643334,6.693643621,6.693642789,6.693643733,6.693642764,6.693642923,6.69364354,6.693642912,6.693642962,6.693642281,6.693642765,6.693643278,6.69364324,6.693642749,6.693643334,6.69364294 +"6614","HEATR5B",7.929265691,7.929265118,7.929264127,7.929264326,7.929264796,7.929264753,7.929265506,7.929264685,7.929265064,7.929265185,7.92926453,7.929264921,7.929265084,7.929265933,7.929265006,7.929264783,7.929263799,7.929263745,7.929265148,7.929264702,7.92926491,7.929264082,7.929265174,7.929265112,7.929264501,7.929265087,7.929265211,7.929265033 +"6615","HEATR6",6.285158296,6.285158384,6.285157653,6.285157685,6.285158264,6.285157953,6.285158521,6.285157807,6.285158597,6.285158435,6.285158248,6.285157985,6.285158081,6.285158508,6.285158047,6.285157613,6.285157499,6.285157841,6.285158177,6.285157418,6.2851583,6.285158038,6.285158609,6.285158289,6.285158375,6.285158321,6.285158088,6.285158317 +"6616","HEATR9",4.583354786,4.583354748,4.58335476,4.583354773,4.58335478,4.583354785,4.5833548,4.583354813,4.583354756,4.583354765,4.583354771,4.58335478,4.583354774,4.583354761,4.583354783,4.583354762,4.583354776,4.583354775,4.583354742,4.583354758,4.583354791,4.583354789,4.583354804,4.583354761,4.583354783,4.583354794,4.583354772,4.583354758 +"6617","HEBP1",6.705022738,6.70502166,6.705021324,6.705023385,6.705022642,6.705024586,6.705022893,6.705023889,6.705020892,6.70502457,6.705022651,6.705020422,6.705021821,6.70502282,6.705022238,6.705021141,6.705020615,6.705023024,6.705022041,6.705024638,6.705022624,6.705023533,6.70502152,6.705024814,6.705022265,6.705020584,6.705021377,6.705023116 +"6618","HEBP2",8.183981688,8.183981723,8.183981382,8.183982366,8.183981142,8.183981641,8.183981748,8.183980408,8.183981251,8.183981667,8.183981795,8.183980373,8.18398183,8.183982299,8.183981432,8.183981483,8.183981069,8.183981833,8.183982029,8.183981866,8.18398164,8.183980646,8.183981858,8.183981858,8.183981925,8.183980826,8.183981581,8.183981737 +"6619","HECA",7.999729057,7.999729023,7.999728905,7.999728957,7.999728848,7.999728793,7.999728911,7.999728926,7.999728947,7.999728898,7.999728826,7.999728794,7.999728992,7.999729093,7.999728867,7.999728978,7.999728781,7.999729015,7.999728973,7.99972884,7.999728973,7.999728917,7.999729013,7.99972888,7.999728887,7.999728878,7.999729027,7.999729095 +"6620","HECTD1",7.00020917,7.00020902,7.000208789,7.000208831,7.000208819,7.000208689,7.000208998,7.000208531,7.000208954,7.000208828,7.000208756,7.000208559,7.000208916,7.000209608,7.000208842,7.000208932,7.000208575,7.000208569,7.000208906,7.00020829,7.000208943,7.000208698,7.000208968,7.000209044,7.000208682,7.000208791,7.000208891,7.000209205 +"6621","HECTD2",4.595517567,4.595517562,4.595517561,4.595517548,4.595517573,4.595517582,4.59551757,4.595517574,4.595517561,4.595517575,4.595517585,4.5955176,4.595517567,4.595517545,4.595517575,4.595517553,4.595517581,4.595517559,4.595517579,4.595517553,4.595517555,4.595517566,4.595517556,4.595517542,4.595517558,4.595517559,4.595517562,4.595517571 +"6622","HECTD3",6.809454742,6.80945474,6.809454824,6.809454723,6.809454713,6.809454949,6.809454793,6.809454754,6.809454877,6.809454821,6.809454766,6.809454787,6.809454774,6.809454704,6.809454701,6.809454629,6.80945471,6.809454677,6.809454643,6.809454782,6.809454698,6.809454747,6.809454838,6.80945479,6.809454733,6.80945477,6.809454775,6.809454612 +"6623","HECTD4",6.9626784165,6.9626783295,6.9626783365,6.9626784075,6.9626782725,6.96267831,6.962678477,6.962678278,6.962678383,6.962678349,6.9626782315,6.9626784035,6.9626783185,6.962678426,6.962678359,6.962678168,6.9626781095,6.962678293,6.9626783405,6.9626782975,6.9626783745,6.9626782655,6.9626783445,6.962678391,6.962678303,6.9626784395,6.9626783965,6.962678235 +"6624","HECW1",4.278649336,4.278649433,4.278649478,4.278649306,4.278649469,4.27864949,4.278649359,4.278649396,4.278649363,4.278649437,4.278649424,4.278649475,4.278649378,4.278649297,4.278649399,4.278649395,4.278649479,4.278649444,4.278649344,4.278649437,4.278649407,4.278649411,4.278649372,4.27864934,4.278649401,4.278649357,4.278649366,4.278649373 +"6625","HECW1-IT1",3.664916007,3.664916097,3.664916131,3.664916212,3.664916058,3.664916348,3.664915963,3.664916033,3.664916072,3.664916261,3.664915962,3.664916126,3.664916121,3.664915964,3.664916089,3.664915913,3.664915893,3.664916153,3.66491611,3.664916031,3.66491604,3.664916117,3.664916226,3.664916125,3.664915786,3.664915983,3.664915986,3.664916146 +"6626","HECW2",4.682842826,4.682842853,4.682842838,4.682842869,4.68284285,4.68284284,4.682842852,4.68284286,4.682842814,4.682842831,4.682842871,4.682842856,4.682842815,4.682842837,4.682842843,4.682842871,4.68284287,4.682842864,4.682842844,4.682842837,4.682842862,4.682842862,4.682842832,4.682842817,4.682842857,4.682842826,4.68284282,4.682842837 +"6627","HEG1",5.837374114,5.837374085,5.837373945,5.83737379,5.837374015,5.837374286,5.837374129,5.837374121,5.837374108,5.837374129,5.837374063,5.837373826,5.837374193,5.83737418,5.837374069,5.8373739,5.837373851,5.837373964,5.837374087,5.837374219,5.837374081,5.837374011,5.837374192,5.837374079,5.837373983,5.837374003,5.837374199,5.837374013 +"6628","HELB",6.791661803,6.791661582,6.791660971,6.791661057,6.791661177,6.791661226,6.791661112,6.791661216,6.791661681,6.791661381,6.791660932,6.7916608,6.791661591,6.791662202,6.791661313,6.791661308,6.791660534,6.791660822,6.791661713,6.791661203,6.791661112,6.791661112,6.791661667,6.791661523,6.791660914,6.791661189,6.791661556,6.791661825 +"6629","HELLS",4.280525555,4.280525499,4.280525594,4.280525473,4.280525532,4.280525522,4.280525667,4.280525515,4.280525585,4.280525571,4.280525479,4.280525604,4.280525525,4.280525661,4.280525521,4.280525541,4.280525538,4.28052551,4.28052556,4.280525523,4.280525632,4.280525534,4.280525658,4.280525543,4.280525551,4.280525601,4.280525601,4.280525594 +"6630","HELQ",4.95126851,4.95126849,4.951268432,4.951268393,4.951268366,4.951268391,4.951268415,4.9512684,4.951268435,4.951268457,4.951268383,4.951268351,4.951268432,4.95126857,4.951268398,4.951268421,4.951268343,4.951268365,4.951268418,4.951268367,4.951268422,4.951268391,4.951268468,4.951268428,4.951268389,4.95126842,4.95126846,4.951268531 +"6631","HELT",5.895418342,5.895418332,5.895418441,5.895418293,5.895418574,5.895418486,5.895418361,5.895418414,5.895418427,5.895418438,5.895418552,5.895418533,5.895418371,5.895418207,5.895418553,5.89541832,5.895418495,5.895418483,5.895418457,5.895418472,5.895418389,5.895418471,5.895418312,5.895418236,5.89541843,5.895418468,5.895418409,5.895418474 +"6632","HELZ",7.958432328,7.958432222,7.958432149,7.95843223,7.958432171,7.958432234,7.958432252,7.958432125,7.958432195,7.958432194,7.958432127,7.958432094,7.958432262,7.958432331,7.958432216,7.958432134,7.958432027,7.958432172,7.958432262,7.958432183,7.958432262,7.958432085,7.95843221,7.958432194,7.958432189,7.958432204,7.958432239,7.958432171 +"6633","HELZ2",6.657924644,6.657925461,6.657924914,6.657925466,6.657925313,6.657926362,6.65792505,6.657925346,6.657925019,6.657924477,6.657925102,6.657924612,6.657924982,6.657924485,6.657925015,6.657925482,6.657925073,6.657925424,6.657925373,6.657926271,6.657924947,6.657925293,6.657925078,6.657924882,6.657925154,6.657924747,6.657925155,6.657924622 +"6634","HEMGN",5.516582464,5.516582571,5.516583481,5.516582942,5.51658342,5.516583623,5.516582766,5.516583717,5.516583147,5.516583929,5.516583625,5.516583193,5.516581915,5.516581535,5.51658225,5.516581372,5.516582193,5.516583165,5.516581932,5.516582762,5.516582559,5.516582658,5.516582867,5.516584036,5.516583977,5.516583301,5.516582712,5.516582443 +"6635","HEMK1",6.386489134,6.386489083,6.386489068,6.386489029,6.386489023,6.386489137,6.386489039,6.386489067,6.38648913,6.386489155,6.386488986,6.386489116,6.386489168,6.386489076,6.386489037,6.386488996,6.386488873,6.386489012,6.386489078,6.386489076,6.386489024,6.386489102,6.386489108,6.386489118,6.386489079,6.386489114,6.386489158,6.386489058 +"6636","HENMT1",5.238524027,5.238523978,5.238523956,5.238523557,5.238523758,5.238523614,5.238523976,5.238523703,5.238523937,5.238523892,5.238523661,5.238523774,5.238523831,5.238524,5.238523791,5.238523886,5.238523657,5.238523682,5.238523808,5.23852351,5.238523891,5.238523846,5.238523873,5.238523923,5.23852381,5.238523972,5.238523879,5.238523819 +"6637","HEPACAM",4.612494702,4.612494749,4.612494719,4.61249471,4.612494746,4.612494745,4.612494696,4.612494772,4.612494766,4.61249475,4.612494731,4.612494739,4.612494734,4.612494709,4.61249472,4.612494759,4.612494752,4.612494748,4.612494725,4.612494736,4.61249472,4.61249473,4.612494734,4.612494708,4.612494762,4.61249473,4.612494768,4.612494717 +"6638","HEPACAM2",3.289306441,3.28930642,3.289306471,3.289306433,3.289306453,3.289306457,3.289306473,3.289306471,3.289306424,3.289306444,3.289306414,3.289306483,3.289306356,3.289306381,3.289306462,3.289306395,3.289306439,3.289306452,3.289306484,3.289306494,3.289306472,3.289306431,3.289306453,3.289306463,3.289306397,3.289306407,3.289306425,3.289306425 +"6639","HEPH",3.740449887,3.740449875,3.740449811,3.740449967,3.740449896,3.740449931,3.740449971,3.740449773,3.740449876,3.740449861,3.740449905,3.740449825,3.740449964,3.740449794,3.740449932,3.740449865,3.740449829,3.74044991,3.740449938,3.740449872,3.740449859,3.740449871,3.740449902,3.740449867,3.740449912,3.740449769,3.740449896,3.74044993 +"6640","HEPHL1",3.452206258,3.452206454,3.452206455,3.452206454,3.452206409,3.452206502,3.452206216,3.452206491,3.452206476,3.452206509,3.452206513,3.452206482,3.452206369,3.452206353,3.452206542,3.452206602,3.452206382,3.452206525,3.452206502,3.452206393,3.452206392,3.452206387,3.452206313,3.452206456,3.452206455,3.452206272,3.452206288,3.452206522 +"6641","HEPN1",4.576114625,4.576114611,4.576114617,4.576114614,4.576114686,4.576114592,4.576114659,4.576114693,4.576114601,4.576114624,4.576114619,4.576114631,4.576114611,4.576114578,4.576114666,4.576114654,4.576114669,4.576114665,4.576114623,4.576114675,4.576114731,4.576114689,4.576114593,4.576114622,4.576114686,4.576114647,4.576114639,4.57611464 +"6642","HERC1",8.104212494,8.104212576,8.104212285,8.104212529,8.104212288,8.104212378,8.10421253,8.104212309,8.104212545,8.104212464,8.104212318,8.104212397,8.104212529,8.104212827,8.104212384,8.104212533,8.104212176,8.104212258,8.104212522,8.104212123,8.104212456,8.104212313,8.104212594,8.104212508,8.104212403,8.104212568,8.104212549,8.104212515 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+"6683","HHLA1",4.122096564,4.122096579,4.122096606,4.122096632,4.122096613,4.122096627,4.122096623,4.122096601,4.122096604,4.122096582,4.122096598,4.122096659,4.122096584,4.122096565,4.122096614,4.122096596,4.122096651,4.122096615,4.122096616,4.122096569,4.122096595,4.122096619,4.122096595,4.12209659,4.122096608,4.122096606,4.122096557,4.122096587 +"6684","HHLA2",3.634086246,3.634086208,3.634086219,3.63408647,3.634086358,3.634086277,3.634086279,3.63408641,3.634086336,3.634086346,3.63408628,3.63408639,3.634086249,3.634086186,3.634086226,3.634086432,3.634086363,3.634086204,3.634086267,3.63408629,3.634086269,3.634086284,3.634086288,3.634086261,3.634086247,3.634086262,3.634086305,3.634086201 +"6685","HHLA3",4.490247408,4.490247368,4.490247398,4.490247374,4.490247407,4.490247358,4.490247412,4.490247393,4.490247386,4.490247356,4.490247393,4.490247429,4.490247381,4.490247332,4.490247394,4.490247303,4.490247433,4.490247396,4.490247338,4.490247408,4.490247394,4.490247388,4.490247383,4.490247337,4.490247397,4.49024736,4.490247344,4.490247301 +"6686","HIBADH",6.049856648,6.049856612,6.049856464,6.049856303,6.049856422,6.049856396,6.049856431,6.049856547,6.049856623,6.049856612,6.049856288,6.049856247,6.049856583,6.04985695,6.049856485,6.049856496,6.0498562,6.049856171,6.0498564,6.049856235,6.049856534,6.049856492,6.049856711,6.049856613,6.049856251,6.049856442,6.049856704,6.049856739 +"6687","HIBCH",5.914283878,5.91428389,5.914283316,5.914283494,5.914283401,5.914283264,5.914283546,5.914283377,5.914283665,5.914283439,5.914282999,5.914283037,5.914283754,5.9142843,5.914283525,5.914283828,5.91428302,5.914283212,5.914283627,5.91428328,5.914283589,5.91428333,5.914283478,5.91428346,5.914283439,5.914283412,5.914283774,5.914283783 +"6688","HIC1",6.595945035,6.595945032,6.595945123,6.595945097,6.595945249,6.595944957,6.595945093,6.595945117,6.595945075,6.595945028,6.595945168,6.595945213,6.595945113,6.595945017,6.595945202,6.595945111,6.595945188,6.595945191,6.595945095,6.595945045,6.595945157,6.59594515,6.595945096,6.595945051,6.595945186,6.595945135,6.595945124,6.595945141 +"6689","HIC2",6.745258383,6.74525845,6.745258609,6.7452585,6.745258667,6.745258288,6.745258529,6.745258616,6.745258492,6.745258518,6.745258485,6.745258726,6.745258583,6.745258453,6.745258682,6.74525862,6.745258635,6.745258562,6.74525845,6.745258432,6.745258565,6.745258611,6.74525849,6.74525854,6.745258615,6.745258598,6.745258474,6.74525857 +"6690","HID1",5.309213935,5.309213786,5.309214094,5.309213943,5.309214116,5.309213328,5.309213684,5.309214245,5.309213724,5.309213728,5.309213579,5.309213941,5.309213736,5.309213535,5.309214076,5.30921388,5.309214034,5.309214296,5.309213804,5.30921405,5.30921409,5.309214098,5.309213749,5.309213741,5.309214004,5.309213904,5.309213706,5.309213603 +"6691","HIF1A",8.589622384,8.589622478,8.589621301,8.589622722,8.589622016,8.58962224,8.589621806,8.589621051,8.589621459,8.589621276,8.589622195,8.589619963,8.589621964,8.589623039,8.589621997,8.589622259,8.589621072,8.589622545,8.589622816,8.589622626,8.589622217,8.589620778,8.589621981,8.589622441,8.589622367,8.589621602,8.589621814,8.589621857 +"6692","HIF1AN",7.191380352,7.191380434,7.191380301,7.191380458,7.191380184,7.191380342,7.191380273,7.191380226,7.191380318,7.191380308,7.191380276,7.191380107,7.191380297,7.191380556,7.191380191,7.191380428,7.191380254,7.191380331,7.191380253,7.191380351,7.191380149,7.191380231,7.191380439,7.1913804,7.191380373,7.191380272,7.191380366,7.191380378 +"6693","HIF3A",5.419095108,5.419095094,5.419095138,5.41909513,5.419095177,5.419095134,5.419095108,5.419095166,5.419095104,5.419095157,5.419095144,5.419095155,5.419095129,5.419095053,5.419095168,5.419095116,5.419095129,5.41909518,5.41909514,5.419095147,5.419095134,5.419095171,5.419095118,5.419095064,5.419095131,5.419095154,5.41909515,5.419095099 +"6694","HIGD1A",5.317864147,5.3178642005,5.317864302,5.3178639565,5.317863732,5.3178637215,5.317863966,5.317863943,5.3178640165,5.3178641985,5.317864116,5.317863835,5.3178640125,5.3178647605,5.3178638835,5.317864546,5.3178640365,5.3178639985,5.317864042,5.3178639615,5.317864072,5.3178637415,5.3178642855,5.3178643955,5.3178641355,5.317863826,5.31786415,5.3178643535 +"6695","HIGD1B",5.002752438,5.002752645,5.00275272,5.002752539,5.00275268,5.002752476,5.00275258,5.002752716,5.002752641,5.0027526,5.002752734,5.002752711,5.002752588,5.002752529,5.002752643,5.002752693,5.002752717,5.002752701,5.002752544,5.002752588,5.002752698,5.002752746,5.00275264,5.002752531,5.002752696,5.002752575,5.002752554,5.002752631 +"6696","HIGD2A",7.617602476,7.617602319,7.617601799,7.617601756,7.617602562,7.617602503,7.6176025,7.617602386,7.617602763,7.617602979,7.617602015,7.617602508,7.617602749,7.617602607,7.617602423,7.617602138,7.617601399,7.617601542,7.617602504,7.617602169,7.617602166,7.617602626,7.617602185,7.617602461,7.617601449,7.617602332,7.617602625,7.617601984 +"6697","HIKESHI",5.871739676,5.871739687,5.871739682,5.871739615,5.871739657,5.87173954,5.871739693,5.871739669,5.871739678,5.871739663,5.871739619,5.871739662,5.87173972,5.871739682,5.871739634,5.871739654,5.871739622,5.871739617,5.871739675,5.871739569,5.871739629,5.871739713,5.871739663,5.87173965,5.871739691,5.871739669,5.871739648,5.871739693 +"6698","HILPDA",5.124239852,5.124240187,5.124239889,5.124239835,5.124240309,5.124240049,5.124240149,5.124239976,5.124239993,5.124240059,5.12424023,5.124240205,5.124239675,5.124240046,5.124240103,5.124240108,5.124240008,5.124239835,5.124240257,5.124240092,5.124240119,5.124239951,5.124240234,5.124240014,5.124240173,5.124240179,5.124239981,5.124239951 +"6699","HINFP",6.311816157,6.311816063,6.311816088,6.311815981,6.311816045,6.311816212,6.311816163,6.311816077,6.311816168,6.311816185,6.311816001,6.31181612,6.311816154,6.311816204,6.311816059,6.311816037,6.311816049,6.311816017,6.311816133,6.311816171,6.311816107,6.311816132,6.31181616,6.311816102,6.311816102,6.311816109,6.311816178,6.311816134 +"6700","HINT1",7.2252034535,7.225203247,7.2252034445,7.225203284,7.2252033295,7.2252032545,7.2252034685,7.2252033875,7.2252034635,7.2252034105,7.225203391,7.2252033545,7.225203345,7.2252034825,7.2252033945,7.225203271,7.225203303,7.22520332,7.2252033685,7.225203336,7.225203447,7.225203455,7.2252034385,7.2252034135,7.2252034125,7.225203401,7.225203435,7.2252034815 +"6701","HINT2",6.234874704,6.234874739,6.234874748,6.234874692,6.234874751,6.23487468,6.234874744,6.234874773,6.234874762,6.23487475,6.23487473,6.234874762,6.234874774,6.234874731,6.234874734,6.234874765,6.234874761,6.234874761,6.234874698,6.234874727,6.234874761,6.234874697,6.234874751,6.234874722,6.234874695,6.23487473,6.234874759,6.234874768 +"6702","HINT3",5.575871827,5.575871786,5.575871764,5.575871819,5.575871787,5.575871738,5.575871779,5.575871757,5.575871769,5.575871765,5.575871766,5.575871696,5.575871787,5.575871883,5.575871784,5.575871768,5.575871794,5.575871797,5.575871787,5.575871782,5.575871777,5.575871729,5.575871794,5.575871761,5.575871781,5.575871765,5.57587178,5.575871865 +"6703","HIP1",6.484558288,6.4845590415,6.4845590445,6.484560487,6.484558667,6.484559463,6.484558576,6.484558272,6.484557526,6.4845584665,6.4845589485,6.4845568225,6.484558264,6.4845589125,6.4845584725,6.4845590935,6.4845589225,6.484560261,6.4845593,6.484558682,6.4845585655,6.4845583125,6.4845577345,6.4845591865,6.4845595055,6.484557566,6.484558339,6.4845588485 +"6704","HIP1R",6.399860959,6.399860894,6.399860929,6.399860937,6.399860951,6.399860901,6.399860968,6.399860946,6.399860987,6.399861046,6.399860818,6.399860981,6.399860992,6.399860981,6.399860986,6.399860895,6.399860974,6.39986093,6.399860947,6.399860907,6.399860919,6.399860971,6.399860984,6.399860883,6.399860919,6.399860961,6.399860922,6.399860951 +"6705","HIPK1",8.547975342,8.547975866,8.547975186,8.547976127,8.547975222,8.547975695,8.547975535,8.547975143,8.547975081,8.547975657,8.547975576,8.547974641,8.547975618,8.54797541,8.547975238,8.547975142,8.547974459,8.54797573,8.547975626,8.547974762,8.547975159,8.547974683,8.547975396,8.547975669,8.547975982,8.547975381,8.54797588,8.54797441 +"6706","HIPK2",7.243963093,7.243963249,7.243963104,7.243963225,7.243963103,7.243963173,7.24396314,7.243962889,7.24396309,7.243963168,7.243963267,7.243963062,7.24396318,7.243963197,7.243963042,7.243963046,7.243962957,7.243963073,7.243963109,7.243963104,7.243963004,7.243962804,7.243963172,7.243963113,7.243963137,7.243963062,7.243963197,7.243963082 +"6707","HIPK3",8.847844561,8.847844976,8.847843944,8.847845196,8.847843407,8.847843415,8.847844016,8.8478438,8.847843307,8.847843759,8.847844277,8.847842573,8.847844019,8.84784521,8.847844204,8.847844412,8.847843711,8.847844701,8.847844073,8.847843547,8.847844221,8.847843817,8.84784417,8.847844117,8.847844472,8.847843399,8.847843795,8.84784385 +"6708","HIPK4",5.548324408,5.548324614,5.548325157,5.54832501,5.54832566,5.548324656,5.548325019,5.548325411,5.54832499,5.54832504,5.548325243,5.548325222,5.548325131,5.548324438,5.548324966,5.548325239,5.548325825,5.548325437,5.548325035,5.548324743,5.548325598,5.54832499,5.548324451,5.548324495,5.548325139,5.548325293,5.548324904,5.548325061 +"6709","HIRA",7.826606951,7.826607008,7.826606992,7.826607006,7.826606967,7.826607039,7.826606989,7.826606994,7.826607012,7.826606976,7.826606944,7.826606961,7.826606957,7.826606984,7.826606964,7.826607014,7.826606947,7.82660696,7.826606983,7.82660703,7.826606981,7.826606962,7.826607021,7.826607011,7.826606969,7.82660699,7.826606967,7.826606959 +"6710","HIRIP3",5.414651524,5.414651523,5.414651465,5.414651478,5.414651531,5.414651625,5.414651497,5.414651691,5.414651575,5.414651639,5.414651604,5.414651664,5.414651578,5.414651495,5.414651471,5.414651599,5.414651404,5.414651503,5.41465153,5.414651507,5.41465155,5.414651489,5.414651528,5.414651568,5.414651562,5.414651654,5.414651599,5.414651598 +"6711","HIVEP1",6.954703875,6.954704015,6.954702859,6.954704064,6.95470277,6.954703603,6.954703479,6.954702813,6.95470333,6.954703341,6.954703063,6.954703017,6.954703606,6.954704406,6.954703572,6.954703571,6.954702691,6.954703753,6.954703652,6.954703437,6.954703321,6.954702598,6.954703706,6.954703638,6.954703737,6.954703449,6.954703756,6.954703654 +"6712","HIVEP2",7.151974872,7.151975006,7.151974319,7.151974991,7.151974309,7.151975024,7.151974563,7.151974328,7.151975104,7.1519748,7.151974364,7.151974249,7.151974863,7.151975583,7.151974745,7.151974711,7.151973896,7.151974776,7.151974634,7.151975053,7.151974399,7.151974478,7.151975241,7.151974595,7.151974599,7.15197489,7.151975107,7.151975119 +"6713","HIVEP3",5.526945533,5.526945475,5.526945535,5.526945441,5.526945524,5.52694558,5.526945558,5.526945499,5.526945538,5.526945602,5.526945567,5.526945527,5.526945525,5.526945464,5.526945539,5.526945459,5.526945488,5.526945497,5.526945509,5.526945562,5.526945507,5.52694552,5.526945501,5.526945512,5.526945551,5.526945472,5.526945529,5.526945522 +"6714","HJURP",4.66559054,4.665590494,4.665590599,4.665590604,4.665590635,4.665590605,4.665590718,4.665590607,4.665590624,4.665590578,4.665590615,4.665590596,4.665590589,4.665590493,4.665590603,4.665590515,4.665590615,4.66559058,4.66559059,4.665590599,4.665590689,4.665590599,4.665590621,4.665590541,4.665590604,4.66559058,4.665590589,4.665590532 +"6715","HJV",4.861949464,4.86194947,4.861949484,4.861949476,4.861949496,4.861949473,4.861949472,4.861949494,4.861949479,4.861949482,4.861949495,4.861949493,4.861949478,4.86194946,4.86194948,4.86194948,4.861949488,4.861949489,4.861949473,4.86194948,4.861949487,4.861949494,4.861949483,4.861949482,4.861949494,4.861949489,4.861949475,4.861949488 +"6716","HK1",7.293491992,7.293492514,7.293492563,7.293492451,7.293492385,7.293493094,7.293492256,7.293492708,7.293492903,7.29349275,7.293492345,7.293492146,7.293492165,7.29349268,7.293491922,7.293491967,7.2934923,7.293492208,7.293492076,7.293492766,7.29349201,7.29349257,7.293492779,7.293492741,7.293492223,7.293492249,7.293492313,7.293492097 +"6717","HK2",8.139114766,8.13911713,8.139114747,8.139116981,8.139116817,8.139116116,8.139117257,8.139114196,8.139115544,8.139116916,8.139116812,8.139114802,8.139115693,8.139115932,8.13911437,8.139116717,8.139115514,8.13911555,8.139117219,8.139116389,8.13911664,8.139114223,8.139115713,8.139117494,8.139117209,8.139115285,8.139115235,8.139114935 +"6718","HK3",7.913677476,7.913678882,7.913677516,7.913678679,7.913678232,7.913678657,7.913678035,7.91367705,7.9136774,7.913678401,7.913678775,7.913676652,7.913677634,7.913677662,7.913676816,7.913679041,7.913677661,7.913677993,7.913678478,7.913678788,7.913677585,7.913677103,7.913677346,7.913678638,7.913678478,7.913677037,7.913677902,7.913677023 +"6719","HKDC1",4.716585719,4.716585954,4.716585558,4.716585702,4.716586132,4.716585683,4.716585814,4.716585941,4.716586381,4.716586169,4.71658568,4.716585846,4.716585677,4.716585907,4.716585637,4.716585754,4.716585846,4.716585692,4.716586026,4.716585669,4.716585729,4.716586023,4.71658591,4.716585797,4.71658595,4.716585656,4.716585907,4.716585701 +"6720","HLA-DMA",7.5429142565,7.5429133505,7.5429143725,7.542913087,7.5429100315,7.5429155595,7.5429129855,7.542913491,7.542912762,7.5429141125,7.5429140135,7.542911359,7.54291326,7.5429124185,7.5429118375,7.54291105,7.542914047,7.5429127195,7.5429135265,7.542912269,7.542910188,7.542913738,7.54291403,7.542914264,7.542913091,7.542911739,7.5429146105,7.5429130285 +"6721","HLA-DMB",7.899352879,7.898897582,7.899113932,7.898884981,7.899003479,7.89952076,7.898884066,7.898975372,7.898878084,7.89930521,7.899059611,7.898803798,7.89911539,7.899202459,7.899068517,7.898587202,7.899161294,7.898703251,7.899017613,7.899523071,7.898830818,7.899143731,7.898781492,7.899050334,7.898828091,7.899040245,7.89909981,7.899021691 +"6722","HLA-DOA",5.711580926,5.711580228,5.7115803135,5.7115801625,5.7115802845,5.7115808055,5.711580687,5.71158024,5.7115805445,5.711580554,5.711580296,5.711580666,5.711580622,5.711581064,5.711580538,5.711579988,5.711580238,5.7115801445,5.7115805895,5.7115806875,5.711580521,5.711580427,5.7115805205,5.7115805415,5.7115796655,5.711580763,5.7115805015,5.7115808985 +"6723","HLA-DOB",4.00767368,4.006645825,4.007089362,4.0066775025,4.0070444915,4.0069212275,4.0067918695,4.006257713,4.0062788075,4.006673708,4.0062124195,4.00738847,4.006447622,4.0076396575,4.007354516,4.0066654085,4.0070077355,4.0066218305,4.007529569,4.006785022,4.0066734895,4.0065781725,4.0060504565,4.006871724,4.0062852135,4.007470248,4.0065976215,4.007358461 +"6724","HLA-DPA1",9.830759675,9.6203719145,9.7036778935,9.4876660945,9.1862393555,10.056106231,9.7293078135,9.8915163255,9.605367359,10.035574774,9.9882164365,9.1281573995,10.5152909,10.279470597,9.3438741495,9.414096936,9.316821086,9.4530720225,9.177488825,10.102582484,9.863305455,10.102655614,9.6140243955,9.967269281,9.732720021,9.4054400735,10.368731557,9.8586675845 +"6725","HLA-DPB1",7.11976197733333,7.69644683033333,7.03783964733333,7.7129267,6.86846128966667,7.84307169366667,7.84082638633333,7.719343342,7.52819704533333,8.10460923066667,7.86144214966667,7.57743573333333,8.117249499,8.05405951466667,6.91816922333333,7.64400880933333,7.010131722,7.68012842333333,6.91055822333333,7.905846276,7.832953599,7.74329918233333,7.62356197166667,8.11409853433333,7.818224853,7.69977748766667,8.07446225033333,7.94550832933333 +"6726","HLA-DPB2",4.919023485,4.919023486,4.919023594,4.919023552,4.919023523,4.919023458,4.919023499,4.919023553,4.91902344,4.919023492,4.919023562,4.919023528,4.919023589,4.919023499,4.919023438,4.919023534,4.919023579,4.919023555,4.919023458,4.919023513,4.919023497,4.919023521,4.919023507,4.919023497,4.919023556,4.919023534,4.919023571,4.919023597 +"6727","HLA-DQA1",2.401800607,7.217235054,1.756429476,6.560916762,8.049656931,7.673878642,6.915163325,3.172275468,7.03128903,3.086905146,8.470193634,6.66922938,8.209608572,9.050779642,2.541087485,7.101437973,2.130071617,6.331831756,8.002559118,7.880477385,6.68563064,1.675064657,6.958573207,1.660879012,8.170938778,7.130299406,8.241267998,8.636606812 +"6728","HLA-DQB1",2.197794737,6.248586086,2.787853306,4.921759155,6.052461064,6.708434654,6.253741053,2.383249194,5.894898224,2.260373659,6.352893549,6.306818415,6.447343898,7.824203216,2.499892848,6.044247087,2.379789293,3.60673573,6.629283774,6.47112921,5.784337465,2.436185327,5.61287546,1.873459998,6.207381292,6.680453908,6.033508477,7.046394208 +"6729","HLA-DQB2",7.15733998,7.157341019,7.157340826,7.15734051,7.157341669,7.157342227,7.157341579,7.157340551,7.157340701,7.157339898,7.15734171,7.157341094,7.157341941,7.157342074,7.157339995,7.157340893,7.157340845,7.157340359,7.157341634,7.157342127,7.157341328,7.157340401,7.157340821,7.1573402,7.157341285,7.157341283,7.15734188,7.157341893 +"6730","HLA-F",8.6404720735,8.6404708785,8.6404706545,8.6404706525,8.6404696915,8.640472668,8.6404708265,8.640470879,8.640470913,8.6404708435,8.6404711475,8.640468491,8.6404713925,8.6404702825,8.640470803,8.6404711535,8.640469225,8.64046999,8.6404709615,8.6404724715,8.640470409,8.640470489,8.6404712955,8.6404715455,8.640470692,8.640469211,8.640471353,8.6404697725 +"6731","HLA-F-AS1",5.979632129,5.979632041,5.979632079,5.979632047,5.979632048,5.979632068,5.979632098,5.97963212,5.979632032,5.979632083,5.97963207,5.979632095,5.979632068,5.979632048,5.979632104,5.979632028,5.979632055,5.979632106,5.979632055,5.97963205,5.979632111,5.979632127,5.979632049,5.979632069,5.979632063,5.979632122,5.979632067,5.979632061 +"6732","HLA-V",5.258047813,5.258047987,5.2580482475,5.2580481825,5.2580479065,5.258047903,5.2580474785,5.2580478075,5.2580478025,5.258047942,5.258048051,5.2580475585,5.25804804,5.258047475,5.2580476275,5.258048361,5.2580481565,5.258047841,5.2580476295,5.258048016,5.2580477055,5.258048065,5.2580478425,5.258048074,5.2580476365,5.2580478425,5.2580478635,5.258047496 +"6733","HLCS",5.525347775,5.525347674,5.525347526,5.525347477,5.525347552,5.525347555,5.525347635,5.525347641,5.525347631,5.525347677,5.525347439,5.52534765,5.525347675,5.525347715,5.525347587,5.525347603,5.525347223,5.52534752,5.525347603,5.525347384,5.525347528,5.525347592,5.52534764,5.525347667,5.525347479,5.525347773,5.525347861,5.525347595 +"6734","HLF",4.744198257,4.744198285,4.744198297,4.744198294,4.744198326,4.744198275,4.744198294,4.744198294,4.744198302,4.744198277,4.744198275,4.744198321,4.744198278,4.744198246,4.744198295,4.744198293,4.744198301,4.744198305,4.744198283,4.744198258,4.744198299,4.744198314,4.744198267,4.744198266,4.744198258,4.744198284,4.744198254,4.744198251 +"6735","HLTF",5.005434394,5.005433839,5.005433207,5.005433281,5.005433483,5.005432387,5.005433155,5.005433368,5.005433963,5.00543429,5.005433462,5.005431713,5.005433364,5.005435766,5.005433809,5.00543288,5.005433468,5.005433211,5.005433771,5.005432035,5.005433549,5.005433272,5.005433912,5.00543382,5.005433242,5.005433401,5.005433548,5.005434504 +"6736","HLX",6.973222187,6.973222299,6.973222295,6.973222633,6.973222154,6.973222432,6.973222347,6.973222515,6.973222013,6.973222167,6.973222153,6.973222266,6.973222208,6.973222121,6.973222245,6.973222235,6.973222445,6.973222268,6.973222424,6.973222472,6.973222095,6.973222267,6.973222108,6.973222092,6.973222351,6.973222044,6.973222161,6.973222068 +"6737","HM13",8.235406533,8.235406571,8.235406513,8.23540644,8.235406202,8.235406907,8.235406506,8.235406634,8.235406481,8.235406575,8.235406204,8.235406109,8.235406631,8.235406535,8.235406366,8.235406439,8.235406475,8.235406146,8.235406223,8.235406909,8.235406298,8.235406545,8.235406517,8.235406566,8.235406123,8.235406192,8.235406609,8.235406261 +"6738","HMBOX1",6.93855484,6.938554777,6.938554726,6.93855474,6.938554673,6.938554807,6.938554793,6.938554687,6.938554803,6.938554825,6.938554685,6.938554727,6.938554865,6.938554879,6.938554753,6.938554669,6.938554551,6.938554676,6.938554764,6.938554794,6.938554681,6.938554665,6.938554807,6.938554778,6.938554723,6.93855476,6.938554841,6.938554766 +"6739","HMBS",6.221768676,6.221768054,6.221770502,6.221768924,6.221769274,6.221770373,6.221770056,6.221770017,6.221769489,6.221769741,6.221769675,6.221770205,6.221768528,6.221768539,6.22176895,6.221767619,6.221770311,6.221769281,6.221769,6.221769285,6.22176949,6.221770006,6.221769646,6.221769892,6.221769615,6.221770027,6.221769015,6.221768841 +"6740","HMCES",7.565309696,7.565309874,7.565309424,7.5653096,7.565309621,7.565309554,7.565309664,7.56530952,7.565309802,7.565309709,7.565309341,7.565309462,7.565309703,7.565310037,7.565309691,7.565309839,7.565309285,7.565309574,7.565309683,7.565309268,7.565309314,7.565309573,7.56530982,7.565309699,7.565309159,7.565309655,7.565309636,7.565309838 +"6741","HMCN1",3.41965942,3.419659518,3.41965954,3.41965953,3.419659583,3.419659521,3.419659547,3.419659541,3.41965955,3.419659558,3.419659585,3.419659558,3.4196595,3.419659505,3.41965959,3.419659561,3.419659554,3.41965956,3.419659563,3.41965951,3.41965956,3.419659572,3.419659522,3.419659535,3.419659544,3.419659497,3.419659513,3.419659559 +"6742","HMCN2",5.4255324115,5.425532586,5.4255328115,5.425532764,5.425533002,5.4255324815,5.4255326525,5.425532899,5.4255327705,5.4255327165,5.4255329285,5.425532812,5.425532684,5.4255324305,5.425533016,5.425532765,5.4255330065,5.4255328535,5.4255327355,5.4255327425,5.425532961,5.4255330035,5.4255325695,5.42553245,5.4255326955,5.4255328095,5.425532479,5.425532771 +"6743","HMG20A",6.015456165,6.015456014,6.015455962,6.015455972,6.015456016,6.015456048,6.015456096,6.015455995,6.015456161,6.015456187,6.015456024,6.015455992,6.015456139,6.015456311,6.015456098,6.015456,6.015455897,6.015455953,6.015456075,6.015456072,6.015456108,6.01545602,6.015456146,6.015456092,6.015455986,6.015456114,6.01545607,6.015456174 +"6744","HMG20B",7.189585281,7.189585278,7.189585571,7.189585524,7.189585469,7.189585375,7.189585308,7.18958556,7.189585483,7.189585564,7.189585572,7.189585527,7.18958555,7.189585203,7.189585398,7.189585382,7.189585501,7.189585583,7.189585375,7.189585198,7.189585419,7.189585568,7.189585376,7.189585499,7.189585542,7.18958549,7.189585521,7.189585459 +"6745","HMGA1",7.26819236233333,7.268192526,7.26819277166667,7.26819243066667,7.26819277666667,7.26819231166667,7.26819259133333,7.26819282233333,7.26819250066667,7.268192634,7.268192671,7.26819271133333,7.26819239733333,7.268191983,7.26819270766667,7.26819258733333,7.26819290466667,7.26819252233333,7.26819269766667,7.26819252033333,7.268192474,7.26819266233333,7.26819247733333,7.26819237533333,7.268192757,7.26819262233333,7.26819239433333,7.26819253266667 +"6746","HMGA2",4.841146563,4.841146519,4.841146603,4.841146618,4.841146566,4.841146571,4.841146584,4.841146559,4.841146585,4.841146633,4.841146591,4.841146581,4.841146577,4.841146549,4.841146575,4.841146582,4.841146648,4.841146601,4.841146562,4.841146584,4.84114658,4.841146601,4.841146548,4.841146564,4.841146628,4.84114658,4.841146551,4.84114657 +"6747","HMGB1",6.268352403,6.268352267,6.268351784,6.268351018,6.268350456,6.268350543,6.268350535,6.268350639,6.268351865,6.268350515,6.2683518,6.268349925,6.268351382,6.268353922,6.268350902,6.2683517,6.268350974,6.268351418,6.268352147,6.268348556,6.268352071,6.268351231,6.268351879,6.268351663,6.268351573,6.268351327,6.268351759,6.268352558 +"6748","HMGB2",5.858000947,5.858001099,5.858000889,5.858001281,5.858000102,5.858000275,5.858001439,5.857999966,5.858000987,5.858000766,5.85800106,5.858000017,5.858000591,5.85800122,5.858000343,5.858001042,5.85800044,5.858000821,5.858000888,5.858000736,5.858001341,5.858000317,5.858001093,5.858000989,5.858001002,5.858000586,5.858000591,5.858001139 +"6749","HMGB3",4.54710341,4.547103563,4.547103669,4.547103502,4.547104211,4.54710329,4.547103841,4.54710375,4.547103831,4.547103934,4.547103852,4.547103829,4.547103939,4.547103448,4.547103878,4.547103675,4.547103651,4.547103659,4.547103635,4.547103669,4.547103864,4.547103456,4.54710333,4.547103466,4.547103576,4.547103983,4.547103581,4.547103644 +"6750","HMGB3P1",4.695488081,4.695488246,4.695488446,4.695488526,4.695488769,4.695487953,4.695488148,4.695488484,4.695488579,4.695488626,4.695488593,4.695488738,4.695488329,4.695487765,4.695488272,4.695488361,4.695488932,4.695488669,4.695488522,4.695488288,4.695488452,4.695488557,4.69548839,4.695488393,4.695488673,4.695488591,4.695488371,4.69548847 +"6751","HMGB4",3.4812036275,3.4812035715,3.4812036805,3.481203733,3.481203628,3.481203598,3.4812036635,3.481203663,3.481203666,3.4812036365,3.481203728,3.481203809,3.4812037035,3.481203587,3.4812036035,3.481203743,3.4812038015,3.4812037505,3.4812036975,3.4812035805,3.4812036435,3.481203587,3.4812036725,3.4812036355,3.4812037185,3.4812036385,3.481203615,3.481203737 +"6752","HMGCL",6.5215866,6.521586631,6.521586586,6.521586602,6.521586553,6.521586622,6.521586565,6.521586569,6.521586596,6.521586598,6.521586571,6.521586555,6.521586609,6.521586606,6.521586593,6.521586617,6.521586552,6.521586568,6.521586572,6.521586613,6.521586572,6.521586602,6.521586606,6.521586602,6.521586547,6.521586558,6.521586594,6.521586595 +"6753","HMGCLL1",3.596890218,3.596890456,3.596890382,3.596890524,3.596890372,3.59689057,3.596890374,3.596890537,3.596890358,3.596890514,3.596890387,3.596890544,3.596890248,3.596890327,3.596890297,3.596890376,3.596890407,3.596890586,3.59689056,3.596890363,3.596890368,3.596890437,3.596890287,3.596890411,3.596890358,3.596890493,3.5968902,3.596890371 +"6754","HMGCR",7.098341784,7.098341851,7.098341066,7.098341463,7.09834031,7.098340744,7.098340555,7.098340614,7.098340723,7.098340973,7.098340806,7.09834049,7.098340704,7.098342363,7.098341764,7.098341768,7.09834074,7.098340989,7.098341529,7.098340977,7.098340647,7.09834033,7.098341253,7.098341485,7.098341287,7.098340834,7.098340739,7.098341372 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+"6895","HSD17B12",5.881297519,5.881297442,5.881297461,5.881297495,5.881297273,5.881297215,5.881297396,5.881297248,5.881297383,5.881297346,5.881297268,5.881297219,5.881297384,5.881297507,5.881297389,5.881297328,5.881297338,5.881297375,5.881297398,5.881297227,5.881297354,5.881297263,5.881297396,5.881297414,5.881297291,5.88129737,5.881297315,5.8812974 +"6896","HSD17B13",4.008904457,4.008904595,4.008904451,4.008904722,4.008904629,4.008904577,4.008904759,4.008904436,4.008904504,4.008904758,4.00890467,4.008904564,4.008904563,4.008904725,4.008904653,4.008904783,4.008904683,4.008904852,4.008904879,4.008904627,4.00890472,4.008904496,4.008904724,4.008904652,4.008904846,4.008904485,4.008904621,4.008904733 +"6897","HSD17B14",4.442206216,4.442206233,4.442206295,4.442206215,4.442206359,4.442206253,4.442206336,4.442206268,4.442206372,4.442206269,4.442206319,4.442206306,4.442206263,4.44220616,4.442206306,4.442206336,4.442206329,4.442206317,4.44220631,4.442206223,4.442206296,4.442206277,4.442206255,4.442206323,4.442206256,4.442206358,4.442206241,4.44220627 +"6898","HSD17B2",4.497630316,4.497630296,4.497630595,4.497630414,4.497630591,4.497630265,4.497630387,4.497630458,4.497630452,4.497630139,4.497630464,4.497630895,4.497630516,4.497630389,4.497630534,4.497630694,4.497630665,4.497630589,4.497630275,4.497630591,4.497630532,4.497630653,4.497630582,4.497630419,4.497630549,4.497630473,4.497630366,4.497630322 +"6899","HSD17B3",3.886488188,3.886488161,3.886488167,3.886488203,3.886488212,3.88648819,3.886488184,3.886488216,3.886488146,3.886488179,3.886488182,3.886488216,3.886488151,3.886488171,3.886488176,3.886488127,3.886488176,3.886488193,3.886488159,3.886488176,3.886488201,3.886488178,3.88648818,3.886488151,3.886488188,3.88648818,3.886488204,3.886488184 +"6900","HSD17B4",7.037087604,7.037087656,7.037085647,7.037086635,7.037086464,7.037085857,7.037085735,7.037085135,7.037085728,7.037086873,7.037086119,7.037084475,7.03708556,7.037088905,7.037086611,7.037086987,7.037085075,7.037084932,7.037086893,7.037085507,7.037085744,7.037084459,7.037085715,7.037087137,7.037086389,7.037085594,7.037085603,7.03708713 +"6901","HSD17B6",3.218143826,3.218143882,3.218143901,3.21814392,3.218143839,3.218143805,3.218143823,3.218143878,3.21814387,3.218143837,3.218143879,3.218143893,3.218143823,3.218143832,3.218143903,3.218143858,3.218143886,3.21814393,3.218143835,3.218143863,3.218143861,3.218143875,3.218143876,3.218143856,3.218143931,3.21814395,3.218143895,3.218143842 +"6902","HSD17B7P2",6.547167803,6.54716699,6.547167057,6.547166933,6.547167322,6.547167605,6.547167661,6.547167066,6.547167041,6.547166779,6.54716744,6.547167468,6.547166941,6.547167241,6.547167809,6.547167388,6.547167028,6.547167498,6.547167638,6.547167031,6.547167546,6.547167174,6.547166991,6.547166901,6.547166582,6.54716755,6.547167016,6.547167404 +"6903","HSD17B8",5.771894125,5.771894115,5.771894099,5.771894123,5.771894102,5.771894105,5.771894139,5.771894133,5.771894142,5.771894104,5.771894063,5.771894135,5.771894124,5.771894143,5.771894139,5.771894111,5.771894111,5.771894103,5.771894128,5.77189407,5.771894124,5.771894132,5.771894101,5.771894125,5.771894104,5.77189414,5.771894133,5.771894116 +"6904","HSD3B1",4.350306593,4.35030659,4.35030659,4.350306582,4.350306614,4.350306579,4.350306616,4.350306634,4.350306608,4.350306596,4.350306601,4.350306638,4.350306599,4.350306582,4.350306612,4.350306627,4.350306637,4.350306615,4.35030661,4.350306601,4.350306614,4.35030662,4.350306587,4.350306595,4.350306606,4.35030663,4.350306593,4.350306605 +"6905","HSD3B2",3.870549958,3.870549982,3.870549978,3.870549985,3.870549964,3.870549953,3.870549951,3.870549958,3.870549993,3.870549968,3.870549996,3.870549976,3.870549957,3.870549947,3.870549963,3.870549973,3.870549983,3.870549988,3.870549961,3.87054998,3.870549941,3.870549974,3.870549985,3.870549956,3.870549973,3.87054997,3.870549973,3.870549949 +"6906","HSD3B7",6.310883791,6.310883924,6.310884213,6.310883855,6.310884317,6.310883637,6.31088399,6.310884085,6.310883901,6.310883916,6.310884191,6.31088412,6.310883914,6.310883766,6.310884095,6.310884084,6.310884102,6.310884253,6.310883963,6.310883822,6.310884162,6.310884137,6.31088402,6.310883958,6.31088419,6.310884059,6.310883826,6.310884003 +"6907","HSD3BP4",4.937317305,4.937317346,4.937317367,4.937317263,4.937317239,4.937317367,4.937317343,4.937317268,4.937317386,4.937317401,4.937317256,4.937317264,4.937317367,4.937317338,4.937317286,4.937317321,4.93731733,4.937317284,4.937317314,4.937317294,4.937317362,4.937317339,4.937317305,4.937317312,4.937317331,4.937317292,4.937317265,4.937317287 +"6908","HSDL1",6.419087708,6.419087659,6.419087599,6.419087583,6.419087515,6.41908745,6.419087571,6.419087513,6.419087644,6.419087649,6.419087648,6.419087619,6.419087727,6.419087815,6.419087635,6.419087628,6.419087409,6.419087536,6.419087617,6.41908747,6.419087545,6.419087453,6.419087608,6.419087616,6.419087562,6.419087637,6.419087566,6.419087581 +"6909","HSDL2",6.805168258,6.805169566,6.805168308,6.805170415,6.80516689,6.805167843,6.805167965,6.805167358,6.805167566,6.805168078,6.80516849,6.805165306,6.805168412,6.805169608,6.805167992,6.805169829,6.805167909,6.805169923,6.805169103,6.805168282,6.805167497,6.805166799,6.805168469,6.805169645,6.805170329,6.805167029,6.805167533,6.80516855 +"6910","HSF1",7.392280117,7.392280114,7.392280122,7.392280114,7.392280129,7.392280138,7.392280128,7.392280115,7.392280132,7.392280136,7.392280128,7.39228012,7.392280124,7.392280111,7.392280121,7.392280099,7.392280119,7.39228012,7.392280113,7.392280129,7.392280112,7.392280127,7.392280127,7.392280118,7.392280116,7.392280115,7.392280131,7.392280107 +"6911","HSF2",5.185238907,5.185238773,5.185238736,5.18523839,5.185238429,5.185238229,5.185238636,5.185238255,5.185238964,5.185238851,5.185238415,5.185238699,5.185238602,5.18523931,5.185238324,5.185238513,5.185237913,5.185238361,5.185238764,5.185238381,5.185238186,5.18523857,5.185239006,5.185238752,5.185238648,5.185238619,5.185238715,5.185238992 +"6912","HSF5",5.654115696,5.654115648,5.654115557,5.654115518,5.654115515,5.654115741,5.654115501,5.654115536,5.654115826,5.65411575,5.654115446,5.654115671,5.654115708,5.654115867,5.654115603,5.654115573,5.654115602,5.654115567,5.654115688,5.654115673,5.654115453,5.654115681,5.654115793,5.654115719,5.65411537,5.654115778,5.654115727,5.654115754 +"6913","HSP90AA1",6.985484135,6.985483625,6.985482947,6.985480326,6.985481534,6.985484112,6.985483391,6.985481654,6.985483871,6.985483337,6.985481772,6.985476749,6.985483563,6.985495596,6.985483477,6.985482527,6.985480827,6.985480714,6.98548291,6.985482045,6.985484283,6.985484715,6.985486577,6.985482881,6.985480679,6.985480266,6.985482512,6.985489787 +"6914","HSP90AA2P",4.354460132,4.354459724,4.354460644,4.354458876,4.354459148,4.354460737,4.354459973,4.354459859,4.354459783,4.354460474,4.354460468,4.354459022,4.354460383,4.354461077,4.354458867,4.354460143,4.354459676,4.354459451,4.354460068,4.354459866,4.354459632,4.354459975,4.354460156,4.354460478,4.354460346,4.354459268,4.354459322,4.35446063 +"6915","HSP90AA4P",4.056370424,4.05637038,4.056370516,4.05637045,4.056370535,4.056370451,4.056370288,4.056370461,4.056370542,4.056370441,4.056370628,4.056370454,4.056370496,4.056370566,4.056370328,4.056370517,4.056370446,4.05637042,4.056370356,4.056370416,4.056370218,4.056370585,4.056370379,4.056370343,4.056370505,4.056370319,4.056370399,4.05637049 +"6916","HSP90AA5P",2.868910151,2.868910129,2.868910099,2.868910128,2.868910045,2.868910092,2.868909922,2.86891011,2.86891012,2.868910245,2.868910073,2.868910083,2.868910008,2.868910044,2.868910014,2.868910177,2.868910173,2.868910077,2.86891,2.868910088,2.868910079,2.868910088,2.86891011,2.868910072,2.86891015,2.868910066,2.868910031,2.868910084 +"6917","HSP90AA6P",2.99826764,2.998267499,2.998267826,2.998267157,2.998267545,2.998267451,2.998267423,2.998267433,2.998267503,2.998267438,2.998267292,2.998267341,2.998267303,2.998267713,2.99826724,2.998267825,2.998268157,2.998267572,2.998267582,2.998267635,2.998267693,2.998267554,2.998267811,2.998267491,2.998267697,2.998267215,2.998267356,2.998267538 +"6918","HSP90AB1",9.111431792,9.111342289,9.111205548,9.111181083,9.11133185,9.111463512,9.111427302,9.111206749,9.11139495,9.111389168,9.111075882,9.111272514,9.111394664,9.111742264,9.111311049,9.111109259,9.111000309,9.111063199,9.11132226,9.111058498,9.111418512,9.111272813,9.111428012,9.111223965,9.111039185,9.111348405,9.111503912,9.111447838 +"6919","HSP90AB2P",4.947451236,4.947451249,4.947451252,4.947451231,4.94745126,4.947451202,4.947451252,4.947451251,4.947451279,4.947451257,4.94745129,4.947451282,4.947451262,4.947451258,4.947451275,4.947451302,4.947451208,4.947451329,4.94745127,4.947451224,4.94745132,4.947451261,4.947451243,4.947451191,4.947451249,4.947451317,4.947451227,4.947451303 +"6920","HSP90AB3P",5.836865052,5.836864802,5.836864849,5.836864929,5.83686492,5.836864841,5.836864941,5.836864838,5.836864856,5.836864756,5.836864973,5.836864696,5.836865064,5.83686522,5.836864776,5.836864817,5.836864836,5.836864911,5.836864734,5.836864978,5.836865024,5.836864838,5.836864819,5.836864809,5.836864904,5.836865172,5.836865115,5.836864911 +"6921","HSP90AB4P",5.453003985,5.453003978,5.453003944,5.453003968,5.45300398,5.45300392,5.453003958,5.453003969,5.45300396,5.453003957,5.453003939,5.453003934,5.453003971,5.453004046,5.453003972,5.453003973,5.453003973,5.453003958,5.453003979,5.453003912,5.453003978,5.453003967,5.453003978,5.453003979,5.453003964,5.453003966,5.453003977,5.453004029 +"6922","HSP90AB5P",3.67535373,3.675353814,3.675354113,3.67535393,3.675354025,3.675353839,3.675354017,3.67535393,3.675353848,3.675353983,3.675353908,3.675353867,3.675353853,3.675353972,3.675353801,3.67535374,3.675353799,3.675354104,3.675354181,3.67535405,3.675353862,3.675354021,3.675354143,3.675353897,3.675354001,3.675353919,3.675353887,3.675353769 +"6923","HSP90AB6P",3.447595491,3.447595507,3.447595506,3.447595497,3.447595509,3.447595504,3.447595486,3.447595496,3.447595497,3.44759551,3.447595492,3.447595535,3.447595492,3.447595492,3.447595498,3.44759548,3.447595541,3.44759552,3.447595501,3.44759549,3.447595498,3.447595504,3.447595518,3.447595498,3.447595488,3.447595492,3.447595497,3.447595502 +"6924","HSP90B2P",3.337593375,3.337593819,3.337593721,3.337593498,3.337593558,3.337593316,3.337593156,3.337593457,3.337593368,3.337593046,3.337593542,3.337593377,3.337593306,3.337593849,3.337593409,3.337593434,3.337593386,3.337593578,3.337593736,3.337593359,3.337593643,3.33759382,3.337593595,3.337593246,3.337593243,3.33759334,3.337593319,3.337594011 +"6925","HSP90B3P",3.624674002,3.624673817,3.624673917,3.624673852,3.624674007,3.62467388,3.624673796,3.624674119,3.624673852,3.624674193,3.62467407,3.624674135,3.624674181,3.624673974,3.624674121,3.624674017,3.624674332,3.624674186,3.624673891,3.624674025,3.624674288,3.624674191,3.624673833,3.62467391,3.624673889,3.624674128,3.624673948,3.624674126 +"6926","HSPA12A",5.843966494,5.843966478,5.843966562,5.843966539,5.843966631,5.843966513,5.843966519,5.843966584,5.84396653,5.843966539,5.84396656,5.843966618,5.843966555,5.843966408,5.84396653,5.84396653,5.843966604,5.84396661,5.843966535,5.843966515,5.843966531,5.843966617,5.843966515,5.843966439,5.843966601,5.843966591,5.843966553,5.84396659 +"6927","HSPA12B",6.070851507,6.070851623,6.070851627,6.070851516,6.070851742,6.070851617,6.070851562,6.070851686,6.070851635,6.070851648,6.070851676,6.070851658,6.07085163,6.070851489,6.070851659,6.070851609,6.070851697,6.07085169,6.0708516,6.07085162,6.070851656,6.070851636,6.070851533,6.070851583,6.070851627,6.070851637,6.070851582,6.070851665 +"6928","HSPA13",5.364977672,5.364977469,5.364977714,5.36497706,5.364977312,5.364976712,5.364977681,5.364976999,5.364977387,5.364977376,5.364977051,5.364976928,5.364977504,5.364978712,5.364977502,5.364977059,5.364977346,5.364977083,5.364977622,5.364976679,5.364977658,5.364977214,5.364977883,5.364977394,5.364976864,5.364977143,5.364977422,5.364978316 +"6929","HSPA14",5.143302136,5.14330208,5.143302042,5.143302017,5.143302016,5.143301978,5.143302089,5.143302086,5.143302152,5.143302013,5.143302017,5.143301989,5.143302051,5.143302261,5.143302111,5.143302051,5.143302024,5.143301927,5.143302099,5.143301942,5.14330205,5.143302051,5.143302168,5.143302015,5.143301914,5.143301988,5.143302086,5.143302132 +"6930","HSPA1L",5.420716715,5.420717028,5.42071656,5.420716849,5.420716935,5.420716873,5.420716877,5.420716847,5.420716744,5.420716716,5.420716906,5.420716672,5.420716807,5.420717043,5.420716699,5.420716982,5.420716458,5.420716512,5.420716919,5.420716811,5.420716773,5.420716607,5.420716839,5.420716926,5.420717016,5.420716801,5.420716902,5.420716904 +"6931","HSPA2",4.999945525,4.999945544,4.999945545,4.999945575,4.999945572,4.999945563,4.999945528,4.9999455,4.999945548,4.999945494,4.999945553,4.999945681,4.999945507,4.999945445,4.9999456,4.999945551,4.999945616,4.999945628,4.999945532,4.999945543,4.99994557,4.999945555,4.999945526,4.999945511,4.999945523,4.999945527,4.999945552,4.999945531 +"6932","HSPA4",6.592866681,6.592866588,6.592866529,6.592866513,6.592866512,6.592866556,6.592866577,6.592866511,6.592866554,6.592866564,6.592866534,6.592866387,6.592866546,6.59286687,6.592866544,6.592866482,6.5928664,6.592866499,6.592866524,6.592866524,6.592866557,6.592866506,6.592866583,6.592866501,6.592866458,6.592866559,6.592866599,6.592866691 +"6933","HSPA4L",3.111458801,3.11145884,3.111458826,3.111458844,3.111458821,3.1114588,3.11145884,3.111458848,3.111458824,3.111458793,3.111458878,3.11145886,3.111458806,3.111458821,3.111458823,3.111458872,3.111458894,3.111458845,3.111458845,3.111458843,3.111458831,3.111458821,3.111458849,3.1114588,3.11145888,3.111458805,3.111458831,3.111458825 +"6934","HSPA5",7.715273814,7.715274255,7.715273023,7.715273995,7.715273374,7.71527454,7.715274323,7.715273088,7.715273807,7.715273738,7.715273248,7.715272498,7.715274009,7.715275352,7.715273683,7.715274008,7.715272972,7.715273473,7.715273472,7.715274043,7.715274567,7.715273431,7.715274176,7.715274208,7.715272702,7.715273261,7.715273862,7.715273931 +"6935","HSPA6",8.984357674,9.022794941,8.954341766,9.026468574,8.961447942,9.037539421,9.010551771,8.961842989,8.969955179,8.952309428,8.975936316,8.925202469,8.992481617,8.968364739,8.988814473,9.032776108,8.961059514,9.011088905,9.011882901,9.049822972,9.007014714,8.989589088,8.998341542,9.000807387,8.984404592,8.947795397,8.974967348,8.944510283 +"6936","HSPA8",10.90662214,10.75303731,10.58600734,10.55208403,10.82468948,11.05863123,10.87430912,10.78102141,10.90073768,10.74410431,10.46133014,10.40420133,10.81791714,11.58948976,10.83871768,10.41897958,10.51934481,10.36926746,10.77792235,10.95065481,10.83185792,10.74549724,10.98596287,10.61152764,10.2394458,10.59311017,10.88691502,11.14921777 +"6937","HSPA9",8.151814745,8.151814369,8.151814224,8.151813897,8.151814092,8.151814524,8.151814805,8.151814011,8.151814822,8.151814524,8.151813976,8.151814216,8.151814608,8.151815492,8.151814389,8.151814373,8.151813951,8.151813708,8.151814239,8.151814262,8.151814389,8.15181423,8.151814794,8.151814361,8.151813796,8.151814308,8.151814639,8.151815022 +"6938","HSPB1",7.636879217,7.636879133,7.636879125,7.636879362,7.636879533,7.636879658,7.636879536,7.636879225,7.636879629,7.636879648,7.636879327,7.63687952,7.636879244,7.636879408,7.636879415,7.63687898,7.636879427,7.636879379,7.636879315,7.636879113,7.63687957,7.636879294,7.636879472,7.636879383,7.636879244,7.63687949,7.636879284,7.636879609 +"6939","HSPB11",4.981689708,4.981689621,4.981689675,4.981689109,4.981689306,4.981689292,4.981689606,4.981689319,4.981689562,4.981689642,4.98168955,4.981689265,4.98168973,4.981689853,4.981689686,4.981689549,4.981689472,4.981689406,4.981689721,4.981689443,4.981689543,4.981689549,4.981689811,4.981689504,4.9816895,4.981689532,4.981689728,4.981689843 +"6940","HSPB3",3.467877836,3.46787791,3.467877901,3.467877903,3.467877938,3.467877901,3.467877875,3.467877891,3.467877868,3.467877847,3.467877879,3.467877911,3.4678779,3.467877831,3.467877892,3.467877881,3.467877939,3.467877899,3.46787789,3.467877886,3.467877905,3.46787788,3.467877916,3.467877856,3.467877879,3.467877878,3.467877853,3.467877868 +"6941","HSPB6",5.293152766,5.293152795,5.293152796,5.293152808,5.293153088,5.293152809,5.293152933,5.293152909,5.293152939,5.293152881,5.293152883,5.293152978,5.293152839,5.293152763,5.293153023,5.293152905,5.293153053,5.293152954,5.293152905,5.293152852,5.293153016,5.293152994,5.293152783,5.29315282,5.293152878,5.293152917,5.293152762,5.29315278 +"6942","HSPB7",4.254295726,4.25429573,4.25429575,4.25429575,4.25429588,4.254295699,4.254295718,4.254295817,4.254295702,4.254295724,4.254295856,4.254295809,4.25429563,4.254295666,4.254295851,4.254295805,4.254295856,4.254295856,4.254295612,4.254295918,4.254295863,4.254295926,4.254295569,4.254295748,4.254295693,4.254295822,4.254295693,4.254295648 +"6943","HSPB8",3.842704246,3.842704186,3.842704189,3.842704234,3.842704204,3.842704503,3.842704278,3.842704381,3.842704023,3.842704027,3.842704389,3.842704559,3.842704213,3.842703884,3.842704174,3.84270416,3.842704503,3.842704139,3.842704017,3.842704165,3.84270444,3.842704503,3.842704151,3.842704136,3.842704301,3.842704367,3.842704143,3.842704334 +"6944","HSPB9",4.366362882,4.366362909,4.366362907,4.366362897,4.366362922,4.366362915,4.366362901,4.366362911,4.366362908,4.3663629,4.366362912,4.366362933,4.366362898,4.366362897,4.366362927,4.3663629,4.366362921,4.366362913,4.366362912,4.366362918,4.366362911,4.366362907,4.366362922,4.366362899,4.366362911,4.366362928,4.366362892,4.366362922 +"6945","HSPBAP1",6.307281206,6.30728117,6.307281238,6.307281277,6.307281132,6.30728115,6.307281234,6.307281221,6.307281159,6.307281125,6.30728126,6.307281152,6.307281241,6.307281213,6.307281214,6.307281178,6.307281242,6.307281271,6.307281178,6.307281233,6.307281207,6.307281189,6.307281179,6.307281216,6.307281269,6.307281213,6.307281243,6.30728118 +"6946","HSPBP1",6.81260583,6.812605816,6.812606148,6.812605814,6.812606295,6.812605846,6.812605999,6.812606254,6.812605955,6.812606054,6.812606164,6.812606214,6.812606164,6.812605666,6.812606156,6.812606138,6.812606174,6.812606137,6.81260598,6.812606012,6.812606108,6.812606342,6.812605955,6.812605865,6.812606138,6.812606071,6.812605963,6.812606105 +"6947","HSPC102",8.112728248,8.513789023,7.758739574,8.499416581,7.86164841,8.500527794,8.33632341,8.173890621,7.829299869,7.802792541,8.323273305,7.959150919,7.723584143,8.037397131,8.139351779,8.542159706,7.885291631,8.350575063,8.28678848,8.625917749,8.368432973,8.189650375,8.165356593,8.149827373,8.485950709,8.147325871,7.91500884,7.971455344 +"6948","HSPD1",7.072756516,7.072756588,7.072755797,7.07275564,7.072755255,7.07275602,7.072757032,7.072755547,7.072756537,7.072755623,7.072754804,7.072754996,7.072756185,7.072757911,7.072755803,7.072755376,7.072754514,7.072754914,7.072755895,7.072755924,7.072756849,7.072755471,7.07275656,7.072756164,7.072755027,7.072756273,7.072756625,7.072756834 +"6949","HSPG2",5.815152607,5.815152587,5.815152724,5.815152682,5.81515275,5.8151526,5.815152701,5.815152786,5.815152657,5.815152674,5.81515276,5.815152786,5.815152685,5.815152566,5.815152724,5.815152671,5.815152753,5.815152781,5.815152666,5.815152679,5.815152737,5.815152772,5.815152653,5.815152666,5.815152716,5.815152696,5.815152683,5.815152662 +"6950","HSPH1",6.08691685,6.086916687,6.086916161,6.08691633,6.086916305,6.086916526,6.086916762,6.086916279,6.086916819,6.08691611,6.086916019,6.08691581,6.086916434,6.086917795,6.086916825,6.086916394,6.086915953,6.086916069,6.086916545,6.086916183,6.086916595,6.086916037,6.08691681,6.086916263,6.086915743,6.0869163,6.086916567,6.086916823 +"6951","HTATIP2",6.603810459,6.603810451,6.603810437,6.603810445,6.6038104,6.60381042,6.60381041,6.603810413,6.603810416,6.603810337,6.603810448,6.60381035,6.603810409,6.603810445,6.603810429,6.603810488,6.603810378,6.603810456,6.603810472,6.603810487,6.603810403,6.603810427,6.603810484,6.603810479,6.603810456,6.60381036,6.603810396,6.603810407 +"6952","HTATSF1",5.85714234,5.857142401,5.857142495,5.857141779,5.857142303,5.857142213,5.857142264,5.857141644,5.857142822,5.85714276,5.857141965,5.857141849,5.85714217,5.857144236,5.857142506,5.85714183,5.857141878,5.85714141,5.857142622,5.85714193,5.857142127,5.857141847,5.857142716,5.857142745,5.857141566,5.857142517,5.857142517,5.857143719 +"6953","HTATSF1P2",6.572335077,6.572335466,6.572335022,6.57233515,6.572334903,6.572334954,6.572335082,6.572334799,6.572335246,6.572335233,6.572335428,6.572334884,6.572335319,6.572335103,6.572334955,6.572335358,6.572335037,6.572335344,6.572335108,6.572335176,6.572335147,6.572334992,6.572335309,6.57233543,6.572335402,6.572335012,6.572335159,6.572335135 +"6954","HTN1",2.641669867,2.641669881,2.641670025,2.641669923,2.64166989,2.641670017,2.641669942,2.641669905,2.641669853,2.641669721,2.641669944,2.641670152,2.641669779,2.641670046,2.64166982,2.641669997,2.641670007,2.641669953,2.641669915,2.64167015,2.641669799,2.641669918,2.641669952,2.641669802,2.641669873,2.641669706,2.641669824,2.641670028 +"6955","HTN3",3.052904311,3.052904309,3.052904308,3.052904307,3.052904322,3.052904327,3.052904308,3.052904328,3.052904323,3.052904323,3.052904315,3.052904346,3.052904302,3.052904301,3.052904318,3.052904321,3.05290436,3.052904339,3.052904328,3.052904319,3.052904293,3.052904339,3.052904307,3.052904324,3.052904333,3.052904303,3.052904294,3.052904315 +"6956","HTR1A",4.396531702,4.396531717,4.39653171,4.396531714,4.396531735,4.396531713,4.39653171,4.396531716,4.396531707,4.396531722,4.396531723,4.396531699,4.396531714,4.396531694,4.396531707,4.396531736,4.396531743,4.396531738,4.396531707,4.396531706,4.39653173,4.396531731,4.396531704,4.396531714,4.396531709,4.396531731,4.396531722,4.396531707 +"6957","HTR1B",6.558183577,6.558183626,6.558183663,6.558183608,6.558183741,6.558183544,6.558183572,6.558183706,6.558183649,6.558183594,6.558183679,6.5581838,6.55818362,6.558183442,6.55818369,6.558183682,6.558183792,6.558183743,6.558183638,6.558183607,6.558183613,6.558183725,6.558183587,6.558183579,6.558183638,6.558183666,6.558183597,6.55818372 +"6958","HTR1D",4.778401269,4.778401465,4.778401748,4.778401546,4.778401999,4.778401215,4.778401798,4.778402115,4.778401293,4.778401384,4.77840155,4.778401916,4.778401507,4.778401189,4.77840183,4.778401886,4.778402122,4.778402002,4.778401738,4.778401795,4.778401984,4.778401735,4.778401741,4.778401307,4.778401704,4.778401527,4.77840139,4.778401367 +"6959","HTR1E",3.865548065,3.865548014,3.865548044,3.865548101,3.865548099,3.865548101,3.865548116,3.865548101,3.865548087,3.865548036,3.865548064,3.865548099,3.86554805,3.865548006,3.865548134,3.865548083,3.865548132,3.865548087,3.865548079,3.865548039,3.865548086,3.865548126,3.86554802,3.865548085,3.865548059,3.865548118,3.865548053,3.86554806 +"6960","HTR1F",3.663321185,3.663321043,3.663321145,3.663321387,3.663320977,3.663321137,3.663321187,3.663321088,3.66332102,3.663321147,3.663321162,3.663321362,3.663321139,3.663321305,3.663321159,3.663321183,3.663321453,3.663321809,3.663321043,3.663321224,3.663321296,3.663321379,3.663320991,3.663321057,3.663321228,3.66332101,3.663321148,3.663321285 +"6961","HTR2A",3.266656966,3.266656986,3.266656976,3.266656976,3.266657,3.266656977,3.266656982,3.26665698,3.266656995,3.26665698,3.266656986,3.266657009,3.266656981,3.266656983,3.266656979,3.266657025,3.266657008,3.266656991,3.26665698,3.266656975,3.266656981,3.266656991,3.266656991,3.266656983,3.266656999,3.266656978,3.266656971,3.266656997 +"6962","HTR2B",3.482631561,3.482631661,3.482631682,3.482631614,3.482631626,3.482631618,3.482631641,3.482631622,3.482631617,3.482631619,3.482631641,3.482631695,3.482631592,3.482631589,3.482631614,3.482631617,3.482631646,3.482631616,3.482631709,3.48263162,3.482631578,3.482631606,3.482631547,3.482631567,3.482631608,3.482631629,3.482631632,3.482631578 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+"6965","HTR3B",4.184904307,4.184904232,4.184904365,4.184904373,4.184904469,4.184904267,4.184904375,4.184904411,4.184904289,4.18490429,4.184904492,4.184904472,4.184904426,4.184904289,4.184904373,4.184904461,4.18490455,4.18490445,4.184904497,4.184904313,4.184904377,4.184904396,4.184904285,4.184904265,4.184904297,4.184904363,4.18490434,4.184904385 +"6966","HTR3C",4.195847652,4.195847647,4.195847674,4.195847673,4.195847656,4.195847639,4.195847669,4.195847663,4.19584763,4.195847626,4.195847684,4.195847656,4.195847641,4.195847629,4.195847675,4.195847649,4.195847687,4.19584766,4.195847668,4.195847666,4.195847675,4.19584764,4.195847651,4.195847624,4.195847631,4.195847651,4.195847632,4.195847654 +"6967","HTR3D",4.326869176,4.326869217,4.326869237,4.326869246,4.32686923,4.326869171,4.326869213,4.326869276,4.326869181,4.326869232,4.326869189,4.326869254,4.326869196,4.3268692,4.326869223,4.326869211,4.326869238,4.326869197,4.326869249,4.326869264,4.3268692,4.326869253,4.326869194,4.326869235,4.326869199,4.326869213,4.326869212,4.326869239 +"6968","HTR3E",4.072403514,4.072403529,4.072403538,4.072403465,4.07240357,4.072403543,4.072403529,4.072403526,4.072403528,4.07240352,4.072403562,4.07240352,4.07240353,4.072403495,4.072403566,4.072403544,4.07240356,4.072403523,4.072403543,4.072403538,4.072403541,4.072403552,4.072403526,4.072403515,4.072403522,4.072403532,4.072403513,4.072403546 +"6969","HTR4",4.076062753,4.076062752,4.076062795,4.076062793,4.076062834,4.076062848,4.076062813,4.076062831,4.076062772,4.076062835,4.076062779,4.076062863,4.076062823,4.076062757,4.076062848,4.076062793,4.076062879,4.076062844,4.076062783,4.07606275,4.076062821,4.076062843,4.076062753,4.076062788,4.076062829,4.076062819,4.076062781,4.076062808 +"6970","HTR5A",4.807421832,4.80742183,4.807421866,4.807421834,4.807421907,4.807421837,4.807421828,4.80742187,4.807421845,4.807421842,4.807421856,4.807421797,4.80742184,4.807421802,4.807421885,4.807421845,4.807421888,4.807421861,4.807421861,4.807421852,4.807421838,4.807421862,4.807421825,4.80742179,4.807421817,4.80742185,4.807421811,4.807421816 +"6971","HTR6",5.545577863,5.545577846,5.545577908,5.545577846,5.545577921,5.545577805,5.545577917,5.545577907,5.545577869,5.545577895,5.545577914,5.545577889,5.545577851,5.545577783,5.545577881,5.545577899,5.545577909,5.545577883,5.545577879,5.545577891,5.545577893,5.545577919,5.545577823,5.545577846,5.545577856,5.545577887,5.545577858,5.545577869 +"6972","HTR7",4.468398378,4.468398606,4.468398492,4.468398551,4.468398622,4.468398603,4.468398537,4.468398498,4.468398632,4.468398637,4.468398591,4.468398692,4.46839849,4.468398444,4.468398587,4.468398614,4.468398664,4.468398573,4.468398433,4.468398532,4.468398556,4.468398699,4.468398551,4.468398603,4.468398522,4.468398448,4.468398527,4.46839867 +"6973","HTR7P1",6.092526161,6.092526068,6.092526317,6.092526215,6.092526467,6.092526112,6.092526223,6.092526392,6.092526236,6.09252631,6.092526269,6.09252647,6.092526259,6.09252603,6.092526344,6.092526114,6.092526354,6.092526262,6.092526212,6.092526212,6.092526334,6.09252629,6.092526152,6.092526171,6.092526285,6.092526411,6.092526192,6.092526217 +"6974","HTRA1",5.998081943,5.998081873,5.998082003,5.998081938,5.998082064,5.998081887,5.99808195,5.998082037,5.998081914,5.998081884,5.998081996,5.998082058,5.99808199,5.998081865,5.998082053,5.998081914,5.998082101,5.998082042,5.998081987,5.998081958,5.998082048,5.998082036,5.9980819,5.998081821,5.998081989,5.998081994,5.99808193,5.99808192 +"6975","HTRA2",6.801178988,6.801179022,6.801178997,6.801179056,6.801178967,6.801179037,6.801179104,6.801179006,6.801179024,6.801179051,6.801179016,6.801179035,6.80117901,6.801179045,6.801179021,6.801179087,6.801179045,6.80117901,6.801178983,6.801179093,6.801179045,6.801179012,6.801178994,6.801179004,6.801178999,6.801178998,6.80117903,6.801178976 +"6976","HTRA3",5.865261643,5.865262009,5.86526232,5.865261913,5.865262543,5.865261611,5.86526221,5.865262348,5.865262148,5.865262244,5.865262408,5.865262488,5.865262043,5.865261614,5.865262084,5.865262236,5.865262518,5.865262378,5.865262051,5.865262064,5.86526213,5.865262296,5.865261854,5.865261884,5.865262327,5.865262249,5.865262068,5.865262243 +"6977","HTRA4",5.920901551,5.920901527,5.920901546,5.920901539,5.920901554,5.920901553,5.92090154,5.920901564,5.920901534,5.920901547,5.92090156,5.920901547,5.920901549,5.920901511,5.920901551,5.920901504,5.920901568,5.92090155,5.920901548,5.920901553,5.920901547,5.920901569,5.920901531,5.920901537,5.920901556,5.920901547,5.920901529,5.920901535 +"6978","HTT",7.095951494,7.095951407,7.095951351,7.095951381,7.095951391,7.095951532,7.095951506,7.095951406,7.095951451,7.095951475,7.095951405,7.095951397,7.095951454,7.095951525,7.095951412,7.095951334,7.095951277,7.095951328,7.095951409,7.095951461,7.095951465,7.095951389,7.095951409,7.095951459,7.095951372,7.095951475,7.095951482,7.095951385 +"6979","HUNK",4.661569395,4.661569397,4.661569412,4.661569424,4.661569414,4.661569429,4.661569418,4.661569412,4.661569417,4.661569432,4.661569415,4.661569421,4.661569388,4.661569383,4.661569415,4.661569405,4.66156941,4.661569417,4.66156942,4.661569416,4.661569412,4.661569405,4.661569428,4.661569388,4.661569416,4.661569415,4.661569429,4.661569387 +"6980","HUS1",7.040844642,7.040844082,7.040844223,7.040844158,7.040844076,7.040844229,7.040844324,7.040844064,7.040844472,7.040844585,7.040844276,7.040844197,7.040844687,7.04084483,7.040844347,7.040844065,7.040844071,7.040843959,7.040844468,7.0408443,7.040844292,7.040844164,7.040844462,7.040844416,7.040844183,7.040844251,7.040844659,7.040844382 +"6981","HUS1B",5.735851076,5.735851058,5.735851048,5.735850985,5.735851052,5.735851044,5.735850978,5.735851067,5.735851098,5.735851066,5.735851052,5.735851016,5.735851106,5.735851107,5.735851058,5.735851023,5.735850995,5.735851008,5.735851037,5.735851028,5.735850982,5.735851052,5.735851086,5.735851048,5.735851035,5.73585101,5.735851076,5.735851051 +"6982","HUWE1",7.675015034,7.67501497,7.675014919,7.675015039,7.675014985,7.675015131,7.675015163,7.675014942,7.675015078,7.67501508,7.67501501,7.675015004,7.67501506,7.675015167,7.675015035,7.6750149,7.67501479,7.675014991,7.675015004,7.675014903,7.67501509,7.675014975,7.675015042,7.675014985,7.67501499,7.67501512,7.675015085,7.675014984 +"6983","HVCN1",7.790721773,7.790721463,7.790721258,7.790721584,7.79072154,7.790721415,7.790721306,7.79072123,7.790720696,7.790721533,7.790721125,7.790721072,7.790721539,7.790721943,7.790721496,7.790721072,7.790720822,7.790721238,7.790721792,7.790721308,7.790721052,7.79072138,7.790720733,7.790721454,7.790721243,7.790721428,7.790721489,7.790721709 +"6984","HYAL1",5.988990714,5.988991014,5.988991316,5.988991063,5.988991387,5.988990747,5.98899103,5.988991343,5.988991165,5.988991082,5.988991184,5.98899133,5.988991215,5.988990812,5.988991198,5.988991232,5.988991325,5.988991369,5.988991142,5.98899113,5.988991177,5.988991312,5.988991119,5.988991283,5.988991346,5.988991289,5.988991084,5.988991201 +"6985","HYAL2",5.92468518,5.924685178,5.924685217,5.924685256,5.924685282,5.92468519,5.924685186,5.924685283,5.924685233,5.924685223,5.924685262,5.924685278,5.924685229,5.924685132,5.924685255,5.924685226,5.924685286,5.92468528,5.924685208,5.924685246,5.92468522,5.924685272,5.924685164,5.924685208,5.924685243,5.924685231,5.924685246,5.924685209 +"6986","HYAL4",3.08780235,3.087802509,3.087802319,3.087802421,3.087802259,3.08780268,3.087802294,3.087802461,3.087802418,3.087802386,3.087802208,3.087802359,3.087802371,3.087802328,3.087802195,3.087802254,3.087802487,3.087802401,3.087802311,3.087802592,3.087802291,3.087802258,3.087802479,3.087802287,3.087802275,3.087802307,3.087802329,3.087802489 +"6987","HYCC1",5.471133801,5.471133455,5.471133385,5.471133001,5.471133388,5.47113301,5.471133552,5.471132964,5.471133226,5.471133401,5.471133387,5.47113278,5.471133386,5.471134275,5.471133171,5.471133226,5.471133044,5.471132871,5.471133615,5.47113285,5.471133508,5.471133016,5.471133388,5.471133368,5.471133383,5.471132964,5.47113334,5.471133993 +"6988","HYCC2",8.553030929,8.876693507,7.94573584,8.941373809,8.136608767,8.187814767,8.483060362,8.001458165,8.28041172,8.287947454,8.381366293,7.607118667,8.227224311,8.463054872,8.479618891,8.933609094,8.147270728,8.899666365,8.688818947,8.394627222,8.498419767,8.075734094,8.774950693,8.727483705,8.643547715,7.988224757,8.202528212,8.356306381 +"6989","HYDIN",3.543294857,3.543294867,3.54329487,3.543294864,3.543294874,3.543294869,3.543294859,3.543294869,3.543294868,3.543294872,3.543294876,3.543294871,3.543294867,3.54329486,3.543294875,3.543294873,3.543294866,3.543294877,3.543294866,3.543294868,3.543294866,3.543294871,3.543294869,3.54329487,3.543294868,3.543294864,3.543294868,3.543294864 +"6990","HYI",6.09441567,6.094415768,6.09441571,6.094415728,6.094415764,6.094415594,6.094415697,6.094415703,6.094415727,6.094415694,6.094415745,6.094415749,6.094415721,6.094415677,6.094415721,6.094415795,6.094415749,6.094415831,6.094415685,6.09441576,6.094415749,6.094415746,6.094415722,6.094415768,6.094415736,6.094415762,6.094415671,6.094415759 +"6991","HYKK",4.645972465,4.645972682,4.645972462,4.645972449,4.645972511,4.645972548,4.645972737,4.645972653,4.64597274,4.645972819,4.645972382,4.645972601,4.645972391,4.645972668,4.645972321,4.645972501,4.645972736,4.645972629,4.645972597,4.645972505,4.645972533,4.645972657,4.645972595,4.645972696,4.645972442,4.645972483,4.645972844,4.6459724 +"6992","HYLS1",3.49432444,3.494324451,3.49432443,3.494324412,3.494324375,3.494324466,3.494324495,3.494324443,3.494324408,3.494324469,3.494324281,3.494324389,3.494324399,3.494324544,3.4943245,3.494324371,3.494324439,3.494324425,3.494324445,3.494324404,3.494324461,3.49432454,3.494324531,3.494324448,3.494324421,3.49432441,3.494324422,3.494324472 +"6993","HYOU1",6.6433539,6.643354064,6.643353836,6.643353998,6.643354023,6.643354308,6.643354256,6.643353955,6.643354051,6.643354038,6.643353781,6.643353802,6.643354121,6.643354311,6.643353867,6.643354036,6.643353871,6.643353749,6.643353753,6.643354097,6.643354361,6.643353939,6.643354026,6.643353997,6.643353918,6.643353944,6.643354055,6.643354127 +"6994","IAH1",6.583925226,6.583925044,6.583924894,6.583924918,6.583924925,6.583925032,6.583925072,6.583924914,6.583925085,6.583925087,6.583924903,6.583924906,6.583925101,6.583925267,6.583925099,6.583924994,6.583924776,6.583924867,6.5839251,6.583924954,6.583925009,6.583924996,6.583925153,6.583925064,6.583924977,6.583925013,6.583925119,6.583925093 +"6995","IAPP",2.3745378,2.374537806,2.37453778,2.374537805,2.374537817,2.374537841,2.374537799,2.37453779,2.374537802,2.374537804,2.374537815,2.374537821,2.374537811,2.374537796,2.374537848,2.37453779,2.374537866,2.374537788,2.37453782,2.374537803,2.374537811,2.3745378,2.374537803,2.374537811,2.374537825,2.374537769,2.374537789,2.374537819 +"6996","IARS1",7.677157127,7.677156627,7.677156269,7.677155403,7.677156222,7.67715666,7.677156846,7.677155997,7.677157224,7.677156572,7.677155554,7.677156248,7.677156742,7.677158019,7.67715651,7.677156079,7.677155221,7.677155474,7.677156314,7.677155981,7.677156709,7.67715628,7.677156996,7.677156306,7.677155722,7.677156686,7.677156854,7.677156936 +"6997","IARS2",6.894229821,6.894229611,6.894229382,6.894229181,6.89422925,6.894229512,6.894229592,6.894229168,6.894229712,6.894229682,6.894229044,6.894229059,6.894229619,6.894230624,6.894229467,6.894229235,6.89422898,6.894228711,6.894229344,6.894229488,6.894229387,6.894229115,6.894229744,6.894229652,6.894228886,6.894229337,6.894229372,6.894229967 +"6998","IBA57",5.573714856,5.573714862,5.573714891,5.573714861,5.573714888,5.573714867,5.573714864,5.573714879,5.573714883,5.57371488,5.573714864,5.573714897,5.573714871,5.573714865,5.573714887,5.573714863,5.573714895,5.573714877,5.57371488,5.573714879,5.573714869,5.5737149,5.573714874,5.573714858,5.573714871,5.573714869,5.573714871,5.573714854 +"6999","IBSP",4.48092032,4.480920333,4.480920324,4.480920329,4.480920427,4.48092036,4.480920395,4.480920453,4.480920326,4.480920325,4.480920316,4.480920428,4.480920379,4.480920251,4.480920421,4.48092037,4.480920498,4.480920347,4.480920343,4.480920369,4.480920402,4.48092037,4.480920258,4.48092028,4.480920335,4.48092044,4.480920344,4.480920382 +"7000","IBTK",6.289180678,6.289180049,6.289179783,6.289179204,6.28917975,6.289179129,6.289180518,6.289179347,6.289180288,6.289180078,6.289179919,6.289179103,6.289180367,6.289181743,6.289180054,6.289179351,6.289179153,6.289179185,6.289179989,6.289179151,6.289180201,6.289179775,6.289180121,6.289180092,6.289179799,6.289179576,6.289180009,6.289180948 +"7001","ICA1",4.204480248,4.204480254,4.204480243,4.204480172,4.204480234,4.204480203,4.204480197,4.204480177,4.204480154,4.204480155,4.204480209,4.204480155,4.204480149,4.204480168,4.204480238,4.204480183,4.204480207,4.204480239,4.204480171,4.204480169,4.204480221,4.204480205,4.204480174,4.204480153,4.204480196,4.204480172,4.204480109,4.204480204 +"7002","ICA1L",3.836637093,3.836637079,3.836637077,3.836637068,3.836637076,3.836637081,3.836637082,3.836637086,3.836637084,3.836637069,3.836637075,3.836637099,3.836637086,3.836637073,3.836637091,3.836637092,3.836637088,3.836637088,3.836637078,3.836637073,3.83663708,3.836637098,3.836637074,3.836637062,3.836637082,3.836637102,3.836637082,3.836637069 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+"7043","IFI35",7.31492819,7.549820178,7.339119164,7.030702983,7.509750118,8.84799005,7.22524676,7.09890202,7.232076114,7.217262642,7.007799803,6.829719642,7.48251827,7.128686282,7.10037578,7.369435868,7.277118815,6.914466964,7.567741098,8.741583336,7.127232983,7.399807311,7.214500743,7.275083759,7.080186666,6.898408769,7.48324453,7.073686981 +"7044","IFI44",5.797714719,6.249911753,5.967376707,5.755159612,6.783338267,7.950660882,5.762691528,5.229053861,5.927128473,5.689021199,5.539551339,4.734320402,5.773989766,6.00863645,5.140766132,6.270718931,5.659840481,5.565014701,7.14553698,8.233866088,5.791488493,5.475029044,6.095176091,6.067970802,5.863975768,5.208832411,5.830589052,5.597088278 +"7045","IFI44L",6.141977283,7.154671776,6.672341735,6.412110957,7.510153667,8.842176285,6.485808516,5.85882096,6.556068999,6.719046623,6.002074363,5.74151227,6.410835747,6.584528806,5.556552786,7.125170924,6.391575469,6.054519218,7.786441859,9.11817645,6.426541666,6.017285284,6.62228143,6.660588904,6.182736155,5.744195889,6.206666771,6.034311353 +"7046","IFI6",8.287365823,8.916267025,8.441242905,8.496096275,9.195411653,10.12551516,8.163094721,7.878081234,8.585803642,8.568853038,8.179294345,7.342238997,8.544247588,8.232815694,7.998979361,8.882311781,8.313126059,8.071861962,9.304299415,10.42068779,8.13809647,7.888621989,8.790366638,8.729675735,8.112203937,7.537111958,8.407191552,8.051897073 +"7047","IFIH1",6.313838179,6.313838376,6.313836508,6.313837443,6.313837115,6.313839736,6.313837355,6.313836074,6.313836675,6.313836922,6.313836993,6.313834662,6.313837551,6.313838154,6.31383729,6.313837433,6.313836371,6.313835992,6.313837863,6.313839785,6.313836992,6.313836615,6.313837737,6.313836911,6.313836613,6.313835387,6.313837602,6.313837242 +"7048","IFIT1",5.071328945,6.655193877,6.005746522,6.039502768,6.83471519,7.314435212,5.626816858,5.123042723,5.863672042,5.885174621,5.413715312,3.98903156,5.31778469,5.548131427,5.048803033,6.693830342,6.014642028,5.778123089,7.241685875,7.352408952,5.652740979,5.420612429,6.402125118,6.185795473,5.745053912,4.329897872,4.938225476,5.327852764 +"7049","IFIT1B",6.318769518,6.318768569,6.31877009,6.318769264,6.318769439,6.318769705,6.318770349,6.318769525,6.318769384,6.318769536,6.318769296,6.318771398,6.318768408,6.318768125,6.31876923,6.318767379,6.318769324,6.318768954,6.318768714,6.318769752,6.318770267,6.318769249,6.318769206,6.318769348,6.318769631,6.318771595,6.318769458,6.318767479 +"7050","IFIT2",8.047416284,8.694531048,8.039468404,8.485946601,8.49569602,9.186622842,7.930924881,7.92469883,8.020976161,8.006580199,7.893665871,6.887529955,7.88410711,8.117269943,8.121503325,8.667867758,8.070497215,8.207268913,8.96020623,9.527343323,8.165006607,7.843217812,8.474364867,8.448178534,8.130393937,7.212956247,7.651606072,8.064804326 +"7051","IFIT3",6.938651487,7.681669607,6.880722583,7.090268543,7.696626584,8.668315072,7.013152648,6.775673871,7.037360615,7.011565463,6.520215312,5.113694227,6.960457182,6.793871491,6.83878004,7.583313975,6.746480481,6.895509501,8.156687688,8.793495704,6.979102256,6.822128418,7.507751876,7.187710664,6.846573131,5.697406666,6.643670916,6.709036149 +"7052","IFIT5",5.857728962,5.857729434,5.857728217,5.857727579,5.857728402,5.857729147,5.857727813,5.857726759,5.857728068,5.857727641,5.857727394,5.857726139,5.857727525,5.857730396,5.857727936,5.857728964,5.857728179,5.857728404,5.857729012,5.857730193,5.857728326,5.857728105,5.857729205,5.857728944,5.857728376,5.857726468,5.857727421,5.85772966 +"7053","IFITM1",9.033202643,9.336323558,8.902347384,9.322597031,9.12505482,9.843255505,9.11424854,8.960598313,9.373342188,9.264595645,9.010463491,8.404822917,9.345510259,8.99015604,8.770337425,9.211177898,8.799518418,9.108887426,9.348322251,10.02385248,9.138669354,9.150627086,9.460779569,9.269944174,8.845207588,8.677396785,9.275615791,8.724661128 +"7054","IFITM10",5.08548528,5.085485326,5.085485333,5.085485336,5.085485308,5.085485315,5.085485315,5.085485332,5.085485314,5.085485274,5.085485315,5.085485353,5.085485307,5.085485273,5.085485312,5.085485317,5.085485342,5.085485323,5.085485322,5.085485294,5.085485322,5.085485312,5.085485335,5.085485299,5.085485318,5.085485332,5.08548531,5.0854853 +"7055","IFITM2",9.342555875,9.504774178,9.137042158,9.596590284,9.254617415,9.498218347,9.194461501,9.315863035,9.248545941,9.077974993,9.177351126,8.692889331,9.24827035,9.176511301,9.171167675,9.381153234,9.188846439,9.458814088,9.456039415,9.667485227,9.250967647,9.372669211,9.445864091,9.384507328,9.287526907,8.951073531,9.162415356,8.95861875 +"7056","IFITM3",6.448770007,7.074127716,7.740346396,6.708497697,8.498453937,8.322317632,6.44683497,7.278287957,8.435743432,7.028848384,7.051462919,4.881417102,7.851698881,6.866203019,6.147124745,6.759985485,7.533451408,6.483328684,8.556111506,8.778015033,6.637588755,7.488487085,8.549333819,7.502608029,6.748638744,5.588627328,7.749819203,6.752847345 +"7057","IFITM5",4.846233324,4.846233417,4.846233396,4.846233335,4.846233491,4.846233443,4.846233417,4.84623338,4.846233397,4.846233427,4.846233418,4.846233458,4.846233434,4.846233305,4.846233491,4.846233472,4.8462335,4.84623341,4.846233368,4.8462334,4.846233501,4.846233458,4.846233374,4.846233357,4.846233444,4.846233398,4.846233407,4.846233407 +"7058","IFNA10",2.972406102,2.972406351,2.972406276,2.972406175,2.972406185,2.972406941,2.972406936,2.972406215,2.972406422,2.972406297,2.972406663,2.972406416,2.972406186,2.972406439,2.972406158,2.972405998,2.972406561,2.972406328,2.972406226,2.972406727,2.972406096,2.97240683,2.972406677,2.972406228,2.972406304,2.972406416,2.972406567,2.972406393 +"7059","IFNA13",4.00903166,4.009031098,4.009031713,4.009031825,4.009032608,4.009032074,4.009032011,4.009031649,4.009031498,4.009031699,4.009032367,4.009032645,4.00903169,4.009031602,4.009032168,4.009032246,4.009032317,4.009032312,4.009032352,4.009031782,4.009032485,4.00903238,4.009031975,4.009031223,4.009031867,4.009032355,4.009031432,4.009032359 +"7060","IFNA16",2.283134991,2.283135016,2.283135201,2.283134994,2.28313506,2.283135067,2.28313512,2.283135163,2.28313509,2.283135163,2.283135037,2.283135148,2.283135042,2.283135124,2.283135111,2.283135191,2.283135379,2.283135273,2.283135144,2.283135126,2.283135149,2.283135054,2.283135137,2.283135053,2.283135216,2.283135031,2.283135073,2.28313516 +"7061","IFNA2",3.11733765,3.117337775,3.117337801,3.117337646,3.117337636,3.11733774,3.117337619,3.117337732,3.117337736,3.117337862,3.11733767,3.117337752,3.117337651,3.117337531,3.117337543,3.117337696,3.117337685,3.117337778,3.117337772,3.117337709,3.117337695,3.117337751,3.11733778,3.117337673,3.1173377,3.117337607,3.117337642,3.117337839 +"7062","IFNA21",2.658066196,2.658066228,2.658066241,2.658066281,2.658066229,2.658066267,2.658066195,2.658066241,2.658066235,2.658066265,2.65806622,2.658066223,2.65806619,2.658066246,2.6580662,2.658066259,2.658066219,2.658066243,2.6580663,2.658066245,2.658066193,2.658066209,2.658066261,2.658066197,2.658066292,2.658066236,2.658066199,2.65806629 +"7063","IFNA5",3.080394911,3.080394923,3.080394923,3.080394952,3.080394938,3.080394913,3.080394931,3.080394911,3.080394912,3.080394909,3.080394908,3.080394925,3.080394909,3.080394906,3.080394916,3.080394917,3.080394958,3.08039494,3.08039493,3.08039494,3.080394938,3.080394927,3.080394903,3.080394899,3.080394913,3.080394933,3.080394932,3.080394927 +"7064","IFNA6",3.582468486,3.582468611,3.582468644,3.582468689,3.582468599,3.582468607,3.582468523,3.582468635,3.582468624,3.582468723,3.582468692,3.582468696,3.582468642,3.582468598,3.582468787,3.582468834,3.582468645,3.582468664,3.582468745,3.582468461,3.582468883,3.582468779,3.582468629,3.582468595,3.582468808,3.58246873,3.582468528,3.582468678 +"7065","IFNA8",3.907296958,3.907296993,3.907296994,3.907296987,3.907297012,3.907297012,3.907297012,3.907297023,3.907296973,3.907297002,3.907297,3.907297034,3.907296972,3.907296963,3.907296991,3.907296992,3.907297067,3.907297001,3.907296998,3.907297024,3.907296986,3.907297005,3.907297028,3.907296991,3.907296951,3.90729699,3.907296987,3.907296954 +"7066","IFNAR1",7.808334614,7.808334482,7.80833387,7.808334485,7.808333561,7.808333517,7.808334004,7.808333533,7.808334027,7.808333779,7.808334237,7.808332436,7.808334118,7.808334797,7.808334173,7.808334291,7.808333601,7.808334347,7.808334391,7.808334056,7.808333835,7.80833371,7.808334593,7.808334427,7.808334379,7.808333602,7.808333895,7.808334191 +"7067","IFNAR2",8.066982083,8.066981921,8.066981685,8.066982004,8.066981494,8.066982086,8.066981763,8.066981522,8.066981605,8.066981765,8.066981856,8.066981119,8.066982061,8.066981934,8.066981785,8.066981762,8.066981489,8.066981832,8.066982259,8.066981916,8.06698189,8.066981571,8.066981807,8.066982035,8.066982194,8.066981659,8.066982073,8.066981616 +"7068","IFNB1",2.86275423,2.86275424,2.862754249,2.862754215,2.862754222,2.86275422,2.862754231,2.862754234,2.862754238,2.862754239,2.862754224,2.862754232,2.862754233,2.862754216,2.862754243,2.862754249,2.86275427,2.862754261,2.862754262,2.862754234,2.862754243,2.862754242,2.862754214,2.862754235,2.86275422,2.86275427,2.862754231,2.862754259 +"7069","IFNE",2.531836885,2.531836867,2.531836878,2.531836866,2.53183685,2.531836889,2.531836846,2.531836851,2.531836861,2.531836856,2.531836868,2.531836887,2.531836845,2.531836862,2.531836867,2.531836869,2.531836906,2.531836874,2.531836847,2.53183686,2.531836849,2.531836881,2.531836878,2.531836857,2.531836847,2.53183688,2.531836859,2.531836848 +"7070","IFNG",3.307455551,3.307455506,3.30745554,3.307455518,3.307455536,3.307455499,3.307455535,3.307455513,3.307455521,3.307455512,3.307455507,3.307455524,3.307455512,3.307455532,3.307455541,3.30745552,3.307455553,3.307455528,3.30745552,3.307455512,3.307455533,3.307455533,3.307455516,3.307455473,3.307455539,3.307455512,3.307455507,3.307455549 +"7071","IFNGR1",8.213045641,8.213008993,8.213017618,8.213045509,8.212973959,8.212945503,8.212997643,8.212982743,8.212960589,8.212968907,8.21300455,8.212910495,8.212968869,8.21305846,8.212991327,8.212987317,8.213005085,8.213007534,8.21299081,8.212973072,8.213005886,8.212985266,8.21298753,8.212999911,8.212987533,8.212934365,8.212968758,8.212999986 +"7072","IFNGR2",8.701594369,8.701594784,8.701593091,8.70159553,8.701592548,8.701594953,8.701593715,8.701592971,8.701593053,8.701593541,8.70159339,8.701591526,8.701593426,8.701593372,8.701593592,8.701594623,8.701593302,8.701595291,8.70159415,8.70159558,8.7015941,8.701593841,8.701594863,8.701595049,8.701593854,8.701592424,8.701593368,8.701592798 +"7073","IFNK",3.212494841,3.212494808,3.212494823,3.212494896,3.212494866,3.212494794,3.212494869,3.212494875,3.212494831,3.212494917,3.21249481,3.212494904,3.21249481,3.212494754,3.212494841,3.212494904,3.212494894,3.212494889,3.212494885,3.212494782,3.212494907,3.212494851,3.212494821,3.212494843,3.212494809,3.212494867,3.212494792,3.21249482 +"7074","IFNL1",5.488394455,5.488394241,5.488394715,5.48839448,5.488395478,5.488394438,5.488394882,5.488394935,5.488394402,5.488394561,5.48839471,5.488395333,5.488394558,5.488393957,5.488395057,5.488394743,5.48839535,5.488394715,5.488394833,5.488394383,5.488394998,5.488395093,5.488394378,5.488394203,5.488394745,5.488395064,5.488394507,5.488394695 +"7075","IFNL2",5.460038956,5.460038931,5.46003904,5.460039036,5.460039265,5.460039176,5.460039138,5.460039041,5.460039119,5.46003905,5.460039156,5.460039128,5.460039111,5.460039011,5.460039109,5.460038938,5.460039254,5.460038991,5.460039091,5.460039141,5.460039136,5.460039138,5.460039041,5.460039008,5.460039033,5.460039044,5.460039024,5.460039011 +"7076","IFNL3",7.286615488,7.286615315,7.286616194,7.286615852,7.286616561,7.286615852,7.286616112,7.286616167,7.286615968,7.286615928,7.286616299,7.286616252,7.286616043,7.286615115,7.286616341,7.286615571,7.286616473,7.286616401,7.286616099,7.286615762,7.286616294,7.286616388,7.286615804,7.286615582,7.286615862,7.286616145,7.286615837,7.286615823 +"7077","IFNLR1",5.474458388,5.474458129,5.474458295,5.474458495,5.474458475,5.474458315,5.474458518,5.474458293,5.47445831,5.474458447,5.474458392,5.47445836,5.474458262,5.47445827,5.474458502,5.474458272,5.474458506,5.474458326,5.474458383,5.474458451,5.474458579,5.474458345,5.474458324,5.474458356,5.474458286,5.47445845,5.474458382,5.474458436 +"7078","IFNW1",3.844214408,3.844214372,3.844214529,3.844214464,3.844214496,3.844214414,3.844214394,3.844214449,3.844214372,3.844214455,3.844214445,3.844214439,3.844214348,3.844214342,3.844214566,3.844214361,3.84421441,3.844214467,3.844214441,3.844214417,3.844214472,3.84421445,3.84421433,3.844214457,3.844214465,3.844214418,3.844214361,3.8442145 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+"7087","IFT43",4.185816862,4.185816851,4.185816874,4.185816841,4.185816847,4.185816884,4.185816896,4.185816865,4.18581688,4.185816862,4.185816863,4.185816865,4.185816864,4.185816865,4.185816858,4.185816874,4.185816849,4.18581685,4.185816863,4.185816865,4.185816848,4.185816858,4.185816871,4.185816858,4.18581685,4.185816861,4.185816873,4.185816862 +"7088","IFT46",4.958577413,4.95857739,4.958577258,4.95857724,4.958577371,4.958577502,4.958577402,4.958577156,4.958577453,4.958577525,4.958577449,4.958577242,4.958577464,4.958577598,4.958577314,4.958577315,4.95857736,4.958577314,4.95857745,4.958577378,4.958577257,4.958577388,4.958577518,4.95857745,4.958577283,4.958577362,4.958577487,4.958577414 +"7089","IFT52",5.168470203,5.168470212,5.168470253,5.168470194,5.1684701,5.168470199,5.168470186,5.168470241,5.168470199,5.168470216,5.16847019,5.168470204,5.168470201,5.168470239,5.168470223,5.16847021,5.168470179,5.168470133,5.168470172,5.168470156,5.168470155,5.168470187,5.168470207,5.168470244,5.168470184,5.168470209,5.168470226,5.168470214 +"7090","IFT57",4.681698442,4.681698353,4.681698348,4.68169823,4.681698393,4.681698334,4.681698402,4.681698264,4.681698396,4.681698354,4.681698316,4.681698287,4.681698363,4.681698589,4.681698356,4.681698333,4.681698232,4.681698277,4.681698424,4.681698295,4.681698354,4.681698303,4.68169838,4.681698366,4.681698337,4.68169836,4.681698306,4.681698553 +"7091","IFT74",3.345818314,3.345818292,3.345818296,3.345818272,3.345818286,3.345818296,3.345818285,3.34581828,3.3458183,3.345818309,3.345818301,3.345818311,3.345818294,3.345818314,3.345818293,3.345818292,3.345818289,3.345818303,3.345818295,3.345818268,3.345818292,3.345818302,3.345818292,3.345818281,3.345818289,3.345818299,3.345818293,3.345818307 +"7092","IFT80",5.209719786,5.209719634,5.209719547,5.209719052,5.209719256,5.209719184,5.209718906,5.209719164,5.2097195,5.209719024,5.209718712,5.209719052,5.209719356,5.209720257,5.209719645,5.209719793,5.20971954,5.209719222,5.209719399,5.209718741,5.209719317,5.209719535,5.209719966,5.209719442,5.209719089,5.209719519,5.209719254,5.209720157 +"7093","IFT81",3.176197618,3.176197607,3.176197545,3.176197575,3.176197566,3.176197571,3.17619764,3.176197601,3.176197655,3.176197652,3.176197607,3.176197572,3.176197673,3.17619763,3.176197615,3.176197665,3.176197577,3.176197676,3.176197616,3.176197559,3.176197604,3.17619757,3.176197586,3.176197603,3.176197624,3.176197596,3.176197609,3.17619759 +"7094","IFT88",4.315808795,4.3158088,4.315808756,4.315808761,4.315808698,4.315808713,4.315808756,4.315808771,4.315808709,4.315808714,4.315808698,4.315808735,4.31580878,4.315808829,4.315808761,4.31580877,4.315808724,4.315808717,4.315808733,4.315808738,4.315808769,4.315808779,4.31580876,4.315808764,4.315808726,4.315808762,4.315808777,4.315808788 +"7095","IFTAP",2.95693201,2.956932178,2.956932173,2.956932129,2.956932141,2.956932131,2.956932138,2.956932175,2.956932172,2.956932216,2.956932096,2.956932174,2.956932159,2.956932212,2.95693225,2.956932393,2.956932197,2.956932191,2.956932189,2.956932064,2.956932232,2.956932193,2.956932192,2.956932057,2.956932139,2.956932138,2.956932224,2.956932224 +"7096","IGBP1",6.953039424,6.953039347,6.9530392,6.953039363,6.953038855,6.953038987,6.953039003,6.953039067,6.953039116,6.95303941,6.953038976,6.953038618,6.953039124,6.953039989,6.953039037,6.953038969,6.953038717,6.953038907,6.95303934,6.95303886,6.953038949,6.953039031,6.953039524,6.953039306,6.953038794,6.953038677,6.953039108,6.953039666 +"7097","IGBP1P1",3.06906705,3.069067289,3.069067034,3.069067326,3.069066769,3.069066688,3.069067022,3.069067004,3.069066699,3.069066718,3.069067223,3.069067229,3.069066896,3.06906704,3.069066904,3.069066831,3.069066795,3.069066916,3.069066888,3.069066936,3.069066769,3.069067053,3.069067005,3.069067052,3.069067117,3.069066854,3.069067036,3.069067174 +"7098","IGDCC3",5.595647685,5.595647694,5.595647782,5.595647756,5.595648072,5.595647579,5.595647948,5.595647957,5.595647827,5.595647851,5.595647921,5.59564791,5.595647939,5.595647634,5.595648084,5.59564778,5.595648038,5.595648026,5.595647827,5.595647909,5.595648057,5.59564793,5.595647806,5.595647754,5.59564792,5.595647997,5.595647712,5.595647922 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+"7101","IGF1R",7.446608936,7.4466135435,7.4466092035,7.4466156625,7.446608216,7.446609672,7.4466107215,7.4466094535,7.446610934,7.446609304,7.446610183,7.446609041,7.446610742,7.4466093455,7.446609075,7.4466135835,7.446609767,7.446613712,7.446611057,7.446608683,7.4466093555,7.446608186,7.446611676,7.446611616,7.446612082,7.446609941,7.446610768,7.4466062175 +"7102","IGF2",4.262951288,4.262951378,4.262951556,4.262951435,4.262951413,4.262951483,4.262951402,4.262951372,4.262951236,4.262951355,4.262951478,4.262951485,4.262951505,4.262951256,4.26295142,4.262951641,4.262951655,4.262951498,4.262951326,4.262951338,4.26295135,4.262951457,4.262951324,4.262951368,4.262951643,4.26295146,4.262951359,4.262951418 +"7103","IGF2-AS",6.10835598,6.108355999,6.108356052,6.108355987,6.108356163,6.108356122,6.108356088,6.108356076,6.108356083,6.108356121,6.10835612,6.108356138,6.108356064,6.108355964,6.108356146,6.108356063,6.108356178,6.108356119,6.108356058,6.108356102,6.108356077,6.108356107,6.10835605,6.108356032,6.108356066,6.108356121,6.108356059,6.108356092 +"7104","IGF2BP1",4.749068522,4.749068605,4.749068632,4.749068624,4.749068743,4.749068631,4.749068671,4.749068676,4.749068632,4.749068656,4.749068701,4.749068788,4.74906862,4.749068497,4.749068663,4.749068678,4.749068756,4.74906861,4.74906858,4.749068648,4.749068674,4.74906865,4.749068576,4.749068582,4.749068672,4.749068668,4.749068612,4.749068648 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+"7131","IGKV2-24",4.417937862,4.417937827,4.417937783,4.417937937,4.417938026,4.417938109,4.417938014,4.41793786,4.417938019,4.417937902,4.417938015,4.417938085,4.417938171,4.417937618,4.417937923,4.417937996,4.417938298,4.417937955,4.417937996,4.417937979,4.417938199,4.417937748,4.417938113,4.417938008,4.417938045,4.417937927,4.417937839,4.417937694 +"7132","IGKV2OR22-4",3.565661248,3.565661251,3.565661235,3.565661438,3.565661156,3.565661198,3.56566117,3.565661183,3.56566127,3.565661278,3.565661138,3.565661194,3.565661286,3.565661191,3.565661253,3.565661123,3.565661188,3.565661278,3.565661173,3.565661265,3.56566115,3.565661227,3.565661226,3.565661305,3.565661267,3.565661245,3.565661265,3.565661241 +"7133","IGLL1",7.026133163,7.026133161,7.026133268,7.026133223,7.026133336,7.026133106,7.026133262,7.026133286,7.026133258,7.02613326,7.026133305,7.026133348,7.026133232,7.026133122,7.026133295,7.026133251,7.026133338,7.026133355,7.026133275,7.026133207,7.026133349,7.026133293,7.02613317,7.02613318,7.026133274,7.026133229,7.026133206,7.026133315 +"7134","IGLON5",5.21964404,5.219643923,5.219644031,5.219643897,5.219644095,5.21964414,5.219643949,5.219644031,5.219643917,5.219644163,5.219643888,5.219643905,5.21964396,5.219643769,5.21964415,5.219644141,5.219644034,5.219644013,5.219643813,5.219643754,5.219644041,5.219643948,5.219644108,5.219644017,5.219643878,5.219644123,5.219643907,5.219643782 +"7135","IGSF10",3.329723166,3.329723174,3.329723173,3.32972317,3.329723185,3.329723182,3.329723175,3.329723188,3.329723182,3.329723167,3.329723186,3.329723207,3.329723193,3.329723186,3.329723181,3.32972319,3.329723172,3.329723187,3.329723192,3.329723192,3.32972317,3.329723189,3.329723197,3.329723187,3.329723169,3.329723182,3.329723178,3.329723193 +"7136","IGSF11",4.539107443,4.539107445,4.539107474,4.539107437,4.539107504,4.539107479,4.539107489,4.539107477,4.539107424,4.539107455,4.539107495,4.539107516,4.539107454,4.539107388,4.539107511,4.539107474,4.539107531,4.539107461,4.539107437,4.539107412,4.539107443,4.539107481,4.539107424,4.53910746,4.539107502,4.539107453,4.539107388,4.539107425 +"7137","IGSF21",5.212962157,5.212962224,5.212962568,5.212962263,5.212963092,5.212962394,5.212962802,5.212962846,5.212962263,5.212962681,5.212962496,5.212963002,5.212962412,5.212961948,5.212962973,5.21296256,5.212963055,5.212962552,5.212962536,5.212962318,5.21296308,5.21296321,5.212962453,5.212962141,5.212962622,5.212962662,5.212962066,5.212962499 +"7138","IGSF22",4.430876392,4.430876403,4.43087641,4.430876415,4.430876437,4.430876413,4.430876396,4.430876434,4.430876402,4.430876387,4.430876419,4.430876426,4.430876408,4.430876407,4.430876428,4.430876424,4.430876435,4.430876399,4.430876415,4.430876433,4.430876441,4.430876448,4.430876388,4.430876404,4.430876441,4.430876434,4.430876406,4.430876421 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+"7145","IHH",5.358866437,5.358866443,5.35886646,5.358866441,5.358866469,5.35886642,5.358866439,5.358866454,5.358866439,5.358866432,5.358866444,5.358866437,5.358866451,5.358866422,5.358866457,5.358866448,5.35886647,5.358866462,5.358866441,5.358866447,5.358866446,5.358866444,5.35886645,5.358866454,5.358866462,5.35886644,5.35886645,5.358866458 +"7146","IHO1",3.520529181,3.520529241,3.520529169,3.520529227,3.520529251,3.520529265,3.520529213,3.520529196,3.520529183,3.520529266,3.52052929,3.52052929,3.520529189,3.520529292,3.520529143,3.520529253,3.520529151,3.520529328,3.520529319,3.520529519,3.520529304,3.520529292,3.520529182,3.520529089,3.520529358,3.520529296,3.520529259,3.520529229 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+"7277","INHBE",4.973486956,4.973486953,4.973487008,4.973487014,4.973487031,4.973486911,4.973486936,4.973487006,4.973486988,4.973486982,4.97348697,4.973487062,4.973487003,4.973486945,4.973487029,4.973487007,4.973487043,4.973487073,4.973486988,4.973486968,4.973487032,4.973486994,4.973486969,4.97348698,4.973487005,4.973487024,4.973486962,4.973486978 +"7278","INIP",6.616921603,6.616921532,6.616921701,6.616921571,6.616921605,6.616921464,6.616921653,6.616921698,6.616921709,6.616921631,6.616921645,6.616921664,6.616921566,6.616921668,6.616921662,6.616921511,6.616921704,6.616921671,6.616921674,6.616921571,6.616921584,6.616921725,6.616921603,6.616921603,6.616921693,6.616921661,6.616921632,6.616921803 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+"7345","IQCE",6.908316124,6.908316339,6.908316377,6.908316305,6.908316348,6.908316149,6.908316342,6.908316303,6.908316317,6.908316331,6.908316539,6.908316374,6.908316229,6.908316094,6.90831628,6.908316465,6.908316446,6.908316429,6.908316337,6.908316212,6.908316247,6.908316354,6.908316205,6.908316266,6.908316435,6.908316314,6.908316176,6.908316303 +"7346","IQCF1",3.367070429,3.367070423,3.367070432,3.367070443,3.367070471,3.367070422,3.367070427,3.367070434,3.367070444,3.36707045,3.367070456,3.367070468,3.367070432,3.367070431,3.367070448,3.367070452,3.367070453,3.367070454,3.367070434,3.367070426,3.367070463,3.367070445,3.367070417,3.367070436,3.367070437,3.367070441,3.367070436,3.367070465 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+"7511","JPT2",6.44927056,6.449270568,6.44927038,6.449270453,6.449270509,6.449270659,6.449270664,6.449270705,6.449270553,6.449270503,6.449270632,6.44927059,6.449270577,6.449270585,6.449270646,6.449270496,6.449270421,6.449270515,6.449270551,6.44927064,6.449270508,6.449270613,6.449270608,6.44927053,6.44927074,6.449270544,6.449270584,6.449270594 +"7512","JPX",3.813955812,3.813955504,3.81395549,3.813955558,3.813955306,3.813955149,3.813955218,3.813954677,3.813955742,3.813955623,3.813955495,3.813954814,3.813955707,3.813956748,3.813955599,3.813955527,3.813955423,3.813955773,3.813955798,3.813955328,3.813955545,3.813955004,3.813955841,3.813955209,3.813955372,3.813954999,3.813955862,3.813956368 +"7513","JRK",7.056547283,7.056547253,7.056547322,7.056547285,7.056547306,7.056547279,7.056547288,7.056547332,7.056547302,7.056547298,7.056547294,7.056547306,7.056547301,7.056547258,7.056547311,7.056547274,7.05654731,7.056547326,7.056547298,7.056547294,7.056547297,7.056547314,7.056547302,7.056547262,7.056547277,7.056547312,7.056547301,7.056547307 +"7514","JRKL",4.684895483,4.684895577,4.684895538,4.684895168,4.684895268,4.684895148,4.684895224,4.684895186,4.684895629,4.684895405,4.684894947,4.684895282,4.684895447,4.684896323,4.684895175,4.684895554,4.684895247,4.684895347,4.684895539,4.684895076,4.684895328,4.684895477,4.6848957,4.684895538,4.684895283,4.684895189,4.684895468,4.684896233 +"7515","JSRP1",6.947328611,6.947328577,6.947328665,6.947328684,6.947328782,6.947328636,6.94732869,6.94732873,6.947328605,6.947328733,6.947328734,6.94732876,6.947328672,6.947328543,6.94732873,6.947328616,6.947328769,6.947328771,6.947328671,6.947328729,6.947328721,6.947328758,6.947328618,6.947328566,6.947328666,6.947328725,6.947328694,6.947328673 +"7516","JTB",8.384795713,8.384794788,8.384796251,8.384795356,8.384795077,8.384796343,8.384796093,8.384795751,8.384795923,8.38479553,8.384795488,8.384795556,8.384795706,8.384795909,8.384795199,8.384794721,8.384795687,8.384794924,8.384795293,8.384796614,8.384795671,8.384795942,8.384796039,8.384795592,8.384795089,8.384795693,8.384795804,8.384795345 +"7517","JUN",5.171157654,5.171157701,5.171157662,5.1711577,5.171157697,5.171157579,5.171157716,5.17115769,5.171157673,5.171157623,5.171157659,5.171157726,5.171157638,5.171157669,5.171157737,5.171157754,5.171157685,5.171157725,5.171157669,5.171157629,5.171157722,5.171157725,5.171157675,5.171157742,5.171157699,5.171157729,5.171157663,5.171157702 +"7518","JUNB",8.247769165,8.247769474,8.247768777,8.247770703,8.247769003,8.247771353,8.247768925,8.24776968,8.247769282,8.247769647,8.247768572,8.247767377,8.247769389,8.247768648,8.247769476,8.247769353,8.247770143,8.247770903,8.247769848,8.247771295,8.247768825,8.247769865,8.247769976,8.247769894,8.247769511,8.247768494,8.247769528,8.247768883 +"7519","JUND",8.09122599,8.091226101,8.091226056,8.09122596,8.091225966,8.091226324,8.091225955,8.091226114,8.091226061,8.091226045,8.091226055,8.091226109,8.091226033,8.091225909,8.091226054,8.091226038,8.091226105,8.091226026,8.09122598,8.091225985,8.0912259,8.091226084,8.091226032,8.091225926,8.091226025,8.09122607,8.091226105,8.091225922 +"7520","JUP",6.446009504,6.445864487,6.4459955,6.445803904,6.446104178,6.445816316,6.445807333,6.445838967,6.445838057,6.445852082,6.446091494,6.445940585,6.445821984,6.445975027,6.44602751,6.445818018,6.445973442,6.445809176,6.446060841,6.445832485,6.445824148,6.445837538,6.445825091,6.445831699,6.446080107,6.445949423,6.445814823,6.445958556 +"7521","KAAG1",4.38737324,4.387373252,4.387373257,4.387373246,4.387373266,4.387373231,4.387373263,4.387373284,4.387373247,4.387373247,4.387373266,4.387373272,4.387373239,4.387373235,4.387373264,4.387373281,4.387373283,4.387373271,4.387373263,4.387373249,4.387373255,4.387373263,4.387373237,4.387373255,4.387373263,4.387373274,4.387373249,4.387373265 +"7522","KALRN",4.733491023,4.733491025,4.733491028,4.733491025,4.733491031,4.73349102,4.733491027,4.733491028,4.733491029,4.733491026,4.733491028,4.733491029,4.733491026,4.733491026,4.733491028,4.733491027,4.733491027,4.733491032,4.733491028,4.733491023,4.733491027,4.733491029,4.733491024,4.733491023,4.73349103,4.733491032,4.733491029,4.733491031 +"7523","KANK1",5.0565251,5.056524795,5.056524334,5.056524745,5.056524896,5.056525006,5.056524519,5.056524419,5.056525223,5.056524764,5.056524335,5.056524551,5.056524726,5.056524597,5.056524954,5.056524428,5.056524622,5.056525,5.056524909,5.056524876,5.056524556,5.05652448,5.056525123,5.056524816,5.05652439,5.056524808,5.056524804,5.056524461 +"7524","KANK2",6.183540793,6.183540386,6.183541343,6.183540755,6.183541153,6.183541089,6.183541223,6.183540374,6.183540969,6.183540881,6.183541446,6.183541261,6.183540518,6.183540081,6.183541428,6.183540771,6.183541679,6.183541171,6.18354062,6.183540965,6.183541192,6.183540642,6.183540599,6.183541024,6.183541268,6.183541205,6.183540637,6.183540583 +"7525","KANK3",6.037824776,6.037824827,6.03782489,6.037824869,6.037824977,6.03782466,6.037824795,6.037825001,6.03782485,6.037824897,6.037824923,6.037824965,6.037824854,6.037824756,6.037824941,6.037824917,6.037824987,6.037824934,6.037824629,6.037824888,6.037824936,6.037825015,6.037824849,6.037824844,6.037824928,6.037824943,6.037824856,6.037824883 +"7526","KANK4",5.156817155,5.156817128,5.156817213,5.156817175,5.156817274,5.156817186,5.156817238,5.156817217,5.156817203,5.156817176,5.156817283,5.156817281,5.156817166,5.156817107,5.15681726,5.156817178,5.156817292,5.156817271,5.156817211,5.156817267,5.156817258,5.156817245,5.156817142,5.156817099,5.156817211,5.156817233,5.156817176,5.156817228 +"7527","KANSL1",8.255463073,8.255463106,8.255462809,8.255463314,8.2554627,8.255463751,8.255463343,8.255462736,8.255462949,8.255463281,8.255462915,8.255462933,8.255463237,8.255463043,8.255463065,8.255463055,8.255462489,8.255463042,8.255463009,8.255463583,8.255463189,8.255462967,8.255463005,8.255463198,8.255463078,8.255463306,8.255463278,8.255462744 +"7528","KANSL1L",5.015725637,5.015725727,5.015725639,5.015725632,5.015725558,5.015725562,5.015725588,5.015725555,5.015725645,5.015725653,5.015725727,5.015725537,5.015725626,5.015725784,5.015725584,5.015725628,5.015725582,5.01572562,5.01572568,5.015725593,5.015725526,5.015725432,5.015725633,5.015725698,5.015725599,5.015725537,5.015725637,5.015725683 +"7529","KANSL2",6.466888308,6.466888241,6.466888209,6.466888252,6.466888125,6.466888148,6.466888175,6.466888187,6.466888262,6.466888256,6.466888156,6.466888094,6.466888237,6.466888316,6.466888269,6.466888118,6.466888172,6.466888141,6.466888275,6.466888169,6.466888154,6.466888151,6.466888242,6.466888222,6.46688808,6.466888162,6.466888229,6.466888232 +"7530","KANSL3",6.911487856,6.911487848,6.911487849,6.911487845,6.911487826,6.911487865,6.911487864,6.911487833,6.911487866,6.911487859,6.911487839,6.911487835,6.911487848,6.911487867,6.911487856,6.91148783,6.911487833,6.911487835,6.911487831,6.911487823,6.911487853,6.911487837,6.911487853,6.911487852,6.911487844,6.911487847,6.911487856,6.911487827 +"7531","KARS1",7.319078571,7.31907796,7.319077751,7.319077276,7.319078004,7.319079949,7.31907862,7.319077878,7.319078717,7.319078244,7.319077397,7.319077448,7.319078342,7.319079089,7.319077739,7.319077428,7.319077283,7.319076728,7.319078025,7.319079581,7.319078046,7.319078078,7.319078675,7.319077684,7.319076693,7.319077861,7.319078393,7.319078376 +"7532","KASH5",5.84085404,5.840854064,5.840854111,5.840854115,5.840854217,5.840854067,5.840854136,5.840854206,5.84085417,5.840854153,5.840854222,5.840854232,5.84085418,5.840854088,5.840854176,5.840854185,5.840854205,5.840854163,5.840854143,5.84085417,5.84085419,5.840854214,5.840854082,5.84085409,5.840854195,5.840854176,5.840854123,5.840854183 +"7533","KAT2A",6.620546326,6.620546304,6.620546343,6.620546325,6.620546386,6.620546383,6.620546346,6.62054634,6.620546406,6.620546366,6.620546362,6.620546422,6.620546405,6.620546384,6.62054634,6.620546324,6.620546347,6.62054638,6.620546357,6.620546339,6.620546365,6.62054641,6.620546363,6.620546336,6.620546269,6.620546429,6.620546369,6.620546336 +"7534","KAT2B",8.693749321,8.693748485,8.693749677,8.693748884,8.693748298,8.693749492,8.693749147,8.693748961,8.693749402,8.693749056,8.693748914,8.693748468,8.693748467,8.69374908,8.693748893,8.693747315,8.6937492,8.693748487,8.69374834,8.693749022,8.693748982,8.693748644,8.693749333,8.693749039,8.693749004,8.69374913,8.693748682,8.69374862 +"7535","KAT5",7.056860847,7.056861002,7.056860895,7.056860926,7.056860883,7.05686091,7.05686084,7.056860947,7.05686095,7.056860955,7.056860922,7.056860762,7.056860987,7.05686089,7.056860911,7.056860882,7.056860873,7.056860855,7.056860893,7.056861007,7.056860875,7.056860861,7.056860915,7.056861003,7.056860939,7.056860957,7.056860931,7.056860922 +"7536","KAT6A",8.738809421,8.738809656,8.738809198,8.738810096,8.738809196,8.738809502,8.738809404,8.738809146,8.738809348,8.738809353,8.738809423,8.738808882,8.738809481,8.738809732,8.738809524,8.738809663,8.738809071,8.738809897,8.738809425,8.738809545,8.738809423,8.738809042,8.738809611,8.738809585,8.73880949,8.738809261,8.73880953,8.73880933 +"7537","KAT6B",6.579181778,6.579181463,6.579181348,6.579181297,6.579181407,6.579181232,6.579181354,6.579181359,6.579181832,6.579181586,6.579181028,6.57918154,6.579181787,6.579182149,6.579181524,6.579181443,6.579180648,6.57918134,6.57918152,6.57918056,6.579181328,6.579181375,6.579181922,6.579181673,6.579181458,6.579181857,6.5791818,6.579181902 +"7538","KAT7",8.287992702,8.287992578,8.287992524,8.287992589,8.287992539,8.287992832,8.287992651,8.287992593,8.28799278,8.287992701,8.287992487,8.28799251,8.287992669,8.287992839,8.287992762,8.287992478,8.287992387,8.287992556,8.287992659,8.28799272,8.2879926,8.287992601,8.287992708,8.287992678,8.28799257,8.287992678,8.287992746,8.287992731 +"7539","KAT8",7.196754288,7.196754377,7.196754366,7.196754336,7.196754239,7.196754341,7.196754252,7.196754279,7.19675433,7.196754343,7.196754251,7.196754239,7.196754338,7.196754376,7.196754238,7.196754318,7.196754302,7.196754244,7.196754272,7.196754342,7.19675422,7.19675427,7.196754328,7.196754346,7.196754193,7.196754277,7.196754329,7.196754324 +"7540","KATNA1",4.811911299,4.811911343,4.811911066,4.811911024,4.811911089,4.81191098,4.811911116,4.811911066,4.811911195,4.811911208,4.811910972,4.811911172,4.811911289,4.81191157,4.811911025,4.811911147,4.811910875,4.811910911,4.811911104,4.811911131,4.811911144,4.811911111,4.811911053,4.811911233,4.811911006,4.811911096,4.811911242,4.811911266 +"7541","KATNAL1",5.173489334,5.173489336,5.173489281,5.173489285,5.17348927,5.173489264,5.173489306,5.173489294,5.173489276,5.173489267,5.173489304,5.173489225,5.173489274,5.173489329,5.173489292,5.173489313,5.173489234,5.173489258,5.173489236,5.173489262,5.173489256,5.173489249,5.17348928,5.173489314,5.173489257,5.173489281,5.17348929,5.17348931 +"7542","KATNAL2",4.224354189,4.224354153,4.224354127,4.224354112,4.224354193,4.224354146,4.224354224,4.224354134,4.22435409,4.224354187,4.224354184,4.224354179,4.224354128,4.224354103,4.224354129,4.224354205,4.224354199,4.224354132,4.224354207,4.224354166,4.224354155,4.224354133,4.224354201,4.224354146,4.224354202,4.224354234,4.224354167,4.224354138 +"7543","KATNB1",6.629891735,6.62989186,6.629891708,6.629891893,6.629891801,6.629891945,6.629891781,6.629891727,6.629891716,6.629891771,6.629891698,6.62989158,6.629891759,6.629891679,6.629891824,6.629891876,6.62989187,6.629891895,6.629891972,6.62989194,6.62989181,6.629891803,6.629891846,6.629891783,6.629891732,6.629891749,6.629891764,6.629891511 +"7544","KATNBL1",6.293435843,6.293434754,6.293434843,6.293436388,6.293433461,6.293433642,6.293435052,6.293434173,6.293434601,6.293434678,6.293436565,6.29343417,6.293435287,6.293435517,6.29343541,6.293433642,6.293433584,6.293435949,6.293434286,6.293431276,6.2934356,6.293434151,6.293434687,6.293436512,6.293436509,6.293434091,6.293435325,6.293434966 +"7545","KATNIP",6.607225252,6.607225297,6.607225159,6.607225407,6.607225127,6.607225418,6.60722524,6.607225253,6.60722518,6.607225143,6.607225277,6.607225126,6.607225217,6.607225223,6.607225305,6.607225277,6.607225127,6.607225314,6.607225326,6.607225474,6.60722519,6.607225119,6.60722521,6.607225393,6.607225372,6.607225163,6.607225252,6.607225161 +"7546","KAZALD1",5.703348798,5.70334876,5.703348835,5.703348728,5.703348904,5.703348754,5.703348885,5.703348868,5.70334883,5.703348829,5.70334887,5.703348925,5.703348829,5.703348754,5.703348916,5.703348844,5.703348955,5.703348858,5.703348863,5.703348822,5.703348893,5.703348897,5.703348787,5.703348753,5.70334886,5.703348827,5.703348799,5.70334881 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+"7615","KCNK10",4.303376488,4.303376482,4.303376528,4.303376509,4.303376522,4.303376478,4.303376513,4.303376484,4.303376495,4.303376479,4.30337651,4.303376539,4.303376494,4.303376484,4.303376511,4.303376492,4.303376518,4.303376503,4.303376493,4.303376493,4.303376526,4.303376521,4.303376474,4.303376483,4.303376477,4.303376495,4.30337648,4.303376495 +"7616","KCNK12",6.19532095,6.195320964,6.195321474,6.195321098,6.195321712,6.19532103,6.195321221,6.195321543,6.195320741,6.195320986,6.195320898,6.19532174,6.195321052,6.195320526,6.19532158,6.195321055,6.195321856,6.195321357,6.195321205,6.195321112,6.195321649,6.195321593,6.195320733,6.195320844,6.19532113,6.195321462,6.195321156,6.195321301 +"7617","KCNK13",5.877102322,5.877102448,5.877102623,5.877102577,5.877102975,5.877102499,5.877102701,5.877102722,5.877102604,5.877102659,5.877102754,5.877102964,5.877102559,5.877102075,5.877102826,5.877102652,5.877102929,5.877102626,5.877102704,5.877102467,5.877102854,5.877102804,5.877102394,5.877102318,5.877102705,5.877102816,5.877102602,5.877102723 +"7618","KCNK15",6.640420267,6.640420298,6.64042068,6.640420563,6.640421121,6.640420291,6.64042077,6.640420824,6.640420441,6.640420666,6.640420939,6.640421259,6.64042057,6.640419814,6.640420712,6.64042054,6.640421061,6.640420678,6.640420646,6.640420673,6.640420779,6.640420693,6.640420305,6.640420266,6.640420658,6.640420713,6.640420392,6.640420513 +"7619","KCNK16",5.39214909,5.392148991,5.392149211,5.392149276,5.392149365,5.392149111,5.392149151,5.39214937,5.392149238,5.392149096,5.392149235,5.392149207,5.392149272,5.392148859,5.392149317,5.392149132,5.392149393,5.3921494,5.392149127,5.392149255,5.392149257,5.392149251,5.392148909,5.392149229,5.392149274,5.392149169,5.392149098,5.392149243 +"7620","KCNK17",5.068445903,5.068446119,5.068446386,5.068446109,5.068446256,5.06844597,5.068446004,5.06844616,5.068446068,5.068446142,5.06844616,5.068445894,5.068446079,5.068445824,5.068446088,5.06844606,5.068446418,5.068446195,5.068446457,5.068445859,5.068445978,5.068446161,5.068446003,5.068446405,5.068446185,5.068445905,5.068446125,5.06844586 +"7621","KCNK18",4.758153506,4.758153479,4.758153597,4.758153531,4.758153625,4.75815358,4.758153542,4.758153582,4.758153572,4.758153579,4.758153607,4.758153628,4.758153566,4.75815345,4.758153633,4.758153598,4.758153657,4.758153592,4.7581536,4.758153581,4.758153561,4.758153586,4.758153503,4.758153538,4.758153576,4.758153552,4.758153539,4.758153596 +"7622","KCNK2",3.955442169,3.95544226,3.955442455,3.955442375,3.955442493,3.955442273,3.955442313,3.955442422,3.955442262,3.955442264,3.955442326,3.955442351,3.955442271,3.955442339,3.955442397,3.955442435,3.955442412,3.955442403,3.95544238,3.955442409,3.955442378,3.955442334,3.95544232,3.955442247,3.955442256,3.955442373,3.955442178,3.955442465 +"7623","KCNK3",5.401504338,5.401504333,5.401504364,5.401504331,5.401504376,5.401504326,5.401504353,5.401504354,5.401504344,5.401504352,5.401504367,5.401504358,5.401504338,5.401504314,5.40150435,5.401504368,5.401504364,5.401504362,5.401504341,5.401504344,5.40150435,5.401504353,5.401504326,5.401504337,5.40150435,5.401504346,5.401504357,5.401504358 +"7624","KCNK5",4.831136465,4.831136479,4.831136512,4.831136467,4.831136516,4.831136468,4.831136489,4.831136525,4.831136497,4.831136494,4.831136482,4.831136491,4.831136501,4.831136451,4.831136507,4.831136487,4.831136513,4.831136478,4.831136504,4.831136458,4.831136493,4.831136497,4.831136456,4.831136469,4.831136483,4.831136501,4.831136453,4.831136484 +"7625","KCNK6",6.895621924,6.895621969,6.895621956,6.895621974,6.895622016,6.895621954,6.895621988,6.895621978,6.89562196,6.895621978,6.895621996,6.895621943,6.89562199,6.895621936,6.895621962,6.89562197,6.895621965,6.895621983,6.895621994,6.895621902,6.895621996,6.895621964,6.895621954,6.895621936,6.895621962,6.895621957,6.895621962,6.895621966 +"7626","KCNK7",6.524070893,6.524070809,6.524071563,6.524071062,6.524071365,6.524070319,6.524070929,6.524071388,6.524071042,6.5240709,6.52407128,6.524071203,6.524071026,6.524070341,6.52407098,6.524071207,6.524071445,6.524071426,6.524070866,6.524070905,6.524070911,6.524071209,6.524070836,6.524071,6.524071451,6.524071038,6.524071174,6.524070807 +"7627","KCNK9",4.746269529,4.746269601,4.746269565,4.746269557,4.746269618,4.746269556,4.74626961,4.746269626,4.746269585,4.746269592,4.746269573,4.746269626,4.746269587,4.746269538,4.746269634,4.746269592,4.746269639,4.7462696,4.74626963,4.746269567,4.746269615,4.746269623,4.74626957,4.74626954,4.746269587,4.7462696,4.746269592,4.746269566 +"7628","KCNMA1",4.272488218,4.272488276,4.272488348,4.272488232,4.272488352,4.272488235,4.272488288,4.272488308,4.272488259,4.272488308,4.272488258,4.272488305,4.272488309,4.272488172,4.27248827,4.272488339,4.27248835,4.272488285,4.272488327,4.272488263,4.272488337,4.272488365,4.272488282,4.272488293,4.27248833,4.272488264,4.272488302,4.272488273 +"7629","KCNMB1",6.013590025,6.013589645,6.013589696,6.013589838,6.013589751,6.013590233,6.013589635,6.013589624,6.013589213,6.013590107,6.013589706,6.013590091,6.01358999,6.013589271,6.013589349,6.013589448,6.01358963,6.013589606,6.013589785,6.013590041,6.013589545,6.013589946,6.013588809,6.013589725,6.01358963,6.013589581,6.013589847,6.013589152 +"7630","KCNMB2",3.735721823,3.735721833,3.735721857,3.735721846,3.735721856,3.735721832,3.73572184,3.735721842,3.735721822,3.735721843,3.73572183,3.73572185,3.735721818,3.73572183,3.735721839,3.735721831,3.735721839,3.73572184,3.735721828,3.735721832,3.735721849,3.735721828,3.735721814,3.735721827,3.735721843,3.735721832,3.73572181,3.735721847 +"7631","KCNMB3",5.1635605855,5.1635611375,5.16356140025,5.1635603495,5.16356030225,5.1635598995,5.163559994,5.16356075875,5.16356073375,5.1635612495,5.16356053075,5.163561333,5.1635600615,5.16356048075,5.163560803,5.163560191,5.16356067175,5.16356066325,5.1635604345,5.163560525,5.163560248,5.163560338,5.163560663,5.1635604035,5.16356108425,5.16356022825,5.16355989575,5.16356100575 +"7632","KCNMB4",5.261973016,5.261973032,5.261973041,5.26197304,5.261973037,5.261973039,5.261973029,5.261973046,5.261973046,5.261973052,5.261973062,5.26197307,5.261973022,5.261973029,5.26197305,5.26197304,5.261973033,5.261973056,5.26197302,5.26197305,5.261973038,5.261973028,5.261973026,5.261973022,5.261973039,5.261973049,5.261973043,5.261973037 +"7633","KCNN1",5.186468685,5.186468692,5.186468684,5.186468653,5.186468753,5.18646866,5.186468705,5.186468766,5.186468693,5.18646868,5.186468731,5.186468744,5.186468674,5.186468607,5.186468754,5.186468658,5.186468762,5.186468769,5.186468714,5.186468769,5.186468739,5.186468772,5.186468663,5.186468661,5.186468644,5.186468707,5.186468677,5.18646872 +"7634","KCNN2",4.561263638,4.561263791,4.561263718,4.561263739,4.561264052,4.561263665,4.561264041,4.561263952,4.561263938,4.561263846,4.561263915,4.56126406,4.561263688,4.561263638,4.561263963,4.561263655,4.561264064,4.561263857,4.561263901,4.561264068,4.561263972,4.561263768,4.561263733,4.561263626,4.561263643,4.561263968,4.561263785,4.561263839 +"7635","KCNN3",4.837811063,4.837811064,4.83781108,4.837811081,4.837811093,4.837811077,4.837811073,4.83781109,4.837811067,4.837811062,4.837811068,4.837811086,4.837811072,4.837811042,4.837811089,4.837811058,4.837811092,4.837811076,4.837811071,4.837811072,4.837811083,4.837811084,4.837811055,4.837811063,4.837811061,4.83781107,4.837811067,4.837811074 +"7636","KCNN4",6.197226128,6.197225949,6.197226031,6.197226092,6.19722627,6.197226008,6.197226192,6.197225906,6.197226294,6.197226176,6.197226129,6.197226126,6.197226177,6.197226227,6.1972261,6.197225917,6.197225994,6.197226022,6.197226131,6.197226009,6.197226124,6.197225937,6.197226159,6.197226031,6.197226133,6.197226198,6.197226125,6.197226159 +"7637","KCNQ1",7.0936975,7.093697661,7.093697636,7.093697684,7.093697537,7.093697632,7.093697531,7.09369754,7.093697621,7.093697632,7.093697565,7.093697504,7.093697605,7.093697542,7.093697553,7.093697581,7.093697607,7.093697618,7.093697617,7.093697604,7.093697524,7.093697619,7.093697578,7.093697636,7.09369762,7.093697557,7.093697613,7.093697523 +"7638","KCNQ1DN",6.121603624,6.121603649,6.121603697,6.121603663,6.12160372,6.121603663,6.121603681,6.121603749,6.121603636,6.121603599,6.121603653,6.121603678,6.121603659,6.121603613,6.121603662,6.121603703,6.121603718,6.121603716,6.121603673,6.121603681,6.1216037,6.121603696,6.121603635,6.121603604,6.121603661,6.121603682,6.12160361,6.121603626 +"7639","KCNQ2",4.97224962,4.972249659,4.97225004,4.97224991,4.972250078,4.972249662,4.97224998,4.972250041,4.972249975,4.972249909,4.972250026,4.972250119,4.972249867,4.972249589,4.972250119,4.972250015,4.972250193,4.972250092,4.972249761,4.97224994,4.972249954,4.972250126,4.972249877,4.972249846,4.972250035,4.972249964,4.972249643,4.972250003 +"7640","KCNQ3",5.532953645,5.532953499,5.532953842,5.532953612,5.532953882,5.532953611,5.532953817,5.532953822,5.532953522,5.532953612,5.532953784,5.53295393,5.53295355,5.5329534,5.532953727,5.53295381,5.532954019,5.532953642,5.532953663,5.532953718,5.532953746,5.532953871,5.532953563,5.532953414,5.532953731,5.532953818,5.532953789,5.532953612 +"7641","KCNQ4",4.886115941,4.886115947,4.886116292,4.886116135,4.886116307,4.886116301,4.886115912,4.886116441,4.886116164,4.886116112,4.886116249,4.886116148,4.886116139,4.886115842,4.886116315,4.886116041,4.886116192,4.88611626,4.886116271,4.886116463,4.886116254,4.886116307,4.886115953,4.886116194,4.886116103,4.886116334,4.886115897,4.886115971 +"7642","KCNQ5",5.043998915,5.043998566,5.043998277,5.043998469,5.043998503,5.043998689,5.043999221,5.043999163,5.043999567,5.043999141,5.043998732,5.0439997,5.043999184,5.043998814,5.043998827,5.043997912,5.043998636,5.043998511,5.043998277,5.043998594,5.043998725,5.043998905,5.043999322,5.043999324,5.043998199,5.043999439,5.043999132,5.043998799 +"7643","KCNS1",4.554340166,4.554340122,4.554340211,4.554340253,4.554340228,4.554340174,4.554340269,4.554340186,4.554340164,4.554340166,4.554340272,4.554340194,4.554340223,4.554340024,4.554340184,4.554340168,4.55434025,4.554340282,4.554340124,4.554340192,4.554340192,4.554340158,4.554340144,4.554340084,4.554340189,4.554340282,4.55434021,4.554340138 +"7644","KCNS2",5.684149003,5.684149026,5.684149057,5.684149033,5.684149049,5.684149037,5.684149044,5.684149059,5.684149041,5.684149045,5.684149041,5.684149053,5.684149042,5.684148995,5.68414903,5.684149023,5.684149052,5.684149053,5.684149021,5.684149035,5.684149025,5.684149041,5.684149021,5.684149016,5.684149041,5.684149024,5.684149027,5.684149024 +"7645","KCNS3",4.48631527,4.48631512,4.486315275,4.486315248,4.486315753,4.486315264,4.486315487,4.486315481,4.486315417,4.486315273,4.486315137,4.486315722,4.48631559,4.486315266,4.486315471,4.486315334,4.486315577,4.486315474,4.486315438,4.486315598,4.486315521,4.486315645,4.486314966,4.486315162,4.486315315,4.486315495,4.48631521,4.486315341 +"7646","KCNT1",4.992171361,4.992171398,4.992171471,4.992171456,4.992171457,4.992171439,4.992171377,4.992171431,4.992171415,4.992171448,4.992171449,4.992171455,4.992171416,4.992171333,4.992171452,4.992171365,4.992171437,4.992171453,4.992171388,4.99217148,4.992171437,4.992171481,4.992171339,4.992171384,4.992171436,4.992171428,4.992171386,4.992171426 +"7647","KCNT2",2.936387412,2.936387527,2.936387477,2.936387467,2.936387441,2.936387495,2.936387472,2.936387467,2.936387445,2.93638743,2.936387554,2.936387434,2.936387428,2.936387443,2.936387537,2.936387477,2.936387479,2.936387484,2.936387436,2.936387519,2.936387478,2.93638746,2.936387463,2.936387425,2.936387574,2.936387445,2.936387438,2.936387518 +"7648","KCNV1",4.892796884,4.892796924,4.892796943,4.892796907,4.892796941,4.892796864,4.89279691,4.892796933,4.892796914,4.892796923,4.892796919,4.892796934,4.892796898,4.8927969,4.892796931,4.89279695,4.892796929,4.892796936,4.8927969,4.892796922,4.892796933,4.892796917,4.892796914,4.892796932,4.892796959,4.892796916,4.892796916,4.89279693 +"7649","KCNV2",4.954548232,4.954548324,4.954548512,4.954548317,4.954548677,4.954548307,4.954548451,4.954548781,4.954548319,4.954548377,4.954548458,4.954548743,4.954548344,4.954548267,4.954548733,4.95454842,4.954548605,4.95454853,4.954548265,4.954548418,4.954548594,4.954548639,4.954548218,4.954548411,4.954548537,4.95454844,4.954548207,4.954548462 +"7650","KCP",6.708623897,6.708623982,6.7086241135,6.7086239975,6.7086242575,6.708623886,6.708624048,6.708624154,6.708624015,6.708624006,6.7086240995,6.708624187,6.7086240525,6.708623771,6.7086241585,6.708624016,6.7086242385,6.7086241565,6.708624086,6.708623953,6.7086241735,6.7086242485,6.70862392,6.7086238925,6.708624127,6.708624129,6.708623931,6.708624135 +"7651","KCTD1",4.561211019,4.561211005,4.561211047,4.561211027,4.561211045,4.561210996,4.561211022,4.56121104,4.561211017,4.561211028,4.561211045,4.561211036,4.561211028,4.561211001,4.56121104,4.561211016,4.561211037,4.561211039,4.561211018,4.56121101,4.561211022,4.561211046,4.561211034,4.561211019,4.56121105,4.561211035,4.561211019,4.561211022 +"7652","KCTD10",6.892428893,6.892428912,6.892428895,6.892428882,6.89242891,6.892428893,6.892428902,6.892428897,6.892428894,6.892428906,6.892428896,6.892428875,6.89242891,6.892428926,6.892428892,6.892428883,6.892428857,6.892428911,6.892428901,6.892428895,6.89242888,6.892428872,6.892428893,6.89242891,6.892428894,6.892428916,6.892428897,6.892428888 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+"7727","KIAA1656",4.221795782,4.221795758,4.221795834,4.221795924,4.22179588,4.221795845,4.221795881,4.221795832,4.22179582,4.221795771,4.221795813,4.221795894,4.221795812,4.221795778,4.221795904,4.221795895,4.221795919,4.221795806,4.221795769,4.221795842,4.22179587,4.221795813,4.221795841,4.221795853,4.221795821,4.221795763,4.221795859,4.221795758 +"7728","KIAA1671",6.010776979,6.010776563,6.010776679,6.010776706,6.010776786,6.010776883,6.010777042,6.010777037,6.010776915,6.010776715,6.010776735,6.010776825,6.010776707,6.010776496,6.01077692,6.010776517,6.010776836,6.010776768,6.010776749,6.010776716,6.010777007,6.01077691,6.010776901,6.010776728,6.010776493,6.010776812,6.010776588,6.01077667 +"7729","KIAA1755",5.282137708,5.28213773,5.282137841,5.282137703,5.28213784,5.28213775,5.28213778,5.282137796,5.282137776,5.282137818,5.282137875,5.282137898,5.282137718,5.282137616,5.282137815,5.282137812,5.282137873,5.282137848,5.282137751,5.282137795,5.282137841,5.282137782,5.282137804,5.28213768,5.282137792,5.28213783,5.282137735,5.28213777 +"7730","KIAA1958",5.523179429,5.523179447,5.523179401,5.523179522,5.523179482,5.523179601,5.523179479,5.523179415,5.52317945,5.523179499,5.523179514,5.523179478,5.523179519,5.523179485,5.523179494,5.523179456,5.523179461,5.523179454,5.523179502,5.523179615,5.523179496,5.523179467,5.523179577,5.523179491,5.523179474,5.523179436,5.523179472,5.523179388 +"7731","KIAA2012",3.794882728,3.7948826285,3.794882809,3.794882737,3.7948827195,3.794882824,3.7948828415,3.7948828155,3.7948826425,3.794882629,3.7948828425,3.794882762,3.7948827685,3.794882562,3.794882846,3.794882828,3.79488295,3.7948827835,3.794882677,3.794882758,3.794882762,3.794882743,3.7948826915,3.794882704,3.794882633,3.794882774,3.794882681,3.794882869 +"7732","KIAA2013",6.985169636,6.985169715,6.985169968,6.98516998,6.985170254,6.985169952,6.985169868,6.985170113,6.985169831,6.985169833,6.985169979,6.985170315,6.985169924,6.985169522,6.985170172,6.985169872,6.985170382,6.985169833,6.985169866,6.985169965,6.985170289,6.985170207,6.985169687,6.985169782,6.985169981,6.985169992,6.985169725,6.985169858 +"7733","KIAA2026",7.548119927,7.548119385,7.548118746,7.54811929,7.548118769,7.548119367,7.548119444,7.54811841,7.54811916,7.548119266,7.548118576,7.548118468,7.548119817,7.548120189,7.548119183,7.548118358,7.548118277,7.548118657,7.548119479,7.548119788,7.548119514,7.548118695,7.548118862,7.548119207,7.548119087,7.548119407,7.548119332,7.548119474 +"7734","KICS2",5.657691415,5.65769138,5.657691309,5.657691298,5.657691259,5.657691401,5.65769135,5.657691361,5.657691389,5.657691323,5.6576912,5.657691346,5.657691339,5.657691453,5.65769126,5.657691347,5.65769128,5.657691174,5.657691304,5.657691336,5.65769131,5.657691318,5.657691393,5.657691388,5.657691332,5.65769135,5.657691403,5.657691387 +"7735","KIDINS220",7.790974843,7.790975333,7.79097434,7.790975144,7.79097433,7.790974484,7.790974818,7.790973607,7.790974302,7.790974491,7.790974333,7.790973527,7.790974681,7.790975314,7.790974633,7.790975042,7.790974097,7.79097464,7.790974906,7.790974556,7.79097466,7.790973265,7.790974824,7.790974869,7.790974627,7.790974154,7.790974574,7.790974495 +"7736","KIF11",3.70462083,3.704620915,3.704620811,3.704620792,3.70462086,3.704621104,3.704621512,3.70462074,3.704621203,3.704620781,3.704620919,3.704620833,3.704620758,3.704620927,3.704620898,3.704620966,3.704620986,3.704620715,3.704620843,3.704620982,3.704621442,3.704620604,3.704621102,3.704620984,3.704620959,3.704620886,3.704620815,3.704620798 +"7737","KIF12",5.495933169,5.495933195,5.495933209,5.495933198,5.495933213,5.495933193,5.495933195,5.495933204,5.495933175,5.49593318,5.495933215,5.495933198,5.495933199,5.495933163,5.495933202,5.495933205,5.495933229,5.495933211,5.495933182,5.495933208,5.495933204,5.495933209,5.495933173,5.495933173,5.495933186,5.495933201,5.495933196,5.49593319 +"7738","KIF13A",7.545864915,7.545866161,7.545865073,7.545866386,7.545863886,7.5458659,7.545865768,7.545864205,7.545864268,7.54586444,7.545865199,7.545863931,7.545864969,7.545864904,7.54586491,7.545866198,7.545864795,7.545866117,7.545865265,7.54586581,7.545865691,7.545863786,7.54586477,7.54586591,7.545866283,7.545864932,7.545864837,7.545864103 +"7739","KIF13B",6.668379084,6.668379172,6.668378966,6.668378925,6.668378853,6.668379123,6.66837915,6.668378913,6.668378949,6.66837897,6.668378938,6.668378682,6.668378991,6.668379092,6.668378919,6.668379024,6.668378671,6.668378715,6.668378979,6.668379068,6.668379054,6.668378989,6.668378991,6.668378966,6.668378906,6.668378865,6.668379081,6.668378924 +"7740","KIF14",3.408559787,3.408559783,3.408559798,3.408559794,3.408559802,3.4085598,3.408559831,3.408559776,3.408559808,3.408559783,3.408559804,3.408559797,3.408559811,3.408559789,3.408559765,3.408559792,3.408559779,3.408559796,3.408559763,3.408559797,3.408559825,3.408559777,3.408559836,3.408559789,3.408559802,3.408559794,3.408559776,3.408559782 +"7741","KIF15",3.19171437,3.191714373,3.191714415,3.191714348,3.191714388,3.1917144,3.191714426,3.191714401,3.191714398,3.19171438,3.191714434,3.191714409,3.191714387,3.191714379,3.191714405,3.191714405,3.191714417,3.191714371,3.191714379,3.191714419,3.191714431,3.191714394,3.191714434,3.191714403,3.191714423,3.191714396,3.191714379,3.191714397 +"7742","KIF16B",5.270171354,5.270171072,5.270170111,5.270171178,5.270170948,5.270170625,5.270170901,5.270169843,5.270171306,5.270170631,5.270170374,5.270170586,5.270171118,5.27017189,5.270171167,5.270170712,5.270170066,5.270171021,5.270171114,5.270170571,5.27017087,5.270170335,5.270171104,5.270170889,5.270170521,5.270171134,5.270171127,5.270171603 +"7743","KIF17",4.738742805,4.738742824,4.738742827,4.738742801,4.73874284,4.738742829,4.738742813,4.738742831,4.73874282,4.738742819,4.738742822,4.738742832,4.738742817,4.738742803,4.738742821,4.738742831,4.73874285,4.738742837,4.738742804,4.738742816,4.738742828,4.738742837,4.738742809,4.738742792,4.738742817,4.73874283,4.738742808,4.738742826 +"7744","KIF18A",3.34456503,3.344565023,3.34456505,3.344565043,3.344565035,3.34456508,3.344565084,3.344565044,3.344565033,3.344565054,3.344565032,3.344565036,3.344565028,3.344565041,3.344565019,3.344565016,3.34456505,3.344565052,3.344565044,3.344565039,3.344565046,3.344565056,3.344565082,3.344565043,3.344565048,3.344565026,3.344565043,3.344565059 +"7745","KIF18B",5.7072657425,5.7072658255,5.7072658635,5.7072657875,5.7072659095,5.707265791,5.707265848,5.7072658885,5.7072658705,5.707265805,5.707265835,5.707265915,5.7072658305,5.7072657445,5.7072658815,5.7072658645,5.7072659935,5.7072659225,5.707265834,5.707265858,5.707265928,5.7072659205,5.7072658125,5.707265765,5.707265838,5.7072658805,5.707265844,5.7072658125 +"7746","KIF19",5.235702031,5.235702046,5.235702116,5.235701976,5.235702165,5.235702041,5.23570201,5.235702124,5.235702105,5.235701999,5.235702113,5.23570212,5.23570207,5.23570195,5.2357021,5.235702056,5.235702063,5.235702136,5.235702117,5.235702045,5.235702141,5.235702112,5.235702013,5.235702077,5.235702087,5.235702046,5.235702017,5.235702019 +"7747","KIF1A",5.004663681,5.004663701,5.004663726,5.004663709,5.004663751,5.004663703,5.004663717,5.004663732,5.004663723,5.004663732,5.004663728,5.004663759,5.004663717,5.004663674,5.004663743,5.004663727,5.004663746,5.004663739,5.004663706,5.004663731,5.004663728,5.004663738,5.004663701,5.004663691,5.00466374,5.004663736,5.00466369,5.004663729 +"7748","KIF1B",6.952291084,6.952291775,6.952291075,6.952292452,6.952290947,6.952292995,6.952291855,6.952290697,6.952291101,6.952291302,6.952291636,6.952290307,6.952291451,6.952291133,6.952291517,6.952292109,6.952290712,6.952292143,6.952291848,6.952293104,6.952291681,6.95229053,6.952291715,6.952292106,6.952292061,6.952290736,6.952291481,6.952290796 +"7749","KIF1C",6.181060057,6.181060157,6.181060131,6.181060223,6.181060157,6.181060149,6.181060133,6.181060221,6.181060089,6.181060027,6.181060153,6.181059955,6.181060182,6.181060111,6.181060034,6.181060169,6.181060067,6.181060169,6.181060163,6.181060336,6.181060255,6.181060114,6.181060108,6.18106011,6.181060136,6.181060118,6.181060197,6.181060093 +"7750","KIF20A",3.49296693,3.492967038,3.492967072,3.492967129,3.492967306,3.492967028,3.492967578,3.492966993,3.492967234,3.492967093,3.49296706,3.492967184,3.49296718,3.492966894,3.492967143,3.492967097,3.492966967,3.492967362,3.492967008,3.492967046,3.492967526,3.492967166,3.492967288,3.492966826,3.492966896,3.492967151,3.49296705,3.492967006 +"7751","KIF20B",3.327346235,3.327346112,3.327346217,3.327346134,3.327346139,3.327346166,3.327346276,3.32734617,3.327346242,3.327346111,3.327346187,3.32734611,3.327346164,3.327346433,3.327346216,3.327346114,3.327346149,3.327346263,3.327346184,3.327346103,3.327346227,3.327346132,3.327346308,3.327346227,3.327346108,3.327346105,3.327346136,3.327346415 +"7752","KIF21A",4.30130337,4.301302674,4.301302483,4.301302358,4.301302609,4.30130266,4.301303171,4.301303008,4.301302867,4.301302819,4.301302819,4.301302161,4.301302768,4.301303292,4.301303207,4.301302796,4.301302444,4.301302605,4.301302896,4.301302707,4.301302866,4.301302711,4.301303066,4.301302778,4.301302789,4.301302616,4.301303143,4.301303094 +"7753","KIF21B",7.51899768,7.518997695,7.518997651,7.518997772,7.518997683,7.518997759,7.518997752,7.51899771,7.518997702,7.518997709,7.518997647,7.518997703,7.518997699,7.51899767,7.518997727,7.518997756,7.518997674,7.518997719,7.51899772,7.518997649,7.518997722,7.518997696,7.518997739,7.518997713,7.518997786,7.518997727,7.518997713,7.518997633 +"7754","KIF22",7.1799038725,7.1799043265,7.179903986,7.179904138,7.1799045985,7.1799044685,7.179904262,7.1799041645,7.1799043675,7.179904662,7.179904335,7.1799040425,7.179904416,7.17990413,7.1799045015,7.179903949,7.1799043905,7.179904217,7.179904289,7.179904504,7.179904295,7.1799042255,7.179904193,7.179904322,7.1799040195,7.1799042295,7.1799044085,7.179904142 +"7755","KIF23",4.154868487,4.154868585,4.154868608,4.154868635,4.154868535,4.15486873,4.154868986,4.154868576,4.154868781,4.154868682,4.154868732,4.154868853,4.154868674,4.15486857,4.154868706,4.154868697,4.154868778,4.154868664,4.154868557,4.154868685,4.154868973,4.154868679,4.154868654,4.154868572,4.154868632,4.15486862,4.154868678,4.154868764 +"7756","KIF24",3.786210759,3.786210771,3.786210788,3.786210775,3.786210796,3.786210811,3.786210814,3.786210786,3.786210801,3.786210813,3.78621079,3.786210807,3.786210772,3.786210774,3.786210801,3.786210787,3.78621081,3.786210772,3.786210788,3.786210816,3.786210817,3.786210814,3.786210776,3.786210773,3.786210745,3.786210812,3.786210772,3.786210793 +"7757","KIF25",4.4718902,4.471890216,4.471890841,4.471891035,4.471891056,4.471890977,4.471890526,4.47189127,4.471890289,4.471890862,4.471890657,4.471890971,4.471890517,4.471889715,4.471891194,4.471890487,4.471891258,4.471890962,4.471890588,4.471890924,4.471890811,4.471891387,4.471890648,4.471889444,4.471890482,4.471890938,4.471890301,4.471890092 +"7758","KIF25-AS1",5.243490745,5.243490736,5.243490866,5.243490929,5.243491056,5.243491003,5.243491004,5.243490934,5.243490914,5.243490963,5.243491037,5.24349113,5.243490786,5.243490666,5.243491005,5.243490949,5.243491023,5.243491011,5.243490885,5.243490948,5.243491058,5.243490896,5.243490834,5.243490853,5.24349077,5.243490891,5.243490797,5.243490981 +"7759","KIF26A",5.953973663,5.95397352,5.953973755,5.953973481,5.953974012,5.9539736,5.95397381,5.953973901,5.953973602,5.953973602,5.953973749,5.953974031,5.953973611,5.953973429,5.953973855,5.953973853,5.953973995,5.95397386,5.953973691,5.95397367,5.953973954,5.953973964,5.953973567,5.953973466,5.953973814,5.953973986,5.953973639,5.953973902 +"7760","KIF26B",4.963255176,4.963255169,4.963255225,4.963255178,4.963255238,4.963255169,4.963255206,4.963255208,4.963255202,4.963255202,4.963255235,4.963255226,4.963255183,4.963255153,4.963255218,4.963255201,4.963255221,4.963255199,4.963255196,4.963255189,4.963255215,4.963255222,4.96325519,4.963255169,4.963255191,4.963255227,4.963255183,4.963255197 +"7761","KIF2A",7.572716136,7.57271572,7.57271469,7.572716878,7.572715615,7.572713792,7.572715712,7.572715348,7.572715692,7.572715937,7.572715988,7.572714707,7.572715891,7.572717815,7.572715583,7.572714471,7.572714204,7.572716506,7.572715884,7.572713591,7.572715975,7.572715113,7.572716267,7.572716059,7.57271562,7.57271559,7.572715864,7.572716893 +"7762","KIF2B",4.773909284,4.773909321,4.773909384,4.773909331,4.773909419,4.773909298,4.773909357,4.77390941,4.773909334,4.773909396,4.77390935,4.773909371,4.773909361,4.773909298,4.773909399,4.773909432,4.773909433,4.773909424,4.773909403,4.773909386,4.773909417,4.773909378,4.773909389,4.773909288,4.773909321,4.773909414,4.773909331,4.773909332 +"7763","KIF2C",4.375468376,4.375468323,4.375468547,4.375468399,4.375468578,4.375468356,4.375468696,4.375468394,4.375468484,4.375468447,4.375468553,4.375468519,4.375468393,4.375468418,4.375468561,4.375468589,4.375468469,4.375468416,4.375468458,4.375468563,4.375468789,4.375468384,4.375468503,4.375468448,4.375468346,4.37546844,4.375468424,4.375468478 +"7764","KIF3A",4.656767993,4.65676802,4.656767961,4.656767919,4.656767939,4.656767883,4.656767973,4.656767924,4.656768053,4.656767891,4.656767889,4.656767962,4.65676797,4.656768192,4.656768004,4.656767961,4.656767969,4.656767993,4.656768023,4.656767866,4.656767892,4.656767948,4.656767979,4.656767982,4.656767976,4.656767967,4.656767972,4.656768104 +"7765","KIF3B",6.29687174,6.29687185,6.296871941,6.296871816,6.296871741,6.296871678,6.296871764,6.296871788,6.296871889,6.296871714,6.296871887,6.296871714,6.296871888,6.296871745,6.296871667,6.296871994,6.296871616,6.296871935,6.296871609,6.296871914,6.296871769,6.296871704,6.296871758,6.296871982,6.296872025,6.296872012,6.29687181,6.296871921 +"7766","KIF3C",5.907281786,5.907281827,5.90728181,5.907281842,5.907281796,5.907281783,5.907281808,5.907281812,5.907281822,5.907281812,5.907281824,5.907281818,5.907281805,5.907281783,5.907281806,5.907281834,5.907281827,5.907281835,5.907281817,5.907281787,5.907281801,5.907281808,5.907281823,5.907281831,5.907281839,5.907281814,5.907281805,5.90728177 +"7767","KIF4A",3.93108262,3.931083009,3.931083052,3.931082707,3.931083122,3.931082841,3.931083102,3.931083005,3.931083027,3.931082677,3.931083027,3.931083196,3.931082929,3.931082582,3.931083089,3.931082925,3.931082894,3.93108305,3.931082789,3.931083108,3.931083233,3.931082937,3.931082954,3.931082735,3.931082751,3.931082961,3.931082802,3.931082897 +"7768","KIF5A",4.4971737365,4.497173738,4.4971737685,4.497173774,4.4971737615,4.497173766,4.497173746,4.4971737515,4.497173713,4.4971737625,4.497173736,4.497173798,4.4971737135,4.497173733,4.497173722,4.4971737555,4.497173771,4.4971737765,4.4971737345,4.497173757,4.497173758,4.4971737845,4.497173765,4.4971737385,4.4971737535,4.497173743,4.497173757,4.497173773 +"7769","KIF5B",7.747034083,7.747033827,7.747033382,7.747033579,7.747032939,7.747033047,7.747033385,7.747031889,7.747033051,7.747033332,7.747032991,7.747031325,7.747033187,7.747035947,7.747033779,7.747033613,7.747033101,7.747033335,7.747033855,7.747033223,7.747033827,7.747032775,7.747033896,7.747033504,7.747033409,7.747032711,7.747032966,7.747034866 +"7770","KIF5C",5.092507873,5.092507921,5.092507854,5.0925079,5.092507875,5.092507865,5.0925079,5.092507904,5.092507876,5.092507855,5.092507884,5.092507832,5.092507915,5.092507916,5.092507908,5.09250789,5.092507802,5.092507885,5.092507882,5.092507863,5.092507896,5.092507934,5.092507911,5.092507888,5.092507849,5.092507848,5.092507919,5.092507878 +"7771","KIF6",3.8426518,3.842651912,3.84265186,3.842651938,3.842651807,3.842651874,3.8426518,3.842651795,3.842651858,3.842651867,3.842651849,3.842651831,3.842651821,3.842651822,3.842651864,3.842651806,3.842651909,3.84265185,3.842651808,3.842651871,3.842651819,3.842651864,3.842651917,3.842651871,3.842651923,3.842651852,3.842651911,3.842651807 +"7772","KIF7",5.383071013,5.383071014,5.383071021,5.383071011,5.383071029,5.383070981,5.383071016,5.383071034,5.383070998,5.383071024,5.383071019,5.383071018,5.383070999,5.383070976,5.383071014,5.38307103,5.383071024,5.383071043,5.383071001,5.383071016,5.383071037,5.383071031,5.383070992,5.383070996,5.383071003,5.383071024,5.383071016,5.383071016 +"7773","KIF9",4.179446453,4.179446491,4.179446492,4.179446477,4.179446478,4.179446475,4.179446464,4.179446496,4.179446481,4.179446514,4.179446463,4.179446514,4.179446474,4.179446479,4.17944648,4.179446494,4.179446487,4.179446499,4.179446496,4.179446477,4.179446503,4.179446508,4.179446443,4.179446493,4.179446474,4.179446476,4.179446479,4.1794465 +"7774","KIFAP3",6.186488503,6.18648832,6.186488259,6.186487618,6.186488179,6.186487745,6.186488077,6.186487787,6.18648834,6.186488063,6.186487887,6.186487703,6.186488213,6.186489139,6.186488157,6.186488242,6.186487935,6.186487642,6.186488538,6.186487487,6.186487829,6.186487988,6.186488473,6.186488407,6.186487901,6.186488061,6.186488222,6.186488763 +"7775","KIFBP",5.454695554,5.454695009,5.454694884,5.454695045,5.454694931,5.45469477,5.454695278,5.454694793,5.454695092,5.454695079,5.45469472,5.454694759,5.454695439,5.454695727,5.454695225,5.454695175,5.454694577,5.454695005,5.45469497,5.454694061,5.454695241,5.454695087,5.45469536,5.454695169,5.454694812,5.454694909,5.454695441,5.45469535 +"7776","KIFC1",4.2967327295,4.296732591,4.2967330255,4.2967326775,4.2967328705,4.296732916,4.296732849,4.2967330125,4.296732518,4.2967327725,4.296732984,4.296733107,4.296733046,4.296732085,4.2967330225,4.29673279,4.296732901,4.296733107,4.2967326445,4.2967325235,4.2967331745,4.296732634,4.2967329945,4.2967326895,4.2967326,4.2967330265,4.296732827,4.296732538 +"7777","KIFC2",6.130993943,6.130993732,6.130993985,6.130993841,6.130994288,6.130993828,6.130993966,6.13099413,6.130994038,6.130994124,6.130994033,6.130994357,6.13099401,6.130993638,6.13099422,6.130994011,6.130994267,6.130993963,6.130993886,6.130993968,6.130994077,6.130994207,6.130993928,6.130993974,6.130994119,6.130994061,6.13099382,6.130993989 +"7778","KIFC3",6.169090735,6.169090775,6.169090851,6.169090801,6.169090862,6.169090743,6.169090803,6.169090846,6.169090798,6.16909077,6.169090847,6.169090849,6.169090808,6.169090675,6.16909085,6.16909084,6.169090885,6.169090875,6.169090748,6.169090795,6.169090869,6.169090834,6.169090802,6.169090749,6.169090833,6.16909085,6.169090736,6.169090845 +"7779","KIN",6.167307717,6.167307571,6.167307529,6.167307305,6.167307204,6.167307362,6.167307196,6.167307262,6.167307309,6.167307409,6.167307462,6.167307014,6.167307609,6.167307839,6.167307519,6.167307426,6.167307415,6.16730736,6.16730766,6.167307268,6.167307251,6.167307264,6.16730745,6.167307399,6.167307531,6.167307372,6.167307507,6.167307513 +"7780","KIR3DX1",4.625674496,4.625674512,4.625674514,4.62567451,4.625674508,4.625674508,4.625674501,4.62567449,4.62567451,4.625674498,4.625674518,4.625674496,4.625674515,4.625674481,4.625674506,4.625674512,4.625674507,4.625674516,4.625674493,4.6256745,4.625674485,4.625674507,4.625674511,4.625674506,4.625674517,4.625674496,4.625674517,4.625674499 +"7781","KIRREL1",4.724818339,4.724818335,4.724818337,4.72481834,4.72481835,4.724818346,4.724818334,4.724818352,4.724818333,4.724818347,4.724818354,4.724818355,4.724818347,4.724818319,4.724818361,4.72481834,4.724818359,4.724818348,4.724818323,4.724818338,4.724818352,4.724818349,4.724818318,4.724818325,4.724818337,4.724818342,4.724818331,4.724818318 +"7782","KIRREL2",5.1931517,5.193151657,5.193151862,5.193151732,5.193151914,5.193151813,5.193151733,5.193151841,5.193151749,5.193151826,5.193151831,5.193151904,5.193151755,5.193151748,5.193151886,5.193151847,5.19315191,5.193151896,5.193151786,5.193151796,5.193151875,5.193151849,5.193151696,5.193151791,5.193151816,5.193151761,5.193151713,5.193151801 +"7783","KIRREL3",5.559357555,5.559357544,5.559357603,5.559357592,5.559357684,5.559357516,5.559357619,5.559357701,5.559357612,5.55935758,5.559357658,5.559357691,5.559357597,5.559357527,5.559357664,5.559357631,5.559357734,5.559357735,5.559357619,5.55935758,5.559357628,5.559357649,5.559357581,5.559357546,5.559357623,5.559357647,5.559357574,5.559357593 +"7784","KIRREL3-AS3",5.174249554,5.174249574,5.174249601,5.174249577,5.174249652,5.174249575,5.174249553,5.17424959,5.174249573,5.17424961,5.17424957,5.174249635,5.174249556,5.174249528,5.174249616,5.174249595,5.174249605,5.174249567,5.17424958,5.174249567,5.174249604,5.174249608,5.174249502,5.174249556,5.174249523,5.174249622,5.174249546,5.174249571 +"7785","KISS1",6.0625104,6.062510487,6.06251069,6.062510621,6.062510882,6.062510112,6.062510477,6.062510812,6.062510594,6.062510595,6.062510684,6.062510814,6.06251056,6.062510267,6.062510584,6.062510785,6.062510806,6.062510838,6.062510478,6.062510451,6.06251053,6.062510642,6.062510374,6.06251046,6.062510696,6.062510616,6.062510557,6.062510646 +"7786","KISS1R",6.45218728,6.452187382,6.452187744,6.452187455,6.452187981,6.452187221,6.45218765,6.452187745,6.452187408,6.452187431,6.452187831,6.452187825,6.452187618,6.452187066,6.4521878,6.452187662,6.452187872,6.452187762,6.452187561,6.452187617,6.452187831,6.452187805,6.45218742,6.452187545,6.452187585,6.452187754,6.452187532,6.452187709 +"7787","KIT",4.517738798,4.517739539,4.517739273,4.517739609,4.517739252,4.517738394,4.517739124,4.517739058,4.517738866,4.517738304,4.517739482,4.51773924,4.517739372,4.517739423,4.51773908,4.517739607,4.517739264,4.51773956,4.517739325,4.517738698,4.517738941,4.517739085,4.517738697,4.517738822,4.517739232,4.517739201,4.517739171,4.517739336 +"7788","KITLG",2.670434506,2.670434572,2.670434478,2.67043444,2.670434551,2.670434467,2.670434484,2.670434452,2.670434401,2.67043455,2.67043463,2.670434487,2.67043438,2.670434433,2.670434504,2.670434591,2.670434429,2.670434609,2.670434447,2.670434539,2.670434451,2.670434518,2.6704345,2.670434561,2.670434527,2.67043444,2.670434525,2.670434482 +"7789","KIZ",5.596033829,5.596033845,5.596033819,5.596033823,5.596033786,5.596033792,5.596033824,5.596033829,5.596033837,5.596033835,5.596033802,5.596033767,5.59603384,5.596033829,5.596033808,5.596033818,5.596033793,5.596033832,5.596033837,5.596033774,5.596033818,5.596033811,5.596033833,5.59603385,5.596033798,5.596033804,5.596033843,5.596033815 +"7790","KL",4.523072435,4.523072463,4.523072521,4.523072494,4.523072498,4.523072435,4.523072464,4.523072474,4.523072488,4.523072495,4.523072497,4.523072485,4.523072446,4.523072462,4.523072504,4.523072466,4.52307254,4.523072522,4.5230725,4.523072508,4.523072506,4.523072507,4.523072483,4.523072472,4.523072489,4.523072481,4.523072472,4.523072464 +"7791","KLB",4.26048368,4.260483767,4.26048386,4.260483795,4.260483875,4.260483744,4.260483829,4.260483764,4.260483782,4.260483783,4.260483723,4.260483865,4.260483793,4.260483769,4.260483817,4.260483864,4.260483894,4.26048382,4.260483824,4.260483809,4.26048385,4.260483815,4.260483746,4.260483763,4.260483822,4.260483786,4.260483712,4.260483769 +"7792","KLC1",8.652750508,8.652750436,8.652750088,8.652750426,8.652750104,8.652750374,8.652750297,8.652750273,8.652750241,8.652750271,8.652750022,8.652750074,8.652750278,8.652750743,8.652750306,8.65275035,8.652750024,8.652750108,8.652750288,8.652750403,8.652750197,8.652750189,8.652750316,8.652750384,8.652750032,8.652750263,8.652750395,8.652750388 +"7793","KLC2",6.027474563,6.027474584,6.027474613,6.027474592,6.027474609,6.027474569,6.027474579,6.027474621,6.027474602,6.027474594,6.027474592,6.027474623,6.027474591,6.027474565,6.027474611,6.027474598,6.027474625,6.027474599,6.027474586,6.027474575,6.027474598,6.027474611,6.027474587,6.027474587,6.02747458,6.027474581,6.027474582,6.027474596 +"7794","KLC3",6.49086945,6.490869472,6.490869892,6.490869554,6.490869812,6.4908698,6.490869881,6.490869897,6.490869747,6.490869556,6.490869847,6.490869823,6.490869498,6.490869375,6.490869624,6.490869493,6.49086989,6.49086978,6.490869558,6.490869864,6.490869808,6.490869816,6.490869632,6.490869395,6.49086972,6.490869826,6.490869503,6.490869585 +"7795","KLC4",5.820208928,5.820208936,5.820208923,5.820208934,5.820208928,5.820208937,5.820208925,5.820208931,5.820208934,5.820208927,5.82020893,5.820208924,5.820208931,5.820208928,5.820208925,5.820208931,5.820208933,5.820208934,5.820208929,5.820208933,5.820208922,5.820208937,5.820208934,5.820208915,5.820208924,5.820208932,5.820208926,5.820208927 +"7796","KLF1",7.730244245,7.730244173,7.730246083,7.730245218,7.730245333,7.730245765,7.730245518,7.730246057,7.73024529,7.730245383,7.730246078,7.730247403,7.730243861,7.73024252,7.730245174,7.730244775,7.730246197,7.730245899,7.730244889,7.730245482,7.730245188,7.730245574,7.7302447,7.730245244,7.73024604,7.730246875,7.730243816,7.730245001 +"7797","KLF10",6.4717254,6.471725397,6.471725444,6.471725427,6.471725425,6.471725505,6.471725394,6.471725396,6.47172538,6.471725421,6.471725415,6.471725381,6.471725451,6.471725381,6.471725441,6.471725406,6.471725445,6.471725456,6.47172543,6.471725451,6.471725395,6.471725409,6.471725383,6.471725433,6.47172542,6.471725389,6.471725448,6.47172539 +"7798","KLF11",6.278321195,6.27832111,6.278321174,6.278321053,6.278321293,6.278321184,6.278321127,6.278321161,6.278321093,6.278321233,6.278321191,6.27832108,6.278321256,6.278321039,6.278321162,6.278321136,6.278321207,6.278321085,6.278321257,6.278321039,6.27832112,6.278321141,6.27832111,6.278321253,6.278321211,6.278321137,6.278321241,6.278321126 +"7799","KLF12",7.210306418,7.210305539,7.210304422,7.210304308,7.210304295,7.210304262,7.210305498,7.210304975,7.210306397,7.210305451,7.210303959,7.210304945,7.210305734,7.210306733,7.210305513,7.210304347,7.21030341,7.210303851,7.210304943,7.210303976,7.210305328,7.21030489,7.210306118,7.210305261,7.210304234,7.210305567,7.210305809,7.210306142 +"7800","KLF13",8.409153202,8.409153445,8.409153143,8.409153301,8.409153196,8.409153431,8.409153222,8.409153293,8.409153243,8.409153255,8.409153136,8.409153245,8.409153266,8.409153415,8.409153156,8.4091533,8.409153011,8.409153085,8.409153276,8.409153384,8.409153165,8.409153167,8.409153299,8.409153395,8.409153104,8.409153307,8.409153384,8.409153181 +"7801","KLF14",6.124046552,6.124046618,6.124046665,6.124046646,6.12404684,6.124046637,6.124046719,6.124046746,6.124046666,6.124046669,6.124046702,6.124046809,6.124046658,6.124046503,6.124046751,6.124046618,6.124046791,6.124046716,6.124046715,6.124046648,6.12404674,6.124046752,6.124046642,6.124046574,6.124046627,6.12404675,6.12404661,6.124046652 +"7802","KLF15",5.12231668,5.122316675,5.122316797,5.122316725,5.122316978,5.122316779,5.122316782,5.122316892,5.122316823,5.122316753,5.1223168,5.122316835,5.122316705,5.122316561,5.122316869,5.122316657,5.122316913,5.122316817,5.122316769,5.122316794,5.122316874,5.122316812,5.122316742,5.122316753,5.122316829,5.122316792,5.122316704,5.122316773 +"7803","KLF16",7.125452779,7.12545286,7.125452862,7.125452804,7.125452916,7.125452864,7.125452846,7.125452881,7.125452888,7.125452916,7.125452863,7.125452903,7.125452833,7.125452747,7.125452891,7.12545285,7.125452914,7.125452882,7.125452831,7.125452824,7.125452851,7.125452891,7.12545287,7.125452831,7.125452846,7.125452854,7.125452857,7.125452841 +"7804","KLF17",4.805915205,4.805915212,4.805915235,4.805915178,4.805915309,4.805915186,4.805915146,4.805915302,4.805915276,4.805915223,4.805915288,4.80591533,4.805915248,4.80591514,4.805915263,4.805915247,4.805915286,4.805915256,4.805915205,4.80591524,4.805915207,4.805915312,4.805915225,4.805915197,4.80591523,4.805915227,4.805915201,4.805915149 +"7805","KLF2",9.817148015,9.817149142,9.817147248,9.817148094,9.817147874,9.817148755,9.817147823,9.817148085,9.817148528,9.817148375,9.817147935,9.817147935,9.817148227,9.817148292,9.81714826,9.817148781,9.817147314,9.817148284,9.817148396,9.817148025,9.817147602,9.817147827,9.817148652,9.817148034,9.817147702,9.817147612,9.817148605,9.817148369 +"7806","KLF3",8.372033459,8.37203357,8.372033356,8.372033488,8.372033335,8.372033444,8.372033304,8.372033463,8.372033447,8.372033432,8.372033429,8.372033246,8.372033493,8.372033474,8.372033343,8.372033478,8.372033243,8.372033446,8.372033358,8.37203344,8.372033384,8.372033276,8.372033503,8.372033597,8.372033508,8.372033441,8.372033511,8.372033347 +"7807","KLF3-AS1",5.198147283,5.19814723,5.198147209,5.198147339,5.19814718,5.198147072,5.198147232,5.198147173,5.198147277,5.198147279,5.198147085,5.198147315,5.198147342,5.198147292,5.19814723,5.198147294,5.198147161,5.198147197,5.198147171,5.198147105,5.19814715,5.19814716,5.198147239,5.198147187,5.198147037,5.198147265,5.198147369,5.198147247 +"7808","KLF4",5.954876229,5.95487642,5.954876338,5.954876422,5.954876372,5.954876552,5.954876266,5.954876266,5.954876052,5.954876443,5.95487634,5.954876118,5.954876412,5.954876422,5.954876343,5.954876236,5.954876206,5.954876368,5.954876338,5.954876578,5.954876293,5.954876342,5.95487606,5.954876417,5.954876238,5.954876227,5.954876365,5.954876393 +"7809","KLF5",6.358791041,6.358791175,6.358791096,6.358791101,6.35879132,6.35879114,6.358791247,6.358791217,6.358791132,6.358791126,6.358791197,6.358791435,6.358791185,6.358790899,6.35879129,6.358791261,6.358791416,6.358791324,6.358791278,6.358791164,6.358791288,6.358791248,6.358791066,6.358791057,6.358791252,6.358791241,6.358791048,6.358791267 +"7810","KLF6",8.515968432,8.515969258,8.515967436,8.515968863,8.515967807,8.515967875,8.515968228,8.515967544,8.51596742,8.515967779,8.515968309,8.515966681,8.515968389,8.515968485,8.515968022,8.515968766,8.515967457,8.515968411,8.515968524,8.515968148,8.51596797,8.515967569,8.515968358,8.515968479,8.515968465,8.515967213,8.515968187,8.515968063 +"7811","KLF7",7.953369848,7.953370653,7.953369919,7.953371081,7.953369566,7.953370105,7.953370287,7.953369419,7.953369911,7.953370304,7.95336989,7.953369833,7.953369968,7.95337012,7.953369706,7.953370326,7.953369985,7.953371004,7.953370219,7.953370217,7.953370181,7.953369869,7.953370342,7.953370581,7.953370312,7.953369835,7.953370183,7.953369745 +"7812","KLF8",4.580577642,4.580577615,4.580577584,4.580577625,4.580577588,4.580577523,4.580577554,4.580577531,4.580577564,4.580577602,4.580577618,4.580577547,4.580577598,4.580577534,4.580577617,4.58057754,4.580577564,4.580577597,4.580577642,4.580577517,4.580577536,4.580577553,4.580577568,4.580577612,4.580577629,4.580577536,4.580577595,4.580577568 +"7813","KLF9",7.061112866,7.06111286,7.061112858,7.061112819,7.061112957,7.061112905,7.061112892,7.061112879,7.06111288,7.061112921,7.061112922,7.061112989,7.061112844,7.061112715,7.061112894,7.061112826,7.061112923,7.06111286,7.061112885,7.061112852,7.061112848,7.061112892,7.06111282,7.061112788,7.06111282,7.061112877,7.061112819,7.061112883 +"7814","KLHDC1",5.41029346,5.410293384,5.410293021,5.410292988,5.410293011,5.410292977,5.410293061,5.410293105,5.410293428,5.410293261,5.410293016,5.410293105,5.410293255,5.410293618,5.410293244,5.410293065,5.410292961,5.410292939,5.410293135,5.410292943,5.410292999,5.410293003,5.410293279,5.410293266,5.410292986,5.410293189,5.410293265,5.410293391 +"7815","KLHDC10",5.56070564433333,5.56070564233333,5.56070556066667,5.56070557166667,5.56070556966667,5.56070560966667,5.560705594,5.560705575,5.56070560233333,5.56070560533333,5.56070559766667,5.56070555966667,5.560705602,5.56070566533333,5.560705582,5.56070556866667,5.560705567,5.56070553066667,5.560705604,5.56070561,5.560705558,5.56070557,5.56070560466667,5.56070560866667,5.56070558466667,5.560705603,5.560705602,5.56070559 +"7816","KLHDC2",7.001807425,7.001806787,7.001806988,7.001806739,7.001806639,7.001806325,7.001806859,7.001806921,7.001807095,7.001806798,7.001806423,7.001806799,7.001807028,7.001807594,7.001806831,7.001806874,7.001806696,7.001806586,7.001806899,7.001806598,7.001806753,7.001806901,7.001807015,7.001807105,7.00180646,7.00180682,7.001807065,7.001807276 +"7817","KLHDC3",7.437285563,7.437285575,7.437285518,7.437285503,7.43728542,7.43728553,7.437285454,7.437285511,7.437285545,7.437285559,7.43728543,7.437285453,7.437285556,7.437285617,7.43728547,7.437285467,7.437285432,7.437285427,7.437285458,7.437285436,7.437285452,7.43728549,7.437285526,7.437285538,7.43728545,7.437285501,7.437285555,7.437285484 +"7818","KLHDC4",7.008077556,7.008077517,7.008077485,7.008077362,7.008077427,7.008077531,7.008077494,7.008077537,7.008077644,7.008077467,7.008077298,7.008077393,7.008077539,7.008077522,7.008077538,7.008077528,7.008077364,7.008077369,7.008077448,7.008077576,7.008077413,7.008077504,7.008077575,7.00807741,7.008077318,7.008077586,7.008077553,7.008077387 +"7819","KLHDC7A",6.147690439,6.147690399,6.147690479,6.14769048,6.147690517,6.147690433,6.147690457,6.14769049,6.147690519,6.147690505,6.147690468,6.147690534,6.147690494,6.147690356,6.147690531,6.147690487,6.147690558,6.147690503,6.147690486,6.147690486,6.147690523,6.147690528,6.14769045,6.147690463,6.147690518,6.14769048,6.147690505,6.147690517 +"7820","KLHDC7B",6.077564883,6.077565056,6.077565378,6.077565053,6.07756556,6.07756508,6.077565366,6.077565442,6.077565207,6.077565301,6.077565451,6.077565423,6.077565115,6.077564543,6.077565493,6.077565514,6.077565444,6.077565388,6.077565282,6.07756564,6.077565359,6.077565516,6.077565198,6.077565201,6.077565183,6.077565359,6.077565238,6.077565363 +"7821","KLHDC8A",5.53429386,5.534293896,5.534293924,5.534293878,5.534293911,5.534293906,5.534293896,5.5342939,5.534293886,5.534293887,5.534293914,5.534293925,5.534293892,5.534293823,5.53429389,5.53429386,5.534293915,5.534293921,5.534293887,5.534293895,5.534293874,5.534293922,5.534293881,5.534293871,5.534293887,5.534293917,5.534293889,5.534293888 +"7822","KLHDC8B",5.728928185,5.728928497,5.72892845,5.728928498,5.728928743,5.72892846,5.728928577,5.728928623,5.728928528,5.72892841,5.728928604,5.728928549,5.728928648,5.728928133,5.728928572,5.728928605,5.728928683,5.728928535,5.728928522,5.728928675,5.728928533,5.728928601,5.728928413,5.72892851,5.728928676,5.728928612,5.728928633,5.728928349 +"7823","KLHDC9",4.030025294,4.030025171,4.030025445,4.030025174,4.030025606,4.030025157,4.030025379,4.030025589,4.030025281,4.030024952,4.03002527,4.030025522,4.030025185,4.030025001,4.030025309,4.030025434,4.030025525,4.030025287,4.030025378,4.030025558,4.030025498,4.030025395,4.030025251,4.03002527,4.03002536,4.030025436,4.03002516,4.030025483 +"7824","KLHL1",3.653944039,3.653944034,3.653944049,3.653944041,3.653944065,3.653944056,3.653944057,3.653944066,3.653944043,3.653944071,3.653944049,3.653944062,3.653944039,3.653944047,3.653944055,3.653944032,3.653944057,3.653944054,3.653944043,3.653944052,3.653944054,3.653944052,3.65394404,3.653944033,3.653944038,3.653944055,3.653944048,3.653944038 +"7825","KLHL10",3.32565281,3.32565289,3.325652776,3.325653021,3.325652889,3.325652956,3.325652877,3.325653014,3.325652965,3.325652831,3.325652874,3.325652894,3.325652777,3.325652844,3.325652756,3.325652911,3.325653036,3.325652882,3.325652914,3.3256529,3.325652875,3.325652798,3.325652893,3.325652806,3.325652891,3.325652885,3.325652907,3.325652913 +"7826","KLHL11",6.79295942,6.792959414,6.792959427,6.79295941,6.792959417,6.792959429,6.792959417,6.79295944,6.792959433,6.792959407,6.7929594,6.792959421,6.792959398,6.79295946,6.792959406,6.792959392,6.792959427,6.792959416,6.792959423,6.792959404,6.792959402,6.792959422,6.792959444,6.79295943,6.792959392,6.792959426,6.792959428,6.79295942 +"7827","KLHL12",7.072761792,7.072761797,7.072761516,7.072761615,7.072760887,7.072761125,7.072761108,7.072761435,7.072761484,7.072761332,7.072760987,7.072760941,7.07276159,7.072761691,7.07276108,7.072761581,7.07276084,7.072761293,7.072761404,7.072761442,7.072761409,7.072761397,7.072761623,7.072761742,7.072761133,7.072761383,7.072761508,7.072761563 +"7828","KLHL13",3.871352434,3.871352774,3.871352732,3.871352922,3.871352703,3.871352534,3.871352804,3.871352821,3.871352796,3.871352654,3.87135271,3.871352848,3.871352542,3.871352509,3.871352881,3.871352591,3.871352561,3.871352862,3.871352842,3.871352714,3.871352904,3.871352707,3.871352576,3.871352719,3.871352751,3.871352664,3.871352694,3.871352683 +"7829","KLHL14",4.78740231,4.787402276,4.787402246,4.787402292,4.787402277,4.787402207,4.787402288,4.787402233,4.787402249,4.787402274,4.787402209,4.787402265,4.78740229,4.787402301,4.787402291,4.787402226,4.787402208,4.787402273,4.78740228,4.78740225,4.787402301,4.787402248,4.787402241,4.7874023,4.787402253,4.787402246,4.787402235,4.787402314 +"7830","KLHL15",5.11338143,5.113381445,5.113381395,5.113381379,5.113381371,5.113381375,5.113381368,5.113381364,5.113381413,5.113381418,5.113381378,5.113381391,5.113381395,5.113381439,5.113381333,5.113381396,5.113381276,5.11338138,5.113381373,5.11338129,5.113381361,5.113381307,5.113381426,5.113381401,5.113381343,5.113381375,5.113381428,5.113381397 +"7831","KLHL17",6.532717832,6.532717825,6.532717938,6.532717845,6.53271799,6.532717847,6.532717912,6.532717953,6.532717891,6.532717932,6.532717933,6.532717972,6.532717892,6.532717811,6.532717927,6.532717905,6.532717978,6.532717926,6.53271792,6.53271785,6.532717915,6.532717938,6.532717868,6.53271784,6.532717921,6.532717912,6.532717876,6.5327179 +"7832","KLHL18",6.957088642,6.957088844,6.95708867,6.957088758,6.957088582,6.957088748,6.957088762,6.95708857,6.957088642,6.957088676,6.957088692,6.957088542,6.957088767,6.957088791,6.95708866,6.957088797,6.957088661,6.957088739,6.957088687,6.957088672,6.957088654,6.957088581,6.957088695,6.957088747,6.957088753,6.957088607,6.957088735,6.957088611 +"7833","KLHL2",6.637953723,6.637954313,6.63795347,6.637954905,6.637952708,6.637952829,6.637953713,6.637952662,6.637953506,6.637952945,6.637953885,6.637951829,6.63795337,6.637954264,6.637953233,6.637954625,6.63795325,6.637954108,6.637953533,6.63795344,6.637953241,6.637952769,6.637954115,6.637954418,6.63795378,6.637952696,6.637953157,6.63795318 +"7834","KLHL20",6.571206427,6.571206173,6.571205915,6.571205631,6.571205797,6.571205838,6.571205799,6.571205736,6.571206206,6.571206046,6.571205635,6.571205695,6.57120613,6.571206569,6.571205906,6.571206003,6.571205658,6.571205742,6.571206163,6.571205639,6.571205743,6.571205736,6.57120633,6.571206025,6.571205566,6.571205876,6.571206027,6.571206227 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+"7917","KREMEN1",6.635127908,6.63513007,6.635125077,6.63512876,6.635125481,6.635135676,6.635131518,6.635127923,6.635132671,6.635132515,6.635127423,6.635120805,6.635125735,6.63512174,6.63512865,6.635128666,6.635125618,6.635127891,6.635129118,6.635137989,6.635130195,6.63512616,6.635136107,6.635137585,6.635129211,6.635123017,6.635126474,6.635123102 +"7918","KREMEN2",6.729680577,6.729680551,6.729680844,6.729680757,6.729681375,6.72968055,6.729681061,6.729681228,6.729680825,6.729680935,6.729680976,6.729681347,6.729680924,6.729680238,6.729681404,6.729680727,6.729681359,6.72968101,6.729680901,6.729680632,6.729681358,6.729681169,6.729680603,6.729680593,6.729680951,6.729681214,6.729680726,6.729680989 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+"7921","KRR1",5.189971638,5.189971382,5.189971352,5.189971125,5.189971156,5.189971025,5.189971263,5.189971016,5.189971481,5.189971359,5.189970988,5.189971176,5.189971381,5.189972292,5.189971382,5.189971234,5.189971044,5.189971098,5.189971268,5.189971001,5.189971372,5.18997139,5.189971406,5.189971255,5.189971149,5.189971249,5.189971273,5.189972117 +"7922","KRT1",5.709815764,5.709815844,5.709816352,5.709816237,5.709816267,5.709815414,5.709816345,5.70981592,5.709815609,5.709815465,5.709816112,5.709815987,5.709815757,5.709815592,5.709815862,5.709815596,5.709816314,5.709816235,5.709816171,5.709815205,5.709816106,5.709815723,5.709815519,5.70981541,5.709816106,5.709815786,5.709815966,5.709815801 +"7923","KRT10",5.110605459,5.110605428,5.110605458,5.110605444,5.110605474,5.110605385,5.110605477,5.110605452,5.110605444,5.110605427,5.110605466,5.110605438,5.110605474,5.110605469,5.110605493,5.110605518,5.110605493,5.110605499,5.110605407,5.110605482,5.110605489,5.11060547,5.110605444,5.110605439,5.110605475,5.110605492,5.110605454,5.110605515 +"7924","KRT10-AS1",3.618211466,3.618211299,3.618211406,3.618211279,3.618211254,3.618211295,3.618211357,3.618211482,3.618211327,3.618211375,3.618211271,3.6182112,3.618211307,3.618211551,3.618211323,3.618211384,3.618211303,3.618211233,3.618211359,3.618211289,3.618211284,3.618211461,3.618211539,3.618211377,3.618211266,3.618211336,3.6182114,3.618211472 +"7925","KRT12",3.9450055,3.945005536,3.94500554,3.945005511,3.945005564,3.945005511,3.945005538,3.945005567,3.945005517,3.945005533,3.94500557,3.945005554,3.94500553,3.945005499,3.945005564,3.945005581,3.945005568,3.945005556,3.94500554,3.945005538,3.945005575,3.945005554,3.945005546,3.945005518,3.945005537,3.94500555,3.945005531,3.945005536 +"7926","KRT13",5.512904371,5.512904325,5.51290456,5.512904496,5.51290465,5.512904058,5.512904452,5.512904703,5.512904283,5.512904446,5.512904691,5.51290451,5.512904565,5.512904426,5.512904677,5.51290467,5.5129047,5.512904732,5.512904453,5.512904569,5.512904763,5.512904441,5.512904337,5.512904358,5.512904675,5.512904696,5.512904426,5.512904398 +"7927","KRT14",5.251359851,5.251359862,5.251359818,5.251359868,5.251359948,5.251359841,5.251359863,5.251359883,5.251359855,5.251359875,5.251359879,5.25135995,5.251359873,5.251359826,5.251359924,5.251359896,5.251359928,5.251359883,5.251359896,5.251359896,5.251359956,5.251359928,5.251359833,5.251359853,5.251359851,5.251359894,5.251359851,5.25135987 +"7928","KRT15",4.303072608,4.303072613,4.303072669,4.303072714,4.303072715,4.303072665,4.30307266,4.303072722,4.303072657,4.303072643,4.303072686,4.303072719,4.303072641,4.303072615,4.303072713,4.303072697,4.303072719,4.303072721,4.303072671,4.303072635,4.303072714,4.303072727,4.303072694,4.303072641,4.303072693,4.303072665,4.303072639,4.303072663 +"7929","KRT16",5.515074814,5.515074792,5.515074863,5.515074802,5.515074895,5.5150748,5.515074837,5.515074856,5.515074801,5.515074804,5.51507479,5.515074924,5.515074838,5.515074783,5.515074833,5.515074812,5.515074894,5.515074815,5.515074868,5.515074849,5.515074853,5.515074856,5.515074864,5.515074835,5.515074838,5.515074878,5.515074827,5.515074799 +"7930","KRT17",5.836572826,5.836572965,5.836573399,5.836573204,5.836573468,5.836573135,5.836573408,5.836573191,5.83657332,5.836573128,5.836573304,5.8365734,5.836573307,5.836572829,5.836573377,5.836573378,5.836573404,5.836573379,5.836573338,5.836573233,5.83657349,5.836573313,5.836572885,5.836573035,5.83657315,5.836573302,5.836573194,5.836573242 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+"7933","KRT18P55",5.097600277,5.097600287,5.097600298,5.097600262,5.0976003,5.097600264,5.097600294,5.097600286,5.097600281,5.097600293,5.097600325,5.097600307,5.097600295,5.097600261,5.097600312,5.097600278,5.097600304,5.097600313,5.097600302,5.097600312,5.097600297,5.097600272,5.097600293,5.097600285,5.097600305,5.097600307,5.097600286,5.097600298 +"7934","KRT18P59",3.854476191,3.854476228,3.85447638,3.854476265,3.854476548,3.854476415,3.854476387,3.854476417,3.854476325,3.854476383,3.854476549,3.85447649,3.854476094,3.854476067,3.854476567,3.854476448,3.854476619,3.854476457,3.854476485,3.854476261,3.854476543,3.854476372,3.854476438,3.854476326,3.854476367,3.854476521,3.854476077,3.854476431 +"7935","KRT19",5.31807252,5.318072494,5.318072658,5.318072534,5.318072866,5.318072637,5.318072667,5.318072673,5.318072726,5.318072552,5.31807271,5.318072921,5.318072654,5.318072482,5.318072833,5.318072718,5.318072774,5.318072805,5.318072662,5.31807273,5.318072767,5.31807278,5.318072505,5.31807252,5.318072625,5.318072672,5.318072647,5.318072606 +"7936","KRT2",4.599592725,4.599592606,4.599592628,4.59959267,4.599592701,4.59959269,4.599592702,4.599592762,4.59959267,4.599592661,4.599592775,4.599592625,4.599592714,4.599592652,4.599592719,4.599592733,4.599592808,4.599592804,4.599592769,4.599592754,4.599592747,4.599592803,4.599592652,4.599592686,4.599592714,4.599592749,4.599592648,4.599592707 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+"7979","KRT9",4.185166524,4.185166508,4.185166667,4.185166646,4.185166632,4.185166439,4.185166582,4.185166665,4.185166606,4.185166496,4.185166595,4.185166751,4.185166622,4.185166472,4.185166631,4.185166671,4.185166593,4.185166713,4.185166423,4.185166639,4.185166674,4.185166608,4.185166594,4.185166617,4.18516669,4.185166721,4.185166527,4.185166628 +"7980","KRTAP10-1",7.174871479,7.174871401,7.174871887,7.174871204,7.174872642,7.174871964,7.17487238,7.17487235,7.174871919,7.174872245,7.17487225,7.174872402,7.174871669,7.174870885,7.174872333,7.174871494,7.174872816,7.174871998,7.174871995,7.174872149,7.174872287,7.174872432,7.174871473,7.174871782,7.174871849,7.174872015,7.174871476,7.174871815 +"7981","KRTAP10-10",6.626231304,6.626231265,6.626231459,6.626231335,6.626231662,6.626231378,6.626231426,6.626231522,6.626231388,6.626231366,6.626231425,6.626231571,6.626231339,6.62623114,6.626231554,6.62623138,6.626231655,6.626231403,6.62623142,6.626231393,6.62623152,6.626231552,6.626231279,6.626231305,6.626231396,6.626231485,6.6262313,6.626231398 +"7982","KRTAP10-11",6.17633422,6.176334134,6.176334094,6.176334021,6.176334581,6.176334092,6.176334294,6.176334509,6.176334256,6.176334218,6.176334407,6.176334536,6.176334361,6.176333852,6.17633435,6.176334037,6.176334673,6.176334056,6.176334338,6.176334271,6.176334534,6.176334473,6.176334212,6.176333947,6.176334156,6.17633417,6.176334057,6.176334309 +"7983","KRTAP10-12",7.393470391,7.393470332,7.393470554,7.393470656,7.393471013,7.393470793,7.393470762,7.393470653,7.393470572,7.393470901,7.393470679,7.393470947,7.393470726,7.393469882,7.393470824,7.393470438,7.393470934,7.393470475,7.393470764,7.393470621,7.393470724,7.39347082,7.393470454,7.393470454,7.393470255,7.393470779,7.393470719,7.393470489 +"7984","KRTAP10-2",7.134167598,7.134167848,7.134167717,7.134167772,7.134168219,7.134168008,7.134167766,7.13416795,7.134167979,7.13416818,7.134167949,7.134168249,7.134167639,7.134167171,7.134168098,7.134167769,7.134168363,7.13416782,7.13416772,7.134167959,7.134167845,7.134168197,7.134167713,7.13416765,7.134167584,7.134167801,7.134167755,7.134167849 +"7985","KRTAP10-3",6.081503622,6.081503818,6.081503884,6.081503599,6.081503841,6.081503922,6.081503776,6.081503793,6.08150375,6.081503907,6.081503842,6.081503641,6.081503638,6.081503587,6.081503823,6.081503677,6.081504091,6.081503839,6.081503875,6.081503997,6.081503905,6.081503985,6.081503767,6.081503731,6.08150363,6.08150389,6.08150388,6.081503797 +"7986","KRTAP10-4",6.698741139,6.698741444,6.698741793,6.698741012,6.698742221,6.69874072,6.69874131,6.698742436,6.698740961,6.698741643,6.698741634,6.698741891,6.698740844,6.698740181,6.698741762,6.698741876,6.698742255,6.698741835,6.698741783,6.698741699,6.698742309,6.698742293,6.698740939,6.698740351,6.698741357,6.698741649,6.698740637,6.698741321 +"7987","KRTAP10-5",5.482063409,5.482063354,5.482063446,5.482063318,5.482063649,5.482063306,5.482063476,5.482063576,5.482063328,5.482063369,5.482063499,5.482063614,5.482063437,5.482063286,5.482063591,5.482063571,5.482063506,5.482063493,5.482063429,5.482063466,5.482063579,5.482063579,5.482063312,5.482063263,5.482063578,5.482063588,5.48206332,5.482063403 +"7988","KRTAP10-7",5.347214923,5.347214897,5.347214983,5.347214967,5.347215133,5.347215071,5.347215044,5.347215083,5.347214983,5.347215095,5.347215056,5.347215199,5.347214999,5.347214865,5.347215199,5.347214963,5.347215256,5.347214994,5.347215161,5.347215049,5.34721517,5.347215133,5.347214987,5.347214857,5.34721487,5.347215086,5.347214848,5.347215075 +"7989","KRTAP10-8",5.809509374,5.80950915,5.809509388,5.809509293,5.809509605,5.80950907,5.809509228,5.80950984,5.809509336,5.809509331,5.809509219,5.80950932,5.809509335,5.809508823,5.809509722,5.809509401,5.809509761,5.809509388,5.809509179,5.809509401,5.809509489,5.809509788,5.809509387,5.80950877,5.809509193,5.809509448,5.809509291,5.809509324 +"7990","KRTAP10-9",6.24156584,6.241565656,6.241565803,6.241565762,6.241565906,6.241565805,6.241565902,6.241565852,6.241565646,6.241565783,6.241565854,6.241566067,6.241565627,6.24156566,6.241565851,6.241565741,6.24156606,6.241565799,6.241565825,6.241565835,6.241565911,6.241565767,6.241565711,6.241565483,6.24156566,6.241565814,6.241565742,6.241565801 +"7991","KRTAP11-1",4.349843104,4.349843061,4.349843175,4.349843185,4.349843287,4.349843106,4.349843183,4.349843284,4.349843168,4.349843084,4.349843122,4.349843282,4.349843212,4.349843146,4.349843297,4.349843102,4.349843354,4.349843187,4.349843047,4.349843257,4.34984326,4.349843259,4.349842973,4.349843058,4.34984309,4.349843029,4.349843234,4.349843041 +"7992","KRTAP12-1",4.92829849,4.928298705,4.928298525,4.928298642,4.928298492,4.928298961,4.928298575,4.928298855,4.928299164,4.928298946,4.928299029,4.928298706,4.928298773,4.928298528,4.928298604,4.928298835,4.92829879,4.928298264,4.928298675,4.928298841,4.928298105,4.928298605,4.928298672,4.928298952,4.928298491,4.92829848,4.928298575,4.928298767 +"7993","KRTAP12-2",5.394113125,5.39411307,5.394113175,5.394113152,5.394113298,5.394113083,5.394113172,5.394113148,5.39411314,5.394113148,5.394113153,5.39411331,5.394113138,5.394113082,5.394113239,5.394113224,5.394113253,5.394113237,5.394113343,5.394113137,5.394113265,5.394113225,5.394113046,5.394113045,5.394113207,5.39411336,5.394113213,5.394113168 +"7994","KRTAP12-3",6.721643571,6.721643507,6.721643701,6.721643638,6.721643907,6.721643574,6.721643733,6.721643925,6.721643604,6.721643699,6.72164372,6.721643825,6.721643643,6.721643256,6.721643796,6.721643657,6.721643931,6.721643815,6.721643792,6.72164358,6.721643721,6.721643915,6.721643595,6.721643403,6.721643685,6.721643796,6.721643675,6.721643623 +"7995","KRTAP12-4",6.89422573,6.894225884,6.894225901,6.894225798,6.894225945,6.894225759,6.894225868,6.894225938,6.894225792,6.894225867,6.894225846,6.894225934,6.894225879,6.894225804,6.894225948,6.89422596,6.894226014,6.894225933,6.894225867,6.894225926,6.894225913,6.894225962,6.894225817,6.89422582,6.894225848,6.894225824,6.894225861,6.89422581 +"7996","KRTAP13-1",3.350914232,3.350914321,3.35091428,3.350914315,3.350914316,3.350914322,3.350914252,3.350914341,3.350914296,3.350914346,3.350914366,3.35091427,3.35091426,3.350914225,3.350914243,3.350914347,3.350914329,3.350914319,3.350914295,3.350914286,3.350914272,3.350914296,3.350914285,3.350914333,3.350914372,3.350914288,3.350914248,3.350914229 +"7997","KRTAP13-2",2.687262254,2.687262249,2.687262181,2.687262255,2.687262243,2.687262221,2.687262213,2.687262263,2.687262259,2.687262232,2.687262239,2.68726239,2.68726229,2.687262237,2.687262216,2.687262218,2.687262217,2.68726219,2.687262245,2.687262287,2.687262218,2.687262231,2.687262297,2.687262243,2.687262319,2.68726222,2.687262245,2.68726224 +"7998","KRTAP13-3",3.827624624,3.82762479,3.827624615,3.827624685,3.827624822,3.827624565,3.827624687,3.827624855,3.827624409,3.827624468,3.827624663,3.827624455,3.82762478,3.827624279,3.827624796,3.827624587,3.827624886,3.827624419,3.827624787,3.827624716,3.82762478,3.827624858,3.827624489,3.827624401,3.827624606,3.827624641,3.827624597,3.827624594 +"7999","KRTAP13-4",4.623358297,4.623358307,4.623358305,4.623358311,4.623358327,4.623358303,4.623358315,4.623358326,4.623358301,4.623358319,4.623358316,4.623358319,4.62335833,4.623358286,4.623358312,4.623358299,4.623358329,4.623358327,4.623358308,4.623358316,4.623358323,4.623358336,4.623358283,4.623358287,4.623358306,4.623358302,4.623358308,4.623358312 +"8000","KRTAP15-1",3.508867367,3.508867082,3.508867523,3.508867372,3.508867552,3.508867451,3.508867399,3.508867421,3.50886743,3.508867408,3.508867514,3.508867679,3.508867443,3.50886726,3.508867553,3.508867461,3.508867591,3.508867756,3.508867473,3.508867794,3.508867692,3.508867511,3.508867393,3.508867399,3.508867651,3.508867364,3.508867511,3.50886733 +"8001","KRTAP17-1",5.360177411,5.360177454,5.360177437,5.360177451,5.360177512,5.360177442,5.360177468,5.360177487,5.360177477,5.360177492,5.360177433,5.360177506,5.360177483,5.360177408,5.360177516,5.360177498,5.360177493,5.360177477,5.360177474,5.360177427,5.360177521,5.360177509,5.36017748,5.360177435,5.360177502,5.360177511,5.360177448,5.360177445 +"8002","KRTAP19-1",4.134144713,4.134144738,4.13414476,4.134144773,4.134144785,4.134144762,4.134144738,4.134144788,4.134144829,4.134144801,4.134144752,4.134144975,4.134144783,4.134144801,4.134144799,4.13414481,4.134144926,4.134144769,4.134144782,4.134144733,4.13414474,4.134144781,4.134144745,4.134144782,4.134144837,4.134144804,4.134144768,4.134144806 +"8003","KRTAP19-2",3.585230639,3.585230687,3.585230735,3.585230688,3.585230731,3.585230588,3.585230708,3.585230679,3.585230679,3.585230717,3.585230732,3.585230702,3.585230665,3.585230632,3.585230709,3.58523075,3.585230723,3.585230736,3.585230669,3.585230716,3.585230699,3.585230723,3.585230647,3.585230673,3.58523075,3.585230656,3.585230669,3.585230688 +"8004","KRTAP19-3",4.054765808,4.054765828,4.054765823,4.054765816,4.054765813,4.05476584,4.054765836,4.054765835,4.054765827,4.054765836,4.054765834,4.05476584,4.054765827,4.054765824,4.054765817,4.05476582,4.054765864,4.054765821,4.054765832,4.05476584,4.05476582,4.054765834,4.05476583,4.054765835,4.054765819,4.054765817,4.05476584,4.054765817 +"8005","KRTAP19-4",3.076899779,3.076899839,3.076899737,3.076899737,3.076899812,3.07689976,3.076899875,3.076899983,3.076899824,3.076899741,3.076899935,3.076899865,3.076899838,3.076899765,3.076899869,3.076899862,3.076899867,3.076899787,3.076899823,3.076899769,3.076899741,3.076899839,3.076899761,3.076899891,3.07690005,3.076899723,3.076899924,3.076900201 +"8006","KRTAP19-5",5.063336763,5.063336743,5.063336759,5.063336739,5.0633368,5.063336795,5.063336731,5.063336765,5.063336728,5.063336757,5.063336795,5.063336776,5.063336776,5.063336733,5.063336725,5.063336718,5.06333676,5.0633368,5.063336745,5.063336768,5.063336777,5.063336729,5.063336749,5.063336702,5.063336737,5.063336759,5.063336742,5.063336745 +"8007","KRTAP19-6",3.197162298,3.197162648,3.197162657,3.197162427,3.197162636,3.197162718,3.197162446,3.197162588,3.197162573,3.197162645,3.197162549,3.197162486,3.197162542,3.197162468,3.197162535,3.197162521,3.197162634,3.197162588,3.197162491,3.197162485,3.197162501,3.197162635,3.197162451,3.19716258,3.197162361,3.197162461,3.197162491,3.197162546 +"8008","KRTAP19-7",3.632892461,3.63289249,3.632892493,3.632892539,3.632892543,3.632892489,3.632892511,3.632892529,3.632892473,3.632892498,3.632892495,3.632892539,3.632892527,3.632892442,3.63289249,3.632892539,3.632892533,3.632892506,3.632892481,3.632892506,3.632892489,3.632892516,3.632892469,3.632892461,3.632892474,3.632892483,3.632892475,3.632892504 +"8009","KRTAP19-8",3.313661603,3.313661604,3.313661602,3.313661624,3.313661629,3.313661617,3.313661638,3.313661599,3.313661635,3.313661602,3.313661608,3.313661708,3.313661602,3.313661604,3.313661607,3.313661605,3.313661606,3.313661611,3.313661596,3.313661615,3.313661615,3.313661624,3.313661591,3.313661613,3.313661613,3.313661596,3.313661624,3.313661605 +"8010","KRTAP20-1",3.630761257,3.630761552,3.630761439,3.630761523,3.630761501,3.630761303,3.63076136,3.630761555,3.630761498,3.630761428,3.630761571,3.630761483,3.630761298,3.630761584,3.630761712,3.630761491,3.630761746,3.630761414,3.630761561,3.630761541,3.630761512,3.630761812,3.630761265,3.630761209,3.63076176,3.630761442,3.630761298,3.630761756 +"8011","KRTAP20-2",4.094772986,4.094772969,4.09477298,4.094772971,4.09477299,4.094772998,4.09477298,4.094773004,4.094772983,4.094772974,4.094772971,4.094772991,4.094773001,4.094772971,4.094772992,4.094772968,4.094772997,4.094773001,4.094772985,4.094772961,4.094772978,4.094772992,4.094772948,4.094772964,4.094772952,4.094772994,4.09477298,4.094772953 +"8012","KRTAP20-3",3.454308932,3.454308823,3.454309001,3.454309212,3.454308989,3.454309015,3.454309207,3.454309108,3.454308883,3.454309011,3.454308931,3.454309117,3.454308946,3.454308787,3.454309083,3.454309031,3.454308947,3.454309089,3.454309213,3.454309179,3.454309012,3.454309069,3.454309249,3.454309006,3.45430889,3.454308828,3.45430906,3.45430939 +"8013","KRTAP20-4",3.893248373,3.893248398,3.893248482,3.893248438,3.893248485,3.893248387,3.893248418,3.893248486,3.89324841,3.893248401,3.893248498,3.893248512,3.893248423,3.893248428,3.893248452,3.893248422,3.893248479,3.893248413,3.893248492,3.893248417,3.89324846,3.893248458,3.893248389,3.893248408,3.893248457,3.893248459,3.893248406,3.893248404 +"8014","KRTAP21-1",3.288080896,3.288080668,3.288080486,3.288080552,3.288081891,3.2880807955,3.288081334,3.2880812635,3.2880807175,3.288080866,3.2880811945,3.2880821045,3.2880809135,3.288080905,3.2880813315,3.2880814415,3.288081368,3.2880815155,3.288082166,3.288081303,3.2880813715,3.2880810205,3.2880810635,3.2880810275,3.2880805325,3.2880811795,3.2880809145,3.288080894 +"8015","KRTAP21-2",3.657660493,3.657660532,3.65766069,3.657660585,3.657660765,3.657660723,3.657660663,3.657660798,3.657660834,3.657660633,3.657660672,3.657660742,3.657660616,3.657660541,3.657660705,3.657660627,3.657660844,3.657660712,3.657660718,3.65766075,3.65766085,3.657660719,3.657660691,3.657660504,3.657660669,3.657660623,3.657660394,3.657660515 +"8016","KRTAP22-1",4.730678078,4.730678108,4.730678217,4.730678134,4.7306782,4.730678057,4.730678197,4.730678169,4.730678154,4.73067815,4.730678134,4.730678219,4.730678159,4.730678055,4.730678215,4.7306782,4.730678238,4.730678218,4.730678168,4.730678162,4.730678209,4.730678224,4.730678165,4.730678121,4.73067823,4.730678163,4.730678116,4.730678132 +"8017","KRTAP23-1",5.114665042,5.11466506,5.114665081,5.114665063,5.114665077,5.114665056,5.114665066,5.114665064,5.114665068,5.114665042,5.114665061,5.114665059,5.114665053,5.114665043,5.11466508,5.114665079,5.114665063,5.114665084,5.114665074,5.11466506,5.114665087,5.114665065,5.114665056,5.114665042,5.114665056,5.114665082,5.114665034,5.114665051 +"8018","KRTAP24-1",4.58533506,4.585335052,4.585335099,4.585335072,4.585335145,4.585335135,4.585335121,4.585335197,4.585335068,4.585335068,4.585335139,4.585335204,4.585335072,4.58533499,4.585335131,4.585335111,4.585335156,4.58533513,4.585335123,4.585335109,4.58533516,4.585335161,4.58533511,4.585335063,4.585335117,4.58533512,4.585335081,4.58533512 +"8019","KRTAP26-1",4.081834751,4.081834685,4.081834816,4.081834727,4.081834782,4.081834765,4.081834816,4.081834769,4.081834757,4.081834759,4.081834788,4.081834823,4.081834713,4.081834706,4.081834832,4.081834824,4.081834879,4.081834819,4.08183482,4.081834752,4.081834769,4.081834771,4.081834708,4.081834731,4.081834763,4.08183481,4.081834738,4.081834759 +"8020","KRTAP27-1",3.829148368,3.829148293,3.829148383,3.829148409,3.829148393,3.82914827,3.829148384,3.829148298,3.829148294,3.829148312,3.829148344,3.829148342,3.829148338,3.829148269,3.829148326,3.829148366,3.829148357,3.829148376,3.829148325,3.829148358,3.82914844,3.829148339,3.829148285,3.829148288,3.829148351,3.829148435,3.829148329,3.829148371 +"8021","KRTAP3-1",4.471801843,4.47180184,4.471801893,4.471801894,4.471801912,4.471801925,4.47180192,4.471801931,4.471801941,4.471801906,4.471801916,4.471801957,4.471801911,4.471801853,4.471801886,4.471801913,4.471801965,4.471801899,4.471801873,4.471801896,4.471801877,4.471801962,4.471801902,4.471801817,4.471801863,4.471801891,4.471801894,4.471801897 +"8022","KRTAP3-3",3.284484437,3.284484446,3.284484486,3.284484481,3.284484459,3.284484475,3.284484461,3.284484477,3.284484431,3.284484487,3.284484499,3.284484538,3.28448447,3.284484435,3.28448446,3.284484473,3.284484496,3.284484492,3.284484492,3.284484508,3.284484461,3.284484473,3.28448447,3.284484465,3.284484518,3.284484449,3.284484464,3.284484449 +"8023","KRTAP4-1",4.935012748,4.935012696,4.935012768,4.935012695,4.935012836,4.935012708,4.935012739,4.935012775,4.935012698,4.935012721,4.935012719,4.935012827,4.93501268,4.935012609,4.935012799,4.93501273,4.935012908,4.935012715,4.935012788,4.935012713,4.935012807,4.935012815,4.935012719,4.935012687,4.93501277,4.935012794,4.935012689,4.935012794 +"8024","KRTAP4-2",6.231293192,6.23129291,6.231293343,6.231293224,6.231293715,6.231293058,6.231293478,6.231293577,6.231293222,6.231293242,6.231293391,6.231293614,6.231293327,6.23129301,6.231293662,6.231293312,6.231293858,6.231293525,6.231293382,6.231293383,6.231293646,6.231293659,6.231293097,6.231293074,6.231293193,6.23129345,6.231293166,6.23129319 +"8025","KRTAP4-3",5.00993191,5.009931878,5.009931918,5.009931946,5.009931939,5.009931927,5.009931915,5.009931923,5.009931897,5.009931898,5.009931912,5.00993191,5.009931902,5.00993188,5.009931911,5.009931898,5.009931924,5.009931926,5.009931891,5.009931918,5.009931933,5.009931917,5.009931891,5.009931876,5.009931915,5.009931922,5.009931897,5.00993192 +"8026","KRTAP4-4",5.541149491,5.541149342,5.541149443,5.541149462,5.541149553,5.541149469,5.541149492,5.541149481,5.541149403,5.541149481,5.541149136,5.541149518,5.541149407,5.541149287,5.541149459,5.541149376,5.541149254,5.541149231,5.541149481,5.541149374,5.541149456,5.541149452,5.541149328,5.54114926,5.541149404,5.541149448,5.541149391,5.541149493 +"8027","KRTAP4-5",4.712963193,4.712963393,4.712962856,4.712963051,4.712962992,4.712963035,4.712963317,4.712962659,4.712963246,4.712962907,4.712962886,4.712963411,4.712963154,4.712962937,4.71296344,4.712962989,4.712963653,4.712963289,4.712963203,4.712963176,4.71296315,4.712963262,4.712963271,4.712962646,4.712963387,4.712962957,4.712963102,4.712963366 +"8028","KRTAP5-1",7.427844218,7.427844078,7.427845284,7.427844574,7.427845573,7.427843578,7.427844815,7.427845448,7.427845076,7.427844514,7.427845006,7.427845222,7.427844909,7.427843808,7.427845305,7.427845296,7.427845379,7.427845234,7.427844835,7.427844116,7.427845641,7.427845642,7.427844185,7.427844532,7.427844661,7.427845213,7.427844652,7.427844966 +"8029","KRTAP5-10",7.093569394,7.093569323,7.093569711,7.093569203,7.093569964,7.09356863,7.09356947,7.093570033,7.093569532,7.093569371,7.093569624,7.093569935,7.093569762,7.093569196,7.093569805,7.093570043,7.093570141,7.093569776,7.093569611,7.093569564,7.093570022,7.093570075,7.093569289,7.09356927,7.093569629,7.09356994,7.093569685,7.093569895 +"8030","KRTAP5-11",6.020946376,6.020946441,6.020946496,6.020946453,6.020946591,6.02094634,6.020946488,6.02094655,6.020946432,6.020946343,6.020946509,6.020946572,6.020946504,6.020946356,6.020946533,6.020946559,6.020946606,6.020946568,6.02094646,6.020946475,6.020946592,6.020946515,6.020946369,6.020946367,6.02094654,6.020946473,6.020946414,6.020946463 +"8031","KRTAP5-2",6.057910033,6.057909878,6.057909829,6.057910009,6.057910138,6.057909962,6.05791005,6.057910042,6.057909736,6.057909754,6.057909939,6.057909893,6.057909872,6.057909413,6.057909999,6.057910063,6.05791017,6.057909936,6.057910084,6.05790996,6.057910052,6.057910088,6.057909649,6.057909699,6.057909752,6.057909916,6.05790988,6.057909923 +"8032","KRTAP5-3",8.139075155,8.139256061,8.142731101,8.140765405,8.142026447,8.136898021,8.140298113,8.142136667,8.139917747,8.139693514,8.142357064,8.141683096,8.14021754,8.137358639,8.1407349,8.141280178,8.143310703,8.142158314,8.140598422,8.139490145,8.140864623,8.142096845,8.139736204,8.13967556,8.142807039,8.139428846,8.140541599,8.14034949 +"8033","KRTAP5-4",5.088894473,5.088894325,5.088894417,5.088894295,5.088894771,5.088894511,5.088894647,5.088894911,5.088894567,5.088894411,5.08889454,5.088894688,5.088894456,5.088894308,5.088894673,5.088894651,5.088894713,5.088894566,5.088894434,5.088894529,5.088894646,5.088894927,5.088894581,5.088894119,5.088894323,5.088894447,5.08889435,5.088894309 +"8034","KRTAP5-5",5.880684638,5.880684518,5.880684727,5.88068486,5.880684768,5.880684681,5.880684733,5.880684755,5.880684397,5.880684737,5.880684859,5.880684553,5.880684764,5.880684751,5.880684872,5.88068492,5.880684924,5.880684669,5.880684734,5.880684736,5.880684854,5.880684905,5.880684733,5.880684529,5.880684842,5.880684812,5.880684593,5.880684797 +"8035","KRTAP5-6",5.143022238,5.143022266,5.143022187,5.14302225,5.143022293,5.143022202,5.143022256,5.14302218,5.143022112,5.143022245,5.143022198,5.143022301,5.143022317,5.143022064,5.143022337,5.143022137,5.14302229,5.143022221,5.143022323,5.143022191,5.143022336,5.143022284,5.143022025,5.143022171,5.143022269,5.143022302,5.143022148,5.14302234 +"8036","KRTAP5-7",7.50490014,7.504900173,7.504900215,7.504900279,7.504900328,7.504900027,7.50490031,7.504900403,7.504900053,7.504899996,7.50490031,7.504900301,7.504900216,7.504899868,7.504900346,7.504900368,7.504900396,7.504900306,7.504900327,7.504900248,7.50490048,7.504900478,7.504900125,7.504900017,7.504900271,7.504900319,7.50490016,7.504900212 +"8037","KRTAP5-8",4.794953466,4.794953496,4.794953555,4.794953487,4.794953553,4.794953432,4.794953553,4.79495358,4.794953595,4.794953553,4.794953532,4.794953485,4.794953515,4.794953462,4.794953498,4.794953552,4.7949536,4.79495355,4.794953526,4.794953661,4.79495351,4.794953533,4.794953466,4.794953518,4.794953491,4.794953449,4.794953544,4.794953496 +"8038","KRTAP5-9",5.398743861,5.398743904,5.398743957,5.398743956,5.398744205,5.398743693,5.398744087,5.398743994,5.398743951,5.398744031,5.398744184,5.398744017,5.398743925,5.398744002,5.398744015,5.398743875,5.398743897,5.398744079,5.398744066,5.398743997,5.398744154,5.39874413,5.39874383,5.398743678,5.398744018,5.398743976,5.398743926,5.398743865 +"8039","KRTAP5-AS1",5.017004563,5.017004641,5.017004553,5.017004606,5.01700462,5.017004495,5.017004644,5.017004689,5.017004524,5.017004549,5.017004512,5.017004575,5.017004592,5.017004596,5.017004628,5.017004642,5.017004632,5.017004584,5.017004613,5.017004536,5.017004636,5.017004677,5.017004623,5.017004437,5.017004618,5.017004597,5.017004571,5.017004663 +"8040","KRTAP6-1",5.381910915,5.381910945,5.38191109,5.381910993,5.381911028,5.38191107,5.381911058,5.381911031,5.381911005,5.381911007,5.381911143,5.381911198,5.381911007,5.381910889,5.381911063,5.381911039,5.381911129,5.381910986,5.381911042,5.381911076,5.381910961,5.381911011,5.38191101,5.381910965,5.381910991,5.381910939,5.381911061,5.381911072 +"8041","KRTAP6-2",4.775990506,4.775990521,4.775990601,4.775990604,4.775990622,4.775990547,4.775990623,4.775990624,4.775990593,4.775990576,4.775990583,4.775990601,4.775990605,4.775990547,4.775990691,4.775990535,4.775990593,4.77599059,4.775990597,4.775990582,4.775990582,4.775990617,4.775990591,4.775990576,4.775990613,4.775990577,4.775990544,4.775990601 +"8042","KRTAP6-3",5.152761006,5.152760999,5.15276108,5.152760987,5.152761177,5.15276094,5.15276112,5.152761179,5.152760888,5.152761055,5.152761066,5.152761163,5.152761009,5.152760986,5.152761172,5.152761134,5.152761173,5.152761133,5.152761123,5.152761063,5.152761205,5.152761209,5.15276102,5.152760943,5.152761065,5.152761101,5.152760996,5.152760993 +"8043","KRTAP7-1",3.897635411,3.89763534,3.897635377,3.897635399,3.897635391,3.897635388,3.897635333,3.897635362,3.897635273,3.89763533,3.897635287,3.897635202,3.897635296,3.897635403,3.897635342,3.897635388,3.897635299,3.897635399,3.89763539,3.897635406,3.897635452,3.897635383,3.897635372,3.897635327,3.897635433,3.897635299,3.89763536,3.897635226 +"8044","KRTAP8-1",4.789654582,4.789654584,4.789654594,4.789654628,4.789654618,4.789654623,4.789654582,4.789654639,4.789654609,4.78965462,4.78965462,4.789654621,4.789654614,4.789654545,4.789654642,4.78965457,4.789654692,4.789654621,4.789654611,4.789654644,4.789654624,4.789654642,4.789654602,4.789654601,4.789654623,4.789654642,4.789654595,4.789654621 +"8045","KRTAP9-1",4.722849313,4.722849012,4.72284991,4.722849266,4.722849858,4.722849714,4.722849024,4.72284956,4.722849149,4.722849606,4.722849362,4.722849304,4.72284945,4.722849107,4.722848942,4.722849373,4.722849545,4.722849136,4.722849302,4.722849609,4.722849754,4.722849871,4.722849395,4.722849262,4.722849124,4.722849573,4.722849601,4.722849339 +"8046","KRTAP9-3",4.360447157,4.360447214,4.360447349,4.360447453,4.360447477,4.360447603,4.360447429,4.360447369,4.360447282,4.360447215,4.360447718,4.360447515,4.360447247,4.360447151,4.360447394,4.360447148,4.360447453,4.360447382,4.360447437,4.36044711,4.360447583,4.360447684,4.360447519,4.360447059,4.360446685,4.360447285,4.3604476,4.36044677 +"8047","KRTCAP2",6.649348432,6.649348464,6.649348444,6.64934829,6.649348287,6.649348394,6.649348359,6.649348334,6.649348414,6.649348416,6.649348237,6.649348248,6.649348415,6.649348413,6.649348335,6.649348329,6.649348281,6.649348206,6.649348352,6.649348292,6.649348344,6.649348311,6.649348404,6.6493484,6.649348202,6.649348311,6.649348406,6.649348312 +"8048","KRTCAP3",6.415357337,6.41535732,6.415357415,6.415357395,6.415357449,6.415357312,6.415357392,6.415357406,6.415357393,6.415357389,6.415357389,6.415357429,6.415357385,6.415357312,6.415357409,6.415357384,6.415357428,6.415357404,6.415357384,6.415357349,6.4153574,6.415357425,6.415357344,6.415357348,6.415357401,6.415357416,6.415357372,6.415357388 +"8049","KRTDAP",4.63026499,4.630265096,4.630265112,4.630265127,4.630265414,4.630265199,4.630265213,4.630265245,4.63026511,4.630265117,4.630265253,4.630265346,4.630265181,4.630264886,4.630265244,4.63026519,4.630265431,4.630265335,4.630265222,4.630265143,4.630265348,4.630265336,4.630265149,4.630265105,4.630265224,4.630265176,4.630265105,4.630265189 +"8050","KSR1",6.90335034,6.903350418,6.903350362,6.903350425,6.9033504,6.903350539,6.903350421,6.903350341,6.903350347,6.90335046,6.903350428,6.90335024,6.903350319,6.903350348,6.903350304,6.903350346,6.903350349,6.903350255,6.903350419,6.903350571,6.903350375,6.903350326,6.903350304,6.903350451,6.903350419,6.903350275,6.903350395,6.903350307 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+"8055","KXD1",7.29337308,7.293372958,7.293373031,7.293373144,7.293373049,7.293373005,7.293373092,7.293373248,7.293373078,7.293373036,7.29337316,7.293373161,7.293373116,7.293372916,7.293373137,7.29337302,7.293373249,7.293373087,7.293373121,7.29337303,7.293373184,7.293373264,7.293373003,7.293373051,7.293373075,7.293373194,7.293373049,7.293373149 +"8056","KY",5.468710642,5.468710701,5.468710757,5.468710974,5.468710867,5.468710863,5.468710786,5.468710814,5.468710667,5.468710565,5.468710771,5.468710664,5.468710739,5.468710507,5.468710931,5.468710775,5.468710546,5.468711062,5.468710736,5.468710878,5.468710876,5.468710925,5.46871061,5.468710592,5.46871084,5.468710753,5.468710731,5.468710664 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+"8061","L1TD1",3.137902979,3.137902995,3.137902999,3.137902997,3.137902986,3.137903019,3.137903,3.137902998,3.13790302,3.137903012,3.137903008,3.137903018,3.13790301,3.137903017,3.137903009,3.137903002,3.137903015,3.137902989,3.137902994,3.137903014,3.137902975,3.137902998,3.137903,3.137903011,3.13790299,3.137902987,3.137903021,3.137903011 +"8062","L2HGDH",4.578909683,4.578909627,4.578909526,4.578909632,4.578909634,4.578909513,4.578909711,4.578909565,4.578909667,4.578909624,4.578909623,4.578909574,4.578909596,4.578909673,4.578909591,4.578909638,4.578909771,4.578909701,4.578909683,4.578909618,4.57890964,4.57890959,4.578909745,4.578909589,4.578909578,4.578909697,4.578909597,4.578909711 +"8063","L3HYPDH",5.222734983,5.222734969,5.222735019,5.222734935,5.222735023,5.222734977,5.222735014,5.22273499,5.222734981,5.222735022,5.222735005,5.222735014,5.222734999,5.222735004,5.222734978,5.222734979,5.222734946,5.222734992,5.222734974,5.22273497,5.222734977,5.22273501,5.222734993,5.222734997,5.222734954,5.222734991,5.222735002,5.222734983 +"8064","L3MBTL1",5.443733367,5.443733229,5.443733402,5.4437334,5.443733437,5.443733288,5.443733394,5.44373346,5.443733454,5.443733398,5.443733365,5.443733363,5.443733395,5.443733334,5.443733441,5.443733399,5.443733383,5.443733402,5.443733371,5.443733337,5.443733437,5.443733472,5.443733405,5.443733315,5.443733422,5.443733449,5.443733441,5.443733348 +"8065","L3MBTL2",6.856096791,6.856096832,6.856096802,6.856096754,6.856096785,6.856096852,6.856096788,6.856096816,6.856096816,6.856096828,6.856096765,6.856096784,6.856096801,6.856096816,6.856096782,6.856096787,6.856096766,6.856096755,6.856096813,6.856096776,6.856096745,6.856096772,6.856096842,6.85609682,6.856096786,6.856096782,6.856096809,6.856096814 +"8066","L3MBTL3",7.104874426,7.10487302,7.104871274,7.104871723,7.104871334,7.104874291,7.104873914,7.104872574,7.104873454,7.104872666,7.104871072,7.104870817,7.104872212,7.104873687,7.104873867,7.10487252,7.104870789,7.104871899,7.104871975,7.104873385,7.104873731,7.104873264,7.104873192,7.104872818,7.104871681,7.104872181,7.104872877,7.104873191 +"8067","L3MBTL4",5.103884554,5.103884403,5.103884213,5.103884264,5.103884029,5.10388438,5.10388424,5.103883981,5.10388431,5.103884149,5.103884336,5.103884147,5.103884301,5.103884371,5.103884183,5.103884374,5.103884032,5.103884395,5.103884252,5.103884327,5.103883928,5.103883918,5.103884347,5.103884079,5.103884289,5.103884133,5.103884432,5.10388421 +"8068","LACC1",3.78251739,3.782517486,3.782517468,3.782517485,3.782517508,3.782517612,3.782517484,3.782517392,3.782517348,3.7825174,3.782517498,3.782517489,3.782517609,3.782517792,3.782517353,3.782517685,3.782517447,3.782517255,3.782517495,3.78251764,3.782517343,3.782517569,3.782517643,3.782517532,3.782517439,3.782517372,3.782517365,3.782517617 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+"8073","LAG3",6.229569377,6.229569186,6.229569437,6.229569261,6.229569836,6.229569283,6.229569656,6.229569566,6.229569473,6.229569477,6.229569441,6.229569782,6.229569385,6.229569049,6.229569714,6.229569332,6.229569753,6.229569409,6.229569547,6.229569475,6.229569669,6.229569695,6.229569349,6.229569209,6.22956929,6.229569631,6.229569277,6.229569488 +"8074","LAGE3",6.348402949,6.348402956,6.348402952,6.348402936,6.348402941,6.348402957,6.348402938,6.348402932,6.348402964,6.348402952,6.34840294,6.34840294,6.348402947,6.348402959,6.348402949,6.348402937,6.348402952,6.348402918,6.348402952,6.348402955,6.348402938,6.348402955,6.348402953,6.348402957,6.34840294,6.34840295,6.348402954,6.348402956 +"8075","LAIR1",7.595848223,7.595848516,7.595848312,7.595847447,7.595848058,7.595848368,7.595848128,7.595847575,7.595848516,7.595848814,7.595848093,7.595847938,7.595848602,7.595848823,7.59584766,7.595847974,7.595847386,7.595847299,7.595847777,7.595848606,7.595847904,7.595847927,7.595848432,7.595848119,7.595847975,7.595848202,7.595848329,7.595848215 +"8076","LAIR2",5.595937906,5.595937916,5.59593819,5.595937426,5.59593814,5.595937859,5.59593807,5.595938192,5.595937417,5.595937383,5.595937938,5.595937653,5.595937796,5.595937258,5.595937925,5.595938026,5.595938468,5.595938098,5.595938024,5.595937924,5.595938357,5.595938311,5.595937541,5.595937192,5.595937612,5.595938028,5.595937949,5.595937498 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+"8083","LAMB1",4.190952474,4.190952473,4.190952509,4.190952504,4.190952509,4.190952484,4.190952516,4.190952505,4.190952486,4.190952476,4.190952506,4.190952506,4.190952489,4.190952457,4.190952505,4.190952521,4.190952525,4.190952522,4.19095251,4.190952488,4.190952506,4.190952523,4.190952503,4.190952463,4.190952489,4.190952504,4.190952502,4.190952475 +"8084","LAMB2",5.423235019,5.423234972,5.423235069,5.423235022,5.423235094,5.423235009,5.423235026,5.423235083,5.423235001,5.423235027,5.423235052,5.423235093,5.423234986,5.423234983,5.423235098,5.423234935,5.423235095,5.423235083,5.423235031,5.423235024,5.423235117,5.423235093,5.423234933,5.423234953,5.423235066,5.423235071,5.42323501,5.423235062 +"8085","LAMB3",4.6072799,4.607279992,4.607280185,4.607280013,4.607280275,4.607280056,4.60728008,4.607280137,4.607280238,4.607279996,4.607280068,4.607279859,4.607280046,4.60727944,4.607280239,4.60727998,4.607280318,4.60728025,4.607280258,4.607280407,4.607280401,4.607280301,4.607279927,4.607279827,4.607280121,4.60728009,4.607279993,4.607280337 +"8086","LAMB4",3.491589162,3.491589173,3.491589177,3.491589192,3.491589231,3.491589195,3.491589213,3.491589205,3.491589175,3.491589207,3.491589203,3.491589255,3.491589218,3.49158917,3.491589212,3.491589194,3.491589216,3.4915892,3.491589197,3.491589224,3.491589226,3.491589222,3.491589207,3.491589226,3.491589175,3.491589191,3.491589205,3.491589181 +"8087","LAMC1",4.291222753,4.291222692,4.291222643,4.291222697,4.291222755,4.291222743,4.291222683,4.291222654,4.29122262,4.291222696,4.291222642,4.291222644,4.291222669,4.291222788,4.291222755,4.291222653,4.291222756,4.291222738,4.291222712,4.291222677,4.291222744,4.291222666,4.291222557,4.291222646,4.291222695,4.291222739,4.291222606,4.291222803 +"8088","LAMC2",3.926503909,3.92650389,3.926503961,3.926503931,3.926503968,3.926503898,3.926503954,3.926503954,3.926503932,3.926503945,3.926503945,3.926503986,3.92650394,3.926503928,3.92650395,3.926503911,3.926503972,3.926503941,3.926503957,3.926503938,3.926503949,3.926503965,3.926503935,3.926503917,3.926503929,3.926503928,3.926503942,3.926503926 +"8089","LAMC3",5.948614524,5.948614518,5.948614575,5.948614631,5.948614641,5.948614525,5.948614507,5.948614681,5.948614577,5.94861449,5.948614654,5.94861469,5.948614567,5.948614447,5.948614717,5.948614652,5.948614682,5.948614686,5.948614587,5.948614607,5.948614648,5.948614659,5.948614459,5.948614472,5.948614646,5.948614624,5.948614617,5.948614632 +"8090","LAMP1",8.578262969,8.578263579,8.578262697,8.578263273,8.578262865,8.578263289,8.578262941,8.578262867,8.578263241,8.578263342,8.578262849,8.578262701,8.57826294,8.578263458,8.578262904,8.578263602,8.578262699,8.578262962,8.57826302,8.57826339,8.578262756,8.578262828,8.578263188,8.578263546,8.578262794,8.578262837,8.578263122,8.578263 +"8091","LAMP2",8.710109454,8.710109846,8.710108974,8.710110498,8.71010801,8.710108437,8.710108805,8.710108498,8.710107565,8.710108062,8.710108975,8.710107181,8.710108797,8.710109262,8.710108988,8.710109713,8.710108781,8.710109845,8.710109471,8.710108517,8.710108879,8.710108452,8.710108841,8.710109278,8.710109382,8.710108442,8.710108578,8.710108422 +"8092","LAMP3",5.254968789,5.254969103,5.254969201,5.254968963,5.254969646,5.254970963,5.25496872,5.25496889,5.254969008,5.254969182,5.254968433,5.254969044,5.254968738,5.254968514,5.25496851,5.254968994,5.254969073,5.254968866,5.254969416,5.254970811,5.25496855,5.254968785,5.254969114,5.254969063,5.254968523,5.254968794,5.254968816,5.254968758 +"8093","LAMP5",4.610891388,4.610891391,4.610891579,4.610891491,4.610891511,4.610891453,4.610891466,4.610891512,4.610891437,4.610891546,4.61089151,4.610891509,4.610891449,4.610891489,4.61089149,4.61089144,4.610891605,4.610891435,4.610891514,4.610891454,4.610891441,4.610891506,4.610891476,4.61089154,4.610891474,4.610891551,4.610891424,4.610891475 +"8094","LAMTOR1",7.714546351,7.71454643,7.714546604,7.714546831,7.714546252,7.714546853,7.714546137,7.714546276,7.714546558,7.714546733,7.714546795,7.71454611,7.714546208,7.714546132,7.714546063,7.71454627,7.7145466,7.714546863,7.714546409,7.714546766,7.714546017,7.714546301,7.714546582,7.714546655,7.714546644,7.714546283,7.714546216,7.714546211 +"8095","LAMTOR2",5.472831934,5.472831852,5.472831936,5.47283185,5.472831916,5.472831906,5.472831889,5.472831948,5.472831766,5.472831948,5.472831923,5.472831866,5.47283181,5.472831858,5.472831824,5.472831877,5.47283191,5.472831955,5.472831913,5.472831977,5.472831924,5.472831908,5.472831923,5.47283192,5.472831951,5.472831885,5.47283197,5.472831768 +"8096","LAMTOR3",5.406181937,5.406181952,5.40618181,5.406181854,5.40618159,5.406181767,5.406181821,5.406181609,5.40618173,5.406181841,5.406181721,5.406181379,5.406181653,5.406182256,5.406181803,5.406181732,5.40618184,5.406181824,5.406181944,5.406181646,5.406181885,5.406181627,5.406182032,5.406181766,5.406181955,5.406181691,5.406181721,5.406182086 +"8097","LAMTOR4",7.170330668,7.170331383,7.170330899,7.170331355,7.170330734,7.170331023,7.170331088,7.170330798,7.170330909,7.170330538,7.17033097,7.17033083,7.170330894,7.170330894,7.17033068,7.170331553,7.170330783,7.170331164,7.170331049,7.170331297,7.170331098,7.170330867,7.170331016,7.170330931,7.170330997,7.170330961,7.17033085,7.1703307 +"8098","LAMTOR5",6.388672162,6.388672164,6.388672094,6.388672183,6.388671997,6.388672129,6.3886721,6.388672113,6.388672131,6.388672122,6.388672095,6.388672046,6.388672093,6.388672164,6.388672091,6.388672189,6.388672072,6.388672106,6.388672123,6.388672225,6.388672127,6.388672093,6.388672137,6.388672169,6.388672073,6.388672117,6.388672109,6.388672052 +"8099","LAMTOR5P1",5.036665583,5.036665571,5.036665557,5.036665577,5.036665558,5.036665574,5.036665565,5.036665569,5.036665587,5.03666557,5.036665562,5.036665556,5.036665579,5.036665577,5.036665561,5.036665596,5.036665559,5.036665569,5.036665563,5.036665566,5.036665572,5.036665553,5.036665589,5.036665595,5.036665564,5.036665572,5.03666557,5.036665572 +"8100","LANCL1",6.28716031,6.287159715,6.287159273,6.287159075,6.287158926,6.287159393,6.287159727,6.287159387,6.287160482,6.287159745,6.287158535,6.287159411,6.287159775,6.287160433,6.287159539,6.28715907,6.287158512,6.287158454,6.287159389,6.287159332,6.287159109,6.287159475,6.287160395,6.287159882,6.287158497,6.287159757,6.287160328,6.287160469 +"8101","LANCL2",6.258927039,6.258927032,6.258926937,6.258926783,6.258926926,6.258927079,6.258927015,6.258926838,6.258927045,6.258927071,6.258926856,6.258926984,6.258926891,6.258927014,6.258926884,6.258926842,6.258926827,6.258926838,6.25892684,6.258927012,6.258926967,6.258926859,6.258927017,6.258926937,6.25892687,6.258927003,6.258927051,6.258926998 +"8102","LANCL3",4.517922978,4.517923101,4.517923044,4.517923226,4.51792311,4.517923075,4.51792307,4.517923043,4.517923112,4.517923113,4.517923052,4.517923047,4.517923038,4.517922978,4.51792306,4.517923086,4.517923039,4.517923236,4.517923049,4.517923001,4.517923036,4.517923078,4.517923057,4.517923054,4.517923097,4.517923018,4.517923117,4.517923034 +"8103","LAP3",6.787493471,6.787493711,6.787493994,6.787492955,6.787492739,6.787497454,6.787492923,6.787492496,6.7874931,6.787493266,6.787492526,6.78749233,6.787493366,6.787492861,6.787492831,6.787493706,6.787493965,6.787491909,6.787492463,6.78749654,6.787492767,6.78749239,6.787493259,6.787493366,6.787492235,6.787492723,6.787492924,6.787491838 +"8104","LAPTM4A",8.70320741,8.70320735,8.703206688,8.703206478,8.70320633,8.703206605,8.703206641,8.703206269,8.703206073,8.703206915,8.703206345,8.703205548,8.703206593,8.703207395,8.703206399,8.703207114,8.703206414,8.703205936,8.703206796,8.703207269,8.703206657,8.703206184,8.703206545,8.703207052,8.703206255,8.703206067,8.703206298,8.703206529 +"8105","LAPTM4B",5.332641295,5.33264171,5.332640991,5.332641621,5.33264147,5.332641331,5.332641459,5.332641404,5.332641668,5.332641441,5.332641545,5.332641418,5.332641362,5.3326417,5.332641219,5.332641564,5.332641374,5.332641697,5.332641178,5.332641626,5.332641422,5.332641415,5.332641886,5.332641495,5.332641139,5.332641499,5.332641595,5.332641341 +"8106","LAPTM5",11.63221771,11.63221829,11.63221706,11.63221808,11.63221696,11.63221777,11.63221748,11.63221681,11.63221702,11.63221742,11.63221659,11.63221617,11.63221726,11.63221819,11.63221776,11.63221754,11.63221741,11.63221765,11.63221742,11.63221771,11.63221753,11.63221745,11.63221751,11.63221801,11.63221673,11.63221659,11.63221711,11.63221756 +"8107","LARGE1",5.338819943,5.338819555,5.338819433,5.338819657,5.338819688,5.33881987,5.338819593,5.338819396,5.338819448,5.338819606,5.338819425,5.338819441,5.338819467,5.338819627,5.338820076,5.338819306,5.338819466,5.338819588,5.338819595,5.338819502,5.338819314,5.338819428,5.338819184,5.338819571,5.338819189,5.338819521,5.33881937,5.33881964 +"8108","LARGE2",6.331830103,6.331830095,6.331830097,6.331830112,6.331830152,6.33183011,6.331830129,6.331830144,6.331830106,6.33183014,6.331830147,6.331830112,6.331830106,6.331830099,6.33183014,6.331830125,6.331830152,6.331830158,6.331830129,6.331830153,6.331830146,6.331830148,6.331830089,6.331830101,6.331830128,6.331830161,6.331830102,6.331830124 +"8109","LARP1",7.702781773,7.702781796,7.702781694,7.702781361,7.702781825,7.70278265,7.702781874,7.702781879,7.702782259,7.702782087,7.70278202,7.702782125,7.702782195,7.702782238,7.702781664,7.702781414,7.702781471,7.702781333,7.702781541,7.702782251,7.702781731,7.702781682,7.702782001,7.702782049,7.702781662,7.702782144,7.702782239,7.702782028 +"8110","LARP1B",4.126087824,4.126087897,4.126087852,4.126087821,4.126087849,4.126087786,4.126087791,4.126087888,4.126087894,4.126087807,4.126087811,4.12608785,4.126087898,4.12608797,4.126087828,4.126087872,4.126087773,4.126087784,4.126087841,4.126087755,4.126087875,4.126087849,4.126087959,4.126087872,4.126087898,4.126087895,4.1260878,4.126087931 +"8111","LARP4",6.275281821,6.27528111,6.275281217,6.275281115,6.27528115,6.275281344,6.27528138,6.275280931,6.275281617,6.275281206,6.275281122,6.275280809,6.275281501,6.27528249,6.275281342,6.275281107,6.275280713,6.275280648,6.275281414,6.275281352,6.275281452,6.275281256,6.275281673,6.275281607,6.27528013,6.275281185,6.275281365,6.275281963 +"8112","LARP4B",7.907858219,7.907858276,7.907858135,7.907858235,7.907858048,7.907858214,7.907858195,7.907858121,7.907858216,7.907858212,7.907858091,7.907857974,7.907858216,7.907858378,7.907858138,7.907858187,7.90785807,7.907858032,7.907858161,7.907858253,7.907858157,7.907858059,7.907858187,7.907858238,7.907858139,7.907858166,7.90785819,7.907858157 +"8113","LARP6",5.142175505,5.14217552,5.142175581,5.142175538,5.142175634,5.142175554,5.142175602,5.142175586,5.142175589,5.142175603,5.142175655,5.142175655,5.14217556,5.142175463,5.142175653,5.142175618,5.142175697,5.142175637,5.142175595,5.142175625,5.14217559,5.142175589,5.142175581,5.142175592,5.142175605,5.142175634,5.142175582,5.142175579 +"8114","LARP7",4.447112783,4.447112668,4.447112715,4.447112673,4.447112617,4.447112609,4.447112716,4.447112514,4.447112668,4.447112724,4.447112656,4.44711249,4.447112708,4.447113087,4.447112747,4.447112759,4.447112683,4.447112652,4.447112788,4.447112819,4.44711266,4.447112493,4.447112845,4.447112666,4.447112719,4.447112711,4.447112665,4.447112922 +"8115","LARS1",7.410337489,7.410337137,7.410336288,7.410335798,7.410336446,7.410336073,7.410336266,7.410335757,7.410337359,7.410336566,7.410335674,7.410335752,7.410337005,7.410338427,7.410336675,7.410336597,7.410335196,7.410335274,7.410336865,7.410335269,7.410336311,7.410335698,7.410337126,7.410336238,7.410335329,7.410336748,7.410337007,7.410337451 +"8116","LARS2",6.533722589,6.533722507,6.53372251,6.533722404,6.533722512,6.533722509,6.533722522,6.533722468,6.533722588,6.533722586,6.53372241,6.533722496,6.533722589,6.533722612,6.533722486,6.533722482,6.533722413,6.533722327,6.533722584,6.53372248,6.533722495,6.533722544,6.533722567,6.533722566,6.533722317,6.5337225,6.533722593,6.533722544 +"8117","LAS1L",6.669479091,6.669479209,6.669479003,6.669478913,6.669479004,6.669479038,6.669479124,6.669479057,6.669479243,6.669479144,6.66947884,6.669479046,6.669479112,6.669479394,6.669479049,6.669479136,6.669478807,6.669478885,6.669479025,6.669479022,6.669479072,6.669478995,6.669479204,6.669479045,6.669478758,6.669479119,6.669479114,6.669479144 +"8118","LASP1",9.327508423,9.327509518,9.327507948,9.327509393,9.327507801,9.327509172,9.327508527,9.327508556,9.327508315,9.327508399,9.327508583,9.327507077,9.327508556,9.327508276,9.327508401,9.32750919,9.327507851,9.327508964,9.327508425,9.327509502,9.327508389,9.327508537,9.327508788,9.327508936,9.327508881,9.327507939,9.32750874,9.327507925 +"8119","LAT",7.693665161,7.693665302,7.693665147,7.693664843,7.693665038,7.693665838,7.693665348,7.693665496,7.693666578,7.693666218,7.693664799,7.693665649,7.693666073,7.69366577,7.693665092,7.69366486,7.693664662,7.69366507,7.693665482,7.693664532,7.693665073,7.693665791,7.693666295,7.693665885,7.69366499,7.693665918,7.693666062,7.693665747 +"8120","LAT2",7.897530215,7.897530569,7.89753027,7.897531661,7.897528619,7.89753135,7.897530233,7.897530435,7.897529376,7.897529682,7.897530046,7.897529214,7.897530108,7.897529928,7.897530418,7.89753072,7.897530536,7.897531264,7.897529677,7.897530851,7.897530212,7.897530959,7.897530148,7.89753056,7.897530685,7.897529781,7.897529992,7.897529826 +"8121","LATS1",6.679801642,6.67980105,6.679800934,6.679800966,6.679800794,6.679801338,6.679801038,6.679800995,6.679801336,6.679801105,6.679800912,6.679800874,6.679801355,6.67980154,6.679800938,6.679800757,6.679800522,6.67980057,6.679801004,6.67980125,6.679801092,6.679801007,6.679801035,6.679801094,6.679800976,6.679801016,6.67980135,6.679801254 +"8122","LATS2",6.898521585,6.898521589,6.898521669,6.898521813,6.898521942,6.898521788,6.89852182,6.898521608,6.898521444,6.898521712,6.898521812,6.898521862,6.898521643,6.898521177,6.898521826,6.898521663,6.898522077,6.898521932,6.898521827,6.898521996,6.898521739,6.898521722,6.898521508,6.898521522,6.89852184,6.898521749,6.898521742,6.898521583 +"8123","LAX1",6.47631596,6.476315375,6.476315408,6.476315314,6.476315459,6.476315598,6.476315996,6.47631581,6.47631575,6.476315489,6.476315211,6.476315365,6.476315844,6.476315882,6.476315699,6.476314711,6.476315002,6.476314978,6.476315351,6.476315188,6.476315843,6.476315709,6.476315809,6.476315907,6.476315504,6.476315888,6.476316111,6.476315824 +"8124","LAYN",4.065390047,4.065390042,4.065390071,4.065390056,4.06539007,4.065390027,4.065390069,4.065390075,4.065390061,4.065390044,4.065390082,4.065390076,4.065390075,4.065390054,4.065390059,4.065390055,4.06539008,4.065390064,4.065390068,4.065390052,4.065390068,4.065390064,4.065390058,4.065390035,4.065390059,4.065390064,4.065390026,4.065390053 +"8125","LBH",7.509392386,7.50939204,7.509391931,7.509391293,7.509391416,7.509391862,7.50939212,7.509392168,7.509392498,7.509392311,7.509391377,7.509392051,7.509392111,7.509392718,7.509392224,7.509391631,7.509391546,7.509391465,7.509391761,7.509391642,7.509391897,7.509391899,7.509392419,7.509391997,7.509391248,7.509392276,7.509392413,7.509392253 +"8126","LBP",4.031154653,4.031154712,4.031154664,4.031154722,4.031154879,4.031154636,4.03115471,4.031154761,4.0311546,4.031154665,4.031154625,4.031154762,4.031154648,4.031154584,4.031154755,4.031154703,4.03115481,4.03115469,4.031154696,4.031154649,4.031154757,4.031154644,4.031154596,4.031154652,4.031154699,4.03115474,4.031154725,4.031154729 +"8127","LBR",9.895589184,10.07806563,9.561882929,10.1742682,9.541621415,9.739932675,9.988347756,9.579722106,9.672029946,9.558955472,9.597758235,9.452417687,9.646824297,10.0421486,10.00905869,10.10880928,9.706546967,9.965357874,10.00135085,9.920637334,10.05451987,9.535633986,9.961259805,10.02845666,9.813106431,9.649621143,9.586811563,9.829365419 +"8128","LBX1",5.992149817,5.992149785,5.992149928,5.992149862,5.99215002,5.992149901,5.992149943,5.992149985,5.992149892,5.992149975,5.992150001,5.992150022,5.992149923,5.99214965,5.992150021,5.99214979,5.992150058,5.992149904,5.992149945,5.992149877,5.992149915,5.992149957,5.992149859,5.992149773,5.992149914,5.992149929,5.992149932,5.992149857 +"8129","LBX2",5.850005567,5.850005395,5.850005891,5.850005525,5.850006091,5.850005919,5.850005949,5.850005866,5.850005742,5.850006177,5.850006012,5.850006102,5.850005726,5.85000521,5.850005918,5.850005488,5.850006201,5.850006043,5.850005815,5.850005839,5.850005881,5.850006026,5.850005773,5.850005522,5.850005737,5.850005787,5.850005809,5.850005901 +"8130","LCA5",3.651451394,3.651451524,3.651451381,3.651451343,3.651451429,3.651451442,3.65145132,3.651451364,3.651451356,3.651451375,3.651451568,3.651451554,3.651451397,3.651451335,3.651451372,3.65145153,3.651451428,3.651451526,3.65145154,3.651451467,3.651451346,3.651451332,3.651451417,3.651451465,3.651451454,3.651451419,3.651451371,3.651451439 +"8131","LCA5L",3.382991611,3.382991653,3.38299172,3.382991618,3.382991601,3.382991628,3.382991578,3.382991639,3.382991633,3.382991627,3.382991664,3.382991642,3.382991553,3.382991516,3.382991641,3.382991633,3.382991587,3.382991746,3.382991629,3.382991659,3.382991599,3.382991584,3.382991585,3.382991598,3.382991647,3.382991589,3.382991605,3.382991546 +"8132","LCAL1",3.919649706,3.919649595,3.919649377,3.919649421,3.91964971,3.919649367,3.919649482,3.919649417,3.919649484,3.919649189,3.919650187,3.919649808,3.919649765,3.919649179,3.919649484,3.919649541,3.919649439,3.919649624,3.91964981,3.919649403,3.919649609,3.919649221,3.919649227,3.919649333,3.919649745,3.919649064,3.919649622,3.919649447 +"8133","LCE1A",7.307451674,7.307451701,7.307451753,7.307451701,7.30745176,7.307451568,7.307451659,7.307451741,7.307451715,7.307451682,7.307451711,7.307451728,7.307451708,7.30745164,7.307451685,7.307451784,7.307451759,7.307451771,7.307451688,7.307451674,7.307451683,7.307451737,7.307451707,7.307451708,7.307451754,7.30745171,7.307451706,7.307451715 +"8134","LCE1B",3.587314828,3.587314523,3.587314967,3.587314591,3.587314814,3.587314917,3.58731469,3.587315076,3.587314927,3.587314916,3.587314916,3.587314995,3.587314855,3.587314768,3.587314924,3.587314737,3.587315199,3.58731496,3.587315155,3.587314753,3.587315132,3.587314931,3.587314395,3.587314758,3.587314883,3.587314965,3.587314917,3.587315206 +"8135","LCE1C",5.718067914,5.718068162,5.718068474,5.718068284,5.718068462,5.718067296,5.718068076,5.718068357,5.718068148,5.718068301,5.71806845,5.718068244,5.718068281,5.718068149,5.718068165,5.718068455,5.718068194,5.718068485,5.718067887,5.718068079,5.718068171,5.718068247,5.718068132,5.718068486,5.718068534,5.718068325,5.718068312,5.718068065 +"8136","LCE1D",7.739827606,7.739827582,7.73982791,7.739827659,7.739827841,7.73982734,7.739827629,7.739827801,7.739827685,7.739827664,7.739827867,7.739827756,7.739827735,7.739827558,7.739827848,7.739827893,7.739827803,7.73982787,7.739827566,7.739827718,7.739827898,7.739827773,7.739827608,7.73982777,7.739827989,7.739827833,7.739827796,7.739827699 +"8137","LCE1E",6.407380097,6.407380168,6.407380236,6.407380169,6.407380314,6.407379954,6.407380254,6.407380232,6.407380099,6.407380083,6.407380212,6.407380307,6.40738015,6.407379953,6.407380394,6.407380311,6.407380433,6.407380339,6.407380201,6.407380144,6.407380335,6.407380438,6.407380128,6.407380143,6.407380226,6.407380226,6.407380139,6.407380052 +"8138","LCE1F",7.604169884,7.604169958,7.604170263,7.604170055,7.60417039,7.604170386,7.604170243,7.604170303,7.604170194,7.604170281,7.60417033,7.604170676,7.604170066,7.604169646,7.604170232,7.604170093,7.604170462,7.604170213,7.604170263,7.604170245,7.604170128,7.60417018,7.604170045,7.604169976,7.604170203,7.604170133,7.604170177,7.604170176 +"8139","LCE2A",6.51683269,6.516832629,6.516833139,6.5168329,6.516833305,6.516832558,6.516832893,6.516833292,6.516832899,6.516832925,6.516833127,6.516833532,6.516833025,6.516832324,6.516833219,6.516833063,6.516833448,6.516833286,6.516833119,6.516832938,6.516833281,6.516833379,6.516832707,6.516832788,6.516832873,6.516833147,6.516832838,6.516832937 +"8140","LCE2B",6.517920481,6.517920383,6.517921488,6.517921147,6.517921805,6.517920254,6.517920979,6.517922014,6.517920131,6.517920062,6.517921609,6.517922417,6.517920739,6.517919487,6.517920968,6.517920811,6.517922147,6.517921541,6.517921159,6.517920695,6.517921144,6.517921452,6.51792089,6.517919919,6.517921016,6.517921338,6.517921404,6.517920176 +"8141","LCE2C",3.967066278,3.967065499,3.967065748,3.967065915,3.967066413,3.967065818,3.967066085,3.967066193,3.967065842,3.967065954,3.967066183,3.967066107,3.967066407,3.967065693,3.967066622,3.967065657,3.967066448,3.967066155,3.967066099,3.967066197,3.967066258,3.967066102,3.967066114,3.967065594,3.967065645,3.967065986,3.967066116,3.967065629 +"8142","LCE2D",4.627541934,4.627541887,4.627541918,4.627542001,4.62754209,4.627541878,4.627541992,4.627542057,4.627541924,4.627541915,4.627541988,4.627542015,4.627541846,4.627541959,4.627542041,4.627541945,4.627542031,4.62754204,4.627542008,4.62754197,4.627542009,4.627542028,4.627541936,4.627542003,4.627542022,4.627542028,4.62754191,4.627541853 +"8143","LCE3A",6.414598771,6.414598585,6.414598991,6.414598899,6.414599408,6.414598543,6.414599117,6.414599195,6.414598712,6.414598666,6.414598789,6.414599101,6.414599143,6.414598445,6.414599327,6.414599047,6.414599315,6.414599333,6.414599082,6.414598958,6.414599396,6.414599252,6.414598779,6.414598644,6.414598791,6.414599284,6.414598831,6.414599128 +"8144","LCE3B",7.074637245,7.074637227,7.074637563,7.074637357,7.074637845,7.074637403,7.074637685,7.074637743,7.074637483,7.074637384,7.074637487,7.074637733,7.074637537,7.074637235,7.074637737,7.074637663,7.074637836,7.074637656,7.074637564,7.074637538,7.074637818,7.074637676,7.074637419,7.074637262,7.074637323,7.074637724,7.074637479,7.074637423 +"8145","LCE3C",5.651794531,5.651794538,5.651794561,5.65179455,5.651794575,5.651794538,5.651794559,5.651794562,5.651794545,5.651794553,5.651794551,5.651794559,5.651794542,5.651794531,5.651794562,5.651794561,5.651794598,5.651794572,5.651794563,5.651794554,5.651794564,5.651794573,5.651794537,5.65179455,5.651794553,5.651794532,5.651794523,5.651794555 +"8146","LCE3D",5.095574044,5.095573807,5.09557439,5.095574166,5.095574376,5.095574205,5.095574217,5.095574344,5.095574171,5.095574318,5.095574196,5.095574211,5.095574179,5.095573818,5.095574363,5.095574051,5.09557462,5.095573989,5.095574371,5.095574183,5.095574492,5.095574325,5.095573743,5.095573929,5.095574134,5.095574234,5.095574346,5.0955742 +"8147","LCE3E",5.915010183,5.915010069,5.915010369,5.915010273,5.915010384,5.915010317,5.915010292,5.91501028,5.915010282,5.915010102,5.915010386,5.915010317,5.915010256,5.91501003,5.915010237,5.915010127,5.915010485,5.915010318,5.915010246,5.915010068,5.915010338,5.915010408,5.91501009,5.915010156,5.915010444,5.915010164,5.915010383,5.915010129 +"8148","LCE4A",5.281098237,5.281098327,5.281098287,5.281098241,5.281098186,5.281098452,5.281098243,5.281098366,5.281098337,5.28109836,5.281098318,5.281098374,5.281098267,5.28109821,5.281098287,5.281098245,5.281098514,5.281098229,5.281098373,5.281098259,5.281098149,5.281098246,5.281098377,5.281098255,5.281098291,5.281098231,5.281098294,5.281098358 +"8149","LCE5A",5.699984676,5.699984617,5.699984736,5.699984626,5.699984805,5.699984657,5.699984714,5.699984718,5.699984744,5.699984729,5.69998472,5.699984788,5.699984732,5.69998463,5.699984755,5.699984672,5.699984801,5.699984719,5.699984717,5.699984672,5.699984797,5.699984782,5.699984661,5.699984615,5.699984689,5.699984758,5.699984693,5.699984682 +"8150","LCK",8.284486652,8.284486103,8.284485592,8.284485381,8.284485763,8.284486412,8.284486427,8.284486754,8.284487794,8.284486861,8.284484807,8.284486512,8.284487105,8.284487159,8.284486474,8.284485391,8.284485035,8.284485422,8.284486072,8.284485358,8.284486141,8.284487065,8.284487424,8.284486091,8.284484704,8.284486815,8.284487113,8.284486972 +"8151","LCLAT1",6.022767459,6.022767545,6.022767329,6.022767107,6.022766969,6.022767175,6.022767226,6.022766743,6.022767509,6.022767079,6.022766881,6.022766795,6.02276726,6.022768418,6.022767259,6.02276754,6.022767144,6.022767098,6.022766934,6.022767331,6.022767172,6.022766956,6.022767604,6.022767483,6.02276674,6.022767115,6.022767143,6.022768067 +"8152","LCMT1",6.712021463,6.712021421,6.712021338,6.712021236,6.71202123,6.71202135,6.712021439,6.712021246,6.712021535,6.71202146,6.712021264,6.712021238,6.712021508,6.712021537,6.712021282,6.712021423,6.712021142,6.712021016,6.71202138,6.712021229,6.712021316,6.712021314,6.712021421,6.712021458,6.712021141,6.712021348,6.712021582,6.712021199 +"8153","LCMT2",5.745712013,5.745711796,5.745711624,5.745711406,5.745711016,5.7457115,5.745711403,5.745711582,5.74571201,5.745711571,5.745710988,5.74571165,5.74571181,5.745712022,5.745711418,5.745711378,5.745710994,5.745711012,5.745711469,5.745711443,5.745711348,5.745711376,5.745712007,5.745711701,5.745711012,5.745711677,5.745711764,5.745712122 +"8154","LCN1",5.1718830445,5.1718834965,5.171883685,5.1718835885,5.1718839215,5.171883721,5.17188368,5.171883726,5.17188341,5.171883826,5.171883315,5.171883597,5.171883405,5.171883328,5.171883832,5.171883844,5.1718841,5.171883721,5.171883744,5.1718833805,5.171883779,5.171883798,5.1718831495,5.1718836065,5.1718835925,5.171883456,5.171883373,5.1718834075 +"8155","LCN10",6.177660873,6.177660762,6.177660805,6.177660813,6.177660937,6.1776608,6.177660854,6.17766091,6.177660773,6.177660787,6.177660891,6.177660871,6.177660828,6.177660752,6.177660914,6.177660785,6.177660906,6.177660901,6.177660887,6.177660906,6.177660905,6.177660911,6.177660766,6.177660713,6.177660842,6.177660845,6.17766079,6.177660811 +"8156","LCN12",5.997722367,5.997722378,5.997722499,5.997722418,5.997722478,5.997722374,5.99772245,5.997722463,5.997722394,5.997722423,5.997722486,5.997722481,5.997722424,5.997722322,5.997722454,5.997722419,5.997722559,5.997722502,5.997722456,5.997722433,5.997722456,5.997722506,5.997722389,5.997722396,5.997722505,5.997722487,5.997722428,5.997722454 +"8157","LCN15",4.62642064,4.626420636,4.626420692,4.626420692,4.626420709,4.626420636,4.626420661,4.626420696,4.626420698,4.626420648,4.626420706,4.626420699,4.62642067,4.626420601,4.626420697,4.6264207,4.626420704,4.626420723,4.626420693,4.626420678,4.626420707,4.626420708,4.62642062,4.626420638,4.626420683,4.626420684,4.626420638,4.626420672 +"8158","LCN2",6.48839542,6.488393407,6.488398415,6.488395668,6.488395687,6.488395847,6.488399696,6.488394867,6.48839245,6.488393658,6.488397471,6.488395237,6.488393885,6.488391822,6.488395896,6.488393054,6.488399566,6.488395648,6.48839382,6.488395741,6.488399558,6.488395279,6.488393087,6.488394224,6.488396107,6.488395839,6.488393809,6.488391136 +"8159","LCN6",5.627851949,5.627851975,5.627852164,5.627852104,5.627852415,5.627851851,5.627852142,5.627852277,5.62785213,5.627852031,5.627852243,5.62785227,5.627852113,5.627851801,5.6278523,5.627852314,5.627852473,5.62785234,5.62785214,5.627852081,5.627852418,5.627852202,5.627851854,5.627851973,5.627852221,5.627852215,5.627852118,5.627852249 +"8160","LCN8",4.8167543275,4.8167542815,4.816754189,4.816754321,4.8167546935,4.816754177,4.816754542,4.816754513,4.816754156,4.816754287,4.816754289,4.8167546725,4.816754409,4.8167539955,4.816754481,4.8167543585,4.816754649,4.8167543525,4.8167544545,4.816754391,4.8167545645,4.8167545395,4.816754154,4.816754296,4.8167542975,4.8167544315,4.816754418,4.816754301 +"8161","LCN9",4.343488411,4.343488407,4.34348843,4.343488426,4.343488432,4.34348842,4.343488408,4.343488404,4.343488419,4.343488423,4.343488445,4.343488455,4.343488425,4.343488388,4.343488427,4.343488404,4.343488464,4.343488452,4.343488433,4.343488421,4.343488411,4.34348841,4.34348841,4.343488398,4.343488448,4.343488405,4.343488415,4.343488406 +"8162","LCNL1",5.846391933,5.846391876,5.846392162,5.846391866,5.846392356,5.846391815,5.8463921,5.846392323,5.846392156,5.846391934,5.846392109,5.846392466,5.846392036,5.846391608,5.846392124,5.846392173,5.846392493,5.846392128,5.846392047,5.846392072,5.846392255,5.846392375,5.84639185,5.846391895,5.846392053,5.846392157,5.846392033,5.846392072 +"8163","LCOR",6.7312530585,6.7312534235,6.731253055,6.731253346,6.7312528805,6.7312527665,6.7312530075,6.7312526865,6.731253065,6.7312529005,6.731252908,6.731252415,6.731252901,6.7312536205,6.731252944,6.7312532075,6.7312528035,6.7312530725,6.731253106,6.73125272,6.731252933,6.7312528055,6.7312532845,6.7312531965,6.7312531845,6.731252897,6.731253176,6.73125338 +"8164","LCORL",5.434513618,5.434513611,5.434513615,5.434513604,5.434513609,5.434513595,5.434513595,5.434513597,5.434513597,5.434513615,5.434513594,5.434513585,5.434513619,5.434513641,5.434513615,5.434513593,5.434513578,5.434513586,5.434513605,5.434513585,5.434513599,5.434513603,5.434513605,5.434513622,5.434513598,5.434513595,5.434513611,5.434513632 +"8165","LCP1",11.29073539,11.29073506,11.29072633,11.29073806,11.29072937,11.29073829,11.29073523,11.2907281,11.29072608,11.29072936,11.29072771,11.29071852,11.29072957,11.29073823,11.29073359,11.29073058,11.29072591,11.2907313,11.29073574,11.29073572,11.29073662,11.29072949,11.29073236,11.29073529,11.29073113,11.29072593,11.2907288,11.29072873 +"8166","LCP2",9.809104502,9.809104342,9.809103921,9.809104354,9.809104019,9.809104994,9.80910437,9.809104218,9.809104146,9.80910401,9.809104063,9.809103735,9.809104596,9.809104368,9.809104398,9.809103877,9.809103638,9.809104148,9.809104371,9.80910514,9.809104559,9.809104337,9.809104428,9.80910415,9.809104432,9.809104226,9.809104476,9.809104259 +"8167","LCT",4.206574123,4.206574128,4.20657416,4.20657413,4.206574156,4.206574117,4.206574121,4.206574152,4.206574126,4.20657413,4.206574139,4.20657416,4.206574137,4.206574116,4.206574145,4.20657415,4.206574156,4.206574135,4.206574128,4.206574132,4.206574166,4.20657415,4.206574123,4.206574138,4.206574126,4.206574132,4.206574137,4.206574143 +"8168","LCTL",4.188431051,4.188431079,4.188431177,4.188431108,4.188431144,4.188431082,4.188431107,4.188431131,4.188431071,4.188431053,4.188431129,4.188431114,4.18843111,4.188431032,4.188431103,4.188431163,4.188431149,4.188431155,4.188431112,4.18843111,4.188431144,4.188431146,4.188431063,4.188431078,4.188431104,4.188431141,4.18843111,4.188431121 +"8169","LDAF1",6.046986589,6.0469865,6.046986405,6.046986355,6.046986435,6.046986301,6.046986402,6.046986348,6.046986381,6.046986597,6.046986242,6.04698605,6.04698654,6.046986589,6.046986622,6.046986594,6.046986228,6.046986427,6.046986395,6.046986356,6.046986335,6.046986525,6.046986637,6.046986489,6.046986388,6.046986257,6.046986617,6.046986477 +"8170","LDAH",5.187118977,5.187118835,5.187118393,5.187118565,5.18711837,5.187118735,5.18711863,5.18711877,5.187119043,5.187118941,5.187118473,5.187118429,5.18711875,5.187119095,5.187118641,5.187118585,5.187118339,5.187118427,5.187118651,5.187118566,5.187118676,5.187118583,5.187118967,5.187118793,5.187118666,5.187118625,5.187118952,5.187118884 +"8171","LDB1",8.254309269,8.254309224,8.254309216,8.254309244,8.254309092,8.254309315,8.254309235,8.254309208,8.254309273,8.254309353,8.254308998,8.254309161,8.254309299,8.254309359,8.25430915,8.254308953,8.254309055,8.254309213,8.254309231,8.254309218,8.254309097,8.254309199,8.254309305,8.254309239,8.254309241,8.254309271,8.254309398,8.254309202 +"8172","LDB2",4.507521644,4.507521715,4.507521688,4.507521806,4.507521803,4.507521676,4.507521667,4.507521714,4.50752171,4.507521644,4.507521824,4.507521851,4.507521745,4.507521755,4.507521689,4.507521739,4.507521869,4.507521855,4.507521682,4.507521711,4.507521761,4.507521606,4.507521657,4.507521722,4.507521784,4.507521672,4.507521684,4.507521685 +"8173","LDB3",4.777606786,4.777606742,4.777606822,4.77760677,4.777606897,4.777606825,4.777606806,4.777606922,4.777606829,4.777606917,4.777606877,4.777606849,4.777606849,4.777606616,4.777606849,4.777606823,4.777606878,4.777606858,4.777606824,4.777606859,4.777606835,4.777606814,4.777606753,4.7776068,4.777606808,4.777606839,4.777606793,4.777606798 +"8174","LDHA",8.633394311,8.633398985,8.633390799,8.633386203,8.633389254,8.633395474,8.633409424,8.633383412,8.633396259,8.633394878,8.633385254,8.633374866,8.633395552,8.633410518,8.633391479,8.633387703,8.633386496,8.633376722,8.63339079,8.633395078,8.633403143,8.633389888,8.633397519,8.633394201,8.633373907,8.633381983,8.633393444,8.63339605 +"8175","LDHAL6A",3.556288196,3.556288192,3.556288205,3.556288182,3.556288217,3.556288216,3.556288204,3.556288217,3.556288193,3.556288186,3.556288215,3.556288219,3.556288182,3.556288195,3.5562882,3.556288231,3.556288196,3.556288185,3.556288194,3.556288219,3.556288199,3.556288247,3.5562882,3.556288196,3.556288209,3.556288208,3.556288203,3.55628821 +"8176","LDHAL6B",4.116712152,4.116712146,4.11671221,4.116712185,4.116712338,4.116712287,4.116712161,4.116712265,4.116712218,4.116712253,4.116712267,4.116712307,4.116712099,4.11671206,4.116712286,4.116712208,4.116712197,4.116712235,4.116712293,4.116712236,4.116712272,4.116712229,4.116712198,4.11671208,4.116712242,4.116712349,4.116712135,4.11671232 +"8177","LDHB",8.786183343,8.901597619,8.423869569,8.249018229,8.492965186,8.691747757,8.586825231,8.472857852,9.305914938,8.949256474,8.047736484,8.518715273,8.708421822,9.433514294,8.484104841,8.821573428,8.023177532,8.231796681,8.854594273,8.744469246,8.577971068,8.692162666,9.199176269,8.642770743,8.123747853,8.583639611,8.801060522,8.974941946 +"8178","LDHC",2.910592301,2.91059235,2.910592337,2.910592335,2.910592352,2.910592296,2.910592335,2.910592316,2.910592336,2.910592333,2.910592337,2.910592333,2.910592325,2.910592295,2.910592329,2.91059232,2.910592327,2.910592315,2.910592322,2.910592297,2.910592363,2.91059234,2.910592369,2.910592371,2.910592321,2.910592309,2.910592309,2.91059231 +"8179","LDHD",5.723831872,5.723831895,5.723831923,5.723831894,5.723831927,5.723831863,5.723831958,5.723831923,5.723831926,5.723831904,5.723831938,5.723831948,5.723831884,5.723831848,5.723831938,5.723831907,5.723831941,5.723831953,5.723831939,5.723831885,5.723831927,5.723831947,5.723831897,5.723831864,5.723831943,5.723831936,5.723831928,5.723831933 +"8180","LDLR",6.670425405,6.670425744,6.67042513,6.670424946,6.670425071,6.670425678,6.670424874,6.670425428,6.6704251,6.670425126,6.670425609,6.670424839,6.670425602,6.670425352,6.670425128,6.670425405,6.67042496,6.670425111,6.670424852,6.6704257,6.670425158,6.670425079,6.670425136,6.670424885,6.670425158,6.670425282,6.670425398,6.670425375 +"8181","LDLRAD1",5.080015346,5.080015343,5.080015389,5.080015367,5.080015471,5.080015251,5.080015281,5.080015416,5.080015362,5.080015358,5.080015466,5.080015473,5.080015313,5.080015178,5.080015359,5.0800154,5.080015443,5.080015466,5.080015385,5.080015392,5.080015494,5.080015483,5.080015218,5.080015328,5.080015428,5.080015391,5.080015347,5.08001537 +"8182","LDLRAD2",5.54533777,5.545337761,5.545337753,5.545337777,5.545337818,5.545337812,5.545337779,5.545337775,5.545337788,5.545337784,5.545337822,5.545337822,5.54533777,5.545337704,5.545337806,5.545337811,5.545337812,5.545337808,5.545337796,5.545337804,5.545337784,5.545337789,5.545337759,5.545337754,5.54533777,5.545337822,5.545337791,5.54533779 +"8183","LDLRAD3",6.113071345,6.113071336,6.113071384,6.113071387,6.113071381,6.113071343,6.113071353,6.11307138,6.11307134,6.113071357,6.113071378,6.113071373,6.113071363,6.113071321,6.113071365,6.113071347,6.113071383,6.11307137,6.113071352,6.113071363,6.113071379,6.113071359,6.113071333,6.113071346,6.113071339,6.113071355,6.113071363,6.113071335 +"8184","LDLRAD4",6.264429267,6.264429267,6.264429271,6.264429227,6.264429299,6.264429266,6.264429285,6.264429294,6.264429292,6.264429308,6.264429256,6.264429315,6.264429316,6.264429279,6.264429294,6.264429262,6.264429317,6.264429264,6.264429283,6.264429262,6.264429287,6.264429285,6.264429283,6.264429268,6.264429224,6.264429274,6.26442927,6.264429287 +"8185","LDLRAP1",7.308549475,7.308552493,7.308549543,7.308550846,7.308551546,7.308549627,7.308550251,7.308550664,7.308558022,7.308554519,7.308547941,7.308556284,7.308554217,7.308554317,7.30854711,7.308548995,7.308547954,7.308550304,7.308551281,7.308545337,7.308545699,7.308550983,7.308555692,7.308552002,7.308546337,7.308553944,7.308554598,7.308551724 +"8186","LDOC1",5.467026341,5.467026341,5.467026351,5.467026332,5.467026348,5.467026331,5.467026327,5.467026311,5.467026339,5.467026284,5.467026276,5.467026366,5.467026346,5.467026349,5.467026303,5.467026329,5.46702638,5.467026333,5.46702636,5.4670263,5.467026348,5.467026335,5.467026303,5.467026291,5.467026304,5.467026347,5.467026356,5.467026368 +"8187","LEAP2",4.651731716,4.651731692,4.651731692,4.651731691,4.651731776,4.651731768,4.651731763,4.651731727,4.651731761,4.651731764,4.651731697,4.651731798,4.651731737,4.65173178,4.651731772,4.651731677,4.651731705,4.651731679,4.651731634,4.651731706,4.651731785,4.651731774,4.651731691,4.651731618,4.651731696,4.651731749,4.651731697,4.651731734 +"8188","LECT2",3.84731421,3.847314227,3.847314194,3.84731421,3.84731424,3.847314216,3.847314207,3.847314251,3.847314213,3.847314223,3.847314211,3.847314224,3.847314163,3.84731417,3.847314228,3.847314202,3.847314228,3.847314199,3.847314218,3.847314238,3.847314215,3.847314204,3.847314225,3.847314177,3.847314243,3.847314196,3.847314173,3.847314169 +"8189","LEF1",8.678398927,8.848200094,8.430319553,8.384432077,8.771510115,8.607702025,8.333392522,8.605843929,9.66850227,9.354171807,7.965185694,9.339196301,9.061568087,9.448027872,8.232196704,8.398044612,7.891821348,8.231773501,8.744814313,8.515824096,8.130503312,8.568660728,9.296392329,8.857551611,7.934301028,9.25470048,9.123060522,9.171283387 +"8190","LEFTY1",6.453210921,6.453210676,6.453211643,6.45321129,6.453212404,6.45321097,6.45321166,6.453211876,6.453211281,6.453210952,6.453211771,6.453212039,6.453211558,6.453210722,6.453211969,6.453211365,6.453212255,6.453211948,6.453211847,6.453211498,6.453211833,6.453212044,6.453211256,6.4532107,6.453211608,6.453211562,6.453211088,6.453211574 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+"8193","LELP1",4.976143154,4.976143108,4.976143171,4.976143197,4.976143295,4.976143228,4.976143189,4.976143272,4.976143121,4.976143182,4.976143135,4.976143245,4.976143158,4.976143014,4.976143207,4.976143242,4.976143254,4.976143145,4.976143162,4.976143194,4.976143276,4.976143264,4.976143198,4.97614313,4.976143169,4.976143207,4.976143197,4.976143177 +"8194","LEMD1",3.661215998,3.661216009,3.661216021,3.661216035,3.661216007,3.661216046,3.661216013,3.661216016,3.661216019,3.661216019,3.661216026,3.661216012,3.661216,3.661216019,3.661216012,3.661216028,3.661216018,3.661216035,3.661216003,3.661216018,3.661216007,3.661216015,3.66121603,3.661216027,3.661216039,3.661216009,3.661216006,3.661216004 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+"8207","LEXM",4.963400504,4.963400469,4.963400486,4.96340049,4.963400501,4.963400442,4.963400461,4.963400505,4.963400488,4.963400497,4.963400533,4.963400494,4.963400473,4.963400454,4.963400507,4.963400504,4.96340051,4.963400474,4.963400481,4.963400501,4.963400482,4.963400493,4.963400501,4.963400495,4.963400524,4.963400504,4.96340047,4.963400458 +"8208","LFNG",7.633730225,7.633730997,7.633730584,7.633730663,7.633731109,7.633730773,7.633730448,7.63373065,7.633730748,7.633731044,7.633730911,7.633730456,7.633731104,7.633731014,7.633730045,7.633730683,7.633730561,7.633730416,7.633731075,7.633730774,7.633730184,7.633730446,7.633730696,7.633730881,7.633730911,7.633730583,7.633731157,7.633730972 +"8209","LGALS1",8.788243388,8.788243425,8.788244224,8.788242754,8.788244351,8.788244174,8.788244014,8.788242242,8.78824251,8.788244678,8.788243773,8.788243292,8.788243723,8.788243729,8.788243172,8.788242881,8.788243737,8.788242064,8.788243807,8.788243353,8.788243519,8.788243239,8.788242335,8.788243547,8.788242388,8.788243204,8.788243621,8.788242832 +"8210","LGALS12",6.66179951,6.661801113,6.661799959,6.661801085,6.661801809,6.661800089,6.6618004,6.661800365,6.661800386,6.661800845,6.661802003,6.661799439,6.661800229,6.661800489,6.66179945,6.66180012,6.661799474,6.661800216,6.661801653,6.661799861,6.661800098,6.661798958,6.661800327,6.661800713,6.66180163,6.66180043,6.661800899,6.661800218 +"8211","LGALS13",3.208341127,3.208341173,3.208341137,3.20834123,3.208341187,3.208341227,3.208341174,3.208341236,3.208341187,3.208341195,3.208341207,3.208341259,3.208341186,3.208341187,3.208341178,3.20834123,3.20834122,3.208341238,3.208341198,3.208341186,3.208341177,3.208341176,3.20834117,3.20834121,3.208341247,3.208341213,3.208341193,3.208341202 +"8212","LGALS14",3.716145985,3.716146005,3.716146181,3.716146447,3.716146269,3.716145985,3.716146148,3.716146057,3.716145918,3.716146177,3.71614648,3.716146473,3.716146158,3.716145894,3.716145906,3.716146062,3.716146288,3.716146046,3.716146112,3.716146304,3.716145983,3.716145997,3.716146362,3.716145781,3.716146111,3.716146134,3.716145899,3.716146017 +"8213","LGALS16",3.113112065,3.113112067,3.113112071,3.113112093,3.113112123,3.113112136,3.113112148,3.113112094,3.113112159,3.113112099,3.113112168,3.113112095,3.113112116,3.113112138,3.113112119,3.113112146,3.11311218,3.113112094,3.113112172,3.11311213,3.113112131,3.113112122,3.113112143,3.113112078,3.113112186,3.113112119,3.113112083,3.113112141 +"8214","LGALS17A",3.811088132,3.811088168,3.811088178,3.811088205,3.811088187,3.811088267,3.811088161,3.81108819,3.811088209,3.811088222,3.811088243,3.811088221,3.811088195,3.811088173,3.811088191,3.811088189,3.811088182,3.811088163,3.811088195,3.81108819,3.81108816,3.811088205,3.811088195,3.811088185,3.811088206,3.811088194,3.811088169,3.811088187 +"8215","LGALS2",5.912715183,5.912712606,5.912712444,5.912712961,5.912714871,5.91271433,5.912714312,5.912712087,5.91271141,5.912716802,5.91271531,5.912714786,5.912714273,5.912712698,5.912715385,5.912711847,5.912713469,5.912712921,5.912714377,5.912714424,5.912714533,5.912713048,5.912710611,5.912715709,5.912714739,5.912715033,5.912713964,5.912712871 +"8216","LGALS3",7.391318431,7.391318117,7.39131843,7.391318193,7.391318425,7.391318756,7.391318504,7.39131873,7.391318449,7.391318581,7.391318425,7.391318663,7.391318297,7.391317989,7.3913184,7.391318006,7.39131838,7.391318381,7.391318244,7.391318712,7.391318494,7.391318574,7.391318512,7.39131846,7.391318378,7.39131864,7.39131823,7.391318064 +"8217","LGALS3BP",6.710197792,6.710197981,6.710197982,6.710197557,6.710198326,6.710199209,6.710197965,6.71019811,6.710198792,6.710198441,6.710197566,6.710198021,6.710198188,6.710197757,6.710197685,6.710198052,6.710198014,6.710197765,6.710198286,6.710198994,6.710197598,6.710198248,6.710198615,6.710198242,6.710197794,6.710198064,6.710198233,6.710197643 +"8218","LGALS4",5.696091382,5.696091406,5.696091406,5.696091394,5.696091432,5.696091381,5.696091403,5.696091439,5.696091415,5.696091419,5.696091412,5.696091425,5.696091404,5.696091389,5.696091429,5.696091417,5.696091426,5.696091418,5.696091391,5.696091399,5.696091421,5.696091435,5.696091408,5.696091406,5.696091428,5.696091434,5.696091383,5.696091405 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+"8221","LGALS9",5.350140916,5.350141055,5.350140826,5.350140905,5.350141247,5.35014194,5.350140967,5.350140328,5.350140766,5.350141358,5.350140708,5.350140653,5.35014072,5.35014101,5.35014089,5.350140736,5.35014107,5.35014087,5.350141193,5.350141217,5.350141007,5.35014083,5.350141012,5.350141428,5.350140743,5.350140965,5.350140861,5.35014102 +"8222","LGALSL",6.842252537,7.217103711,6.694449759,7.879082753,7.160135097,7.379871407,7.263773474,6.531491202,6.364412194,7.104792343,7.516723981,6.961257257,6.403567856,6.465267964,7.023503515,7.072406852,6.831892059,7.838216117,7.221773336,7.51711802,7.375454766,6.623575626,6.841601748,7.25587277,7.526295986,7.15594963,6.573699936,6.70913093 +"8223","LGI1",3.25252486,3.252524898,3.252524891,3.252524985,3.25252495,3.252524923,3.252524915,3.252524915,3.252524891,3.252524883,3.252524902,3.252524908,3.252524831,3.252524835,3.252524902,3.252524914,3.252524997,3.252524875,3.252524911,3.252524961,3.252524844,3.252524915,3.252525031,3.252524921,3.252524825,3.252524856,3.252524941,3.252524919 +"8224","LGI2",4.517675033,4.517675088,4.517675108,4.517675043,4.517675136,4.5176751,4.517675149,4.517675165,4.517675088,4.517675083,4.517675037,4.517675166,4.517675079,4.517675016,4.517675142,4.517675122,4.51767515,4.517675108,4.517675113,4.517675094,4.517675126,4.517675148,4.51767511,4.517675073,4.517675076,4.517675107,4.517675082,4.517675118 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+"8481","LINC02961",4.297058729,4.297058735,4.29705877,4.297058762,4.297058747,4.29705874,4.297058727,4.297058764,4.297058754,4.297058756,4.297058762,4.297058762,4.297058731,4.297058719,4.297058756,4.297058722,4.297058768,4.297058752,4.297058721,4.297058778,4.297058764,4.297058771,4.29705875,4.29705875,4.297058753,4.297058737,4.297058745,4.29705872 +"8482","LINC02983",7.213006013,7.213006038,7.213006191,7.213006015,7.21300641,7.213005967,7.213006247,7.21300628,7.21300619,7.21300613,7.213006268,7.21300641,7.213006186,7.213005953,7.213006346,7.213006179,7.21300639,7.213006254,7.213006086,7.213006043,7.213006362,7.21300642,7.213006132,7.213006047,7.213006195,7.213006165,7.213005982,7.213006184 +"8483","LINC02991",3.940652292,3.940652284,3.940652335,3.940652384,3.940652315,3.940652121,3.940652298,3.940652293,3.940652328,3.940652392,3.940652206,3.940652279,3.940652211,3.940652229,3.940652311,3.940652253,3.940652323,3.94065222,3.94065234,3.940652362,3.94065238,3.94065238,3.940652302,3.94065219,3.940652443,3.940652344,3.94065227,3.940652442 +"8484","LINC03009",7.8958532,7.895853414,7.895853276,7.895853195,7.895853268,7.895853189,7.895853234,7.895853362,7.895853363,7.895853188,7.895853245,7.89585332,7.895853256,7.895853278,7.895853246,7.895853422,7.895853279,7.895853246,7.895853238,7.895853201,7.895853257,7.895853198,7.895853313,7.895853241,7.895853234,7.895853332,7.895853404,7.895853317 +"8485","LINC03030",5.260049257,5.260049275,5.26004958,5.260049471,5.260049552,5.260049546,5.260049546,5.260049445,5.260049369,5.260049597,5.260049535,5.260049402,5.260049448,5.260049146,5.260049442,5.260049424,5.26004933,5.260049501,5.260049488,5.260049621,5.260049555,5.260049523,5.260049377,5.260049214,5.260049548,5.260049544,5.26004953,5.260049142 +"8486","LINC03040",4.79309116,4.793091172,4.793091188,4.79309113,4.793091195,4.793091119,4.793091159,4.793091181,4.793091146,4.793091148,4.793091175,4.793091251,4.793091138,4.793091122,4.793091168,4.793091187,4.793091211,4.793091182,4.79309115,4.793091162,4.793091169,4.793091169,4.793091145,4.793091122,4.793091183,4.793091186,4.793091144,4.79309118 +"8487","LINC03042",4.115260224,4.115260162,4.115260127,4.115260204,4.115260218,4.115260097,4.11526019,4.115260172,4.115260102,4.11526025,4.115260254,4.115260272,4.115260316,4.115260209,4.115260207,4.115260187,4.115260356,4.115260252,4.115260106,4.115260258,4.115260255,4.115260216,4.115260073,4.115260253,4.115260201,4.115260219,4.115260225,4.11526027 +"8488","LINC03043",3.448706912,3.448706867,3.448706931,3.448706901,3.448706917,3.448706942,3.448706909,3.448706898,3.448706908,3.448706893,3.448706931,3.448707007,3.4487069,3.448706916,3.448706905,3.448706909,3.448707013,3.448706923,3.448706983,3.448706881,3.448706958,3.448706914,3.448706894,3.448706881,3.448706921,3.448706887,3.448706897,3.448706886 +"8489","LINC03048",6.287929667,6.287929624,6.287930003,6.287929735,6.287929982,6.287929665,6.287929939,6.287929919,6.287929891,6.287929665,6.287929973,6.287930052,6.28792999,6.287929648,6.287929968,6.287929754,6.287930096,6.287929985,6.287929681,6.287929859,6.287930015,6.287929816,6.287929742,6.287929559,6.287929983,6.287930035,6.287929686,6.287929833 +"8490","LINGO1",4.558791035,4.558791173,4.558791199,4.558791345,4.558791305,4.558791037,4.558791213,4.558791242,4.558791246,4.558791183,4.558791254,4.558791471,4.55879125,4.558791044,4.558791338,4.558791213,4.558791382,4.558791314,4.558791276,4.558791157,4.558791292,4.558791367,4.558791125,4.55879112,4.55879126,4.558791256,4.558791127,4.558791264 +"8491","LINGO2",3.733459442,3.733459445,3.733459991,3.733459463,3.733459642,3.73345946,3.733459274,3.733459627,3.733459711,3.733459715,3.733459604,3.733459537,3.73345959,3.733459703,3.733459641,3.733459574,3.733459808,3.733459493,3.733459612,3.733459415,3.733459646,3.733459661,3.733459621,3.733459536,3.733459498,3.733459528,3.733459426,3.733459643 +"8492","LINGO3",6.193753032,6.193753011,6.193753205,6.193753435,6.193753479,6.193753437,6.193753173,6.193753214,6.193753137,6.19375293,6.193753471,6.19375349,6.193753084,6.193752613,6.193752971,6.193753025,6.19375304,6.193753425,6.193753479,6.193753525,6.193753213,6.193753166,6.193752932,6.193753297,6.193753411,6.193753142,6.193753058,6.193752581 +"8493","LINS1",5.948953662,5.948953244,5.948953089,5.948953232,5.948953095,5.948953238,5.948953482,5.948953291,5.948953581,5.948953345,5.948953054,5.94895347,5.948953412,5.948953773,5.948953282,5.948953179,5.948953,5.948953054,5.948953387,5.948953005,5.948953266,5.948953376,5.948953577,5.948953367,5.94895299,5.948953508,5.948953405,5.948953444 +"8494","LIPC",3.879028089,3.879028091,3.879028117,3.879028099,3.879028109,3.879028119,3.879028092,3.87902811,3.879028099,3.879028123,3.879028092,3.879028122,3.879028115,3.879028081,3.879028086,3.879028074,3.879028088,3.879028102,3.87902811,3.879028129,3.879028084,3.879028101,3.8790281,3.879028106,3.879028107,3.879028105,3.879028114,3.8790281 +"8495","LIPE",6.12909398,6.129093936,6.129094093,6.129094021,6.12909418,6.129093894,6.12909401,6.129094078,6.129093975,6.129093827,6.129093861,6.129094186,6.129094161,6.129094071,6.129094148,6.129093917,6.129094036,6.129094216,6.129093835,6.12909392,6.129094278,6.129094099,6.129093994,6.129093915,6.129094006,6.129094133,6.129094138,6.129094062 +"8496","LIPF",2.273039035,2.273038988,2.273039089,2.273039178,2.273038927,2.273039118,2.273038908,2.273039141,2.273038944,2.27303902,2.273038957,2.273039026,2.27303897,2.273038931,2.273038899,2.273038996,2.273038983,2.273038888,2.273039045,2.273038922,2.273038977,2.273038954,2.273039137,2.273038998,2.273038949,2.273038905,2.273038959,2.27303886 +"8497","LIPG",4.378126059,4.378126313,4.378126172,4.378126254,4.378126484,4.378126296,4.378126474,4.378126503,4.378126344,4.378126496,4.378126339,4.378126619,4.378126384,4.378126226,4.378126603,4.378126317,4.378126452,4.378126472,4.378126304,4.378126082,4.378126455,4.378126514,4.378126312,4.378126249,4.378125974,4.378126417,4.378126258,4.378126303 +"8498","LIPH",3.966094322,3.966094603,3.966094639,3.966094712,3.966094547,3.966094522,3.966094456,3.96609446,3.966094347,3.966094672,3.966094783,3.966094554,3.966094423,3.966094319,3.966094479,3.966094519,3.966094486,3.96609492,3.966094552,3.966094358,3.966094488,3.966094405,3.966094489,3.966094495,3.966094801,3.966094414,3.966094428,3.966094412 +"8499","LIPI",2.787524067,2.787523988,2.787523911,2.787524172,2.787524269,2.787523968,2.787524192,2.787524127,2.787524142,2.787524091,2.787524271,2.787524597,2.787523941,2.787523937,2.787524087,2.787524,2.787524475,2.78752393,2.787524039,2.787524001,2.787524143,2.787524145,2.787523938,2.787524087,2.787524277,2.787524231,2.787524127,2.787524276 +"8500","LIPJ",3.020580744,3.020580798,3.020580812,3.020580865,3.020580812,3.020580732,3.020580831,3.02058075,3.020580755,3.020580751,3.020580934,3.020580733,3.02058078,3.020580804,3.020580804,3.020580797,3.020580895,3.02058081,3.020580846,3.020580781,3.020580797,3.020580737,3.020580809,3.020580772,3.020580808,3.020580785,3.020580778,3.020580801 +"8501","LIPK",2.936829227,2.936829999,2.936829536,2.9368296,2.93682951,2.936829923,2.936829036,2.936830264,2.936829452,2.936829809,2.936830979,2.936829559,2.936830255,2.936829578,2.936829034,2.936831071,2.936829963,2.93683039,2.936830114,2.936830913,2.936829315,2.936830571,2.936828985,2.936830606,2.936830593,2.93682967,2.936828695,2.936830882 +"8502","LIPM",3.799044338,3.799044347,3.799044389,3.799044362,3.79904434,3.799044329,3.79904438,3.799044367,3.799044325,3.799044389,3.799044442,3.799044415,3.799044362,3.799044301,3.799044381,3.799044325,3.799044405,3.799044433,3.799044375,3.799044437,3.799044378,3.7990444,3.799044354,3.799044354,3.799044409,3.799044324,3.799044352,3.799044378 +"8503","LIPN",5.151505468,5.151456901,5.151331137,5.151529854,5.151311793,5.15136751,5.151054819,5.150986079,5.151117607,5.151144499,5.151611685,5.151143984,5.151123977,5.151603273,5.151242586,5.151353596,5.151367191,5.151417808,5.151445632,5.151445894,5.151242135,5.150991081,5.151271616,5.151168035,5.151699555,5.151113226,5.151246394,5.151316241 +"8504","LIPT1",4.596420321,4.596420326,4.596420294,4.596420244,4.596420138,4.596420201,4.596420201,4.596420229,4.596420341,4.596420174,4.596420226,4.596420133,4.596420208,4.596420324,4.596420172,4.59642023,4.596420243,4.596420139,4.596420269,4.596420182,4.596420235,4.596420215,4.596420241,4.596420191,4.596420246,4.596420177,4.596420217,4.596420383 +"8505","LIPT2",5.524059472,5.524059409,5.524059466,5.524059511,5.52405952,5.524059472,5.524059484,5.524059459,5.524059475,5.524059438,5.52405944,5.524059542,5.524059496,5.524059496,5.524059486,5.524059479,5.524059564,5.524059486,5.524059489,5.524059541,5.524059528,5.524059539,5.524059487,5.524059504,5.524059483,5.524059545,5.524059503,5.524059513 +"8506","LIPT2-AS1",4.080873627,4.08087363,4.080873646,4.080873622,4.080873639,4.080873623,4.080873629,4.080873636,4.080873639,4.080873624,4.080873619,4.080873631,4.080873625,4.080873653,4.080873634,4.080873617,4.080873649,4.08087363,4.08087363,4.080873623,4.080873626,4.080873639,4.080873652,4.080873627,4.080873624,4.080873637,4.080873636,4.08087365 +"8507","LITAF",10.40578423,10.57898716,9.374644726,10.78199566,10.04353956,10.35383613,10.23426864,10.3263869,10.24811345,10.12262992,10.16885903,9.701945451,10.25818186,10.32958507,10.42792158,10.49883709,9.604261212,10.69210595,10.41079075,10.67383595,10.31644907,10.44744917,10.50393542,10.43241789,10.29306735,10.06224267,10.23708061,10.15917689 +"8508","LIX1",3.684153194,3.684153153,3.684153148,3.684153231,3.684153232,3.684153161,3.684153156,3.684153184,3.684153201,3.684153192,3.684153146,3.68415318,3.684153149,3.68415316,3.684153203,3.684153173,3.684153185,3.684153226,3.684153231,3.684153153,3.684153209,3.684153212,3.684153165,3.684153144,3.684153191,3.684153109,3.684153173,3.684153243 +"8509","LIX1L",7.659083544,7.659083591,7.659083495,7.659083554,7.659083537,7.659083531,7.659083525,7.659083554,7.659083541,7.659083553,7.659083533,7.659083511,7.659083547,7.659083575,7.659083523,7.659083564,7.659083439,7.659083525,7.659083522,7.659083504,7.659083488,7.659083537,7.659083547,7.659083526,7.65908352,7.659083508,7.659083542,7.659083551 +"8510","LKAAEAR1",6.875167547,6.875167417,6.875167657,6.875167397,6.875167864,6.875167541,6.875167582,6.875167448,6.875167571,6.87516757,6.87516772,6.875168082,6.875167412,6.875167001,6.875167655,6.87516771,6.87516795,6.875167625,6.875167674,6.875167627,6.87516766,6.87516775,6.875167303,6.875167211,6.875167454,6.875167618,6.875167478,6.87516757 +"8511","LLCFC1",5.227144207,5.227144194,5.227144325,5.227144369,5.227144329,5.227144192,5.227144285,5.22714437,5.227144245,5.2271443,5.227144372,5.227144428,5.227144298,5.227144066,5.227144321,5.227144399,5.227144418,5.227144465,5.227144298,5.227144225,5.227144276,5.227144374,5.227144234,5.227144207,5.227144351,5.227144297,5.227144192,5.227144345 +"8512","LLGL1",5.955418252,5.95541824,5.955418244,5.95541822,5.955418261,5.955418258,5.955418252,5.955418266,5.955418247,5.955418237,5.955418228,5.955418251,5.95541825,5.955418225,5.955418262,5.955418261,5.955418267,5.955418259,5.955418244,5.955418256,5.955418252,5.955418275,5.955418228,5.955418216,5.95541827,5.955418248,5.95541826,5.955418215 +"8513","LLGL2",6.050346453,6.050346527,6.050346448,6.050346404,6.050346406,6.050346412,6.050346465,6.050346638,6.050346421,6.0503465,6.050346573,6.050346411,6.05034662,6.05034643,6.05034656,6.050346526,6.050346427,6.050346354,6.050346422,6.050346325,6.0503465,6.050346655,6.050346352,6.050346436,6.050346484,6.050346559,6.050346562,6.050346495 +"8514","LLPH",6.3608859785,6.3608859765,6.3608855655,6.3608853185,6.3608849405,6.3608851305,6.3608850445,6.360885032,6.36088551,6.360885019,6.3608851225,6.3608841355,6.3608854515,6.360886405,6.360885129,6.360886008,6.3608850455,6.3608856815,6.360885054,6.360885363,6.360884874,6.360885304,6.3608858105,6.3608855455,6.360885564,6.360885139,6.360885547,6.360885673 +"8515","LMAN1",6.564228091,6.564227994,6.564226571,6.564227466,6.564226906,6.564227655,6.564227938,6.564227122,6.56422787,6.564227475,6.564226598,6.564226841,6.564227801,6.564228587,6.564227578,6.564227434,6.564226184,6.564227,6.564227145,6.564227269,6.564227728,6.564226835,6.564228012,6.564227665,6.564226543,6.564227551,6.564227769,6.564227972 +"8516","LMAN1L",5.389242199,5.389242307,5.389242333,5.389242237,5.389242439,5.3892422,5.389242297,5.389242393,5.389242309,5.38924226,5.389242333,5.389242366,5.389242261,5.389242197,5.389242356,5.389242231,5.389242356,5.389242396,5.38924234,5.389242323,5.389242375,5.389242378,5.389242274,5.389242228,5.389242333,5.38924232,5.389242213,5.389242227 +"8517","LMAN2",8.546981593,8.546982047,8.546981358,8.546981391,8.546980858,8.546982032,8.546981684,8.546981211,8.546981669,8.546981626,8.546981231,8.546980638,8.546981705,8.546981923,8.546981391,8.54698173,8.546980945,8.546981308,8.546981555,8.546982219,8.546981403,8.546981198,8.546981869,8.546981961,8.54698081,8.546981415,8.546981586,8.546981392 +"8518","LMAN2L",5.731695408,5.731695429,5.731695372,5.731695379,5.731695367,5.731695374,5.731695376,5.731695377,5.731695396,5.731695411,5.731695302,5.731695322,5.731695398,5.73169547,5.731695342,5.731695397,5.731695297,5.7316954,5.731695384,5.731695414,5.73169534,5.731695352,5.731695365,5.731695421,5.731695365,5.73169534,5.731695378,5.731695413 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+"8699","LPIN3",4.857137503,4.857137193,4.857137498,4.857137463,4.857137412,4.857137276,4.857137422,4.857137362,4.857137195,4.857137436,4.857137554,4.857137377,4.857137423,4.857137332,4.85713738,4.857137465,4.857137451,4.857137474,4.857137268,4.85713767,4.857137464,4.857137345,4.857137234,4.857137347,4.857137472,4.857137689,4.857137205,4.857137361 +"8700","LPL",4.354855597,4.354855727,4.354855879,4.35485594,4.354855857,4.354855828,4.354855902,4.354855864,4.354855764,4.35485572,4.35485579,4.354856004,4.354855795,4.354855632,4.354855776,4.354855893,4.35485603,4.354855938,4.354855805,4.354855751,4.354855945,4.354855954,4.354855812,4.354855627,4.354855833,4.354855891,4.35485587,4.35485576 +"8701","LPO",4.642397248,4.642397272,4.642397279,4.642397275,4.642397307,4.642397269,4.642397274,4.642397279,4.642397277,4.642397261,4.642397307,4.642397301,4.642397269,4.642397236,4.642397296,4.642397294,4.642397305,4.642397294,4.642397266,4.642397279,4.642397286,4.642397299,4.642397273,4.642397272,4.642397293,4.642397294,4.642397283,4.642397294 +"8702","LPP",7.858812991,7.858812496,7.858811274,7.858812761,7.858811204,7.85881366,7.858812355,7.858811956,7.858811554,7.858811531,7.858811701,7.858811046,7.85881225,7.858811665,7.858812245,7.858811812,7.858810877,7.858812336,7.858811794,7.858813964,7.858812194,7.858811848,7.858812134,7.858812387,7.858812389,7.858812083,7.858812187,7.858811469 +"8703","LPXN",8.391664099,8.39166237,8.391662133,8.391662444,8.391662498,8.391663697,8.391662936,8.391663012,8.391662781,8.391663326,8.391661848,8.391662319,8.391663461,8.391663177,8.391663196,8.391661068,8.391661419,8.391661663,8.391662765,8.391663072,8.391662624,8.391662963,8.391662735,8.391663,8.391662121,8.391663599,8.391664001,8.39166218 +"8704","LRAT",3.985218354,3.985218394,3.985218422,3.985218399,3.9852185,3.98521845,3.98521845,3.985218489,3.985218454,3.98521848,3.985218446,3.985218472,3.985218428,3.985218393,3.985218468,3.985218403,3.985218537,3.985218447,3.985218436,3.985218447,3.985218484,3.985218462,3.985218381,3.9852184,3.985218428,3.985218439,3.985218402,3.985218447 +"8705","LRATD1",6.180265142,6.180265038,6.180265371,6.180265194,6.180265787,6.180265016,6.180265448,6.180265518,6.180265183,6.18026545,6.18026559,6.180265633,6.180265415,6.18026485,6.180265674,6.180265405,6.180265798,6.180265253,6.180265374,6.180265126,6.180265504,6.180265588,6.180265216,6.180264888,6.180265251,6.180265449,6.180265317,6.180265286 +"8706","LRATD2",4.970934765,4.970934447,4.970934481,4.970934568,4.970934684,4.970934685,4.970934503,4.970934585,4.970934696,4.970934603,4.970934728,4.970934672,4.970934557,4.97093498,4.970934697,4.970934427,4.970934546,4.970934667,4.970934788,4.970934682,4.970934674,4.9709348,4.970934888,4.970934551,4.970934469,4.97093444,4.970934578,4.970935094 +"8707","LRBA",7.261040157,7.261039737,7.261039392,7.261039642,7.261039519,7.261039595,7.261039755,7.261039536,7.261039851,7.26103984,7.261039493,7.261039551,7.261039879,7.261040225,7.261039748,7.261039521,7.261039084,7.26103951,7.261039793,7.261039255,7.261039707,7.261039574,7.261039942,7.261039846,7.261039465,7.26103982,7.261039896,7.261039852 +"8708","LRCH1",6.074563704,6.074563568,6.074563422,6.074563419,6.074563395,6.074563565,6.07456346,6.074563328,6.074563305,6.074563689,6.07456327,6.074563233,6.07456366,6.07456373,6.074563492,6.074563313,6.074563182,6.07456333,6.074563641,6.074563531,6.074563332,6.074563457,6.07456361,6.074563522,6.074563271,6.074563472,6.074563623,6.074563569 +"8709","LRCH2",3.124958699,3.124958758,3.124958769,3.124958741,3.124958744,3.124958728,3.124958712,3.124958686,3.12495874,3.124958751,3.124958721,3.124958825,3.124958801,3.124958707,3.124958736,3.12495876,3.124958775,3.124958772,3.124958868,3.124958795,3.124958765,3.124958667,3.124958799,3.124958697,3.12495874,3.12495874,3.124958751,3.124958783 +"8710","LRCH3",7.225497061,7.225496885,7.225496829,7.225496834,7.225496845,7.225496923,7.225496891,7.225496742,7.225496979,7.225496986,7.225496795,7.225496869,7.225497132,7.225497217,7.22549699,7.225496897,7.225496719,7.225496835,7.225497019,7.225496889,7.225496942,7.225496863,7.22549706,7.225496987,7.225496905,7.225497018,7.225497083,7.225497034 +"8711","LRFN1",6.123566044,6.123566124,6.123566217,6.1235662,6.123566165,6.123566067,6.123566088,6.123566148,6.123566045,6.12356614,6.12356617,6.12356621,6.123566095,6.123566013,6.123566154,6.123566275,6.123566196,6.123566239,6.123566148,6.123566102,6.123566086,6.123566157,6.123566129,6.123566131,6.123566198,6.123566056,6.123566046,6.123566045 +"8712","LRFN2",4.163293681,4.163293615,4.163293704,4.163293614,4.163293892,4.163293493,4.163293875,4.163293886,4.163293741,4.163293719,4.163293766,4.163293793,4.163293615,4.163293557,4.163293826,4.163293801,4.163293827,4.163293897,4.163293733,4.163293724,4.163294011,4.163293884,4.163293727,4.163293782,4.163293872,4.163293783,4.163293681,4.163293836 +"8713","LRFN3",5.119235773,5.119235592,5.119235593,5.119235382,5.119235584,5.119235867,5.119235671,5.11923578,5.11923582,5.119235837,5.119235704,5.119235766,5.11923577,5.119235719,5.119235868,5.119235653,5.119235659,5.11923573,5.119235566,5.119235625,5.11923557,5.119235828,5.119235686,5.11923579,5.119235507,5.119235718,5.119235828,5.119235793 +"8714","LRFN4",6.249657884,6.249657896,6.249657929,6.249657996,6.249658134,6.249657827,6.249657846,6.249658072,6.249657768,6.249657862,6.249657964,6.249657956,6.249658033,6.249657765,6.249658024,6.2496579,6.24965804,6.249657896,6.249657938,6.249657925,6.249657941,6.249657924,6.249657697,6.249657681,6.249657794,6.249658031,6.249657805,6.249657862 +"8715","LRFN5",4.49949274,4.4994927,4.499492791,4.499492698,4.499492797,4.499492744,4.499492741,4.499492804,4.499492744,4.49949279,4.499492775,4.499492788,4.499492733,4.49949269,4.499492773,4.499492749,4.499492814,4.499492771,4.499492759,4.499492743,4.499492775,4.499492793,4.499492733,4.49949274,4.499492743,4.499492756,4.499492759,4.499492748 +"8716","LRG1",7.345288998,7.345292444,7.345290359,7.345292626,7.345288835,7.345290644,7.345291072,7.345290606,7.345290601,7.34528979,7.345290376,7.345287524,7.34528986,7.345290418,7.345289962,7.345292918,7.34529126,7.345292102,7.345291351,7.345292445,7.345289945,7.345289901,7.345291547,7.345292215,7.345290762,7.345288651,7.345290007,7.345289594 +"8717","LRGUK",3.818849106,3.818849101,3.818849154,3.81884911,3.818849185,3.818849179,3.81884916,3.818849115,3.818849115,3.818849173,3.81884919,3.81884916,3.818849133,3.81884912,3.818849121,3.81884921,3.818849159,3.818849209,3.818849159,3.818849212,3.81884914,3.818849101,3.818849209,3.818849114,3.818849136,3.818849125,3.818849131,3.818849205 +"8718","LRIF1",5.414299815,5.414299391,5.414299412,5.414299869,5.414298888,5.41429919,5.414299539,5.414299468,5.414299428,5.414299119,5.414299407,5.414299602,5.414299661,5.414300372,5.414299672,5.414299245,5.414299109,5.41429998,5.414299442,5.414299298,5.414299555,5.414299291,5.41429962,5.414299383,5.414299576,5.414299483,5.414299797,5.414299922 +"8719","LRIG1",6.556027379,6.556027442,6.556027283,6.556027343,6.556027452,6.556027537,6.556027511,6.556027368,6.556027436,6.556027431,6.556027407,6.556027298,6.55602752,6.556027465,6.556027452,6.556027453,6.556027285,6.556027389,6.556027476,6.5560274,6.556027448,6.556027437,6.556027428,6.556027408,6.55602734,6.556027411,6.556027512,6.556027453 +"8720","LRIG2",6.309022173,6.309022034,6.309021864,6.309021794,6.309021841,6.309021651,6.309022041,6.309021704,6.309022096,6.309022042,6.309021749,6.309021788,6.309022007,6.309022384,6.309021787,6.309021802,6.309021384,6.309021623,6.309021915,6.30902121,6.309021774,6.309021848,6.309022241,6.309022031,6.309021708,6.309022029,6.309021893,6.309022186 +"8721","LRIG3",3.739172385,3.739172322,3.739172382,3.73917246,3.739172454,3.739172368,3.739172453,3.739172396,3.739172417,3.73917246,3.739172496,3.739172462,3.739172378,3.739172226,3.739172401,3.739172377,3.739172515,3.739172351,3.739172414,3.739172526,3.739172462,3.739172351,3.739172405,3.739172366,3.73917236,3.739172388,3.739172329,3.739172369 +"8722","LRIT1",4.648019658,4.648019728,4.648019746,4.64801978,4.648019787,4.648019768,4.648019755,4.648019764,4.648019729,4.648019751,4.648019698,4.64801975,4.648019686,4.648019637,4.648019748,4.648019757,4.64801979,4.648019761,4.648019686,4.648019752,4.648019752,4.64801977,4.648019718,4.648019747,4.648019858,4.648019767,4.648019711,4.648019732 +"8723","LRIT2",3.937296241,3.937295976,3.937296169,3.937296216,3.937296297,3.937296017,3.937296335,3.937296169,3.937296007,3.937295814,3.937296281,3.937296284,3.937296167,3.937295772,3.937296146,3.937296101,3.937295958,3.937296496,3.937296121,3.937296536,3.93729619,3.937296006,3.937296155,3.937296072,3.937296199,3.937296233,3.93729604,3.937296369 +"8724","LRIT3",3.579928756,3.579928673,3.579928835,3.579928803,3.579928817,3.579928758,3.579928776,3.579928818,3.57992874,3.579928872,3.579928914,3.579929021,3.579928801,3.579928651,3.579928831,3.579928795,3.579928729,3.579928706,3.57992871,3.57992885,3.579928833,3.579928865,3.579928676,3.579928639,3.579928841,3.579928802,3.579928759,3.579928808 +"8725","LRMDA",5.172720808,5.1727208,5.17272081,5.172720866,5.172720842,5.172720871,5.17272083,5.17272085,5.17272079,5.172720843,5.172720854,5.172720851,5.172720859,5.172720803,5.172720836,5.172720807,5.17272081,5.172720817,5.172720834,5.172720876,5.172720806,5.172720829,5.172720794,5.172720853,5.172720864,5.172720841,5.172720868,5.172720784 +"8726","LRP1",6.865463614,6.865464171,6.865463891,6.865464132,6.865464232,6.865464383,6.865464038,6.865463459,6.865463361,6.8654644,6.865464377,6.86546369,6.865463731,6.865464219,6.865463741,6.865463911,6.865463906,6.865463892,6.865463891,6.86546405,6.8654639,6.865463497,6.865463241,6.865464221,6.865464115,6.865463659,6.86546386,6.865463304 +"8727","LRP10",8.753209044,8.754065956,8.753487939,8.754820947,8.752910581,8.754789915,8.753696562,8.753804015,8.753633187,8.753301063,8.753650684,8.752609714,8.753441409,8.753002616,8.753483436,8.753907909,8.753781452,8.75437102,8.753611255,8.754471331,8.753300955,8.753797946,8.753917864,8.753981773,8.753986787,8.7531519,8.753581694,8.752707214 +"8728","LRP11",5.160010237,5.160010249,5.160010251,5.160009994,5.160010639,5.160010234,5.16001039,5.160010627,5.160010386,5.160010438,5.160010342,5.160010447,5.160010315,5.160010114,5.160010534,5.160010128,5.160010742,5.160010381,5.160010454,5.160010327,5.160010518,5.160010593,5.160010077,5.160009869,5.160010203,5.160010571,5.160010181,5.160010381 +"8729","LRP12",4.04134111,4.041341177,4.041341093,4.041341155,4.041341129,4.041341083,4.041341091,4.041341071,4.041341077,4.04134112,4.041341188,4.041341048,4.041341109,4.04134112,4.041341141,4.041341084,4.041341071,4.041341182,4.041341176,4.041341111,4.041341141,4.04134109,4.041341142,4.04134117,4.041341132,4.041341108,4.041341093,4.041341135 +"8730","LRP1B",3.292272294,3.292272311,3.292272351,3.292272306,3.292272336,3.292272295,3.292272281,3.292272375,3.292272343,3.29227229,3.292272334,3.292272388,3.292272257,3.292272297,3.292272308,3.292272388,3.292272329,3.292272294,3.29227232,3.292272281,3.292272314,3.292272327,3.292272255,3.292272283,3.29227232,3.292272317,3.292272295,3.292272325 +"8731","LRP2",3.606512348,3.606512349,3.606512415,3.606512421,3.606512498,3.606512416,3.60651244,3.606512499,3.606512445,3.606512493,3.606512463,3.60651242,3.606512409,3.606512317,3.606512432,3.606512362,3.606512427,3.606512449,3.606512488,3.606512381,3.606512447,3.606512475,3.606512363,3.606512318,3.60651238,3.606512443,3.606512405,3.606512385 +"8732","LRP2BP",3.652633974,3.652634376,3.652634343,3.652634168,3.652633959,3.652633944,3.652634213,3.652634051,3.652634187,3.652634234,3.652634278,3.652634048,3.652633867,3.652634216,3.65263412,3.652634015,3.652634231,3.652634371,3.652634172,3.652634018,3.652634204,3.652634366,3.652634228,3.652633896,3.652634009,3.652634126,3.65263408,3.652634148 +"8733","LRP3",6.281038638,6.281038742,6.281038832,6.281038799,6.281038927,6.281038745,6.281038896,6.281038827,6.281038731,6.281038747,6.281038834,6.281038816,6.281038762,6.281038589,6.281038918,6.281038877,6.281038916,6.281038906,6.281038792,6.28103881,6.281038932,6.281038877,6.28103869,6.281038722,6.281038803,6.281038793,6.281038725,6.281038684 +"8734","LRP4",5.026033156,5.026033167,5.02603318,5.026033163,5.0260332,5.026033164,5.026033161,5.026033174,5.02603317,5.026033166,5.026033176,5.026033189,5.026033177,5.02603312,5.026033185,5.026033182,5.026033198,5.026033179,5.026033174,5.026033176,5.026033187,5.026033183,5.026033155,5.026033158,5.026033173,5.026033185,5.026033162,5.026033172 +"8735","LRP5",4.651302972,4.65130302,4.651303006,4.651302982,4.651303041,4.651302986,4.651302979,4.651302953,4.65130301,4.651302953,4.651303024,4.651302912,4.65130302,4.651302936,4.651303042,4.651303075,4.651303018,4.651302974,4.651302943,4.651303037,4.65130302,4.651303072,4.65130296,4.651303027,4.651303022,4.651303029,4.651302998,4.651302958 +"8736","LRP5L",6.166091225,6.166091193,6.166091233,6.166091227,6.166091234,6.166091234,6.166091238,6.166091233,6.166091184,6.166091191,6.166091239,6.166091239,6.166091215,6.166091158,6.166091253,6.166091237,6.166091237,6.166091196,6.166091272,6.166091235,6.166091259,6.166091248,6.166091194,6.166091216,6.166091232,6.166091237,6.16609124,6.166091206 +"8737","LRP6",4.57899879,4.578998994,4.578999179,4.578999477,4.5789986,4.57899878,4.578998707,4.578999615,4.578999498,4.578999583,4.578998668,4.579000274,4.578999038,4.578999862,4.578998584,4.57899921,4.578999383,4.578999338,4.578999008,4.578998552,4.578999115,4.578999648,4.578999333,4.578998993,4.578999141,4.578999567,4.578999436,4.57899958 +"8738","LRP8",6.05557061,6.055570388,6.055570372,6.055570571,6.055570219,6.055570547,6.055570492,6.055570387,6.05557053,6.055570463,6.055570194,6.055570421,6.055570199,6.055570432,6.055570479,6.055570164,6.05557029,6.05557055,6.055570281,6.055570702,6.055570407,6.055570339,6.055570371,6.05557038,6.055570476,6.055570489,6.055570349,6.055570277 +"8739","LRPAP1",8.199673964,8.199674021,8.199673963,8.199674101,8.199673996,8.199674057,8.199674091,8.19967398,8.199674059,8.199674028,8.19967404,8.199673989,8.199674035,8.199674063,8.199673994,8.199673996,8.199673982,8.199674025,8.199674008,8.199674,8.199674027,8.199673998,8.19967409,8.199674088,8.199674005,8.199674011,8.199674055,8.199674028 +"8740","LRPPRC",7.062469519,7.062468897,7.062468667,7.062468332,7.062468454,7.062468602,7.062468795,7.062468317,7.062469264,7.062469106,7.062468507,7.062468153,7.062469067,7.062470439,7.062468929,7.062468657,7.062468446,7.062468201,7.062468901,7.062467797,7.06246866,7.062468694,7.062469368,7.062468838,7.062468062,7.062468729,7.062469029,7.062469774 +"8741","LRR1",4.616347828,4.616347793,4.616347847,4.616347813,4.616347801,4.616347802,4.616347841,4.616347781,4.616347838,4.616347815,4.616347839,4.616347839,4.616347818,4.616347817,4.616347809,4.616347816,4.616347834,4.616347804,4.616347825,4.61634787,4.61634782,4.616347793,4.616347849,4.616347853,4.616347851,4.616347817,4.616347811,4.616347814 +"8742","LRRC1",4.508126197,4.508126352,4.508126161,4.508126141,4.50812629,4.508126205,4.508126242,4.508126166,4.508126338,4.508126295,4.508126172,4.508126503,4.508126302,4.50812637,4.508126348,4.508126184,4.508126183,4.50812631,4.508126164,4.508125937,4.508126176,4.508126176,4.50812644,4.508126299,4.508126196,4.508126182,4.508126281,4.508126208 +"8743","LRRC10",4.150835789,4.150835779,4.150835804,4.150835665,4.150835823,4.150835786,4.15083586,4.150835822,4.150835772,4.150835781,4.150835875,4.150835814,4.150835724,4.150835771,4.150835827,4.150835849,4.150835893,4.150835851,4.150835822,4.150835812,4.150835853,4.150835879,4.150835785,4.150835783,4.150835784,4.150835759,4.150835764,4.15083579 +"8744","LRRC14",6.533622487,6.533622768,6.533622556,6.533622575,6.533622689,6.533622616,6.533622527,6.533622641,6.53362279,6.533622731,6.533622457,6.533622609,6.533622766,6.533622691,6.533622586,6.533622524,6.533622525,6.533622562,6.53362267,6.533622484,6.533622554,6.533622756,6.533622584,6.53362255,6.533622451,6.533622472,6.533622828,6.533622601 +"8745","LRRC14B",4.728877886,4.728877848,4.728877826,4.728877828,4.72887796,4.728877891,4.728877896,4.728877962,4.728877871,4.728877906,4.728877846,4.728877947,4.728877933,4.728877832,4.728878024,4.728877907,4.728877988,4.728877958,4.728877934,4.728877982,4.728878049,4.728877988,4.728877896,4.728877897,4.728877861,4.728877923,4.72887781,4.728877789 +"8746","LRRC15",6.781811451,6.781811424,6.781811484,6.78181148,6.781811483,6.781811493,6.781811477,6.781811503,6.781811456,6.781811471,6.7818115,6.781811528,6.781811451,6.781811338,6.781811501,6.781811498,6.781811524,6.781811511,6.781811513,6.781811463,6.781811419,6.781811484,6.781811455,6.781811422,6.781811465,6.781811487,6.781811491,6.781811483 +"8747","LRRC17",3.818365344,3.81836537,3.818365349,3.818365341,3.818365376,3.818365332,3.818365359,3.818365353,3.818365375,3.818365349,3.818365371,3.818365352,3.818365332,3.81836535,3.818365372,3.818365366,3.818365377,3.818365372,3.818365347,3.818365346,3.818365361,3.818365355,3.818365359,3.818365358,3.818365373,3.818365336,3.818365357,3.818365364 +"8748","LRRC18",4.209452544,4.209452544,4.209452568,4.209452574,4.20945255,4.209452551,4.209452563,4.209452528,4.209452533,4.209452535,4.209452544,4.209452566,4.209452536,4.209452538,4.20945257,4.209452521,4.209452564,4.209452574,4.209452572,4.209452558,4.209452576,4.209452572,4.209452547,4.209452519,4.209452583,4.209452542,4.209452539,4.20945255 +"8749","LRRC19",2.297565856,2.297565882,2.297565833,2.297565851,2.297565838,2.297565864,2.297565824,2.297565868,2.29756586,2.297565858,2.297565864,2.297565906,2.297565853,2.297565861,2.297565818,2.29756588,2.297565884,2.297565871,2.297565845,2.297565842,2.297565843,2.297565876,2.2975659,2.297565888,2.297565855,2.297565842,2.297565866,2.297565878 +"8750","LRRC2",3.190546493,3.190546466,3.190546417,3.190546542,3.190546806,3.190546399,3.190546487,3.190546737,3.190546517,3.190546605,3.190546923,3.190546657,3.190546456,3.190546371,3.190546488,3.190546499,3.190546797,3.190546798,3.19054647,3.19054653,3.190546661,3.190546504,3.190546572,3.190546353,3.19054669,3.190546448,3.190546592,3.190546488 +"8751","LRRC2-AS1",4.715571232,4.715571208,4.715571621,4.715571451,4.715571391,4.715571304,4.71557132,4.715571679,4.71557147,4.715571259,4.715571504,4.715571636,4.715571235,4.715571171,4.715571429,4.71557154,4.715571583,4.715571694,4.715571393,4.715571344,4.715571446,4.715571588,4.715571454,4.715571332,4.715571482,4.715571464,4.715571086,4.715571385 +"8752","LRRC20",6.033268545,6.033268542,6.033268575,6.033268565,6.033268652,6.033268594,6.033268634,6.033268621,6.033268579,6.033268569,6.033268621,6.033268636,6.033268575,6.033268507,6.033268612,6.033268575,6.033268624,6.033268611,6.033268609,6.033268576,6.033268596,6.033268585,6.033268568,6.033268548,6.033268624,6.033268602,6.033268581,6.033268593 +"8753","LRRC23",5.195444048,5.195444048,5.195444062,5.195444034,5.195444044,5.195444019,5.195444052,5.195444051,5.195444038,5.195444021,5.195444039,5.195444072,5.19544405,5.195444042,5.195444044,5.195444071,5.195444055,5.195444065,5.195444035,5.195444032,5.19544406,5.195444057,5.195444044,5.195444033,5.19544406,5.195444047,5.19544404,5.195444058 +"8754","LRRC25",8.880551407,8.880734419,8.880623613,8.880794827,8.880636606,8.880689886,8.880589206,8.88056143,8.880531996,8.880610197,8.880641127,8.880479312,8.880677281,8.880547146,8.880499489,8.880654471,8.880653865,8.880746886,8.880652814,8.880616686,8.880594238,8.880616597,8.880595498,8.880634836,8.880654953,8.880558749,8.880668364,8.880495638 +"8755","LRRC26",7.665616719,7.665616813,7.665617444,7.665617229,7.665618011,7.665617202,7.665617644,7.665617574,7.6656173,7.665617389,7.665617608,7.665617869,7.665617114,7.665616488,7.665617653,7.66561713,7.66561797,7.665617596,7.665617493,7.665617059,7.665617734,7.665617764,7.665617136,7.66561681,7.665617302,7.665617572,7.665617283,7.665617334 +"8756","LRRC27",5.707747669,5.707747646,5.707747704,5.707747679,5.707747693,5.707747664,5.707747664,5.707747694,5.707747621,5.70774768,5.707747695,5.707747707,5.707747677,5.707747608,5.707747677,5.707747669,5.707747715,5.707747653,5.707747666,5.707747633,5.707747689,5.707747674,5.707747654,5.707747635,5.70774767,5.707747693,5.707747677,5.707747645 +"8757","LRRC28",6.36676582,6.366765822,6.366765701,6.366765735,6.366765639,6.366765665,6.366765791,6.366765678,6.366765767,6.366765862,6.36676579,6.366765717,6.366765777,6.366765805,6.366765647,6.366765771,6.366765654,6.366765694,6.366765758,6.366765697,6.366765634,6.366765711,6.366765843,6.366765883,6.366765803,6.366765791,6.366765818,6.366765704 +"8758","LRRC3",6.199561441,6.199561427,6.199561427,6.199561422,6.199561463,6.199561443,6.199561438,6.199561472,6.199561433,6.199561441,6.19956144,6.199561459,6.199561446,6.199561411,6.199561457,6.199561443,6.199561478,6.199561447,6.199561464,6.199561451,6.19956144,6.199561449,6.199561436,6.199561419,6.199561443,6.199561434,6.199561438,6.199561425 +"8759","LRRC31",3.007756952,3.007756997,3.007756947,3.007756882,3.007756869,3.007757013,3.007756893,3.007756903,3.007756937,3.007756896,3.007756926,3.00775684,3.007756852,3.007756906,3.007756977,3.007756933,3.007756979,3.00775699,3.007756917,3.007756896,3.007756908,3.007756885,3.007756925,3.007756892,3.007756964,3.007756865,3.007756862,3.007756877 +"8760","LRRC32",5.71565788,5.715657814,5.715658011,5.715657907,5.715658168,5.715657909,5.715658089,5.715658116,5.715657791,5.715658021,5.715658225,5.715658427,5.715657889,5.715657674,5.715658048,5.715657869,5.715658168,5.715658127,5.715657894,5.715657924,5.715658146,5.715657991,5.715657761,5.715657896,5.715658028,5.715658219,5.715657726,5.715657918 +"8761","LRRC34",3.361762482,3.361762311,3.361762385,3.361762259,3.361762412,3.361762329,3.361762245,3.36176221,3.36176245,3.361762514,3.361762341,3.361762537,3.361762238,3.361762422,3.361762496,3.361762449,3.361762546,3.36176251,3.361762354,3.361762316,3.361762513,3.361762557,3.361762533,3.361762633,3.36176218,3.361762417,3.361762298,3.361762834 +"8762","LRRC36",3.886088999,3.886088926,3.886089025,3.886088901,3.886089076,3.886088925,3.886088924,3.886089136,3.886088982,3.886088929,3.886088916,3.886089172,3.886088863,3.886088739,3.886089,3.886088852,3.886089097,3.886088877,3.886088858,3.886088863,3.886088895,3.886088916,3.886088907,3.886089019,3.886088908,3.886089081,3.886088993,3.88608892 +"8763","LRRC37A11P",3.857689916,3.857689875,3.857689922,3.857689994,3.857689978,3.857689938,3.857689985,3.857690088,3.857689955,3.857689826,3.857689955,3.857690019,3.857689849,3.857689906,3.857690111,3.85769004,3.857689972,3.857689946,3.857690047,3.857690024,3.857690035,3.857690023,3.857689803,3.857689993,3.857690024,3.85768996,3.857689837,3.857690003 +"8764","LRRC37A5P",3.732786248,3.732786213,3.732786378,3.732786211,3.732786243,3.732786374,3.732786343,3.732786392,3.732786275,3.732786313,3.732786301,3.732786351,3.732786344,3.732786286,3.732786364,3.732786378,3.732786405,3.732786305,3.732786345,3.732786336,3.732786333,3.732786388,3.732786392,3.732786293,3.732786279,3.732786362,3.732786195,3.732786242 +"8765","LRRC37A6P",3.639265064,3.639265252,3.639265513,3.639265047,3.639265399,3.639265012,3.639265261,3.639265287,3.63926533,3.639265345,3.639265292,3.639265239,3.639265173,3.639265115,3.639265309,3.639265136,3.639265358,3.639265276,3.639265203,3.639265416,3.639265299,3.639265331,3.639265185,3.639265375,3.639265214,3.639265103,3.639265118,3.639264977 +"8766","LRRC37B",6.456555652,6.456555557,6.456554793,6.456555509,6.456554976,6.456555095,6.456555272,6.456554915,6.456555375,6.456555151,6.456555297,6.456555218,6.456555646,6.456555626,6.456555356,6.456555356,6.456554519,6.456555263,6.456555434,6.456555446,6.456555586,6.456555108,6.456555169,6.456555491,6.456555618,6.456555448,6.456555365,6.456554842 +"8767","LRRC38",5.074309272,5.074309351,5.074309373,5.074309403,5.074309438,5.074309365,5.074309439,5.074309433,5.074309431,5.07430936,5.074309413,5.074309438,5.074309332,5.074309283,5.074309402,5.074309444,5.074309481,5.074309423,5.074309444,5.074309415,5.07430937,5.074309443,5.07430928,5.074309309,5.074309368,5.074309384,5.074309286,5.07430937 +"8768","LRRC39",2.756987191,2.756987229,2.756987138,2.756987175,2.756987146,2.756987094,2.756987154,2.756987233,2.756987117,2.756987131,2.756987175,2.756987194,2.756987173,2.756987201,2.756987212,2.756987186,2.756987289,2.756987129,2.756987188,2.756987183,2.756987207,2.756987075,2.756987205,2.756987171,2.756987125,2.75698723,2.756987149,2.756987212 +"8769","LRRC3B",5.129720899,5.129720822,5.129721045,5.129720898,5.129721119,5.129720876,5.129720973,5.129721001,5.129720902,5.129720911,5.129721059,5.12972106,5.129720829,5.129720741,5.12972105,5.129720869,5.129721051,5.129721075,5.1297209,5.129720957,5.129721059,5.129721035,5.129720847,5.129720851,5.129720986,5.129721041,5.129720879,5.129720864 +"8770","LRRC4",6.271799494,6.271800313,6.271799604,6.271801246,6.271799017,6.271800559,6.271800658,6.27179934,6.27179953,6.27179978,6.271799612,6.271799107,6.271799387,6.271799077,6.27179982,6.271800178,6.271799446,6.271800912,6.271800248,6.271800763,6.271800403,6.271799517,6.271800368,6.271800927,6.271800409,6.271798961,6.271799668,6.271799151 +"8771","LRRC40",4.857549132,4.857548597,4.857548446,4.857548437,4.857548463,4.857548435,4.857548519,4.857548024,4.857548695,4.857548434,4.857548463,4.857548133,4.857548483,4.857549443,4.857548427,4.857548691,4.857548317,4.857548051,4.857548485,4.857548356,4.857548488,4.857548409,4.857548544,4.857548626,4.857548246,4.85754861,4.857548579,4.857549047 +"8772","LRRC41",6.632856349,6.632856363,6.63285629,6.63285609,6.632856119,6.632856332,6.632856242,6.632856202,6.632856425,6.63285639,6.632855962,6.632856346,6.632856318,6.632856399,6.632856141,6.632856242,6.632856057,6.632856029,6.632856121,6.632856198,6.632856103,6.632856144,6.632856289,6.632856219,6.632855993,6.632856271,6.632856311,6.632856297 +"8773","LRRC42",5.620184493,5.62018446,5.620184506,5.620184475,5.62018452,5.620184498,5.620184498,5.620184492,5.620184496,5.620184504,5.62018449,5.62018451,5.620184489,5.620184457,5.6201845,5.620184475,5.620184506,5.620184507,5.620184502,5.620184499,5.620184503,5.620184496,5.620184478,5.620184488,5.620184484,5.620184499,5.620184497,5.620184497 +"8774","LRRC43",4.449818279,4.449818527,4.449818475,4.449818366,4.44981863,4.449818632,4.449818369,4.449818606,4.449818446,4.449818266,4.44981829,4.449818538,4.44981836,4.449818162,4.449818625,4.449818711,4.449818617,4.449818478,4.449818539,4.44981868,4.449818569,4.449818621,4.449818214,4.449818363,4.449818358,4.449818751,4.449818453,4.449818539 +"8775","LRRC45",5.737614631,5.737614653,5.737614689,5.737614588,5.737614705,5.737614593,5.737614678,5.737614702,5.737614665,5.737614644,5.737614669,5.737614697,5.737614639,5.73761457,5.737614694,5.73761469,5.737614698,5.737614683,5.73761465,5.73761462,5.737614694,5.737614685,5.737614656,5.737614631,5.737614645,5.737614691,5.737614598,5.737614686 +"8776","LRRC46",4.66262422,4.662624187,4.662624408,4.66262433,4.662624385,4.662624347,4.662624283,4.662624446,4.662624373,4.662624337,4.662624433,4.662624418,4.66262429,4.662624253,4.662624289,4.66262433,4.662624382,4.662624503,4.662624376,4.662624437,4.662624342,4.662624427,4.662624387,4.662624218,4.66262451,4.662624371,4.662624334,4.662624314 +"8777","LRRC47",7.070949802,7.070949796,7.070949532,7.070949659,7.070949564,7.070949695,7.070949446,7.070949593,7.070949749,7.070949683,7.070949326,7.070949401,7.070949765,7.070949873,7.07094974,7.070949686,7.070949418,7.070949608,7.070949592,7.070949854,7.070949436,7.070949647,7.070949618,7.070949813,7.070949504,7.07094974,7.070949963,7.070949606 +"8778","LRRC49",3.428401853,3.428401824,3.428401856,3.4284018,3.428401943,3.428401822,3.428401867,3.428401913,3.428401893,3.428401862,3.428401872,3.428401993,3.428401853,3.428401786,3.428401912,3.428401961,3.428401931,3.42840186,3.428401803,3.428401915,3.428401915,3.428401923,3.428401808,3.428401822,3.428401822,3.428401828,3.42840186,3.428401961 +"8779","LRRC4B",5.792531309,5.792531361,5.792532637,5.792531555,5.792532833,5.792531733,5.792532163,5.79253244,5.792532223,5.79253241,5.792532326,5.792532857,5.792531834,5.792530863,5.792532523,5.792531948,5.792532645,5.792532201,5.792532064,5.792531704,5.792532589,5.792532535,5.792531952,5.792531584,5.792531864,5.792532674,5.792531438,5.792532294 +"8780","LRRC4C",3.875437025,3.875436957,3.875437145,3.875437118,3.875436724,3.875436876,3.87543682,3.875436922,3.875436922,3.875436929,3.875437005,3.875437244,3.875436911,3.875436835,3.87543706,3.875437051,3.875436854,3.875437061,3.875436938,3.875437044,3.875436958,3.875437072,3.875437207,3.875436989,3.875437187,3.875437044,3.87543708,3.875437179 +"8781","LRRC52",4.208745035,4.208745041,4.208745048,4.208745037,4.208745061,4.20874503,4.208745052,4.208745058,4.208745049,4.208745054,4.208745051,4.208745057,4.20874505,4.208745033,4.208745051,4.208745059,4.208745069,4.208745057,4.208745044,4.208745057,4.20874507,4.208745051,4.208745047,4.20874505,4.208745047,4.208745055,4.208745035,4.208745043 +"8782","LRRC53",3.826352651,3.82635279,3.826352944,3.826352776,3.826352736,3.82635268,3.826352598,3.826352908,3.826352852,3.826352767,3.826352773,3.826353252,3.826352638,3.826352623,3.826352948,3.826352669,3.826352991,3.826352953,3.826352439,3.826352884,3.826352711,3.826352848,3.826352855,3.826352683,3.826352937,3.826352949,3.826352896,3.826352604 +"8783","LRRC55",4.820081586,4.820081511,4.820081583,4.820081644,4.820081717,4.820081626,4.82008168,4.820081593,4.820081589,4.820081625,4.820081617,4.820081787,4.820081526,4.820081524,4.820081638,4.820081688,4.820081759,4.820081565,4.820081665,4.820081668,4.820081718,4.820081645,4.820081599,4.820081478,4.820081513,4.820081705,4.820081582,4.820081571 +"8784","LRRC56",5.749111492,5.74911148,5.749111523,5.749111494,5.749111575,5.749111484,5.749111524,5.749111544,5.749111534,5.749111567,5.749111549,5.749111615,5.749111498,5.749111405,5.74911153,5.749111518,5.749111547,5.749111539,5.749111506,5.749111517,5.749111524,5.749111545,5.749111492,5.749111504,5.749111529,5.749111577,5.749111536,5.74911151 +"8785","LRRC57",6.205339084,6.205339095,6.205339077,6.205339123,6.205339103,6.205339097,6.205339091,6.205339092,6.20533906,6.205339071,6.205339093,6.205339084,6.205339113,6.205339086,6.205339094,6.205339071,6.205339096,6.205339097,6.205339139,6.205339062,6.2053391,6.20533911,6.205339094,6.205339076,6.205339091,6.205339106,6.205339081,6.205339093 +"8786","LRRC58",6.615449583,6.61544927,6.615449263,6.615449026,6.615449251,6.615449346,6.615449449,6.615449116,6.61544926,6.615449456,6.615449178,6.615449238,6.615449542,6.615449646,6.615449227,6.615449048,6.615448984,6.615448722,6.61544936,6.615449478,6.615449311,6.615449087,6.615449445,6.615449457,6.615449148,6.615449341,6.615449419,6.615449527 +"8787","LRRC59",8.035894037,8.035893995,8.035893923,8.035894038,8.035893963,8.035894218,8.035894134,8.035893707,8.0358935,8.035893795,8.035893768,8.035893578,8.03589414,8.035893975,8.035893435,8.035893707,8.035893574,8.035894033,8.035893844,8.035893598,8.035893963,8.035893641,8.035893702,8.035893676,8.035893834,8.035893742,8.035894013,8.035893992 +"8788","LRRC61",5.863510125,5.863510102,5.863510134,5.86351012,5.863510174,5.863510143,5.863510148,5.863510163,5.863510068,5.8635101,5.863510128,5.863510151,5.863510152,5.863509997,5.863510138,5.863510136,5.863510166,5.863510086,5.863510095,5.863510135,5.863510136,5.863510153,5.863510073,5.863510082,5.863510133,5.86351008,5.863510094,5.863509987 +"8789","LRRC63",3.455210309,3.455210459,3.455210382,3.455210461,3.455210455,3.455210587,3.455210295,3.455210338,3.455210318,3.455210345,3.455210355,3.455210364,3.455210195,3.455210353,3.455210307,3.455210363,3.455210417,3.455210195,3.455210384,3.455210329,3.45521038,3.455210318,3.45521048,3.455210382,3.45521044,3.455210213,3.455210443,3.455210352 +"8790","LRRC66",2.995721066,2.995721035,2.995721045,2.995721031,2.995721053,2.995721051,2.995721046,2.995721031,2.995721056,2.995721058,2.995721044,2.995721033,2.995721031,2.995721058,2.995721049,2.995721044,2.995721078,2.995721039,2.995721037,2.995721049,2.995721023,2.995721049,2.995721046,2.995721028,2.995721046,2.995721032,2.995721044,2.995721058 +"8791","LRRC7",3.751703842,3.751704015,3.751704008,3.751704071,3.751704118,3.751703883,3.751703973,3.751703921,3.751704128,3.751704263,3.751704053,3.751704281,3.751704258,3.751704007,3.751703897,3.751703981,3.751704107,3.751704099,3.751704063,3.751703969,3.751704038,3.751704058,3.751704032,3.751704273,3.751703878,3.751704159,3.751704203,3.751703839 +"8792","LRRC71",4.840599506,4.840599573,4.840599577,4.840599547,4.84059961,4.840599517,4.840599568,4.840599575,4.840599579,4.840599506,4.840599601,4.840599615,4.840599533,4.840599508,4.840599605,4.840599549,4.84059964,4.840599627,4.840599558,4.840599534,4.840599597,4.840599577,4.840599521,4.840599579,4.840599573,4.840599565,4.840599511,4.840599553 +"8793","LRRC73",4.94156018,4.941560193,4.94156019,4.941560199,4.941560209,4.941560187,4.94156018,4.941560207,4.941560181,4.941560181,4.9415602,4.94156022,4.941560201,4.941560147,4.941560199,4.941560213,4.941560217,4.941560174,4.94156018,4.94156019,4.94156019,4.94156021,4.941560194,4.941560203,4.941560208,4.941560195,4.941560183,4.941560203 +"8794","LRRC74A",4.387926431,4.387926406,4.387926444,4.387926446,4.387926449,4.387926432,4.387926445,4.387926447,4.387926429,4.387926452,4.38792645,4.38792648,4.387926435,4.387926402,4.387926448,4.387926407,4.38792648,4.387926442,4.387926449,4.387926424,4.387926462,4.38792643,4.387926416,4.387926423,4.387926433,4.387926443,4.387926434,4.387926432 +"8795","LRRC74B",4.135675145,4.135675184,4.135675227,4.135675131,4.135675421,4.135675367,4.135675377,4.135675388,4.135675309,4.135675091,4.135675281,4.13567537,4.135675193,4.135675181,4.135675351,4.135675337,4.13567547,4.135675375,4.135675224,4.135675421,4.135675173,4.135675219,4.135675225,4.135675211,4.135675264,4.135675293,4.135675248,4.135675253 +"8796","LRRC75A",6.275689132,6.275689298,6.275689431,6.27568939,6.275689193,6.275689445,6.27568921,6.275689313,6.275689299,6.275689278,6.275689305,6.275689347,6.275689239,6.275689099,6.275689337,6.275689283,6.275689465,6.275689426,6.275689396,6.275689415,6.27568926,6.275689378,6.275689313,6.275689229,6.275689278,6.275689329,6.275689278,6.275689156 +"8797","LRRC75B",5.643242104,5.643242072,5.64324224,5.643242179,5.64324242,5.643242151,5.643242319,5.643242341,5.643242227,5.643242201,5.643242252,5.643242376,5.643242213,5.64324197,5.64324232,5.643242209,5.643242381,5.643242435,5.643242276,5.643242206,5.643242285,5.643242307,5.643242122,5.643242162,5.64324224,5.64324226,5.643242206,5.643242244 +"8798","LRRC8A",7.260114606,7.260114755,7.260115017,7.260114712,7.2601151,7.260114794,7.260114944,7.260115194,7.26011492,7.260114817,7.26011494,7.260114977,7.260114938,7.260114518,7.260114925,7.260114835,7.260115007,7.260114994,7.260114754,7.260114872,7.260115,7.26011502,7.260114749,7.260114816,7.260115048,7.260115056,7.260114904,7.260114887 +"8799","LRRC8B",6.112144558,6.11214452,6.112144375,6.11214463,6.112144492,6.112144351,6.112144548,6.11214447,6.112144542,6.112144546,6.1121444,6.112144411,6.112144624,6.112144574,6.112144488,6.112144511,6.112144327,6.112144595,6.112144572,6.112144455,6.112144513,6.112144416,6.112144512,6.112144542,6.112144499,6.112144463,6.112144647,6.1121445 +"8800","LRRC8C",7.157281773,7.157281546,7.157281322,7.157281242,7.157281376,7.157281306,7.157281637,7.15728138,7.157281857,7.157281605,7.157281217,7.157281476,7.157281594,7.157281921,7.157281359,7.157281259,7.157280982,7.157281149,7.157281566,7.15728124,7.15728133,7.157281555,7.157281728,7.157281441,7.157281116,7.157281425,7.157281717,7.15728174 +"8801","LRRC8D",7.45177933,7.451779295,7.451779298,7.451779012,7.451779205,7.451779085,7.451779242,7.451779052,7.451779249,7.451779305,7.451779001,7.45177916,7.451779137,7.451779551,7.451779114,7.451779042,7.451779082,7.451778971,7.451779235,7.451778992,7.451779139,7.451779115,7.451779213,7.451779237,7.451779072,7.451779182,7.451779221,7.451779304 +"8802","LRRC8E",4.594985185,4.594985146,4.594985271,4.594985136,4.594985257,4.594985142,4.594985168,4.594985153,4.59498522,4.594985204,4.594985254,4.594985222,4.594985192,4.594985148,4.594985194,4.594985224,4.594985298,4.594985274,4.594985168,4.594985221,4.594985152,4.594985271,4.594985208,4.594985143,4.594985217,4.594985244,4.594985179,4.594985161 +"8803","LRRC9",2.402135472,2.402135609,2.402135492,2.402135554,2.402135527,2.402135543,2.402135525,2.402135537,2.402135533,2.402135507,2.402135481,2.40213554,2.402135539,2.402135548,2.40213548,2.402135606,2.402135538,2.4021356,2.402135523,2.402135515,2.402135483,2.402135529,2.402135586,2.402135494,2.40213555,2.402135496,2.402135535,2.402135572 +"8804","LRRCC1",3.368062575,3.368062387,3.368062369,3.36806248,3.368062433,3.368062375,3.368062462,3.3680624,3.368062673,3.368062562,3.368062471,3.368062429,3.368062537,3.368062699,3.368062485,3.368062441,3.368062544,3.368062485,3.368062395,3.36806247,3.368062476,3.368062462,3.368062504,3.36806248,3.368062464,3.368062412,3.368062449,3.368062659 +"8805","LRRD1",3.225989065,3.225989086,3.225989078,3.225989079,3.225989079,3.225989071,3.225989072,3.225989084,3.225989074,3.225989065,3.225989072,3.225989119,3.22598907,3.225989105,3.22598908,3.225989104,3.225989093,3.225989086,3.225989089,3.225989075,3.225989069,3.225989098,3.225989077,3.225989083,3.225989099,3.225989103,3.225989073,3.225989106 +"8806","LRRFIP1",7.9672347585,8.0508242182,7.9301966141,7.972497615,7.9405003889,7.9596007295,7.9347942185,7.9615955301,7.9547728046,7.9519362228,7.9517034548,7.8969617298,7.9657521867,7.9891487457,7.965277792,8.0563170663,7.9400433376,7.9876538838,7.9978719689,7.7983588419,7.9260374546,7.9535271789,7.9788020463,7.9776931393,7.9768388325,7.9175881372,7.9590980981,7.9503743172 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+"8825","LRWD1",6.614132413,6.614132591,6.614132574,6.614132597,6.614132491,6.614132508,6.614132383,6.614132484,6.614132452,6.614132455,6.614132582,6.614132525,6.614132538,6.614132442,6.614132572,6.614132653,6.614132585,6.614132668,6.614132509,6.614132526,6.614132478,6.614132446,6.614132476,6.614132487,6.614132566,6.614132532,6.614132511,6.614132472 +"8826","LSAMP",4.414318589,4.414318558,4.414318686,4.414318501,4.414319,4.414318617,4.414318772,4.414318727,4.414318721,4.414318898,4.414318701,4.414318978,4.414318708,4.414318386,4.414318776,4.414318726,4.414318934,4.41431887,4.414318704,4.414318631,4.414319094,4.414318949,4.414318518,4.414318406,4.414318585,4.414318901,4.414318565,4.414318738 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+"8915","LYZL4",4.58310779,4.583107729,4.583107899,4.583107852,4.58310803,4.583107779,4.583107916,4.583107948,4.583107878,4.58310792,4.583107939,4.583108141,4.583107757,4.583107564,4.583107976,4.583107782,4.583108027,4.583107899,4.58310792,4.583107826,4.583108076,4.583107879,4.583107717,4.583107682,4.583107882,4.583107981,4.583107723,4.583107956 +"8916","LYZL6",3.335565038,3.33556514,3.335565135,3.335565102,3.335565201,3.335565042,3.335565095,3.335565165,3.335565221,3.335565166,3.3355652,3.335565256,3.335565018,3.335565144,3.335565149,3.335565191,3.335565114,3.335565257,3.335565173,3.33556514,3.335565045,3.335565106,3.335565116,3.335565104,3.335565184,3.335565096,3.335565224,3.335565099 +"8917","LZIC",6.619103974,6.619103958,6.619103952,6.619103898,6.619103809,6.619103759,6.619103841,6.619103793,6.619103938,6.619103866,6.61910384,6.619103662,6.619103916,6.619104135,6.6191039,6.619103949,6.619103693,6.619103842,6.619103923,6.619103705,6.619103863,6.619103727,6.619103988,6.619103933,6.619103838,6.619103786,6.619103867,6.61910397 +"8918","LZTFL1",4.333476712,4.333476696,4.333476644,4.333476654,4.333476509,4.333476668,4.333476686,4.333476621,4.333476667,4.333476602,4.333476687,4.333476525,4.333476688,4.333476829,4.333476605,4.333476588,4.333476647,4.333476655,4.333476641,4.333476582,4.333476638,4.333476711,4.333476716,4.333476712,4.333476667,4.333476663,4.333476661,4.3334767 +"8919","LZTR1",6.845738786,6.84573875,6.845738755,6.845738772,6.845738787,6.845738788,6.84573878,6.845738775,6.845738754,6.845738809,6.845738732,6.845738784,6.845738784,6.845738776,6.845738772,6.84573876,6.845738741,6.845738719,6.845738789,6.845738741,6.845738716,6.845738816,6.845738727,6.845738747,6.845738772,6.84573878,6.84573877,6.845738783 +"8920","LZTS1",5.710809334,5.710809359,5.710809437,5.710809365,5.710809535,5.710809328,5.710809436,5.71080945,5.710809461,5.71080937,5.71080943,5.710809428,5.710809394,5.710809282,5.710809463,5.710809428,5.710809506,5.710809462,5.710809376,5.710809372,5.710809432,5.710809522,5.710809273,5.710809387,5.710809378,5.710809359,5.710809378,5.710809445 +"8921","LZTS1-AS1",3.943910521,3.943910525,3.94391054,3.943910537,3.943910553,3.943910522,3.943910537,3.943910524,3.943910519,3.943910534,3.943910534,3.943910536,3.943910521,3.943910523,3.943910539,3.943910539,3.943910549,3.943910531,3.943910522,3.943910528,3.943910535,3.943910518,3.943910522,3.94391053,3.943910544,3.943910525,3.943910527,3.94391053 +"8922","LZTS2",6.47517303,6.475173108,6.475173233,6.475173193,6.475173382,6.475173055,6.475173137,6.475173269,6.475173152,6.475173073,6.475173268,6.47517328,6.475173167,6.475172992,6.475173264,6.475173254,6.475173311,6.475173336,6.47517307,6.475173034,6.475173161,6.475173291,6.475173062,6.475173092,6.475173141,6.475173269,6.475173043,6.475173221 +"8923","LZTS3",6.222215394,6.222215419,6.222215447,6.222215455,6.222215537,6.222215401,6.222215459,6.222215467,6.222215458,6.222215429,6.222215479,6.222215521,6.222215421,6.222215327,6.222215495,6.22221548,6.22221554,6.22221552,6.222215511,6.22221543,6.222215474,6.222215488,6.222215366,6.222215416,6.222215467,6.222215459,6.222215415,6.222215463 +"8924","M1AP",5.199394042,5.199394043,5.199394075,5.199394061,5.199394052,5.199394036,5.199394051,5.199394068,5.199394036,5.199394056,5.199394068,5.199394043,5.199394047,5.199393997,5.199394051,5.199394058,5.199394069,5.19939408,5.199394037,5.199394072,5.199394053,5.199394062,5.199394044,5.199394057,5.199394061,5.199394046,5.199394047,5.199394051 +"8925","M6PR",9.257524897,9.257355135,9.256841167,9.256758754,9.257304547,9.257386552,9.257269092,9.256651613,9.257077146,9.257545661,9.256453784,9.25635101,9.257408967,9.258413952,9.256990469,9.25701465,9.256616027,9.256088437,9.257332898,9.257528501,9.257009419,9.256902069,9.257364931,9.257306843,9.256492813,9.256680162,9.257169659,9.257868898 +"8926","MAB21L1",4.069956059,4.069956025,4.069956039,4.069956074,4.06995609,4.069956044,4.069956057,4.069956122,4.069956044,4.069956102,4.069956007,4.069956175,4.069956046,4.069956006,4.069956089,4.06995601,4.069956181,4.069956125,4.069956053,4.069956124,4.069956093,4.069956134,4.069956007,4.069956045,4.069956026,4.069956006,4.069956007,4.069956093 +"8927","MAB21L2",4.340194917,4.340194939,4.340194919,4.340194911,4.340194959,4.340194934,4.340194908,4.340194952,4.340194941,4.340194934,4.340194922,4.340194919,4.340194946,4.340194899,4.340194943,4.340194919,4.340194913,4.340194925,4.340194892,4.340194933,4.340194927,4.340194946,4.340194939,4.340194912,4.34019489,4.340194904,4.340194952,4.340194942 +"8928","MAB21L3",4.280238636,4.280238892,4.280238643,4.280238972,4.280238653,4.280238815,4.280238758,4.280238827,4.280238662,4.280238708,4.280238877,4.28023856,4.280238669,4.280238751,4.28023884,4.280238819,4.28023877,4.28023878,4.280238593,4.280239032,4.280238687,4.280238671,4.280238657,4.280238903,4.280238963,4.28023849,4.280238577,4.280238689 +"8929","MAB21L4",5.497106729,5.497106744,5.497106773,5.497106764,5.49710684,5.497106742,5.497106818,5.49710681,5.497106742,5.497106739,5.497106787,5.497106803,5.497106765,5.497106758,5.497106824,5.497106776,5.497106836,5.497106777,5.497106756,5.497106785,5.497106824,5.497106826,5.497106793,5.497106759,5.497106801,5.49710683,5.497106742,5.497106755 +"8930","MACC1",4.053413636,4.053414022,4.053413813,4.053413417,4.05341397,4.053414046,4.053413879,4.053413802,4.053413864,4.053413824,4.053414023,4.053414225,4.053414059,4.053413682,4.053414089,4.053413747,4.053414018,4.05341394,4.053413931,4.053413974,4.053414001,4.053414056,4.053413496,4.053413575,4.053413897,4.053413859,4.053413878,4.053414299 +"8931","MACF1",6.9809101175,6.9809096765,6.980909538,6.980909665,6.980909687,6.9809098945,6.980909873,6.9809095585,6.9809099215,6.9809098295,6.980909675,6.9809094105,6.980909846,6.9809101025,6.980909885,6.980909613,6.9809092415,6.9809095455,6.9809098405,6.9809095505,6.9809098755,6.9809097125,6.9809099075,6.9809098515,6.980909532,6.980909684,6.980909904,6.98090978 +"8932","MACIR",4.623038357,4.623038657,4.62303848,4.623038506,4.623038255,4.623038141,4.623038578,4.623038315,4.623038388,4.623038412,4.623038515,4.623038152,4.623038361,4.623038575,4.623038125,4.623038678,4.623038246,4.623038421,4.62303803,4.623038166,4.62303844,4.62303809,4.623038252,4.623038421,4.623038525,4.623038337,4.623038224,4.623038404 +"8933","MACO1",6.811370133,6.811370283,6.811369978,6.811369955,6.811369834,6.811369971,6.811369861,6.811369938,6.811370494,6.811370193,6.811370075,6.811369866,6.811370162,6.811370687,6.811370253,6.811370644,6.81136945,6.811369562,6.811370067,6.811369355,6.811369874,6.811369897,6.811370505,6.811370538,6.811369979,6.811370218,6.811370006,6.811370646 +"8934","MACROD1",6.205294838,6.205294925,6.205295052,6.205294939,6.205295137,6.20529495,6.205294952,6.20529506,6.20529497,6.205295027,6.205295008,6.205295073,6.205294986,6.205294823,6.205295063,6.205294956,6.205295123,6.205294988,6.205294931,6.20529492,6.205295098,6.205295049,6.20529491,6.205294988,6.205295074,6.205295018,6.205294912,6.205295037 +"8935","MACROD2",4.152906684,4.152906668,4.152906701,4.152906683,4.152906717,4.152906708,4.152906737,4.152906698,4.152906678,4.152906698,4.152906711,4.152906737,4.152906696,4.152906609,4.152906731,4.152906711,4.152906751,4.152906739,4.152906682,4.152906685,4.152906713,4.152906741,4.152906702,4.152906648,4.152906686,4.152906712,4.152906662,4.152906754 +"8936","MACROD2-IT1",3.84837943,3.848379435,3.848379608,3.84837951,3.848379519,3.848379394,3.848379507,3.848379502,3.848379577,3.848379469,3.848379648,3.848379654,3.848379484,3.848379466,3.84837955,3.848379521,3.848379627,3.848379581,3.848379482,3.848379552,3.848379471,3.848379542,3.848379529,3.848379404,3.848379473,3.848379484,3.848379473,3.848379597 +"8937","MACROH2A1",8.409593579,8.409593583,8.409593542,8.409593656,8.409593404,8.409593694,8.409593676,8.4095934,8.409593402,8.409593573,8.409593495,8.409593277,8.409593624,8.409593627,8.409593472,8.409593432,8.409593396,8.40959346,8.409593533,8.409593585,8.409593503,8.409593467,8.409593446,8.409593599,8.409593454,8.409593434,8.409593566,8.40959344 +"8938","MACROH2A2",5.344341218,5.344341231,5.344341231,5.344341218,5.344341233,5.344341227,5.344341218,5.344341227,5.344341222,5.344341238,5.344341226,5.34434125,5.344341233,5.344341214,5.34434124,5.344341245,5.344341247,5.344341253,5.344341229,5.344341232,5.344341232,5.344341241,5.344341231,5.344341217,5.344341229,5.344341239,5.344341208,5.34434123 +"8939","MAD1L1",6.804417021,6.804417029,6.804417027,6.804417029,6.804417029,6.804417026,6.804417022,6.804417031,6.80441702,6.804417027,6.804417028,6.804417021,6.804417037,6.804417026,6.804417024,6.804417038,6.804417033,6.804417032,6.804417027,6.804417037,6.804417031,6.804417016,6.804417021,6.804417018,6.804417027,6.804417035,6.80441703,6.804417033 +"8940","MAD2L1",3.944071492,3.94407149,3.944071507,3.944071473,3.944071366,3.944071352,3.944071539,3.944071445,3.944071541,3.944071413,3.944071409,3.944071363,3.944071581,3.944071664,3.944071469,3.944071321,3.944071445,3.94407139,3.944071538,3.944071442,3.944071511,3.944071441,3.94407159,3.944071422,3.944071384,3.944071525,3.944071427,3.944071587 +"8941","MAD2L1BP",5.686482342,5.686482307,5.686482314,5.686482378,5.686482316,5.686482352,5.686482356,5.686482343,5.686482295,5.686482325,5.686482303,5.68648233,5.686482337,5.686482325,5.686482305,5.68648232,5.686482258,5.686482278,5.686482361,5.68648239,5.686482327,5.686482306,5.686482351,5.686482363,5.686482309,5.686482316,5.686482319,5.686482331 +"8942","MAD2L2",6.721060195,6.721060208,6.721060157,6.721060127,6.721060131,6.721060248,6.721060167,6.721060154,6.721060127,6.721060216,6.721060084,6.721060131,6.72106016,6.721060141,6.721060188,6.721060258,6.721060196,6.721060059,6.721060213,6.721060228,6.72106015,6.721060143,6.721060226,6.721060203,6.721060157,6.721060074,6.721060103,6.721060183 +"8943","MADCAM1",7.071422087,7.071422097,7.071422125,7.071422073,7.071422205,7.071422107,7.071422142,7.071422217,7.071422148,7.07142212,7.071422139,7.071422201,7.071422082,7.071422014,7.071422182,7.071422156,7.071422234,7.071422158,7.071422138,7.071422116,7.071422161,7.071422153,7.071422119,7.07142203,7.071422103,7.071422167,7.07142211,7.071422138 +"8944","MADD",7.658995375,7.658995424,7.65899532,7.658995323,7.658995384,7.6589954,7.658995321,7.65899529,7.658995383,7.658995443,7.658995332,7.658995342,7.658995381,7.65899541,7.658995346,7.658995372,7.658995226,7.658995314,7.658995369,7.658995377,7.658995277,7.658995327,7.658995337,7.658995404,7.658995331,7.658995368,7.658995386,7.65899533 +"8945","MAEA",7.977791048,7.977791182,7.977790582,7.977791525,7.977790676,7.977791054,7.977790998,7.977790687,7.97779099,7.977790997,7.977790866,7.977790639,7.977790867,7.977790995,7.977791006,7.977791193,7.977790731,7.977791281,7.977791047,7.97779108,7.97779098,7.977790769,7.977791209,7.977791233,7.977790922,7.977790795,7.977790827,7.977790814 +"8946","MAEL",3.109610379,3.10961038,3.109610385,3.10961039,3.109610392,3.109610404,3.109610388,3.109610393,3.109610395,3.109610392,3.109610386,3.109610393,3.109610395,3.109610388,3.109610394,3.10961038,3.10961039,3.109610392,3.109610399,3.109610384,3.109610384,3.109610391,3.109610385,3.109610384,3.109610377,3.109610372,3.109610389,3.109610386 +"8947","MAF",6.12728926,6.127289058,6.127288885,6.127288975,6.127289051,6.127289137,6.127288977,6.127288984,6.127289033,6.127288714,6.127289008,6.127288618,6.127289037,6.127289115,6.127289195,6.127289168,6.127288932,6.127288958,6.12728908,6.127289196,6.127289013,6.127289056,6.127289009,6.127288988,6.127288856,6.12728897,6.127289104,6.127289049 +"8948","MAF1",8.190702834,8.190702631,8.190705009,8.1907037,8.190702944,8.190705406,8.19070278,8.190704853,8.190703435,8.19070352,8.190703041,8.190703952,8.190703251,8.190701569,8.1907023,8.190701592,8.190704387,8.190703298,8.19070248,8.19070372,8.19070213,8.190704107,8.190703334,8.190703659,8.190703072,8.190703978,8.190703555,8.190701631 +"8949","MAFA",6.798984355,6.798984508,6.798985037,6.79898453,6.79898495,6.798984576,6.798984871,6.798984847,6.798984877,6.79898468,6.798984942,6.798984992,6.798984625,6.798983897,6.79898491,6.798984921,6.798985106,6.798984971,6.798984736,6.798984738,6.798984861,6.798985053,6.798984446,6.798984592,6.798984877,6.798984803,6.798984243,6.798984841 +"8950","MAFB",6.690142282,6.690142235,6.690142336,6.69014226,6.69014233,6.690142463,6.69014226,6.690142171,6.690142151,6.690142276,6.6901423,6.690142098,6.690142391,6.690142323,6.690142307,6.690142267,6.690142409,6.690142195,6.690142227,6.690142382,6.69014231,6.690142282,6.690142179,6.690142307,6.690142286,6.690142217,6.690142376,6.690142216 +"8951","MAFF",5.598902133,5.598902125,5.598902131,5.598902132,5.598902154,5.598902155,5.598902121,5.598902143,5.598902137,5.59890214,5.598902145,5.598902143,5.598902119,5.598902106,5.598902163,5.598902136,5.598902137,5.598902138,5.598902111,5.59890215,5.59890214,5.598902141,5.59890214,5.598902106,5.598902114,5.598902125,5.598902141,5.59890213 +"8952","MAFG",6.41649491866667,6.41649493733333,6.416494942,6.41649503766667,6.416494877,6.41649506666667,6.41649503933333,6.416494943,6.41649479766667,6.41649506933333,6.41649501466667,6.416494852,6.41649482933333,6.416494868,6.41649500566667,6.416494946,6.41649474166667,6.416494925,6.416494845,6.416495016,6.41649500166667,6.41649480466667,6.41649480966667,6.416494965,6.41649500233333,6.41649489833333,6.41649487066667,6.416494755 +"8953","MAFK",6.232029476,6.23202949,6.232029509,6.23202948,6.232029494,6.232029501,6.232029498,6.232029503,6.232029486,6.232029488,6.232029492,6.232029512,6.232029496,6.232029474,6.232029494,6.232029495,6.232029501,6.232029503,6.23202949,6.232029478,6.232029491,6.232029499,6.232029491,6.232029473,6.232029491,6.232029506,6.232029492,6.232029486 +"8954","MAG",4.78170504,4.781705025,4.781705056,4.78170507,4.781705079,4.781705062,4.781705062,4.781705063,4.781705072,4.781705068,4.781705082,4.781705091,4.781705034,4.781705011,4.781705058,4.781705075,4.781705094,4.781705076,4.781705063,4.781705044,4.781705053,4.781705083,4.781705063,4.781705035,4.781705057,4.781705058,4.781705043,4.781705051 +"8955","MAGEA1",4.397530034,4.397530045,4.397530083,4.397530081,4.397530083,4.397530046,4.397530048,4.397530074,4.397530077,4.397530068,4.397530077,4.397530087,4.397530073,4.397530053,4.397530089,4.397530025,4.397530131,4.397530088,4.397530052,4.397530071,4.397530093,4.39753007,4.397530075,4.397530055,4.39753005,4.397530102,4.39753003,4.39753007 +"8956","MAGEA11",3.7671306,3.76713069,3.767130822,3.767130721,3.76713075,3.767130725,3.767130749,3.767130734,3.767130682,3.767130739,3.767130679,3.767130763,3.767130648,3.767130592,3.767130805,3.76713076,3.767130891,3.767130751,3.76713073,3.767130641,3.76713079,3.767130763,3.767130671,3.767130693,3.767130678,3.767130794,3.767130631,3.767130678 +"8957","MAGEA4",4.25628036,4.256280648,4.256280441,4.256280519,4.256280495,4.256280392,4.256280342,4.256280503,4.256280436,4.256280434,4.2562807,4.25628047,4.256280511,4.256280312,4.256280427,4.256280618,4.256280571,4.256280595,4.256280452,4.256280526,4.256280542,4.25628062,4.256280486,4.25628047,4.256280723,4.256280515,4.256280419,4.256280543 +"8958","MAGEA8",6.149401666,6.149401701,6.149401853,6.149401843,6.14940204,6.14940141,6.149401838,6.14940185,6.149401765,6.149401677,6.149401741,6.149401905,6.149401735,6.14940155,6.149401965,6.149402023,6.149402006,6.149402001,6.149401857,6.149401803,6.149401942,6.149402037,6.149401504,6.149401722,6.149401913,6.14940197,6.149401663,6.149401849 +"8959","MAGEB10",4.016244094,4.016244106,4.01624413,4.016244118,4.016244136,4.016244113,4.016244124,4.016244132,4.016244115,4.016244107,4.016244141,4.016244148,4.016244118,4.016244097,4.016244137,4.016244121,4.016244148,4.016244131,4.016244133,4.016244129,4.016244149,4.016244133,4.016244104,4.016244109,4.016244134,4.016244134,4.016244111,4.016244108 +"8960","MAGEB16",3.658170407,3.658170572,3.65817053,3.658170296,3.658170521,3.658170441,3.658170633,3.658170619,3.658170566,3.658170452,3.658170938,3.658170547,3.658170405,3.658170486,3.658170489,3.658170562,3.658170516,3.658170622,3.658170497,3.658170573,3.658170432,3.658170511,3.658170616,3.658170357,3.658170377,3.658170487,3.658170493,3.658170603 +"8961","MAGEB17",5.163781383,5.163781445,5.16378142,5.163781422,5.163781432,5.16378133,5.163781409,5.163781466,5.16378144,5.163781416,5.16378145,5.163781492,5.163781422,5.163781385,5.163781456,5.163781487,5.163781429,5.163781489,5.163781387,5.163781465,5.163781447,5.163781491,5.163781433,5.163781471,5.163781469,5.16378147,5.163781423,5.163781409 +"8962","MAGEB18",3.814006739,3.814006766,3.814006747,3.814006764,3.814006742,3.814006755,3.814006677,3.814006752,3.814006773,3.814006731,3.814006778,3.814006745,3.814006735,3.814006726,3.814006747,3.814006733,3.814006723,3.814006768,3.814006731,3.814006732,3.81400673,3.814006727,3.814006745,3.814006761,3.814006755,3.814006735,3.814006745,3.814006735 +"8963","MAGEB2",3.669505539,3.669505563,3.669505602,3.669505563,3.669505561,3.66950555,3.669505581,3.669505557,3.669505577,3.669505577,3.669505563,3.669505565,3.669505583,3.66950558,3.669505584,3.669505554,3.669505601,3.669505584,3.669505558,3.669505576,3.669505576,3.669505586,3.669505586,3.669505589,3.669505561,3.669505575,3.669505575,3.669505552 +"8964","MAGEB3",4.182494463,4.182494429,4.182494499,4.182494476,4.182494504,4.18249447,4.182494517,4.182494558,4.182494485,4.182494463,4.182494555,4.182494511,4.182494481,4.182494434,4.182494529,4.182494466,4.182494527,4.182494436,4.182494531,4.182494537,4.182494461,4.182494597,4.182494425,4.182494485,4.182494525,4.182494497,4.182494483,4.182494444 +"8965","MAGEB5",3.220198081,3.22019811,3.220198161,3.220198153,3.220198206,3.220198143,3.220198129,3.220198136,3.220198232,3.220198118,3.220198107,3.22019824,3.220198166,3.220198049,3.220198151,3.220198145,3.220198217,3.22019817,3.220198114,3.220198174,3.220198199,3.220198232,3.2201981,3.220198083,3.220198192,3.220198131,3.220198075,3.220198148 +"8966","MAGEB6",4.279302196,4.279302369,4.27930239,4.279302131,4.279302385,4.279302486,4.279302308,4.279302478,4.279302222,4.279302519,4.279302227,4.279302732,4.279302409,4.279302266,4.279302531,4.279301986,4.279302492,4.279302278,4.279302412,4.279302503,4.279302531,4.279302592,4.27930235,4.279302377,4.279302443,4.279302541,4.279302455,4.279302502 +"8967","MAGEC1",4.098979767,4.098979812,4.098979885,4.098979905,4.098979938,4.09897983,4.098979789,4.098979826,4.098979808,4.09897988,4.098979856,4.098979938,4.098979761,4.098979827,4.098979865,4.098979914,4.098979957,4.0989798,4.098979812,4.0989798,4.09897981,4.098979901,4.098979883,4.098979829,4.09897987,4.098979809,4.098979807,4.098979848 +"8968","MAGEC2",3.847311279,3.847311297,3.847311303,3.847311329,3.847311324,3.847311283,3.847311314,3.847311311,3.84731134,3.847311354,3.847311328,3.8473113,3.847311308,3.847311295,3.847311344,3.847311321,3.847311316,3.847311371,3.847311336,3.847311326,3.84731133,3.847311331,3.847311333,3.847311335,3.84731132,3.847311335,3.847311312,3.847311348 +"8969","MAGEC3",4.335430815,4.335430763,4.335431024,4.335430843,4.335430833,4.335430656,4.335430763,4.335430879,4.3354307,4.335430855,4.335430888,4.335431114,4.33543068,4.33543046,4.335430938,4.335430915,4.335430838,4.335430914,4.335430704,4.335430696,4.33543089,4.335430735,4.335430358,4.335430654,4.335430765,4.335430873,4.335430685,4.335430695 +"8970","MAGED1",6.103961071,6.103961086,6.103961091,6.103961071,6.10396111,6.103961132,6.103961123,6.103961121,6.10396116,6.103961146,6.103961028,6.103961177,6.103961121,6.103961139,6.103961091,6.10396106,6.103961079,6.103961064,6.103961113,6.103961064,6.103961095,6.103961115,6.103961145,6.103961105,6.103961074,6.103961153,6.103961131,6.103961102 +"8971","MAGED2",6.80566675,6.805666807,6.805666675,6.805666803,6.805666744,6.805666681,6.805666741,6.805666598,6.805666748,6.805666801,6.805666778,6.805666703,6.805666785,6.805666806,6.80566672,6.805666755,6.805666542,6.805666783,6.805666831,6.805666725,6.805666714,6.805666727,6.805666782,6.805666791,6.805666753,6.805666776,6.805666824,6.805666708 +"8972","MAGEE1",5.5489061,5.548905915,5.548905832,5.5489058,5.548906153,5.548906026,5.548905919,5.5489063,5.548905982,5.548905914,5.548905829,5.548906157,5.548906076,5.548905899,5.548906234,5.548905775,5.548906193,5.548905749,5.548906153,5.548906027,5.548906214,5.548906329,5.548905849,5.548905962,5.54890573,5.54890625,5.548906115,5.54890611 +"8973","MAGEE2",3.873149313,3.873149341,3.873149362,3.873149335,3.873149326,3.873149292,3.873149356,3.873149353,3.873149323,3.873149306,3.873149344,3.873149358,3.873149268,3.873149273,3.87314934,3.87314932,3.873149332,3.873149394,3.873149374,3.873149392,3.873149329,3.873149339,3.873149294,3.873149292,3.873149316,3.873149338,3.873149304,3.873149335 +"8974","MAGEF1",7.245947079,7.245947084,7.245947135,7.245947053,7.24594726,7.245947085,7.24594709,7.245947164,7.245947098,7.245947167,7.245947176,7.245947201,7.245947099,7.245946983,7.245947192,7.245947186,7.245947179,7.24594712,7.245947116,7.245947057,7.245947133,7.245947175,7.245947092,7.245947067,7.245947102,7.245947185,7.245947142,7.245947222 +"8975","MAGEH1",5.099415857,5.099415858,5.099415766,5.099415864,5.099415787,5.099415858,5.099415894,5.09941599,5.099415956,5.099415856,5.099416023,5.099416062,5.099415846,5.099415829,5.099415907,5.099415793,5.099415902,5.09941575,5.099415853,5.099415909,5.099415882,5.099415879,5.099415992,5.099415789,5.099415781,5.099415937,5.099415927,5.099415979 +"8976","MAGEL2",4.733355153,4.733355192,4.73335516,4.733355145,4.733355219,4.733355152,4.733355151,4.733355101,4.733355111,4.733355123,4.733355133,4.733355163,4.733355186,4.733355116,4.733355167,4.733355179,4.733355186,4.733355172,4.733355152,4.733355162,4.733355148,4.733355175,4.733355132,4.733355152,4.73335511,4.733355134,4.733355113,4.733355148 +"8977","MAGI1",4.460666791,4.460666829,4.46066678,4.460666826,4.460666892,4.460666802,4.460666811,4.460666845,4.460666874,4.460666849,4.460666828,4.460666867,4.460666884,4.460666756,4.460666857,4.460666827,4.460666893,4.460666883,4.460666836,4.460666854,4.46066686,4.460666893,4.460666733,4.460666818,4.460666877,4.460666884,4.460666811,4.460666902 +"8978","MAGI2",4.463216602,4.463216662,4.463216777,4.463216759,4.463216873,4.463216721,4.463216661,4.463216827,4.463216771,4.463216821,4.46321686,4.463216962,4.46321666,4.46321663,4.46321681,4.463216749,4.463216783,4.463216839,4.463216689,4.46321666,4.463216761,4.463216759,4.463216623,4.463216647,4.463216696,4.463216763,4.463216712,4.463216826 +"8979","MAGI3",4.430518416,4.430518416,4.430518368,4.430518402,4.430518436,4.430518425,4.430518416,4.430518406,4.430518419,4.43051841,4.43051841,4.430518398,4.430518428,4.43051841,4.430518442,4.430518398,4.430518407,4.430518424,4.430518437,4.430518422,4.430518414,4.430518429,4.430518421,4.430518391,4.430518411,4.430518428,4.430518403,4.430518412 +"8980","MAGIX",5.00118954,5.00118936,5.001189708,5.0011896,5.001189914,5.001189778,5.001189672,5.001189708,5.001189656,5.001189873,5.001189576,5.001189701,5.001189728,5.001189244,5.001189684,5.001189558,5.00118963,5.001189866,5.001189541,5.001189611,5.001189688,5.001189794,5.001189566,5.001189578,5.001189571,5.001189662,5.001189517,5.001189534 +"8981","MAGOH",5.263076976,5.263076632,5.263077103,5.2630768,5.263076401,5.263076332,5.263076826,5.263076421,5.263076883,5.263076583,5.263076182,5.263076432,5.263076613,5.263077437,5.263076728,5.263076696,5.263076671,5.263076496,5.263076606,5.263076599,5.263077051,5.263076657,5.263077258,5.263076814,5.26307629,5.26307683,5.26307683,5.263077426 +"8982","MAGOHB",5.912769911,5.9127697,5.912769736,5.912769396,5.912769368,5.912769476,5.912769772,5.912769808,5.912769767,5.912769719,5.912769569,5.912769616,5.912769924,5.912770027,5.91276976,5.912769669,5.912769472,5.91276941,5.912769564,5.912769379,5.912769636,5.912769627,5.912769759,5.912769847,5.912769479,5.912769847,5.912769744,5.912769865 +"8983","MAGT1",6.597017518,6.597017451,6.597017362,6.597017149,6.597017233,6.597017214,6.597017165,6.597017225,6.597017304,6.597017229,6.597017105,6.597016982,6.59701733,6.597017698,6.597017299,6.597017402,6.597017131,6.59701708,6.597017301,6.59701722,6.597017254,6.597017128,6.597017423,6.597017325,6.597017142,6.597017208,6.59701733,6.597017477 +"8984","MAJIN",3.951208123,3.951208392,3.951208329,3.951208388,3.951208352,3.951208445,3.9512082,3.95120832,3.951208497,3.951208451,3.951208334,3.951208543,3.951208243,3.951208115,3.951208318,3.951208292,3.951208342,3.9512084,3.951208232,3.951208512,3.95120844,3.951208466,3.951208492,3.951208137,3.951208534,3.951208234,3.951208062,3.951208391 +"8985","MAK",5.960546513,5.967010988,5.960465927,5.967602413,5.959526778,5.960448697,5.956409045,5.958948169,5.954287454,5.959932718,5.961926012,5.955081743,5.961688138,5.962099948,5.959212188,5.965486551,5.95975368,5.967216421,5.962585643,5.962333319,5.956122757,5.958954223,5.955833106,5.96391858,5.964102987,5.95535898,5.962244069,5.959768984 +"8986","MAK16",5.317033949,5.31703353,5.317033484,5.317033173,5.317033208,5.31703362,5.317033263,5.317032951,5.317033983,5.317033466,5.317033401,5.317033266,5.317033615,5.317034384,5.317033522,5.317033392,5.317032784,5.317033402,5.317033281,5.317033602,5.317033626,5.317033258,5.317034014,5.317033782,5.317033447,5.31703355,5.317033664,5.31703411 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+"8991","MALSU1",6.939810056,6.939810052,6.939810039,6.939810019,6.939810029,6.939810033,6.939810042,6.939810035,6.93981004,6.939810023,6.939810022,6.939810019,6.939810043,6.939810049,6.939810038,6.939810036,6.939810022,6.939810025,6.939810032,6.939810033,6.939810019,6.939810061,6.939810042,6.939810027,6.939810004,6.939810032,6.939810034,6.939810047 +"8992","MALT1",6.907374267,6.907373255,6.907373466,6.907373108,6.907373371,6.907372791,6.907373385,6.907372798,6.907373381,6.907373568,6.907372942,6.907372948,6.907373626,6.90737495,6.907373431,6.907373211,6.907372566,6.907372515,6.907373893,6.907372678,6.907373255,6.907373466,6.907373675,6.907373256,6.907373003,6.907373311,6.907373632,6.907374342 +"8993","MAMDC2",3.927356158,3.927356126,3.927356226,3.927356191,3.927356284,3.927356167,3.927356237,3.92735629,3.927356187,3.927356194,3.927356228,3.92735623,3.927356211,3.9273561,3.927356199,3.927356262,3.927356281,3.927356276,3.927356206,3.927356191,3.927356259,3.927356222,3.927356168,3.927356113,3.927356207,3.927356202,3.927356163,3.927356229 +"8994","MAMDC4",5.79302919,5.793029186,5.793029231,5.793029227,5.793029298,5.793029178,5.793029273,5.793029277,5.793029218,5.79302923,5.793029263,5.79302929,5.793029227,5.79302915,5.793029267,5.793029233,5.793029283,5.793029271,5.793029243,5.793029251,5.793029299,5.793029287,5.793029184,5.793029186,5.793029218,5.793029278,5.793029218,5.793029231 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+"8997","MAMLD1",5.041555369,5.041555454,5.041555585,5.041555555,5.041555738,5.041555558,5.041555576,5.041555709,5.041555591,5.041555607,5.041555613,5.041555628,5.041555493,5.041555451,5.041555513,5.041555413,5.041555647,5.041555543,5.041555483,5.041555643,5.041555634,5.041555672,5.041555444,5.041555564,5.041555521,5.041555604,5.041555527,5.041555538 +"8998","MAMSTR",5.890213585,5.890213638,5.890213647,5.89021359,5.890213728,5.89021367,5.890213637,5.890213642,5.890213652,5.890213621,5.890213736,5.890213724,5.890213652,5.890213553,5.890213687,5.890213661,5.890213733,5.890213667,5.890213624,5.890213654,5.890213646,5.890213655,5.890213573,5.890213607,5.89021362,5.890213625,5.890213596,5.890213608 +"8999","MAN1A1",7.573521869,7.573522835,7.573521105,7.573521923,7.573521033,7.573521352,7.573521617,7.573521059,7.573521255,7.573521302,7.573521814,7.573520129,7.573521354,7.573521525,7.57352185,7.573522419,7.573521034,7.573521895,7.57352156,7.573521238,7.573521469,7.573520908,7.573521843,7.573522084,7.57352227,7.573520509,7.57352131,7.573521213 +"9000","MAN1A2",6.652371688,6.652371538,6.652371046,6.652371144,6.652370954,6.652370988,6.652371348,6.652371008,6.652371353,6.652371449,6.652371023,6.652370595,6.652371464,6.652372135,6.652371417,6.652370908,6.652370649,6.65237096,6.652371224,6.652370798,6.652371375,6.652371065,6.652371676,6.65237124,6.652370923,6.652371218,6.652371365,6.652371613 +"9001","MAN1B1",6.868428948,6.868428939,6.868428973,6.868428943,6.868428993,6.868428971,6.868428956,6.868428986,6.868428953,6.868428965,6.868428971,6.868428994,6.868428953,6.868428927,6.868428979,6.868428952,6.868428977,6.868428955,6.868428961,6.868428976,6.868428976,6.868428984,6.868428935,6.868428958,6.868428947,6.868428983,6.868428947,6.868428959 +"9002","MAN1C1",7.044186811,7.044186875,7.044186808,7.044186797,7.044186868,7.0441869,7.044186665,7.0441868,7.044186941,7.044186934,7.044186741,7.044186953,7.04418685,7.044186861,7.044186834,7.044186847,7.044186751,7.044186826,7.044186805,7.044186793,7.044186718,7.044186807,7.044186843,7.044186829,7.044186677,7.04418689,7.044186862,7.044186846 +"9003","MAN2A1",7.271271724,7.271271408,7.271270815,7.271270966,7.271270572,7.271271411,7.271271344,7.271270702,7.271271577,7.271271289,7.271270424,7.271270387,7.271271784,7.271272277,7.271271331,7.271271018,7.271270328,7.271270393,7.271271432,7.271271728,7.271271704,7.271270543,7.271271655,7.271271437,7.271270513,7.271271299,7.271272068,7.271271668 +"9004","MAN2A2",7.924889855,7.924889839,7.924890998,7.924890762,7.924889267,7.924890965,7.924890389,7.924890092,7.924890158,7.924889912,7.924890307,7.924890068,7.924890127,7.924889624,7.924889666,7.924889768,7.924890734,7.924890621,7.924889648,7.924890804,7.924890145,7.924890059,7.924890292,7.924890268,7.924890357,7.924890189,7.924890064,7.92488945 +"9005","MAN2B1",8.04555163,8.045551661,8.045551613,8.045551568,8.045551567,8.045551689,8.045551582,8.045551544,8.045551575,8.045551719,8.045551575,8.045551579,8.045551642,8.045551681,8.045551534,8.045551595,8.0455516,8.045551471,8.04555154,8.045551678,8.04555158,8.045551587,8.045551527,8.045551667,8.045551575,8.045551582,8.04555164,8.045551575 +"9006","MAN2B2",7.154084373,7.154084425,7.154084367,7.154084436,7.154084372,7.154084425,7.15408438,7.154084378,7.154084388,7.154084398,7.154084392,7.154084362,7.154084406,7.154084395,7.15408439,7.154084397,7.154084384,7.154084408,7.154084385,7.154084374,7.154084385,7.154084399,7.154084397,7.154084432,7.154084425,7.154084377,7.154084407,7.154084375 +"9007","MAN2C1",7.396340246,7.396340077,7.396340105,7.396340227,7.396340141,7.396340182,7.396340063,7.396340193,7.396340247,7.396340111,7.396340088,7.396340384,7.396340261,7.396340194,7.396340072,7.396340053,7.39633991,7.396340087,7.396340185,7.396339903,7.396339985,7.396340107,7.396340043,7.39633999,7.396340023,7.396340348,7.396340263,7.39634011 +"9008","MANBA",7.420769826,7.420770161,7.420769439,7.420770344,7.420769166,7.420768872,7.420769637,7.42076841,7.420768322,7.420769415,7.420770207,7.420768057,7.420769255,7.420769774,7.420769369,7.420770181,7.420768954,7.4207695,7.420769597,7.42076864,7.420769592,7.420768487,7.420768888,7.420769934,7.420769774,7.420769184,7.420769422,7.420768506 +"9009","MANBAL",6.31084345,6.310843493,6.310843501,6.310843377,6.310843261,6.310843542,6.310843346,6.310843141,6.310843426,6.310843257,6.310843258,6.310843258,6.310843474,6.310843522,6.310843216,6.310843429,6.310843335,6.310843332,6.310843376,6.310843523,6.310843313,6.310843408,6.310843423,6.310843383,6.310843401,6.31084338,6.310843503,6.31084335 +"9010","MANEA",5.191988789,5.191988427,5.191988038,5.191987765,5.191988242,5.191988323,5.191988997,5.191987911,5.191988866,5.191988358,5.191987949,5.191988031,5.191988674,5.191989269,5.19198826,5.19198769,5.19198812,5.191987838,5.191988561,5.191987875,5.191988801,5.191987856,5.191988911,5.191988303,5.191987305,5.191988089,5.19198871,5.191989027 +"9011","MANEAL",5.84131562,5.841315655,5.841315673,5.84131561,5.841315665,5.841315657,5.841315637,5.841315683,5.841315662,5.841315667,5.841315613,5.841315671,5.841315617,5.84131559,5.84131565,5.841315656,5.841315712,5.841315661,5.841315655,5.84131566,5.841315653,5.841315644,5.841315614,5.841315658,5.841315657,5.841315676,5.841315642,5.841315674 +"9012","MANF",7.911937964,7.911938007,7.911938012,7.911937954,7.911938004,7.911938011,7.911938052,7.911938001,7.911937987,7.911938016,7.911937978,7.911937979,7.911938,7.911937996,7.911938033,7.911938054,7.911938036,7.911937946,7.911937966,7.911937929,7.911938017,7.911938022,7.911937996,7.911937974,7.911937944,7.911937975,7.911938004,7.911937999 +"9013","MANSC1",6.837240929,6.837241136,6.837242652,6.837245051,6.837238908,6.837238606,6.837240765,6.837239063,6.837239808,6.837239631,6.837242063,6.837239403,6.837240728,6.837239618,6.837240794,6.837240961,6.837242215,6.837243928,6.837241776,6.837238758,6.83724028,6.837239704,6.837242061,6.837242661,6.837243093,6.837241385,6.837240557,6.837239188 +"9014","MAOA",3.859647032,3.859647004,3.859647049,3.859647081,3.859647053,3.85964706,3.859646992,3.859646999,3.859647022,3.859647062,3.859647053,3.859647089,3.859647014,3.859647014,3.859647057,3.859647015,3.859647058,3.859647023,3.859647019,3.859647023,3.859647035,3.859647061,3.859647017,3.859647096,3.859647045,3.859646939,3.859646909,3.859647056 +"9015","MAOB",4.012656736,4.012656814,4.012656855,4.012656927,4.012656947,4.012656735,4.012656861,4.01265687,4.012656814,4.012656901,4.012657033,4.012656876,4.012656704,4.012656752,4.012656887,4.012656855,4.012656848,4.012657004,4.012656816,4.012656768,4.01265687,4.012656892,4.012656792,4.012656855,4.012656971,4.012656816,4.012656762,4.012656779 +"9016","MAP10",4.993229176,4.993229308,4.993229199,4.993229193,4.993229383,4.993229301,4.993229174,4.993229239,4.993229353,4.993229286,4.9932293,4.993229496,4.993229193,4.993229096,4.993229355,4.993229173,4.993229438,4.993229257,4.993229248,4.993229324,4.993229321,4.99322931,4.993229237,4.993229262,4.993229289,4.993229348,4.993229056,4.993229253 +"9017","MAP1B",4.143956034,4.143956131,4.143956181,4.143956104,4.143956182,4.143956081,4.143956253,4.143956142,4.143956048,4.143956222,4.14395618,4.143956204,4.143956144,4.143956006,4.143956154,4.143956175,4.143956313,4.143956184,4.143956146,4.143956174,4.143956228,4.143956129,4.143956061,4.143956117,4.143956094,4.143956192,4.143956098,4.143956239 +"9018","MAP1LC3A",5.358623124,5.358623136,5.35862316,5.358623163,5.358623143,5.358623158,5.35862314,5.35862314,5.358623132,5.358623128,5.358623147,5.35862315,5.358623136,5.358623116,5.358623151,5.358623135,5.358623152,5.358623173,5.358623145,5.358623145,5.358623152,5.358623152,5.358623134,5.358623108,5.35862315,5.358623153,5.358623142,5.358623148 +"9019","MAP1LC3B",6.914967561,6.914967558,6.914967646,6.914967798,6.914967256,6.914967593,6.914967466,6.914967616,6.914967298,6.914967476,6.914967523,6.914967501,6.914967496,6.914967466,6.914967523,6.914967477,6.914967584,6.914967661,6.914967612,6.914967605,6.914967574,6.91496741,6.914967493,6.914967566,6.914967574,6.914967555,6.914967477,6.91496752 +"9020","MAP1LC3C",4.816975743,4.816975768,4.816975805,4.816975636,4.816975882,4.816975687,4.816975814,4.816975867,4.816975918,4.816975839,4.816975781,4.816975926,4.81697577,4.816975735,4.816975853,4.816975708,4.81697598,4.816975826,4.816975724,4.816975806,4.816975956,4.816975808,4.81697569,4.816975562,4.816975809,4.816975902,4.816975765,4.816975831 +"9021","MAP1S",6.99014959,6.990149634,6.99014962,6.990149635,6.990149649,6.990149621,6.990149613,6.990149633,6.99014964,6.990149628,6.990149631,6.99014963,6.99014961,6.99014956,6.990149628,6.99014964,6.990149654,6.990149657,6.990149645,6.990149666,6.990149628,6.99014964,6.990149611,6.990149616,6.990149621,6.990149612,6.990149619,6.990149591 +"9022","MAP2",3.347181667,3.347181603,3.347181705,3.347181684,3.347181719,3.347181647,3.347181647,3.347181712,3.347181679,3.347181769,3.347181677,3.347181787,3.34718163,3.347181659,3.347181777,3.347181696,3.347181744,3.347181717,3.347181688,3.34718167,3.347181719,3.347181713,3.347181633,3.347181679,3.347181737,3.347181668,3.347181714,3.347181713 +"9023","MAP2K1",8.025675375,8.025675595,8.025674983,8.025675428,8.02567513,8.025675322,8.025675094,8.025675092,8.025675133,8.02567556,8.025674966,8.025674764,8.025675514,8.025675646,8.025675063,8.025675495,8.025674857,8.02567496,8.025675201,8.025675408,8.025674848,8.025674922,8.025675309,8.025675481,8.025674638,8.025674956,8.025675417,8.025674996 +"9024","MAP2K2",8.360562821,8.360563143,8.360563571,8.360563343,8.360563391,8.360563406,8.360563293,8.360563667,8.360563546,8.360563585,8.360563634,8.360563469,8.360563336,8.360562813,8.360563476,8.360563407,8.360563462,8.36056341,8.360563198,8.36056356,8.36056301,8.360563606,8.360563433,8.360563512,8.360563653,8.360563331,8.360563313,8.360563262 +"9025","MAP2K3",8.793277455,8.873795764,9.319967098,8.907182017,8.646231891,9.159880274,8.846408847,9.458686155,9.258731529,9.129605348,9.111189558,9.731802236,8.946991941,8.353477125,8.883004843,8.513861555,9.097764203,8.913541791,8.529842906,8.940801514,8.629231532,9.21750713,9.092576817,9.088468131,9.079032625,9.748618754,9.120352118,8.596784 +"9026","MAP2K4",6.97590839,6.975908609,6.97590801,6.975908402,6.975907554,6.975907431,6.975907529,6.97590776,6.975907363,6.975907516,6.975907856,6.975906948,6.975908047,6.975908847,6.975907954,6.97590831,6.975907861,6.975908635,6.975908538,6.975907953,6.975908022,6.975907642,6.975908159,6.975908221,6.975908239,6.975907539,6.975907912,6.975908016 +"9027","MAP2K5",6.239697461,6.23969744,6.239697312,6.239697202,6.239697338,6.239697245,6.239697324,6.239697364,6.239697331,6.239697279,6.23969719,6.239697141,6.239697491,6.239697537,6.239697156,6.239697382,6.239696987,6.239697112,6.239697393,6.239697268,6.239697273,6.239697305,6.239697206,6.239697274,6.239697226,6.239697288,6.239697457,6.239697329 +"9028","MAP2K6",6.461547126,6.46154745,6.461546372,6.461547441,6.461546404,6.461545954,6.461546801,6.461545898,6.461546871,6.461546433,6.461546555,6.461545773,6.461546418,6.461547521,6.461546596,6.46154746,6.461545523,6.461546201,6.461547291,6.46154693,6.461546365,6.461545923,6.461547289,6.461547692,6.461546287,6.461546305,6.46154618,6.461546928 +"9029","MAP2K7",6.108037771,6.108037996,6.108038412,6.108038433,6.108038389,6.108038314,6.108037729,6.108038242,6.10803826,6.108038177,6.108038376,6.108038478,6.108037962,6.108037462,6.108038173,6.108038009,6.108038569,6.10803842,6.108038087,6.108037994,6.108037878,6.108038244,6.108038055,6.108038095,6.108038386,6.108038249,6.108038125,6.10803798 +"9030","MAP3K1",9.299231833,9.299232233,9.299231098,9.29923169,9.29923207,9.299231773,9.299231612,9.299230497,9.299231523,9.299231884,9.299231084,9.299230612,9.299231956,9.29923306,9.299232056,9.299231957,9.299231278,9.299231411,9.29923266,9.299230466,9.299231681,9.299231086,9.299231821,9.299232273,9.299231443,9.299231647,9.299232157,9.299232454 +"9031","MAP3K10",6.68133081,6.681330822,6.681330864,6.681330828,6.681330899,6.681330858,6.681330855,6.681330916,6.681330848,6.681330887,6.68133088,6.681330881,6.681330847,6.681330732,6.681330885,6.681330847,6.681330917,6.681330851,6.681330847,6.681330802,6.681330842,6.681330882,6.681330811,6.68133078,6.681330841,6.68133087,6.681330821,6.681330853 +"9032","MAP3K11",7.626618345,7.626618383,7.626618275,7.626618556,7.626618175,7.626618581,7.62661829,7.6266184,7.626618217,7.62661824,7.626618381,7.626618168,7.626618392,7.626618182,7.62661818,7.626618379,7.62661823,7.626618357,7.626618285,7.626618424,7.626618185,7.626618308,7.626618169,7.626618329,7.626618398,7.626618207,7.626618428,7.626618144 +"9033","MAP3K12",6.04094881,6.040948772,6.04094874,6.040948777,6.040948785,6.040948839,6.040948779,6.040948813,6.040948818,6.040948838,6.040948825,6.040948802,6.0409488,6.040948766,6.040948805,6.040948805,6.040948744,6.040948797,6.040948805,6.04094876,6.04094875,6.040948783,6.040948837,6.040948804,6.040948766,6.040948768,6.040948813,6.040948792 +"9034","MAP3K13",3.697587007,3.697587015,3.697587048,3.697587044,3.697587062,3.697587037,3.697587066,3.697587047,3.697587049,3.697587063,3.69758706,3.697587051,3.697587041,3.697587033,3.697587018,3.697587027,3.697587076,3.697587072,3.697587047,3.697587025,3.697587054,3.697587062,3.697587039,3.697587027,3.69758704,3.69758704,3.69758705,3.697587075 +"9035","MAP3K14",6.519656736,6.519656728,6.519656734,6.519656737,6.519656702,6.519656747,6.519656754,6.519656724,6.519656727,6.519656725,6.519656733,6.519656711,6.519656742,6.519656736,6.519656729,6.519656694,6.519656716,6.519656707,6.519656727,6.519656724,6.519656728,6.519656747,6.519656724,6.519656723,6.51965671,6.519656745,6.519656737,6.519656732 +"9036","MAP3K14-AS1",6.021007151,6.021007199,6.021007178,6.021007193,6.021007183,6.021007188,6.021007107,6.021007234,6.021007173,6.021007198,6.021007163,6.021007233,6.021007191,6.021007166,6.021007213,6.021007174,6.02100715,6.021007241,6.021007166,6.021007217,6.02100718,6.021007234,6.021007199,6.021007175,6.021007155,6.021007207,6.021007203,6.021007201 +"9037","MAP3K15",4.201651684,4.201651743,4.20165178,4.20165176,4.201651734,4.201651693,4.201651695,4.201651619,4.201651709,4.201651744,4.201651616,4.201651731,4.201651779,4.201651664,4.201651765,4.201651818,4.201651741,4.201651794,4.201651725,4.201651734,4.201651679,4.201651709,4.201651611,4.201651645,4.201651782,4.201651688,4.201651763,4.201651702 +"9038","MAP3K19",2.74962729,2.749627328,2.749627341,2.749627321,2.749627322,2.749627361,2.749627317,2.749627338,2.749627316,2.749627346,2.749627342,2.749627309,2.749627327,2.749627276,2.749627319,2.749627314,2.749627319,2.749627329,2.749627313,2.749627325,2.749627312,2.749627311,2.749627321,2.749627308,2.749627328,2.749627316,2.749627289,2.749627314 +"9039","MAP3K2",7.740328903,7.740329387,7.740327987,7.740330594,7.740327243,7.740327459,7.740328637,7.740327561,7.740327194,7.740327845,7.740328168,7.74032624,7.740328495,7.740329116,7.740328506,7.740329637,7.740327649,7.740329788,7.740329227,7.740327485,7.740328534,7.740327509,7.740328689,7.740329318,7.740329247,7.740328154,7.740328525,7.740327824 +"9040","MAP3K20",4.603804596,4.603804679,4.603804258,4.603804355,4.603804422,4.603804364,4.60380438,4.603804292,4.603804282,4.603804464,4.60380435,4.60380415,4.603804362,4.603804621,4.603804493,4.603804522,4.603804163,4.603804386,4.603804452,4.603804426,4.603804495,4.603804228,4.603804298,4.603804551,4.603804341,4.603804329,4.603804301,4.60380441 +"9041","MAP3K21",5.009196971,5.00919693,5.009196985,5.009196951,5.009197019,5.009196918,5.009196955,5.009196971,5.00919694,5.009196972,5.009196999,5.009196999,5.009196948,5.009196932,5.009197,5.009196939,5.009196994,5.009196986,5.009196954,5.009196954,5.009196983,5.009196972,5.009196937,5.009196932,5.009196961,5.009196955,5.009196942,5.009196975 +"9042","MAP3K3",8.367750002,8.367750458,8.367750071,8.36775071,8.367749997,8.367750403,8.367750235,8.367750045,8.367749681,8.367749937,8.367750379,8.367749772,8.367750227,8.367749937,8.367750035,8.367750375,8.367749903,8.367750292,8.367750115,8.367749949,8.367750089,8.367749895,8.367750051,8.367750547,8.367750331,8.36774978,8.367750054,8.36774956 +"9043","MAP3K4",7.228615337,7.228615126,7.228614974,7.228614882,7.228614898,7.228614866,7.228615236,7.228615006,7.228615248,7.22861515,7.228614654,7.228615087,7.228615163,7.228615535,7.228615052,7.228615006,7.228614489,7.228614754,7.228615174,7.228614635,7.228615083,7.228615049,7.228615326,7.228615096,7.228614756,7.228615025,7.228615263,7.228615231 +"9044","MAP3K4-AS1",7.0446309,7.044630704,7.044631527,7.04463062,7.044632134,7.044630619,7.044631426,7.044631964,7.04463147,7.044631439,7.04463153,7.044631992,7.044631261,7.044630258,7.044631936,7.044631447,7.044632405,7.044631681,7.044631235,7.044631157,7.044631778,7.044631854,7.044631032,7.044630999,7.044631099,7.044631819,7.044630788,7.044631501 +"9045","MAP3K5",8.384606057,8.384605952,8.384605358,8.384606438,8.38460534,8.384605722,8.38460591,8.384605296,8.384605023,8.384605306,8.38460554,8.384604565,8.384605765,8.384605549,8.384605817,8.384606056,8.38460526,8.384605985,8.384606208,8.384605969,8.384606056,8.384605227,8.384605723,8.384605943,8.38460604,8.384605474,8.384605751,8.384605211 +"9046","MAP3K6",5.93647757,5.93647772,5.936477674,5.936477719,5.936477836,5.93647771,5.936477742,5.936477809,5.936477716,5.936477684,5.936477726,5.936477778,5.936477749,5.93647765,5.936477776,5.936477722,5.9364777,5.936477823,5.936477778,5.936477707,5.936477791,5.9364778,5.936477634,5.936477616,5.936477781,5.936477822,5.936477651,5.936477739 +"9047","MAP3K7",7.062230346,7.062230306,7.062230011,7.062230016,7.062229962,7.06222995,7.06222996,7.062230008,7.062230211,7.062230047,7.062229911,7.062229852,7.062230196,7.062230562,7.062230091,7.062230259,7.062229879,7.062229881,7.062230122,7.062229982,7.062230062,7.062229891,7.062230309,7.062230169,7.062230031,7.062230029,7.062230239,7.062230282 +"9048","MAP3K7CL",6.092988342,6.092988134,6.092988402,6.092987855,6.092988317,6.092987871,6.092988135,6.092988327,6.092988281,6.092988285,6.092987953,6.092988654,6.092988456,6.092988323,6.092988398,6.092987774,6.092988413,6.09298804,6.092988256,6.092988063,6.092988138,6.092988173,6.092988337,6.092988281,6.092988072,6.092988552,6.092988291,6.092988397 +"9049","MAP3K8",6.947681088,6.947681001,6.947680959,6.947681062,6.94768097,6.947681088,6.947681085,6.947680992,6.947680958,6.947680983,6.947680991,6.947680871,6.947681014,6.947681054,6.947681062,6.94768097,6.947681057,6.947681019,6.947681006,6.947681072,6.947681023,6.947680997,6.947681005,6.947681106,6.947680993,6.947680942,6.947681068,6.947680962 +"9050","MAP3K9",5.391584453,5.391584516,5.39158465,5.391584639,5.391584805,5.391584423,5.391584793,5.391584718,5.391584639,5.391584657,5.391584413,5.39158478,5.391584584,5.391584607,5.391584759,5.391584724,5.391584751,5.391584799,5.39158452,5.391584489,5.391584735,5.391584706,5.391584563,5.391584605,5.391584599,5.391584711,5.391584558,5.391584667 +"9051","MAP4",6.287028104,6.287028042,6.287028033,6.287027992,6.287028061,6.287028188,6.287028086,6.287028013,6.28702807,6.287028114,6.287028012,6.287028003,6.287028092,6.287028109,6.287028047,6.28702798,6.287028001,6.287027965,6.287028084,6.287028139,6.287028103,6.287028052,6.287028033,6.287028059,6.287028,6.287028081,6.287028143,6.287028019 +"9052","MAP4K1",6.706789617,6.706789434,6.706789471,6.706789435,6.706789461,6.70678963,6.706789685,6.706789506,6.70678959,6.706789526,6.706789476,6.706789472,6.706789579,6.706789594,6.70678956,6.706789251,6.706789329,6.706789361,6.706789476,6.706789277,6.706789551,6.706789517,6.706789573,6.706789495,6.706789381,6.706789526,6.706789557,6.706789498 +"9053","MAP4K2",6.801976916,6.801976933,6.80197695,6.801976998,6.801976972,6.801976955,6.801976977,6.801976973,6.801976989,6.801976965,6.801976967,6.801976972,6.801976987,6.801976942,6.801976941,6.801976957,6.801976948,6.801977023,6.801977002,6.801976879,6.801976963,6.801976957,6.801976967,6.801976958,6.801976985,6.801976956,6.801976972,6.80197693 +"9054","MAP4K3",4.96270128,4.962701214,4.962701178,4.962701183,4.962701127,4.962701192,4.962701205,4.962701174,4.962701171,4.962701237,4.962701134,4.962701144,4.962701233,4.962701295,4.962701192,4.962701166,4.962701143,4.9627011,4.962701219,4.962701152,4.96270117,4.962701202,4.96270126,4.962701214,4.962701122,4.962701168,4.962701244,4.962701248 +"9055","MAP4K4",8.103305643,8.103306162,8.103305153,8.10330675,8.103304705,8.103305568,8.103306345,8.103304623,8.103305452,8.103305772,8.103305444,8.103304894,8.103305421,8.103306181,8.103305529,8.103306512,8.103305007,8.103306296,8.103306206,8.103306365,8.103306299,8.103304832,8.103306234,8.103306862,8.103306223,8.103305893,8.103305689,8.103305693 +"9056","MAP4K5",6.456907419,6.456907102,6.456907041,6.456906901,6.456907071,6.45690666,6.456907112,6.456907086,6.456906898,6.456906933,6.456907288,6.456906721,6.456907188,6.456907485,6.456907039,6.456906772,6.456906673,6.456906898,6.45690713,6.456906738,6.456907082,6.456906863,6.456907174,6.456907188,6.456907019,6.456906968,6.456907175,6.4569072 +"9057","MAP6",4.416404408,4.416404398,4.416404436,4.416404427,4.416404472,4.416404449,4.41640448,4.41640445,4.416404444,4.416404414,4.416404472,4.416404484,4.416404429,4.416404392,4.416404473,4.416404444,4.416404506,4.416404464,4.416404445,4.416404447,4.416404462,4.416404456,4.416404411,4.416404423,4.416404439,4.416404449,4.416404455,4.416404451 +"9058","MAP6D1",6.500758599,6.500758591,6.500758669,6.500758617,6.500758715,6.500758644,6.500758683,6.500758683,6.500758669,6.500758672,6.500758668,6.500758683,6.500758706,6.500758553,6.500758706,6.500758682,6.500758698,6.500758697,6.500758667,6.500758661,6.500758685,6.500758675,6.500758645,6.500758682,6.500758684,6.500758632,6.500758602,6.500758678 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+"9067","MAPK12",5.534504964,5.534504987,5.534504994,5.53450498,5.534505024,5.53450495,5.534505011,5.53450501,5.534504988,5.53450499,5.534505003,5.53450501,5.534504985,5.534504964,5.534505022,5.534505015,5.534505014,5.534505004,5.534504969,5.534505018,5.534505035,5.534505032,5.534504974,5.534504982,5.534505006,5.534505009,5.534504974,5.534505005 +"9068","MAPK13",7.567054463,7.567054756,7.567054351,7.567054936,7.567054199,7.567054294,7.56705461,7.567054511,7.567054408,7.567054311,7.567054532,7.567054489,7.567054312,7.567054495,7.567054405,7.567054858,7.56705426,7.567054815,7.567054448,7.567054103,7.567054542,7.567054401,7.567054696,7.567054655,7.567054719,7.567054408,7.56705434,7.567054421 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+"9071","MAPK1IP1L",7.895890523,7.895890465,7.895890075,7.895890354,7.895890466,7.895890657,7.895890494,7.895890305,7.895890336,7.895890327,7.89589021,7.895890122,7.895890498,7.89589066,7.895890447,7.895890156,7.89589015,7.89589032,7.895890445,7.895890448,7.895890403,7.895890317,7.895890525,7.895890291,7.895890206,7.895890332,7.895890519,7.895890502 +"9072","MAPK3",8.41686716,8.416867876,8.416867211,8.41686795,8.416867226,8.416867616,8.416867559,8.416867504,8.416867354,8.41686728,8.416867409,8.416867163,8.416867489,8.416867134,8.416867036,8.416867803,8.416866914,8.416867734,8.416867657,8.416867626,8.416867626,8.416867499,8.416867476,8.416867591,8.416867676,8.416867293,8.416867428,8.416867087 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+"9079","MAPK8IP3",7.213391117,7.213391091,7.213391119,7.213391121,7.21339113,7.213391094,7.213391105,7.213391153,7.213391115,7.213391079,7.213391111,7.213391157,7.213391123,7.21339109,7.213391106,7.213391112,7.213391118,7.21339113,7.213391119,7.213391086,7.21339111,7.21339112,7.213391116,7.213391124,7.213391122,7.213391171,7.213391128,7.213391097 +"9080","MAPK9",6.529098447,6.529098564,6.529098217,6.529098001,6.529097516,6.529098006,6.529098014,6.52909831,6.529098442,6.529098317,6.529097841,6.529097825,6.529098449,6.529098847,6.529097964,6.529098179,6.529097449,6.529097695,6.529098123,6.529097877,6.52909791,6.529098022,6.52909842,6.529098422,6.529098127,6.529098353,6.529098361,6.52909833 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+"9083","MAPKAPK3",7.956139873,7.95614002,7.956139921,7.956139993,7.956139808,7.956140123,7.956139844,7.956139983,7.956139632,7.956140039,7.956139764,7.956139641,7.956140024,7.956139811,7.956139698,7.956139815,7.956139807,7.956139706,7.956139761,7.956140087,7.956139802,7.956139993,7.956139548,7.956139934,7.956139837,7.956139727,7.956140035,7.956139635 +"9084","MAPKAPK5",6.594341023,6.594340932,6.594340565,6.594340312,6.59434047,6.594340676,6.594340563,6.594340631,6.594340902,6.594340958,6.594340467,6.594340566,6.594340985,6.594341106,6.594340259,6.594340681,6.594340301,6.594339939,6.594340748,6.594340815,6.594340605,6.594340333,6.59434092,6.594340992,6.594340254,6.594340825,6.594341079,6.594340782 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+"9091","MAPT-AS1",5.433164975,5.433165186,5.433165604,5.43316512,5.433165533,5.433164864,5.433165312,5.433165516,5.43316541,5.433165373,5.433165375,5.433165559,5.433165265,5.433164952,5.433165488,5.433165406,5.433165382,5.433165518,5.433165188,5.433165164,5.43316528,5.433165425,5.433165198,5.433165176,5.433165432,5.433165616,5.433165077,5.433165527 +"9092","MARCHF1",6.125557576,6.125556317,6.125556832,6.125556806,6.125556859,6.125556533,6.125556872,6.125555955,6.125555628,6.125557032,6.125557016,6.125555972,6.125556677,6.125557435,6.125556735,6.125555677,6.125556255,6.125556147,6.125556837,6.125556747,6.12555657,6.125556313,6.125555706,6.125556567,6.125556346,6.125556006,6.125556636,6.125556998 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+"9095","MARCHF2",8.232919898,8.189079131,9.097098789,8.450334036,8.33426614,9.233417211,8.18369525,8.880110254,8.72023537,8.518755598,8.814255866,8.850816501,8.006742106,7.464913856,8.168005312,7.694079375,9.00964775,8.542113459,8.078722525,9.029030544,7.852946154,8.513394794,8.732856863,8.719284239,8.882342508,8.725659095,7.990971818,7.784548456 +"9096","MARCHF3",6.015156336,6.015156277,6.01515621,6.015156312,6.015156111,6.015156407,6.015156491,6.015156286,6.015156547,6.015156385,6.015156119,6.015156672,6.015156257,6.015156353,6.015156394,6.015156083,6.015156071,6.015156126,6.015156384,6.015156264,6.015156463,6.015156239,6.015156423,6.015156539,6.015156226,6.015156699,6.015156346,6.015156394 +"9097","MARCHF4",5.555986143,5.555986177,5.555986188,5.555986189,5.555986174,5.55598618,5.555986153,5.555986194,5.555986202,5.555986188,5.555986193,5.555986208,5.555986186,5.555986118,5.555986174,5.555986187,5.555986234,5.555986193,5.555986164,5.555986219,5.555986162,5.555986196,5.555986166,5.555986165,5.555986195,5.555986167,5.555986176,5.555986204 +"9098","MARCHF5",6.281318341,6.281318428,6.28131822,6.281318201,6.281318096,6.281318248,6.28131816,6.281318137,6.281318206,6.281318269,6.281318123,6.28131798,6.281318157,6.28131845,6.281318275,6.281318362,6.281318144,6.281318193,6.281318211,6.281318307,6.281318203,6.281318136,6.281318335,6.281318326,6.281318153,6.281318026,6.281318236,6.28131834 +"9099","MARCHF6",8.624980179,8.624980288,8.624980025,8.624980065,8.624979564,8.624979827,8.624980012,8.624980135,8.624980105,8.624980017,8.624979851,8.624980046,8.624980055,8.624980283,8.624979901,8.62498024,8.624979676,8.624979843,8.624979955,8.624979962,8.624979964,8.624979968,8.624980049,8.624980118,8.624979842,8.624980146,8.624980124,8.624979857 +"9100","MARCHF7",8.760489107,8.760071031,8.759848821,8.760419141,8.759401049,8.759374237,8.759979236,8.759342702,8.759545792,8.759592547,8.759727155,8.75885946,8.760045811,8.760717674,8.760090838,8.760003703,8.759675224,8.759995645,8.760416233,8.759655266,8.76029873,8.759582735,8.760012965,8.759955746,8.759954202,8.759618775,8.759814853,8.76022289 +"9101","MARCHF8",9.703317941,9.342337961,10.20965582,9.635899945,9.651661706,10.27527068,9.89965318,10.09123502,9.925669918,9.910078156,10.13306207,10.30697769,9.092984563,9.432737847,9.899256153,8.755644036,10.14339601,9.63212276,9.302715136,9.929602724,9.768625562,9.839074789,9.747872714,9.80579712,10.03192412,10.33377373,9.400621448,9.576122944 +"9102","MARCHF9",6.274515892,6.274515852,6.274515811,6.27451568,6.274515915,6.274516039,6.274515884,6.274515889,6.27451596,6.274515888,6.274515677,6.274516016,6.274516,6.274516083,6.274515807,6.274515787,6.274515529,6.274515679,6.274515845,6.27451541,6.274515732,6.274515928,6.274515987,6.274515749,6.274515505,6.27451583,6.274516064,6.274516013 +"9103","MARCKS",8.551419665,8.551420971,8.551419821,8.551420796,8.551419715,8.551419188,8.551419112,8.551418422,8.551418657,8.551418893,8.551419591,8.551417632,8.551419859,8.551419109,8.551419542,8.551420449,8.551419616,8.551420628,8.551419996,8.551418733,8.55141961,8.551419061,8.551419435,8.551419674,8.551419732,8.55141843,8.551419676,8.551418652 +"9104","MARCKSL1",9.378085875,9.37808606,9.378085959,9.378085981,9.378085961,9.378085984,9.378085876,9.37808597,9.378085981,9.378086001,9.37808602,9.378085948,9.378085995,9.378085911,9.378085894,9.378085937,9.37808594,9.378085952,9.378085947,9.378086001,9.378085828,9.378085959,9.378085979,9.37808599,9.378085966,9.378085937,9.378086033,9.378085994 +"9105","MARCO",6.412453615,6.41245367,6.412453736,6.412453562,6.412453749,6.412453535,6.412453349,6.412453711,6.412453428,6.412453743,6.412453594,6.41245375,6.412453571,6.412453487,6.412453668,6.412453782,6.412453789,6.412453743,6.412453503,6.412453883,6.412453643,6.412453766,6.412453444,6.412453755,6.412453736,6.412453556,6.412453497,6.41245368 +"9106","MARF1",9.318046976,9.318047127,9.318047076,9.318047139,9.318046918,9.318047121,9.31804717,9.318046988,9.318047103,9.318047062,9.318047177,9.318047134,9.318046907,9.318047146,9.318047068,9.318047015,9.318046883,9.318047078,9.318047023,9.31804669,9.318047143,9.318046806,9.318047126,9.318047103,9.3180473,9.31804733,9.318047034,9.318046943 +"9107","MARK1",3.734713276,3.734713445,3.734713561,3.734713515,3.734713481,3.734713338,3.734713473,3.734713426,3.734713557,3.734713559,3.734713659,3.734713578,3.73471349,3.734713433,3.734713524,3.734713539,3.734713742,3.734713878,3.734713398,3.734713394,3.734713567,3.734713666,3.734713455,3.734713459,3.734713575,3.734713451,3.734713487,3.734713761 +"9108","MARK2",8.075399638,8.075399915,8.075399521,8.075400256,8.075399489,8.075399914,8.075399727,8.075399555,8.075399378,8.075399456,8.075399749,8.075399285,8.075399796,8.075399625,8.075399526,8.075399664,8.075399308,8.075400068,8.075399758,8.075399842,8.075399702,8.075399452,8.0753997,8.075399647,8.075399932,8.075399593,8.07539979,8.075399333 +"9109","MARK3",7.771283573,7.771283561,7.771283625,7.771283653,7.771283425,7.77128341,7.771283695,7.77128367,7.771283644,7.771283465,7.77128349,7.771283439,7.771283612,7.771283729,7.771283591,7.771283408,7.771283599,7.771283494,7.771283491,7.771283283,7.77128368,7.771283627,7.771283673,7.771283566,7.771283532,7.77128368,7.771283569,7.771283626 +"9110","MARK4",6.599770935,6.599770935,6.599771019,6.599770978,6.599771055,6.599770976,6.599770966,6.599771041,6.599770974,6.599770983,6.599771049,6.599771029,6.599770977,6.599770883,6.599770973,6.599771025,6.599771053,6.599771021,6.599771006,6.599770972,6.599770955,6.599771038,6.599770942,6.599770927,6.599771037,6.599770981,6.59977099,6.599770953 +"9111","MARS1",8.091777406,8.091777499,8.091777371,8.091777684,8.091776347,8.091777763,8.091777862,8.09177731,8.091777475,8.091777241,8.091777214,8.091777114,8.091777477,8.091777535,8.091777083,8.091777598,8.09177698,8.091777254,8.09177691,8.091777815,8.091777737,8.0917775,8.091777359,8.091777373,8.091777445,8.091777408,8.091777596,8.091777061 +"9112","MARS2",5.968042917,5.968042954,5.968042349,5.968041928,5.968041985,5.968042186,5.968042768,5.968042294,5.968043017,5.968042325,5.968041831,5.968042265,5.968042982,5.968043001,5.968042425,5.96804235,5.968042284,5.96804155,5.968042145,5.968041702,5.968042265,5.968042362,5.968042837,5.968042506,5.968042132,5.968042645,5.968043103,5.968042357 +"9113","MARVELD1",6.687904101,6.687904097,6.687904155,6.687904084,6.687904128,6.687904012,6.687904055,6.687904152,6.687904059,6.687904046,6.687904156,6.687904081,6.687904078,6.687903957,6.687904098,6.68790411,6.68790412,6.687904098,6.687904037,6.687904129,6.687904015,6.687904081,6.687904022,6.687904048,6.687904134,6.687904117,6.687904093,6.687904061 +"9114","MARVELD2",3.85014732,3.85014737,3.850147379,3.850147341,3.850147368,3.850147304,3.850147328,3.850147363,3.85014737,3.850147337,3.850147334,3.850147467,3.850147331,3.850147276,3.850147437,3.850147419,3.850147399,3.850147463,3.850147366,3.85014734,3.850147303,3.850147318,3.850147321,3.850147363,3.850147339,3.850147303,3.850147323,3.850147385 +"9115","MARVELD3",5.859241578,5.859241678,5.859242295,5.859241894,5.859242238,5.859241505,5.85924185,5.859242189,5.85924206,5.859242036,5.859242029,5.859242252,5.859241952,5.859241327,5.859241887,5.85924202,5.859242221,5.859242074,5.859241882,5.859241662,5.859241663,5.859242077,5.859241868,5.859241968,5.859242279,5.859241679,5.859241913,5.859242003 +"9116","MAS1",2.936129638,2.936129652,2.936129664,2.936129637,2.93612965,2.936129663,2.936129679,2.936129641,2.936129655,2.936129701,2.936129657,2.936129656,2.93612967,2.936129639,2.936129669,2.936129661,2.93612967,2.936129654,2.93612966,2.936129656,2.936129666,2.936129655,2.936129645,2.936129647,2.936129648,2.93612964,2.936129633,2.936129666 +"9117","MAS1L",3.756468786,3.756468609,3.75646869,3.756468919,3.756468736,3.756468833,3.75646881,3.756468609,3.756468771,3.756468801,3.756468737,3.756469093,3.756468682,3.756468621,3.756468766,3.756468733,3.756468975,3.756468729,3.756468733,3.756468621,3.75646879,3.756468731,3.756468748,3.756468573,3.756468755,3.75646872,3.756468783,3.756468834 +"9118","MASP1",4.409795443,4.409795459,4.409795471,4.409795438,4.409795507,4.409795465,4.40979544,4.409795439,4.409795461,4.40979546,4.409795499,4.409795515,4.409795434,4.409795441,4.409795474,4.409795453,4.409795496,4.40979551,4.409795438,4.409795502,4.409795488,4.409795493,4.409795442,4.409795467,4.409795423,4.409795459,4.409795459,4.409795461 +"9119","MASP2",4.619842164,4.619842131,4.619842199,4.619842175,4.619842216,4.61984224,4.619842188,4.6198422,4.619842169,4.619842206,4.619842168,4.619842217,4.619842167,4.619842129,4.619842197,4.619842192,4.619842252,4.619842279,4.6198422,4.619842193,4.619842221,4.619842253,4.6198421,4.61984216,4.619842191,4.619842159,4.619842196,4.619842201 +"9120","MAST1",4.886909138,4.886909372,4.886909503,4.886909409,4.886909451,4.886909267,4.886909157,4.886909472,4.886909539,4.886909294,4.886909651,4.886909691,4.88690924,4.886909176,4.886909577,4.886909542,4.886909694,4.886909571,4.886909379,4.886909507,4.886909556,4.886909596,4.88690939,4.886909247,4.886909432,4.886909508,4.886909209,4.886909473 +"9121","MAST2",5.862270026,5.862270004,5.862269996,5.862269988,5.862270047,5.862270036,5.862270048,5.86227006,5.862270009,5.862270031,5.862270087,5.862270093,5.862270026,5.862269954,5.862270104,5.862270016,5.8622701,5.862270029,5.862270053,5.86227,5.862270105,5.862270095,5.86226992,5.862269978,5.862269996,5.862270056,5.862269987,5.862270052 +"9122","MAST3",8.186189335,8.186189828,8.186189581,8.186190764,8.186189115,8.186190097,8.186189593,8.186189876,8.186189283,8.186189547,8.186189684,8.186189181,8.186189627,8.186188902,8.186189534,8.186189813,8.186189631,8.18619053,8.186189499,8.186189847,8.186189603,8.186189388,8.186189755,8.186190001,8.186190188,8.186189771,8.186189532,8.186188764 +"9123","MAST4",5.818782425,5.818782511,5.818782422,5.818782508,5.818782506,5.818782423,5.818782462,5.818782471,5.818782549,5.818782513,5.818782509,5.818782504,5.818782503,5.818782486,5.818782455,5.818782464,5.818782442,5.818782524,5.818782472,5.818782467,5.81878244,5.818782495,5.818782519,5.818782486,5.81878249,5.818782501,5.818782514,5.81878252 +"9124","MASTL",4.949987617,4.949987365,4.949987767,4.949986641,4.949985378,4.949987197,4.949984994,4.94998519,4.949985338,4.949986749,4.949987338,4.949984395,4.949985912,4.949988325,4.949986767,4.949986996,4.949986257,4.94998665,4.949985098,4.949987304,4.949985567,4.949985369,4.949985337,4.949986925,4.949987001,4.949984815,4.949984951,4.949987539 +"9125","MAT1A",4.543546218,4.543546309,4.543546483,4.54354637,4.543546516,4.543546126,4.543546424,4.543546359,4.543546291,4.543546355,4.543546467,4.543546543,4.543546169,4.543546022,4.54354653,4.543546345,4.543546447,4.543546514,4.543546324,4.543546477,4.543546526,4.54354647,4.543546298,4.543546174,4.543546431,4.543546418,4.543546186,4.54354634 +"9126","MAT2A",8.708206565,8.708206177,8.708206336,8.708205963,8.708206141,8.708206092,8.708206363,8.708206234,8.708206315,8.708206246,8.708206008,8.708206127,8.708206409,8.708206855,8.708206211,8.708205886,8.708205895,8.708205597,8.708206107,8.708206118,8.708206316,8.708206094,8.708206217,8.708206135,8.708205752,8.708206227,8.708206436,8.70820629 +"9127","MAT2B",7.284495148,7.284495106,7.284494827,7.284494983,7.284494696,7.284494993,7.284494745,7.284494895,7.284494922,7.284494699,7.284494642,7.284494545,7.284495046,7.284495334,7.284494843,7.284495064,7.284494495,7.284494745,7.284494864,7.284494877,7.284494796,7.284494812,7.284494976,7.284494955,7.284494716,7.284494958,7.28449491,7.284495123 +"9128","MATCAP1",5.517967845,5.51796779,5.517967947,5.517967885,5.517967982,5.517968029,5.517967892,5.517967902,5.517968046,5.517968083,5.51796801,5.517968192,5.517967776,5.517967703,5.517967971,5.517967896,5.517967987,5.51796791,5.517968054,5.517968041,5.51796788,5.517968055,5.517967967,5.517967883,5.517967962,5.517967819,5.517967902,5.517967875 +"9129","MATCAP2",4.595529866,4.595529875,4.595529879,4.595529871,4.595529909,4.595529858,4.59552988,4.5955299,4.595529869,4.59552989,4.595529896,4.59552991,4.595529908,4.595529837,4.595529916,4.595529908,4.595529924,4.595529928,4.59552989,4.595529885,4.595529912,4.595529924,4.595529859,4.595529863,4.595529895,4.595529904,4.595529867,4.595529889 +"9130","MATK",6.362126888,6.362126804,6.362126895,6.362126623,6.362126854,6.362126755,6.362126855,6.362127034,6.362126833,6.362126858,6.362126887,6.362126747,6.362126812,6.362126807,6.362127002,6.362126859,6.362126889,6.362126826,6.362126745,6.362126727,6.362126832,6.36212703,6.362126877,6.362126903,6.362126889,6.362126919,6.362126914,6.362126936 +"9131","MATN1",4.604301382,4.604301361,4.604301368,4.604301394,4.60430141,4.604301377,4.604301379,4.604301384,4.60430137,4.604301382,4.60430136,4.604301396,4.604301389,4.604301382,4.604301394,4.60430139,4.604301414,4.604301383,4.604301373,4.604301388,4.604301402,4.604301392,4.604301372,4.604301383,4.604301375,4.604301393,4.604301381,4.604301387 +"9132","MATN1-AS1",5.240446414,5.240446295,5.240446402,5.24044649,5.240446458,5.240446421,5.240446403,5.240446452,5.240446404,5.240446359,5.240446358,5.240446485,5.24044639,5.240446352,5.240446434,5.240446373,5.240446385,5.240446464,5.240446409,5.240446462,5.240446439,5.240446446,5.240446406,5.24044637,5.240446382,5.240446465,5.240446438,5.240446373 +"9133","MATN2",4.60868438,4.608684395,4.608684506,4.608684403,4.608684526,4.608684466,4.608684524,4.60868445,4.60868447,4.608684469,4.608684545,4.60868448,4.608684507,4.608684312,4.608684513,4.608684513,4.608684581,4.608684461,4.608684445,4.608684428,4.608684548,4.608684575,4.608684393,4.608684411,4.608684507,4.608684519,4.608684465,4.608684481 +"9134","MATN3",4.025845962,4.025845968,4.025846054,4.02584613,4.025846149,4.025846108,4.025846115,4.025845958,4.025845876,4.025846113,4.025845961,4.025846139,4.025846013,4.025845837,4.025846013,4.025846077,4.025846057,4.025846027,4.02584606,4.025845975,4.025845993,4.025846016,4.025846109,4.025845984,4.025846093,4.025845972,4.025845846,4.025845981 +"9135","MATN4",5.383199603,5.383199664,5.38319965,5.383199376,5.383200013,5.383199664,5.383199869,5.383199939,5.383199846,5.383199687,5.383199735,5.383200078,5.383199628,5.38319954,5.383199992,5.38319961,5.383200208,5.383199981,5.383199618,5.383199782,5.383200093,5.383200054,5.383199505,5.383199435,5.383199852,5.383199888,5.383199465,5.383199603 +"9136","MAU2",7.280980949,7.280981479,7.280981011,7.280981327,7.280980779,7.280981519,7.280981124,7.280981071,7.280981181,7.280981219,7.280980912,7.280980906,7.280981124,7.280980953,7.280981068,7.280981487,7.280981071,7.280981272,7.280981188,7.2809814,7.280980969,7.280981149,7.280981339,7.280981377,7.280981162,7.280981031,7.280981118,7.280980899 +"9137","MAVS",7.197926771,7.197926777,7.197926786,7.197926766,7.197926762,7.197926821,7.197926771,7.197926788,7.197926791,7.197926801,7.197926744,7.197926781,7.197926792,7.197926768,7.197926767,7.197926741,7.197926736,7.197926749,7.197926737,7.19792681,7.197926758,7.197926758,7.197926776,7.197926776,7.19792677,7.197926781,7.197926798,7.197926744 +"9138","MAX",8.054722518,8.054722527,8.054722467,8.054722579,8.054722513,8.054722603,8.054722489,8.054722517,8.05472251,8.054722524,8.054722509,8.05472249,8.054722534,8.054722545,8.054722501,8.054722482,8.054722464,8.054722554,8.054722535,8.054722509,8.054722497,8.054722516,8.054722545,8.054722566,8.054722543,8.054722528,8.054722541,8.054722488 +"9139","MAZ",7.641175406,7.641175622,7.641175452,7.641175478,7.641175668,7.64117541,7.641175542,7.641175523,7.641175669,7.641175768,7.641175519,7.641175631,7.641175503,7.641175243,7.641175601,7.641175523,7.641175638,7.641175443,7.641175421,7.641175345,7.641175638,7.641175605,7.641175497,7.64117542,7.641175465,7.641175526,7.641175442,7.64117555 +"9140","MB",4.758638659,4.758638646,4.758638805,4.758638744,4.758638787,4.758638627,4.75863877,4.758638852,4.758638761,4.758638785,4.758638873,4.758638741,4.7586386,4.75863869,4.75863876,4.758638797,4.758638873,4.758638889,4.758638695,4.758638781,4.758638831,4.758638763,4.758638715,4.758638728,4.758638901,4.758638759,4.758638677,4.758638719 +"9141","MB21D2",5.299124989,5.299125183,5.299125031,5.299125084,5.299125248,5.29912504,5.29912526,5.299124783,5.299125195,5.299124922,5.299125056,5.299125153,5.299125285,5.299125325,5.299125158,5.29912514,5.299125262,5.299124872,5.299125361,5.299125179,5.299125109,5.299124864,5.299124946,5.299124901,5.299124781,5.299125126,5.299125198,5.299125278 +"9142","MBD1",7.758412006,7.758411982,7.758412005,7.75841199,7.758411963,7.75841202,7.758411989,7.758411971,7.758412016,7.758412005,7.758411967,7.758411947,7.758412015,7.758412,7.758411982,7.758411954,7.758411966,7.758411995,7.758412003,7.758411966,7.758411971,7.758411987,7.758411999,7.758412003,7.75841198,7.758412008,7.758412013,7.758411974 +"9143","MBD2",8.049132593,8.049132472,8.049132454,8.049132526,8.049132416,8.049132559,8.049132436,8.049132352,8.049132429,8.049132495,8.049132458,8.049132107,8.049132461,8.049132645,8.049132528,8.049132335,8.049132335,8.049132434,8.049132502,8.049132584,8.049132504,8.04913239,8.049132451,8.049132566,8.049132444,8.049132371,8.049132544,8.049132548 +"9144","MBD3",6.707108261,6.707108268,6.707108322,6.707108266,6.707108346,6.707108299,6.707108289,6.707108359,6.707108331,6.707108322,6.707108318,6.707108349,6.707108312,6.707108261,6.707108319,6.707108289,6.707108344,6.707108298,6.707108271,6.707108324,6.707108314,6.707108363,6.707108308,6.707108279,6.707108265,6.707108323,6.707108294,6.707108313 +"9145","MBD3L1",2.820389075,2.820389086,2.820389076,2.820389082,2.82038908,2.820389066,2.820389081,2.820389055,2.820389113,2.82038909,2.820389081,2.820389091,2.82038907,2.820389083,2.820389118,2.82038911,2.820389159,2.820389094,2.82038907,2.82038908,2.820389105,2.820389079,2.820389082,2.820389082,2.820389082,2.820389104,2.820389065,2.82038907 +"9146","MBD4",6.84433913,6.844339048,6.844339026,6.844339151,6.844338879,6.84433911,6.844339097,6.844338915,6.84433887,6.844339044,6.844339006,6.844338812,6.844339034,6.844339316,6.844339057,6.844338964,6.844338914,6.844338992,6.844339029,6.844339184,6.844339129,6.844338998,6.844338984,6.84433906,6.844339043,6.84433901,6.84433907,6.844339132 +"9147","MBD5",6.04174306,6.041743047,6.041743033,6.041743052,6.041743051,6.041743085,6.041743047,6.041743063,6.041743065,6.04174306,6.04174303,6.041743058,6.041743062,6.041743079,6.041743045,6.041743057,6.041743029,6.041743051,6.041743049,6.041743063,6.041743052,6.041743052,6.041743067,6.041743068,6.041743051,6.041743071,6.041743065,6.041743054 +"9148","MBD6",7.252984596,7.25298468,7.252984842,7.252985097,7.252984385,7.252985171,7.252984715,7.252984618,7.252984687,7.252984651,7.252984775,7.252984705,7.252984723,7.252984444,7.252984549,7.252984752,7.252984832,7.252984925,7.252984703,7.252985153,7.252984795,7.252984891,7.252984711,7.252984732,7.252985001,7.252984663,7.252984729,7.252984407 +"9149","MBIP",5.207873667,5.207873301,5.207873434,5.207873315,5.20787342,5.207872988,5.207873404,5.207873342,5.207873671,5.207873395,5.207873346,5.207873219,5.207873602,5.20787372,5.20787347,5.207873429,5.207873189,5.207873408,5.207873735,5.207873332,5.207873583,5.207873539,5.207873532,5.207873166,5.207873533,5.207873602,5.207873509,5.20787359 +"9150","MBL2",4.644138162,4.644138185,4.644138464,4.644138353,4.644138517,4.644138458,4.644138342,4.64413839,4.64413841,4.64413822,4.644138357,4.644138385,4.644138277,4.644138332,4.644138402,4.644138356,4.644138423,4.644138535,4.644138202,4.644138426,4.644138388,4.644138331,4.644138341,4.644138249,4.644138419,4.644138367,4.644138431,4.644138379 +"9151","MBLAC1",5.848060967,5.848060993,5.848061009,5.848061007,5.848061028,5.848060989,5.848060984,5.84806097,5.848060989,5.848061006,5.848061005,5.848061008,5.848061008,5.848060968,5.848061023,5.848061009,5.84806105,5.848061026,5.848060985,5.848061022,5.848061013,5.848061035,5.848060984,5.848060997,5.848061005,5.848061016,5.848061003,5.84806102 +"9152","MBLAC2",5.494126652,5.494126646,5.494126634,5.494126555,5.494126644,5.494126625,5.494126652,5.494126652,5.494126683,5.494126678,5.494126638,5.494126669,5.494126615,5.494126778,5.494126691,5.494126625,5.494126696,5.494126641,5.494126649,5.494126596,5.494126639,5.494126691,5.494126691,5.494126627,5.494126611,5.494126646,5.494126638,5.49412675 +"9153","MBNL1",9.700658107,9.700657279,9.700656964,9.700657364,9.700656973,9.700657646,9.700657527,9.700657109,9.700657573,9.700657599,9.700656969,9.700656778,9.700657988,9.700658585,9.700657551,9.700656535,9.700656537,9.700657267,9.700657263,9.700657654,9.700657886,9.700657183,9.700657755,9.70065771,9.700656823,9.700657647,9.700657867,9.7006579 +"9154","MBNL2",7.17370909,7.173708735,7.173708541,7.173708651,7.173708681,7.173708195,7.173708815,7.173708535,7.173708613,7.173708615,7.173708457,7.173708601,7.173708867,7.173709056,7.173708811,7.173708543,7.173708406,7.173708575,7.173708752,7.173708411,7.173708812,7.173708512,7.173708773,7.173708664,7.173708664,7.17370886,7.173708921,7.17370892 +"9155","MBNL3",9.388709407,9.041265905,9.660494477,9.222055947,9.255970652,9.722299632,9.359087444,9.937150178,9.645449074,9.556226641,9.548369827,10.0059852,9.475192931,8.97746971,9.362043992,8.470686874,9.275568376,9.373842026,8.832306187,9.517520133,9.158415087,9.620128332,9.503569001,9.500249003,9.45628694,9.952949398,9.759810387,9.156593753 +"9156","MBOAT1",7.833227791,7.833228271,7.833227327,7.833228235,7.833227179,7.833227511,7.833227542,7.833227381,7.833227374,7.833227316,7.833227778,7.833226669,7.833227444,7.833228062,7.833227547,7.833228198,7.833226941,7.83322752,7.833228101,7.833227873,7.833227586,7.833227429,7.833227728,7.833227732,7.833228122,7.833227135,7.833227453,7.833227369 +"9157","MBOAT2",6.702353123,6.702353193,6.702353245,6.702353414,6.702352815,6.702353601,6.702353165,6.702352988,6.702353198,6.702352963,6.702352971,6.70235228,6.70235294,6.702353067,6.702352835,6.70235302,6.702352845,6.702353122,6.702353101,6.702353928,6.702353093,6.702352856,6.702353321,6.70235339,6.702353201,6.702352566,6.702353006,6.702352803 +"9158","MBOAT4",3.806273102,3.806273054,3.806273132,3.806272568,3.80627291,3.806273094,3.806273209,3.806272894,3.806272807,3.806273415,3.806273245,3.806273317,3.806273043,3.806272862,3.806272968,3.806273288,3.806273073,3.806273112,3.806273124,3.806273095,3.806273176,3.806273205,3.806272874,3.806272758,3.806272582,3.806273315,3.806273154,3.806273126 +"9159","MBOAT7",9.772255971,10.25244256,9.80600722,10.40839919,9.750495549,10.02837837,9.858153784,9.949835476,9.776777335,9.672908072,9.941285058,9.378171812,9.866026143,9.661610112,9.778588164,10.18443335,9.865936955,10.26933308,9.98674738,10.16497096,9.778867183,10.00575596,9.929005064,9.972344801,10.04067608,9.557443279,9.83999363,9.602549502 +"9160","MBP",7.298576553,7.298576943,7.298576333,7.298577219,7.298576316,7.298576391,7.298576573,7.298576608,7.298575932,7.298576459,7.298576692,7.298576073,7.298576643,7.298576326,7.29857668,7.298576899,7.298576292,7.298577093,7.298576656,7.298576334,7.298576489,7.298576521,7.298576564,7.29857676,7.298576866,7.298576327,7.298576618,7.298576236 +"9161","MBTD1",6.36706721,6.367067151,6.367067037,6.367067131,6.367066922,6.367066843,6.36706705,6.36706693,6.367067054,6.367067048,6.367066874,6.367066879,6.367067087,6.367067294,6.367067065,6.367067116,6.367066817,6.367066941,6.367067193,6.367066744,6.367066997,6.367066987,6.367067138,6.367067178,6.36706693,6.36706706,6.367067124,6.367067102 +"9162","MBTPS1",7.885592199,7.885592027,7.885591871,7.885591887,7.885591996,7.885592064,7.885592023,7.885592066,7.885592238,7.885592078,7.885591823,7.885592077,7.885592133,7.885592237,7.885591985,7.885591822,7.885591789,7.885591818,7.885592048,7.885591841,7.885591908,7.885591982,7.885592105,7.88559206,7.885591808,7.885592155,7.885592052,7.885592096 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+"9179","MCF2L2",4.710905966,4.710905927,4.710905894,4.710905909,4.710905933,4.71090593,4.710905894,4.71090592,4.71090593,4.710905913,4.710905905,4.710905899,4.710905924,4.710905886,4.710905928,4.710905913,4.710905875,4.710905891,4.710905939,4.710905933,4.710905884,4.710905914,4.710905926,4.710905901,4.710905881,4.710905895,4.710905921,4.710905908 +"9180","MCFD2",5.820349643,5.820349411,5.820349136,5.820349261,5.820349443,5.820349247,5.820349459,5.820349342,5.820349491,5.820349621,5.820349594,5.820349368,5.820349445,5.820350066,5.820349284,5.820348843,5.820349312,5.820349387,5.82034932,5.820348832,5.820349492,5.820349214,5.820349422,5.820349564,5.820349088,5.820349235,5.820349544,5.820349726 +"9181","MCHR1",5.268076845,5.268076717,5.268076771,5.268076748,5.268076874,5.268076782,5.268076783,5.26807685,5.268076761,5.268076723,5.268076759,5.268076853,5.268076774,5.268076698,5.268076877,5.268076833,5.26807691,5.268076868,5.268076787,5.26807685,5.268076855,5.268076811,5.268076744,5.268076761,5.26807677,5.2680768,5.268076759,5.268076798 +"9182","MCHR2",4.551181564,4.551181586,4.551181598,4.551181581,4.551181612,4.551181577,4.551181579,4.551181574,4.551181576,4.551181586,4.551181603,4.551181609,4.551181569,4.551181558,4.551181575,4.551181582,4.551181582,4.551181561,4.551181583,4.551181585,4.551181588,4.55118157,4.551181568,4.551181565,4.551181596,4.551181589,4.551181557,4.551181594 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+"9187","MCM3AP",7.113349433,7.113349407,7.113349373,7.113349398,7.113349345,7.113349439,7.11334942,7.113349342,7.11334941,7.113349437,7.113349362,7.1133494,7.113349404,7.113349456,7.113349366,7.11334937,7.113349304,7.113349319,7.113349408,7.113349429,7.113349389,7.113349362,7.113349387,7.113349418,7.113349329,7.113349419,7.113349438,7.113349373 +"9188","MCM3AP-AS1",5.052976951,5.052976897,5.052976986,5.052976939,5.052977016,5.052976884,5.05297698,5.052976994,5.052976946,5.052976999,5.052976977,5.052977007,5.052976973,5.052976991,5.052976988,5.052976981,5.052976983,5.052976984,5.052976917,5.052976957,5.052976991,5.052976966,5.05297695,5.052976949,5.052976944,5.052976965,5.052976952,5.052976987 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+"9281","MELK",3.78282247,3.782822468,3.782822523,3.782822411,3.782822495,3.782822561,3.782822729,3.782822485,3.782822617,3.782822454,3.782822469,3.78282253,3.782822471,3.782822486,3.782822484,3.782822389,3.782822497,3.782822507,3.782822476,3.782822606,3.782822701,3.782822503,3.782822632,3.782822553,3.782822524,3.782822499,3.782822504,3.782822496 +"9282","MELTF",5.753381512,5.753381497,5.753381534,5.753381494,5.753381654,5.753381463,5.753381558,5.753381617,5.753381566,5.753381501,5.753381599,5.753381604,5.753381546,5.7533814,5.753381645,5.753381578,5.753381607,5.753381532,5.753381554,5.753381463,5.753381622,5.753381624,5.753381506,5.753381444,5.753381552,5.753381636,5.75338153,5.753381544 +"9283","MEMO1",6.2547619055,6.254761954,6.254761987,6.2547619795,6.254761995,6.254761955,6.2547619925,6.254761992,6.2547619815,6.254762005,6.2547620935,6.254762043,6.2547620725,6.2547619765,6.254762037,6.254762035,6.25476197,6.2547620235,6.2547619815,6.254761967,6.254762023,6.2547620135,6.25476203,6.254762056,6.254762054,6.2547620505,6.2547620235,6.254761985 +"9284","MEN1",6.210070068,6.210070001,6.210070111,6.210070084,6.210070153,6.210070125,6.210070142,6.210070034,6.210070128,6.210070122,6.210070013,6.210070162,6.210070183,6.210070122,6.210070122,6.210070002,6.210070119,6.210070004,6.210070053,6.210070006,6.210070129,6.210070055,6.210070055,6.210070119,6.21007006,6.210070185,6.21007013,6.210070109 +"9285","MEOX1",5.327551501,5.327551529,5.327551581,5.327551553,5.3275516,5.327551509,5.327551547,5.327551605,5.327551603,5.327551552,5.327551546,5.32755155,5.327551537,5.327551511,5.327551557,5.327551565,5.327551634,5.327551608,5.327551518,5.327551591,5.32755156,5.327551579,5.327551549,5.327551577,5.327551545,5.327551509,5.327551547,5.327551548 +"9286","MEOX2",5.221963953,5.221963914,5.22196397,5.221963945,5.221964,5.221963987,5.221963956,5.221963991,5.221963971,5.221963946,5.221963992,5.221963998,5.221963941,5.221963896,5.221963996,5.221963974,5.221963993,5.221963985,5.221963969,5.221963967,5.221963974,5.221963961,5.221963939,5.221963915,5.221963955,5.22196399,5.221963926,5.22196396 +"9287","MEP1A",4.325009812,4.325009797,4.325009862,4.325009863,4.325009844,4.325009768,4.325009741,4.325009871,4.325009796,4.325009842,4.325009896,4.325009916,4.325009775,4.325009725,4.325009771,4.3250099,4.325009859,4.325009862,4.32500981,4.325009781,4.325009791,4.325009867,4.325009799,4.325009795,4.325009848,4.325009839,4.325009843,4.325009856 +"9288","MEP1B",3.175811399,3.175811418,3.175811408,3.175811449,3.175811419,3.175811411,3.175811406,3.1758114,3.175811434,3.175811415,3.175811415,3.175811445,3.175811422,3.175811371,3.175811397,3.175811425,3.175811486,3.175811412,3.175811439,3.175811412,3.175811444,3.175811428,3.175811431,3.175811427,3.175811418,3.175811401,3.175811414,3.17581144 +"9289","MEPCE",7.474262535,7.47426255,7.474262525,7.474262548,7.474262538,7.474262543,7.474262536,7.474262534,7.474262541,7.474262544,7.474262524,7.474262535,7.474262544,7.474262538,7.474262526,7.47426254,7.474262533,7.474262539,7.474262541,7.474262521,7.474262525,7.474262523,7.474262542,7.474262542,7.474262526,7.474262543,7.474262539,7.474262532 +"9290","MEPE",3.298956297,3.298956348,3.298956505,3.29895649,3.298956651,3.298956383,3.298956659,3.29895651,3.298956481,3.29895652,3.298956644,3.298956758,3.298956477,3.298956471,3.298956605,3.298956501,3.298956674,3.298956607,3.298956438,3.298956432,3.298956622,3.298956694,3.298956491,3.298956466,3.298956566,3.298956575,3.298956386,3.298956631 +"9291","MERTK",5.095214892,5.095214799,5.09521375,5.095213611,5.095214734,5.095214395,5.095214554,5.095213068,5.095212541,5.095214665,5.095213817,5.095213893,5.095213882,5.095214085,5.095214398,5.095214251,5.095213993,5.095213335,5.095214571,5.095214222,5.095214417,5.095213656,5.09521315,5.095214481,5.095213872,5.09521407,5.09521363,5.095213984 +"9292","MESD",6.956065314,6.956065282,6.956065227,6.956065199,6.956065209,6.956065251,6.956065268,6.956065245,6.956065284,6.956065241,6.956065157,6.956065213,6.95606528,6.956065321,6.956065255,6.956065209,6.95606517,6.956065165,6.956065234,6.956065245,6.956065205,6.956065199,6.95606528,6.95606525,6.956065207,6.956065258,6.956065304,6.956065284 +"9293","MESP1",6.801584827,6.801584787,6.801584951,6.801584766,6.801585062,6.801584901,6.80158492,6.801585006,6.801584861,6.801584838,6.801584963,6.801585088,6.801584874,6.801584632,6.801584958,6.801584836,6.801585052,6.801584996,6.801584869,6.801584965,6.801585004,6.801584945,6.801584832,6.80158478,6.801584914,6.801585032,6.801584912,6.801584834 +"9294","MESP2",6.461647026,6.4616471,6.461647406,6.461647255,6.461647473,6.461647168,6.461647294,6.461647456,6.461647246,6.461647463,6.461647398,6.461647515,6.461647308,6.461646819,6.461647369,6.461647217,6.461647569,6.461647355,6.461647251,6.46164706,6.461647407,6.461647427,6.461647217,6.461647152,6.461647319,6.46164736,6.461647168,6.461647109 +"9295","MEST",5.442707177,5.442707324,5.442707284,5.442707404,5.442707158,5.442707147,5.442707237,5.442707273,5.442707296,5.442707197,5.44270733,5.442707481,5.442707209,5.44270726,5.442707279,5.442707273,5.442707229,5.442707402,5.442707221,5.442707184,5.442707234,5.442707256,5.442707274,5.442707248,5.442707345,5.442707343,5.442707136,5.442707217 +"9296","MET",3.55294104,3.552941137,3.552941139,3.552941069,3.552941138,3.552941175,3.552941161,3.55294118,3.552941133,3.552941152,3.552941084,3.552941197,3.552941104,3.552941032,3.552941121,3.552941054,3.55294115,3.552941211,3.552941105,3.552941108,3.552941145,3.552941093,3.552941063,3.552941202,3.552941078,3.552941097,3.552941064,3.552941057 +"9297","METAP1",7.260953812,7.260953537,7.260953068,7.260952348,7.260952718,7.260952537,7.260953306,7.260952566,7.260953364,7.260953157,7.260952558,7.260952112,7.260953386,7.26095462,7.260952904,7.260953018,7.260952227,7.260951496,7.260953169,7.260951769,7.26095297,7.260952522,7.260953501,7.260953546,7.260952408,7.260953069,7.260953415,7.260953285 +"9298","METAP1D",4.280380084,4.2803799,4.280379952,4.28038026,4.280380345,4.280380081,4.280380159,4.28038016,4.280380353,4.280380132,4.280379978,4.280380417,4.280380177,4.280380501,4.280380101,4.28037998,4.280380065,4.280380148,4.280380046,4.280380114,4.280380169,4.280380121,4.280380281,4.280380187,4.280380201,4.280380446,4.280380202,4.280380316 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+"9301","METRNL",6.775072612,6.775072836,6.775072721,6.775072769,6.77507278,6.775072701,6.775072603,6.775072694,6.775072639,6.775072699,6.775072877,6.77507266,6.775072731,6.77507271,6.775072654,6.775072844,6.775072693,6.775072791,6.775072779,6.775072757,6.775072711,6.775072529,6.775072602,6.775072759,6.775072793,6.775072663,6.775072667,6.775072651 +"9302","METTL1",4.657993392,4.657993428,4.657993462,4.657993408,4.657993416,4.657993447,4.657993403,4.657993425,4.657993426,4.657993417,4.657993426,4.657993387,4.657993422,4.657993377,4.657993427,4.657993414,4.657993435,4.657993462,4.657993402,4.657993379,4.657993371,4.657993449,4.657993375,4.657993376,4.657993422,4.657993439,4.657993396,4.657993399 +"9303","METTL13",6.621814592,6.621814795,6.621814455,6.621814347,6.621814443,6.621814653,6.621814647,6.621814417,6.62181473,6.621814664,6.621814316,6.62181434,6.621814674,6.6218148,6.621814565,6.621814613,6.621814317,6.621814227,6.621814574,6.621814508,6.621814537,6.621814549,6.621814658,6.62181458,6.621814237,6.621814504,6.621814551,6.62181463 +"9304","METTL14",5.673651413,5.673651345,5.673651338,5.673651235,5.673651255,5.673651171,5.67365123,5.673651168,5.673651372,5.673651243,5.673651336,5.673650956,5.673651305,5.673651696,5.673651416,5.673651316,5.673651249,5.673651249,5.67365131,5.673651138,5.673651257,5.673651265,5.673651359,5.67365129,5.673651213,5.6736513,5.673651249,5.673651487 +"9305","METTL15",5.2588151265,5.2588150975,5.2588148635,5.2588147735,5.2588147325,5.258814728,5.2588148105,5.258814774,5.2588148895,5.2588149025,5.2588148345,5.2588146705,5.258815064,5.258815136,5.258814831,5.2588147775,5.258814613,5.25881483,5.2588149495,5.2588145955,5.25881486,5.258814756,5.2588149045,5.2588148645,5.2588147525,5.258814792,5.2588150365,5.2588150485 +"9306","METTL16",6.106455235,6.106455217,6.106454779,6.106454776,6.106454803,6.106454843,6.106454855,6.106454953,6.106455296,6.106455116,6.106454594,6.106454921,6.106455253,6.106455764,6.106455112,6.106454658,6.106454487,6.106454715,6.106454955,6.106455094,6.106454915,6.106454957,6.106455208,6.106455278,6.10645471,6.106455239,6.106455121,6.106455302 +"9307","METTL17",6.304599379,6.304599298,6.304599313,6.304599259,6.304599237,6.304599315,6.304599342,6.304599314,6.304599357,6.304599335,6.304599239,6.304599333,6.304599395,6.304599402,6.304599306,6.304599283,6.304599193,6.304599178,6.304599294,6.304599212,6.30459937,6.304599352,6.304599322,6.304599224,6.304599238,6.304599359,6.304599367,6.304599278 +"9308","METTL18",4.29705481,4.297054541,4.297054783,4.297054588,4.29705466,4.297054457,4.297054524,4.297054573,4.297054849,4.297054629,4.297054477,4.297054722,4.297054694,4.297055139,4.29705477,4.297054797,4.297054774,4.297054721,4.297054523,4.297054576,4.297054567,4.297054676,4.297054846,4.297054608,4.297054774,4.297054572,4.297054649,4.297055126 +"9309","METTL21A",5.732153274,5.732153288,5.732153297,5.732153266,5.73215329,5.732153245,5.732153258,5.732153283,5.732153286,5.732153283,5.732153276,5.732153232,5.732153289,5.732153316,5.732153291,5.732153267,5.732153281,5.732153261,5.732153288,5.73215327,5.732153258,5.732153282,5.73215328,5.732153278,5.732153273,5.732153269,5.732153298,5.732153307 +"9310","METTL21C",3.705380271,3.70538028,3.70538029,3.705380274,3.705380279,3.705380279,3.705380274,3.705380292,3.705380286,3.705380283,3.705380272,3.705380302,3.705380279,3.705380249,3.70538028,3.705380277,3.70538029,3.705380282,3.70538027,3.705380284,3.705380274,3.705380277,3.705380269,3.705380265,3.705380287,3.70538028,3.705380282,3.705380293 +"9311","METTL21EP",4.201332899,4.201332862,4.201332822,4.201332858,4.201332845,4.201332821,4.201332799,4.201332852,4.201332852,4.201332804,4.201332894,4.201332872,4.201332862,4.201332874,4.201332863,4.201332847,4.201332858,4.20133289,4.201332876,4.201332851,4.201332844,4.201332876,4.201332815,4.20133282,4.201332889,4.201332889,4.201332837,4.201332862 +"9312","METTL22",6.509903065,6.50990309,6.509902971,6.509903075,6.509902876,6.509903103,6.509903013,6.509902923,6.509903017,6.509902954,6.509902922,6.509903036,6.509903054,6.509903004,6.509902781,6.509902926,6.509902948,6.509902861,6.509902987,6.509902896,6.509902824,6.509903069,6.509903145,6.509903171,6.509902959,6.509903052,6.509903082,6.509902796 +"9313","METTL23",6.751630303,6.751629911,6.751629805,6.751629291,6.751629429,6.751629935,6.751629707,6.751629439,6.751630132,6.751629944,6.751629538,6.751629207,6.751629993,6.751630237,6.751629822,6.751629547,6.751629117,6.751629528,6.751629864,6.751629819,6.751629421,6.751629968,6.75163014,6.751629862,6.751629564,6.751629938,6.751630082,6.751629882 +"9314","METTL24",3.457059513,3.457059493,3.457059462,3.457059537,3.45705949,3.457059519,3.457059476,3.457059524,3.457059462,3.457059489,3.457059511,3.457059483,3.457059505,3.457059498,3.457059503,3.457059523,3.457059508,3.457059507,3.457059507,3.457059457,3.457059508,3.457059511,3.457059471,3.457059485,3.457059473,3.457059527,3.457059518,3.457059479 +"9315","METTL25",5.597846192,5.597846084,5.597845851,5.597845626,5.597845595,5.597844882,5.597845848,5.59784561,5.59784567,5.597845808,5.597845356,5.597845329,5.597845827,5.59784672,5.597845896,5.597846012,5.597845694,5.597845434,5.597846021,5.597845124,5.597845647,5.597845911,5.597845721,5.597845714,5.597845565,5.597845316,5.597845784,5.597846363 +"9316","METTL25B",6.024467132,6.024467031,6.024467308,6.024467164,6.02446744,6.02446713,6.024467316,6.024467188,6.024467143,6.024467071,6.024467181,6.024467223,6.024467038,6.02446684,6.024467351,6.024467093,6.024467392,6.024467219,6.024467219,6.024467175,6.024467349,6.024467473,6.024467095,6.024466961,6.024466994,6.02446724,6.024467034,6.024467259 +"9317","METTL26",6.58713122,6.587131217,6.587131227,6.587131215,6.587131233,6.587131221,6.587131219,6.587131241,6.587131229,6.587131228,6.587131231,6.587131234,6.587131233,6.587131197,6.587131231,6.587131216,6.587131237,6.587131213,6.587131235,6.587131211,6.587131229,6.587131235,6.587131206,6.587131216,6.587131218,6.587131238,6.587131214,6.587131221 +"9318","METTL27",5.886743513,5.886743391,5.886743859,5.88674368,5.886743971,5.886743717,5.886743815,5.886743824,5.886743746,5.886743633,5.886743617,5.886743885,5.886743509,5.886743307,5.886743787,5.886743691,5.886744013,5.886743798,5.886743719,5.886743503,5.886743848,5.886743915,5.886743533,5.886743482,5.886743646,5.88674389,5.886743637,5.886743823 +"9319","METTL2A",5.832251941,5.832251332,5.832250898,5.832251535,5.832251757,5.832251234,5.832251508,5.832251378,5.832251773,5.832251902,5.832251478,5.832251732,5.832251636,5.832251868,5.832251522,5.832251397,5.832251472,5.832251137,5.832251545,5.8322504,5.832251828,5.832251325,5.832251771,5.832251823,5.832251495,5.832251606,5.832251731,5.83225182 +"9320","METTL2B",5.981787875,5.9817875205,5.9817874875,5.9817877075,5.981787739,5.981787626,5.981787597,5.981787434,5.9817877605,5.981787834,5.981787549,5.98178777,5.981787642,5.981787955,5.9817878315,5.9817875235,5.981787303,5.981787396,5.981787705,5.9817874215,5.981787638,5.9817875715,5.98178785,5.9817877295,5.9817876725,5.981787867,5.9817877495,5.9817875785 +"9321","METTL3",6.882761585,6.882761178,6.882760985,6.882760873,6.882760602,6.8827612,6.882761276,6.882760974,6.882761424,6.882761383,6.882760939,6.882760972,6.882761507,6.882761861,6.882760913,6.882760995,6.882760619,6.882760666,6.882761071,6.882760443,6.882761155,6.882761214,6.882761355,6.882761186,6.882760629,6.88276131,6.882761434,6.882761185 +"9322","METTL4",6.445208546,6.445208315,6.445208129,6.445208156,6.445208098,6.445208128,6.445208248,6.445208191,6.445208292,6.445208075,6.445208041,6.445208006,6.4452083,6.445208638,6.445208229,6.445208286,6.445207955,6.445208068,6.445208257,6.445208128,6.445208233,6.445208282,6.445208408,6.445208122,6.445208111,6.445208131,6.445208201,6.44520845 +"9323","METTL5",6.8707368,6.870736573,6.870736399,6.870736087,6.870736304,6.870736305,6.870736402,6.87073631,6.870736789,6.870736596,6.870736272,6.870736061,6.870736722,6.870737106,6.870736508,6.870736592,6.870736446,6.870736387,6.870736498,6.870736743,6.870736573,6.870736385,6.870736611,6.870736577,6.870736381,6.870736537,6.870736646,6.870736803 +"9324","METTL6",6.090206659,6.09020658,6.090206434,6.090206415,6.090206212,6.090206547,6.090206555,6.090206456,6.090206673,6.090206622,6.09020634,6.090206262,6.090206585,6.090206703,6.09020628,6.090206449,6.090206206,6.090206106,6.090206636,6.090205737,6.090206428,6.090206405,6.090206678,6.090206436,6.090206406,6.0902065,6.090206516,6.090206635 +"9325","METTL7A",6.710469315,6.710469612,6.71046972,6.710469493,6.71046964,6.710468558,6.710469649,6.710468271,6.710468347,6.710469975,6.710469929,6.710468883,6.710469651,6.710470451,6.710468691,6.710468848,6.710469092,6.710468857,6.710469571,6.710468198,6.710469592,6.710468825,6.71046875,6.710469769,6.710469497,6.710469073,6.710469823,6.710470135 +"9326","METTL7B",5.479467777,5.479467739,5.479467804,5.47946778,5.479467879,5.479467884,5.479467876,5.479467905,5.479467868,5.479467676,5.479467877,5.479467987,5.479467784,5.479467628,5.479467906,5.479467889,5.479467942,5.479467942,5.479467901,5.479467889,5.479467816,5.479467906,5.47946775,5.47946771,5.479467758,5.479467872,5.479467791,5.479467863 +"9327","METTL8",4.968229047,4.968229038,4.968228997,4.968228993,4.968229024,4.968229021,4.96822902,4.968228981,4.968229026,4.968228992,4.968229038,4.96822903,4.96822904,4.968229072,4.968229036,4.96822902,4.968229018,4.968228999,4.968229023,4.968228999,4.968229029,4.968229039,4.968229038,4.968229,4.968228982,4.968229039,4.968229013,4.968229047 +"9328","METTL9",8.464015723,8.464015668,8.46401568,8.464015656,8.464015567,8.46401556,8.464015748,8.464015634,8.464015638,8.46401555,8.464015533,8.464015569,8.464015558,8.464015852,8.46401566,8.464015671,8.464015714,8.464015569,8.464015672,8.464015668,8.464015719,8.464015693,8.46401571,8.464015671,8.464015561,8.464015578,8.46401551,8.464015731 +"9329","MEX3B",5.490524852,5.490524853,5.490524853,5.490524858,5.490524867,5.490524849,5.490524858,5.490524856,5.490524851,5.490524853,5.490524858,5.49052488,5.490524857,5.490524834,5.49052486,5.490524851,5.490524866,5.490524864,5.490524852,5.490524848,5.490524861,5.490524865,5.490524842,5.49052484,5.490524856,5.490524865,5.490524851,5.490524846 +"9330","MEX3C",7.291055993,7.291055796,7.291055773,7.291055773,7.29105581,7.291055482,7.291055798,7.291055857,7.291055913,7.291055728,7.291055704,7.291055698,7.291055844,7.29105593,7.291055822,7.291055819,7.291055724,7.291055694,7.291055811,7.291055694,7.291055709,7.291055719,7.29105597,7.291055968,7.291055654,7.291055852,7.291055963,7.291056123 +"9331","MEX3D",6.36816483,6.368164819,6.368165116,6.368164785,6.368165177,6.368165007,6.368164996,6.368165149,6.368165012,6.368165087,6.368165063,6.368165202,6.368165029,6.368164551,6.368165136,6.368165,6.368165237,6.368164954,6.368165077,6.368165037,6.368165024,6.368165092,6.368164949,6.368164819,6.368164906,6.368165098,6.368164867,6.368164992 +"9332","MFAP1",5.957442113,5.957442264,5.957441748,5.957442017,5.957441655,5.95744264,5.957441967,5.957441528,5.957441949,5.957442269,5.957441871,5.9574417,5.957442008,5.957442623,5.957441912,5.957442421,5.957441528,5.957441739,5.95744186,5.957442476,5.95744173,5.957441584,5.957442065,5.957442332,5.957441614,5.957441546,5.957441965,5.957442098 +"9333","MFAP2",5.362332655,5.362332694,5.362332693,5.362332674,5.362332712,5.36233269,5.362332676,5.362332714,5.362332708,5.362332689,5.362332717,5.36233276,5.36233269,5.362332643,5.362332747,5.362332694,5.362332748,5.362332706,5.362332728,5.362332682,5.362332716,5.362332744,5.362332696,5.362332683,5.362332677,5.362332739,5.362332694,5.362332684 +"9334","MFAP3",6.35028527,6.350285248,6.350285038,6.350285059,6.350285004,6.350285042,6.350284977,6.350285016,6.350285051,6.350284883,6.350284919,6.350284715,6.350285057,6.350285395,6.350285027,6.350285046,6.350284865,6.350284914,6.350285065,6.350284913,6.350284976,6.350284936,6.350285078,6.350285214,6.350284849,6.350284832,6.350284972,6.350285241 +"9335","MFAP3L",5.145219982,5.14522097,5.145220437,5.145221902,5.145220619,5.145220661,5.145220549,5.145220201,5.145219754,5.145221096,5.145221341,5.145220762,5.145220166,5.14522008,5.145220446,5.145220316,5.145220904,5.145222101,5.145220336,5.145220487,5.145220466,5.145220272,5.145220266,5.14522136,5.145221718,5.145221258,5.145220222,5.14522078 +"9336","MFAP4",4.612826347,4.61282651,4.612826642,4.612826445,4.612826865,4.612826548,4.612826743,4.612826773,4.612826705,4.612826696,4.612826848,4.612826854,4.612826427,4.612826326,4.612826604,4.612826649,4.612826836,4.612826684,4.612826735,4.612826675,4.612826643,4.612826878,4.612826621,4.612826517,4.612826612,4.612826699,4.612826492,4.612826553 +"9337","MFAP5",3.731224174,3.731223929,3.731223979,3.731223935,3.731224063,3.731224203,3.731223921,3.731224103,3.731224097,3.73122407,3.731224025,3.731224319,3.731224064,3.731223884,3.731224247,3.731224141,3.731223978,3.731224036,3.731224142,3.731224134,3.731224,3.731223996,3.731224068,3.731224008,3.731224105,3.731223939,3.731224017,3.731223995 +"9338","MFF",6.526062833,6.526062725,6.526062612,6.526062617,6.526062553,6.526062572,6.526062661,6.526062623,6.526062756,6.526062636,6.52606259,6.526062414,6.526062637,6.52606285,6.526062613,6.526062634,6.526062277,6.526062398,6.526062644,6.526062582,6.526062651,6.526062508,6.526062761,6.526062676,6.526062667,6.526062594,6.526062708,6.526062636 +"9339","MFGE8",6.060426409,6.06042638,6.060426329,6.060426299,6.060426461,6.060426419,6.060426403,6.060426443,6.060426506,6.060426515,6.060426317,6.060426546,6.060426398,6.060426454,6.060426457,6.060426326,6.060426385,6.060426397,6.060426371,6.060426352,6.060426403,6.060426459,6.060426406,6.060426401,6.060426319,6.06042648,6.060426382,6.060426488 +"9340","MFHAS1",6.764632086,6.764632115,6.76463212,6.764632153,6.76463211,6.76463222,6.764632163,6.764632099,6.764632171,6.764632172,6.764631988,6.764632103,6.764632177,6.76463209,6.764632027,6.76463208,6.764631993,6.764632145,6.764632102,6.764632134,6.764632117,6.764632048,6.764632194,6.764632099,6.764632109,6.764632073,6.764632179,6.764632068 +"9341","MFN1",6.961975121,6.961974809,6.961974434,6.96197468,6.961974284,6.96197377,6.961974727,6.961974254,6.961974952,6.961974678,6.961974763,6.961973509,6.961974674,6.961975968,6.961974436,6.961974621,6.961973781,6.961974446,6.961974803,6.961973591,6.961974414,6.96197414,6.961975232,6.961974881,6.961974776,6.961974398,6.961974555,6.961975321 +"9342","MFN2",8.204228797,8.204229144,8.204228364,8.204229935,8.204227958,8.204228298,8.204228968,8.204229235,8.204227681,8.204228161,8.204229248,8.204228597,8.204228035,8.204228839,8.204229348,8.204228726,8.204227796,8.204229484,8.204228301,8.204227567,8.204228629,8.204228902,8.204227605,8.204229024,8.204229695,8.20422901,8.204228034,8.20422791 +"9343","MFNG",8.335058953,8.335059015,8.335059032,8.335059007,8.335058855,8.335058907,8.335058878,8.335059057,8.335059064,8.335059006,8.335058775,8.335058939,8.335059219,8.33505919,8.335058662,8.335058623,8.33505874,8.335058679,8.335058926,8.335058355,8.335058606,8.335059078,8.335058895,8.335058959,8.335058652,8.335058913,8.335059086,8.335059056 +"9344","MFSD1",8.657540106,8.657540294,8.657539551,8.657539742,8.657539236,8.65753814,8.657538753,8.657538241,8.657538489,8.657539421,8.657540033,8.657538414,8.657538881,8.657540349,8.657538835,8.657540013,8.657539269,8.657538695,8.657539749,8.657537866,8.657538437,8.65753816,8.657538902,8.657540353,8.657539724,8.657538576,8.657538947,8.657539268 +"9345","MFSD10",7.827811322,7.827811301,7.82781133,7.827811294,7.827811266,7.827811233,7.827811382,7.827811372,7.827811323,7.827811328,7.827811245,7.827811284,7.827811359,7.827811244,7.827811294,7.827811313,7.827811325,7.82781128,7.827811298,7.827811223,7.827811343,7.827811395,7.827811349,7.827811314,7.827811192,7.827811182,7.827811308,7.827811219 +"9346","MFSD11",6.194614074,6.194614055,6.194614039,6.194614047,6.194613997,6.19461405,6.194614058,6.194614028,6.194614049,6.194614056,6.194614006,6.194613985,6.194614072,6.19461406,6.19461404,6.194614037,6.194613995,6.194613996,6.194614061,6.194614022,6.194614015,6.194613984,6.194614043,6.19461405,6.194614022,6.194614014,6.194614068,6.194614022 +"9347","MFSD12",7.36424841,7.364248487,7.364248611,7.364248426,7.364248511,7.36424871,7.364248464,7.364248613,7.364248572,7.364248528,7.364248417,7.364248681,7.364248559,7.36424837,7.364248423,7.364248523,7.364248732,7.364248457,7.364248487,7.364248452,7.36424837,7.364248634,7.364248425,7.364248482,7.364248456,7.364248487,7.364248549,7.36424845 +"9348","MFSD13A",5.766802494,5.766802478,5.766802508,5.766802489,5.766802539,5.76680252,5.766802544,5.766802527,5.766802515,5.766802499,5.766802532,5.766802541,5.766802517,5.766802484,5.766802545,5.766802544,5.766802544,5.766802535,5.766802517,5.766802519,5.766802543,5.766802542,5.76680249,5.766802498,5.766802525,5.766802524,5.766802485,5.766802519 +"9349","MFSD14A",8.506403908,8.506404221,8.506402974,8.506403519,8.506402834,8.506404139,8.506403282,8.506403373,8.506403524,8.506403047,8.506402565,8.506402525,8.506403301,8.506404548,8.506403435,8.506403839,8.506402784,8.506403291,8.506403236,8.506404285,8.506403273,8.506403109,8.506403883,8.506403795,8.506403065,8.506402918,8.506403272,8.50640399 +"9350","MFSD14B",8.466191006,8.466233827,8.4661678275,8.4661826745,8.4661171875,8.466272147,8.466198625,8.4661515855,8.4661669285,8.4661616225,8.4661472385,8.4661248745,8.4661918725,8.4662359705,8.4661483175,8.4662186345,8.4661643305,8.466166036,8.4662049645,8.466310701,8.466213513,8.466146137,8.4662192915,8.4662301895,8.46616042,8.466155897,8.4661915735,8.466169463 +"9351","MFSD2A",5.207952695,5.207952741,5.207952885,5.207952733,5.207952943,5.207952931,5.207952853,5.207952801,5.207952804,5.207952753,5.20795275,5.207952664,5.207952798,5.207952575,5.207952945,5.207952749,5.207953074,5.20795264,5.20795279,5.207952906,5.207952827,5.207952852,5.207952592,5.207952783,5.207952669,5.207952573,5.207952837,5.207952494 +"9352","MFSD2B",6.055652807,6.0556528715,6.0556541975,6.0556532495,6.0556533745,6.0556537245,6.055653456,6.055653745,6.055653679,6.0556535485,6.0556539645,6.055653975,6.055652725,6.055651577,6.0556534935,6.055652594,6.0556538985,6.05565348,6.0556528325,6.055653318,6.0556528045,6.0556538725,6.0556536645,6.055653632,6.055653821,6.05565324,6.055652758,6.055652624 +"9353","MFSD3",6.153107858,6.153107858,6.153107902,6.153107679,6.153107899,6.153107864,6.153107837,6.153107726,6.153107818,6.153107764,6.153107708,6.153107817,6.153107854,6.153107637,6.153107786,6.153107768,6.153107716,6.153107615,6.153107794,6.153107789,6.153107802,6.15310785,6.153107816,6.153107742,6.153107747,6.153107791,6.153107853,6.153107784 +"9354","MFSD4A",4.933357287,4.933357243,4.933357334,4.933357329,4.933357354,4.933357308,4.933357327,4.93335737,4.933357303,4.933357277,4.933357308,4.933357362,4.933357308,4.933357278,4.933357303,4.933357311,4.933357324,4.933357326,4.933357304,4.933357288,4.933357339,4.933357323,4.933357291,4.933357253,4.933357342,4.933357326,4.933357323,4.933357307 +"9355","MFSD4B",6.917583325,6.91758344,6.917583009,6.917582785,6.917582829,6.917582889,6.917583034,6.91758306,6.917583294,6.917582871,6.917583047,6.917582814,6.917583296,6.917583745,6.917582893,6.91758337,6.917582715,6.917582757,6.917583333,6.917582862,6.917582826,6.917583026,6.917583126,6.91758306,6.91758273,6.917582994,6.917583241,6.917583288 +"9356","MFSD5",5.948546204,5.948546844,5.948546465,5.948545982,5.948546411,5.948546256,5.948546512,5.948546509,5.948546309,5.948546324,5.948545238,5.948546106,5.94854617,5.948546533,5.948546272,5.948547097,5.948546115,5.948545956,5.948546209,5.948546725,5.948546111,5.948546828,5.948546359,5.948546502,5.948546121,5.948545942,5.948546645,5.948546203 +"9357","MFSD6",6.804875642,6.804875575,6.804875328,6.804875241,6.804875213,6.804875439,6.804875712,6.804875527,6.804875778,6.804875564,6.804874944,6.804875453,6.804875506,6.804875621,6.804875409,6.804875074,6.804874978,6.804875119,6.804875358,6.804875469,6.804875398,6.804875423,6.804875754,6.80487554,6.804875052,6.804875219,6.804875471,6.804875478 +"9358","MFSD6L",5.488958445,5.488958699,5.488958694,5.488958573,5.488958657,5.488958476,5.488958522,5.48895865,5.488958522,5.488958586,5.488958703,5.488958593,5.488958614,5.48895851,5.488958528,5.488958647,5.488958654,5.48895859,5.48895856,5.48895855,5.488958639,5.488958625,5.488958543,5.488958595,5.488958679,5.488958628,5.48895853,5.488958596 +"9359","MFSD8",6.631307485,6.631306898,6.631307022,6.631306401,6.631306482,6.631306386,6.631306834,6.631306631,6.631306904,6.631306646,6.631306165,6.631306553,6.631307088,6.631307638,6.631306732,6.63130681,6.631306268,6.631305975,6.631307181,6.631306618,6.631306646,6.631306728,6.631307146,6.631306675,6.631306547,6.631307001,6.631307034,6.631307162 +"9360","MFSD9",6.150509437,6.150510845,6.150510491,6.150510962,6.150509142,6.150509243,6.150509637,6.150510182,6.150509934,6.150510187,6.150509463,6.150509201,6.150510186,6.150509962,6.15050976,6.150510753,6.150510857,6.150510564,6.150509907,6.150509547,6.15050957,6.150509992,6.150509826,6.150509828,6.150509333,6.150509493,6.150510082,6.150509443 +"9361","MGA",6.243842848,6.243842304,6.243841585,6.243841959,6.243842121,6.243842407,6.243842596,6.243842029,6.243842743,6.243842619,6.243841705,6.243842088,6.243842735,6.243843583,6.243842443,6.243841778,6.243841238,6.243841749,6.243842502,6.243841723,6.243842195,6.243841903,6.243842703,6.243842397,6.243841936,6.243842596,6.243842622,6.243842625 +"9362","MGAM",9.097715507,9.648727233,9.046737608,10.09130722,9.011382632,9.574001923,9.691414963,9.130570742,9.159354665,8.995408467,9.278365918,8.776339405,9.119435419,8.792145821,9.449151165,9.885250631,9.301268427,10.01529074,9.753140224,9.747428705,9.833728216,9.125320417,9.776270267,9.839676695,9.697350137,9.106035585,9.100357802,8.633799084 +"9363","MGAM2",5.342232781,5.342237306,5.342232202,5.342237677,5.342232509,5.342237696,5.342234463,5.342233551,5.342233486,5.342234481,5.342234145,5.342230303,5.342232791,5.342229902,5.342235093,5.342237602,5.342232717,5.342237236,5.342235471,5.342238291,5.342236733,5.342233351,5.342235287,5.342238304,5.342236019,5.342232477,5.342234266,5.342230664 +"9364","MGARP",4.739122258,4.739122264,4.739122342,4.739122263,4.739122394,4.739122224,4.739122323,4.739122365,4.739122246,4.739122271,4.739122375,4.739122459,4.739122301,4.739122178,4.739122356,4.739122334,4.73912246,4.739122332,4.739122362,4.739122315,4.739122434,4.739122363,4.739122224,4.739122192,4.739122374,4.739122391,4.739122196,4.73912233 +"9365","MGAT1",8.066772147,8.066772332,8.066772092,8.066772202,8.066772007,8.066772183,8.066772051,8.066772136,8.066772079,8.066772094,8.066771999,8.066771936,8.066772194,8.066772183,8.066772083,8.066772255,8.066772037,8.066772015,8.066772144,8.066772183,8.06677203,8.066772119,8.066772072,8.066772156,8.066772061,8.066771977,8.066772162,8.066772074 +"9366","MGAT2",5.59604171,5.596041646,5.596041691,5.596041505,5.596041601,5.596041559,5.596041678,5.596041556,5.596041564,5.596041543,5.596041666,5.596041413,5.596041657,5.596041738,5.596041652,5.596041521,5.596041584,5.596041532,5.596041621,5.596041443,5.596041636,5.596041655,5.596041619,5.596041544,5.596041532,5.596041616,5.596041589,5.596041822 +"9367","MGAT3",6.118782702,6.118782725,6.118782706,6.118782743,6.118782816,6.118782756,6.118782743,6.118782751,6.118782783,6.118782741,6.11878281,6.118782837,6.118782767,6.118782626,6.118782786,6.118782771,6.118782776,6.118782748,6.118782759,6.118782709,6.118782757,6.11878276,6.11878268,6.118782701,6.118782799,6.118782773,6.118782759,6.118782766 +"9368","MGAT4A",7.417619218,7.417609613,7.417601223,7.417599512,7.417602562,7.417588563,7.417602726,7.417597821,7.41761245,7.41760717,7.417588167,7.417600893,7.417612378,7.41763143,7.417609656,7.417607311,7.417591865,7.417593721,7.417613398,7.417581628,7.41760126,7.417599576,7.417613681,7.417603304,7.41759316,7.417607485,7.417613805,7.417615995 +"9369","MGAT4B",6.410791264,6.410791328,6.410791297,6.410791324,6.410791321,6.410791315,6.410791297,6.410791288,6.410791319,6.410791367,6.410791375,6.410791279,6.410791329,6.410791263,6.410791259,6.410791278,6.410791293,6.410791304,6.41079129,6.410791281,6.410791268,6.410791269,6.410791274,6.410791342,6.410791325,6.410791284,6.410791317,6.410791248 +"9370","MGAT4C",2.608826483,2.6088265,2.608826562,2.608826443,2.608826519,2.608826518,2.608826493,2.60882645,2.608826539,2.608826495,2.608826512,2.608826528,2.608826481,2.608826481,2.608826475,2.608826508,2.60882659,2.608826488,2.608826599,2.608826551,2.608826471,2.608826455,2.608826488,2.608826478,2.608826468,2.608826452,2.608826522,2.608826514 +"9371","MGAT4D",2.742623209,2.742623225,2.742623439,2.74262331,2.742623407,2.742623163,2.742623131,2.742623043,2.742623119,2.742623357,2.742623236,2.742623444,2.74262313,2.742623194,2.742623379,2.74262328,2.74262366,2.742623382,2.742623284,2.742623189,2.742623238,2.742623105,2.742623291,2.742623273,2.742623322,2.742623254,2.742623176,2.742623428 +"9372","MGAT4EP",4.706232958,4.706232969,4.706233,4.70623301,4.706233019,4.706232974,4.706232978,4.706233034,4.706232997,4.706233026,4.70623301,4.706233019,4.706232982,4.706232938,4.706232978,4.706233005,4.706233065,4.706233028,4.706232996,4.706233004,4.706232979,4.706233011,4.706232995,4.706232973,4.706233017,4.706232993,4.706233005,4.706233004 +"9373","MGAT5",7.3215699,7.321569296,7.321568521,7.321569263,7.321568605,7.321568468,7.321569079,7.321568487,7.3215684,7.321568515,7.321568185,7.321568496,7.321568986,7.321570177,7.321568932,7.321568706,7.321567927,7.321568651,7.32156907,7.321568049,7.321568664,7.321568397,7.321568798,7.32156893,7.321568368,7.321568935,7.321569122,7.32156955 +"9374","MGAT5B",5.509890147,5.509890143,5.509890214,5.50989019,5.50989022,5.50989019,5.509890202,5.509890194,5.509890181,5.509890151,5.509890195,5.509890253,5.509890144,5.509890092,5.509890193,5.509890181,5.509890251,5.509890198,5.509890193,5.509890174,5.509890211,5.509890218,5.509890135,5.50989013,5.509890191,5.509890192,5.509890177,5.509890157 +"9375","MGC16025",6.21122335,6.211223447,6.211223324,6.211223361,6.211223258,6.211223462,6.211223401,6.211223298,6.211223362,6.211223344,6.211223328,6.211223337,6.211223319,6.211223313,6.211223273,6.211223412,6.211223229,6.211223342,6.21122344,6.211223548,6.211223364,6.211223401,6.211223306,6.211223289,6.211223359,6.211223301,6.21122336,6.211223201 +"9376","MGC32805",2.922305237,2.922305325,2.922305329,2.922305288,2.922305265,2.922305248,2.922305253,2.922305262,2.922305308,2.922305377,2.922305287,2.922305255,2.922305273,2.9223052,2.922305284,2.922305201,2.922305378,2.922305284,2.92230528,2.922305411,2.922305295,2.922305322,2.922305314,2.922305294,2.922305279,2.922305323,2.922305316,2.922305244 +"9377","MGC34796",4.829928592,4.829928622,4.82992862,4.829928608,4.829928655,4.829928612,4.829928628,4.82992863,4.829928613,4.82992859,4.829928635,4.829928624,4.829928616,4.829928579,4.829928658,4.829928625,4.82992865,4.82992863,4.829928628,4.829928633,4.829928638,4.829928647,4.829928595,4.829928599,4.8299286,4.829928635,4.829928597,4.829928599 +"9378","MGC70870",5.174388759,5.174388846,5.174388766,5.174388672,5.174388814,5.174388738,5.174388668,5.174388659,5.174388997,5.174388788,5.174388824,5.174388645,5.17438881,5.174388851,5.1743887,5.174388877,5.174388653,5.174388761,5.174388788,5.17438878,5.174388706,5.174388628,5.174388887,5.174388743,5.174388754,5.174388781,5.174388785,5.17438887 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+"9381","MGMT",7.097010627,7.097010674,7.097010764,7.097010668,7.097010677,7.097010531,7.097010577,7.097010716,7.097010715,7.097010657,7.097010733,7.097010699,7.09701067,7.097010585,7.097010654,7.097010753,7.097010695,7.097010743,7.097010612,7.09701063,7.097010551,7.097010718,7.097010651,7.097010682,7.097010759,7.097010651,7.097010693,7.097010666 +"9382","MGP",3.079628335,3.079628378,3.0796283,3.079628315,3.079628397,3.079628352,3.079628311,3.079628372,3.079628249,3.079628318,3.079628289,3.079628534,3.079628252,3.079628184,3.079628304,3.07962823,3.079628546,3.079628541,3.07962827,3.07962835,3.079628314,3.079628391,3.079628364,3.079628257,3.079628326,3.079628235,3.079628201,3.079628443 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+"9415","MIGA2",6.532747054,6.532747086,6.532746993,6.532747059,6.532747033,6.532747084,6.532747044,6.532747063,6.532747066,6.532747033,6.532747042,6.532747068,6.532747065,6.532747043,6.532747014,6.532747025,6.532747018,6.532747071,6.532747033,6.532747022,6.532747039,6.532747024,6.532747027,6.53274703,6.532747034,6.532747085,6.532747065,6.53274701 +"9416","MIIP",6.955636594,6.955636635,6.955636774,6.955636572,6.955636763,6.955636941,6.955636687,6.955636745,6.955636813,6.955636732,6.955636648,6.95563671,6.955636698,6.95563656,6.955636718,6.955636666,6.955636681,6.955636678,6.955636649,6.955636749,6.955636691,6.955636745,6.955636727,6.955636706,6.955636657,6.955636735,6.955636656,6.955636451 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+"9419","MINAR2",2.780664021,2.78066404,2.78066405,2.780664039,2.780664047,2.78066405,2.780664041,2.780664065,2.780664037,2.780664063,2.78066406,2.780664045,2.780664051,2.780664053,2.780664029,2.780664058,2.780664057,2.780664052,2.780664061,2.780664058,2.780664013,2.780664052,2.780664072,2.780664046,2.780664034,2.78066403,2.780664044,2.780664055 +"9420","MINDY1",7.512682708,7.512685317,7.512683159,7.512686031,7.512682487,7.512683515,7.512683099,7.512683145,7.512682668,7.512683076,7.512684122,7.512682313,7.512683631,7.512683361,7.51268251,7.512684682,7.512682147,7.51268553,7.51268369,7.512683609,7.512683196,7.512682606,7.512683816,7.5126843,7.512685153,7.512683508,7.51268361,7.512682425 +"9421","MINDY2",5.370441842,5.370441633,5.370441097,5.370441303,5.370440828,5.370440523,5.370441241,5.370441012,5.370441249,5.370441337,5.370441302,5.370440137,5.370441768,5.370442128,5.370441619,5.370441359,5.370440546,5.370441281,5.370441746,5.370440842,5.370441273,5.370440251,5.37044177,5.370441603,5.370441026,5.370440812,5.370441652,5.370441666 +"9422","MINDY3",6.150153686,6.150153388,6.150152818,6.15015161,6.150152196,6.150151826,6.150152508,6.150152286,6.150152427,6.150152505,6.150152332,6.150151363,6.150152843,6.150154424,6.15015276,6.150152877,6.150152413,6.150151741,6.150153356,6.150152463,6.150152707,6.150151903,6.150153425,6.150153078,6.150152425,6.150152499,6.150152594,6.150153507 +"9423","MINK1",7.147944479,7.14794453,7.147944351,7.147944408,7.147944589,7.147944564,7.147944424,7.147944371,7.147944541,7.147944512,7.147944557,7.147944462,7.147944504,7.147944503,7.147944401,7.147944271,7.147944013,7.147944537,7.147944493,7.147944436,7.147944422,7.147944281,7.147944454,7.147944378,7.147944483,7.147944411,7.147944655,7.147944319 +"9424","MINPP1",5.542849497,5.542849176,5.542849655,5.542849075,5.542848993,5.542849263,5.542849178,5.542849067,5.542849335,5.542849162,5.542849125,5.542848775,5.542849279,5.542849813,5.542849252,5.542849027,5.542849514,5.542848885,5.542849207,5.542849014,5.542849068,5.54284915,5.542849456,5.54284907,5.542849124,5.542849139,5.542849259,5.542849512 +"9425","MIOS",5.759721931,5.759721891,5.759721897,5.759721843,5.759721897,5.759721803,5.75972196,5.759721713,5.759721975,5.759721951,5.759721614,5.7597217,5.759721886,5.759722347,5.759721901,5.759721832,5.759721734,5.759721663,5.759721864,5.759721593,5.759721914,5.759721812,5.759721952,5.759721891,5.759721606,5.759721803,5.75972186,5.759722043 +"9426","MIOX",5.914200158,5.914200176,5.91420022,5.914200179,5.914200221,5.914200184,5.914200184,5.914200206,5.914200169,5.91420022,5.914200227,5.914200231,5.914200186,5.914200115,5.914200194,5.914200175,5.914200217,5.914200197,5.91420018,5.914200184,5.914200211,5.914200192,5.914200178,5.914200173,5.914200198,5.914200201,5.914200193,5.91420017 +"9427","MIP",4.492737099,4.492737096,4.492737132,4.492737109,4.492737104,4.492737101,4.492737125,4.492737116,4.492737103,4.492737135,4.492737105,4.492737119,4.492737119,4.492737062,4.49273713,4.492737114,4.492737152,4.492737127,4.492737105,4.492737099,4.492737144,4.492737139,4.492737091,4.4927371,4.492737109,4.492737104,4.492737095,4.492737117 +"9428","MIPEP",5.497872765,5.497872444,5.497872446,5.497872141,5.497872437,5.497872403,5.497872529,5.497872581,5.497872503,5.497872572,5.497872221,5.497872157,5.497872635,5.497872857,5.49787238,5.497872593,5.497872201,5.497872285,5.497872488,5.497872001,5.497872281,5.497872353,5.497872575,5.497872658,5.497872298,5.497872611,5.497872692,5.497872568 +"9429","MIPOL1",3.255829594,3.255829607,3.255829752,3.255829641,3.255829711,3.255829565,3.255829674,3.255829632,3.255829855,3.255829655,3.255829713,3.255829824,3.255829713,3.255829506,3.255829733,3.255829794,3.255829735,3.255829726,3.255829796,3.255829663,3.255829709,3.255829831,3.255829657,3.255829385,3.255829865,3.255829697,3.25582953,3.255829766 +"9430","MIR1-1",2.488132611,2.488132647,2.488132643,2.488132671,2.48813263,2.488132644,2.488132623,2.488132626,2.48813266,2.488132634,2.488132638,2.488132662,2.488132612,2.488132645,2.488132641,2.488132642,2.488132634,2.488132642,2.488132634,2.48813265,2.488132622,2.488132626,2.488132631,2.488132635,2.488132642,2.488132633,2.48813264,2.488132646 +"9431","MIR1-1HG",6.365797326,6.365797499,6.365797511,6.365797426,6.365797485,6.365797546,6.365797389,6.36579746,6.365797507,6.365797511,6.365797525,6.365797504,6.36579747,6.365797354,6.36579742,6.365797419,6.365797518,6.36579746,6.36579741,6.365797502,6.3657973,6.365797498,6.365797487,6.365797486,6.3657975,6.365797384,6.365797489,6.365797431 +"9432","MIR100",2.29191149,2.291911503,2.291911483,2.291911733,2.291911483,2.291911591,2.291911499,2.291911477,2.291911694,2.291911574,2.291911644,2.291911589,2.291911507,2.291911534,2.291911693,2.291911593,2.291911966,2.291911674,2.291911519,2.291911599,2.291911418,2.291911512,2.291911647,2.291911578,2.291911482,2.291911381,2.291911727,2.291911477 +"9433","MIR101-1",4.679343743,4.679343801,4.679343696,4.679344052,4.67934351,4.679343739,4.679343805,4.67934377,4.679343544,4.679343354,4.679343624,4.679343416,4.679343823,4.679343719,4.679343673,4.679343888,4.679343748,4.679343899,4.679343767,4.679343675,4.679343725,4.679343696,4.679343752,4.679343762,4.679343928,4.679343679,4.679343739,4.679343717 +"9434","MIR101-2",2.222473637,2.222474134,2.222474005,2.222473943,2.222473614,2.222473928,2.222473709,2.222474091,2.222473886,2.22247408,2.222473823,2.222474053,2.222473791,2.222473815,2.222473776,2.222473889,2.222473845,2.222474036,2.222473937,2.222473535,2.222473544,2.222473769,2.222473616,2.222473889,2.222473975,2.22247406,2.222473975,2.222473765 +"9435","MIR103A1",3.686532614,3.686532539,3.686532499,3.686532446,3.686532492,3.68653247,3.686532475,3.686532483,3.686532621,3.686532326,3.686532393,3.686532507,3.686532579,3.686532642,3.686532596,3.686532562,3.686532485,3.686532543,3.686532491,3.686532479,3.686532531,3.686532545,3.686532369,3.686532517,3.68653239,3.68653247,3.686532511,3.686532588 +"9436","MIR103A2",5.427755829,5.427755931,5.427755597,5.427755653,5.427755476,5.427755857,5.427755769,5.427755675,5.427755587,5.427755672,5.427755497,5.427755451,5.427755578,5.427755784,5.427755674,5.427756068,5.427755607,5.427755652,5.42775594,5.427755835,5.427755713,5.427755656,5.4277558,5.427755829,5.427755852,5.42775535,5.42775573,5.427755656 +"9437","MIR106A",1.895353418,1.895353671,1.895353542,1.895353339,1.89535373,1.895353645,1.895353649,1.895353568,1.895353897,1.895353731,1.895353618,1.895353784,1.895353509,1.895353513,1.895353543,1.895353512,1.895354053,1.895353504,1.895353536,1.895353449,1.895353379,1.895353518,1.89535391,1.895353699,1.895353608,1.895353509,1.895353438,1.895353521 +"9438","MIR106B",5.151302423,5.151302351,5.151302551,5.151302395,5.151302781,5.15130245,5.151302833,5.151302699,5.151302689,5.15130231,5.151302646,5.151302668,5.151302649,5.151302435,5.151302639,5.151302776,5.151302527,5.151302683,5.151302382,5.151302768,5.151302819,5.151302835,5.151302257,5.151302532,5.151302428,5.151302657,5.15130233,5.151302562 +"9439","MIR107",4.484073006,4.484073109,4.484073142,4.484073286,4.484073301,4.484072818,4.484073372,4.484073168,4.48407315,4.484073066,4.4840732,4.484073165,4.484073325,4.4840731,4.484073292,4.48407331,4.48407371,4.48407339,4.484073234,4.484072944,4.484073582,4.484073421,4.484073256,4.484072949,4.484073194,4.484073373,4.484072835,4.484073151 +"9440","MIR10A",2.680779838,2.680779853,2.680779865,2.680779915,2.680779834,2.680779871,2.680779842,2.680779876,2.680779874,2.680779886,2.680779862,2.680779903,2.680779846,2.680779857,2.680779837,2.680779854,2.680779884,2.680779871,2.680779856,2.68077987,2.68077982,2.680779849,2.680779878,2.680779865,2.680779875,2.680779846,2.680779867,2.680779847 +"9441","MIR10B",1.94175585,1.941755952,1.941755917,1.941755922,1.941755926,1.941755993,1.941755787,1.94175603,1.941755968,1.941755922,1.941756037,1.941755943,1.941755882,1.941755959,1.941755838,1.941755902,1.941756015,1.941756048,1.941755912,1.941756009,1.941755883,1.941755873,1.941756117,1.941756001,1.941755914,1.941755857,1.941755905,1.941755932 +"9442","MIR122",2.403480026,2.403480007,2.403480016,2.403480021,2.403480016,2.40348007,2.403480043,2.403480067,2.403480075,2.403480065,2.403480033,2.403480097,2.40348002,2.403480041,2.403480044,2.403480055,2.403480063,2.403480055,2.403480061,2.403480037,2.403480036,2.403480063,2.403480018,2.403480009,2.403480031,2.403480028,2.403480035,2.403479996 +"9443","MIR124-1",3.010025365,3.010025367,3.01002538,3.010025387,3.010025419,3.01002534,3.010025464,3.010025403,3.010025387,3.010025431,3.01002547,3.01002538,3.010025378,3.010025428,3.010025466,3.010025465,3.010025408,3.010025405,3.010025373,3.010025427,3.010025382,3.010025405,3.010025447,3.010025336,3.010025508,3.010025395,3.010025359,3.010025354 +"9444","MIR124-2",5.474905929,5.474905807,5.474905904,5.474905941,5.474906118,5.474905822,5.474905953,5.474905906,5.474905989,5.474905926,5.474906016,5.474906083,5.474905811,5.47490565,5.47490596,5.474905898,5.474906085,5.474906041,5.474905913,5.47490596,5.474905922,5.474906001,5.474905786,5.474905822,5.47490594,5.474905933,5.474905739,5.474905822 +"9445","MIR124-3",3.581227463,3.5812275,3.58122744,3.5812275,3.581227577,3.581227453,3.581227435,3.581227442,3.581227434,3.581227468,3.581227509,3.581227551,3.581227416,3.5812274,3.581227411,3.581227557,3.581227503,3.581227528,3.581227521,3.581227479,3.581227432,3.581227442,3.58122746,3.581227506,3.581227453,3.581227448,3.58122744,3.581227428 +"9446","MIR125A",5.338393744,5.338393739,5.33839394,5.338393802,5.338394058,5.3383935,5.338393874,5.338393941,5.338393825,5.338393852,5.338393969,5.338394067,5.338393881,5.338393591,5.338393979,5.338393901,5.338394106,5.338394013,5.338393809,5.338393833,5.338393961,5.338393966,5.338393735,5.338393759,5.338394022,5.338393929,5.33839369,5.338393864 +"9447","MIR125B1",4.739755783,4.739755897,4.739756013,4.739755705,4.739756027,4.739755613,4.739755658,4.739756173,4.739755826,4.739755683,4.739756124,4.73975592,4.739755856,4.739755683,4.73975587,4.739755819,4.739756132,4.739756026,4.739755671,4.739756247,4.73975559,4.739755753,4.739755646,4.73975601,4.739756044,4.739755836,4.739755889,4.739755738 +"9448","MIR125B2",4.243540804,4.243540858,4.243541025,4.243541187,4.243540854,4.243540881,4.243540764,4.24354099,4.243541002,4.243540716,4.243540998,4.243540989,4.243540809,4.243540655,4.243540879,4.243540937,4.243540952,4.24354092,4.243540925,4.243540791,4.243540666,4.243540813,4.243540728,4.243540807,4.243541139,4.243540564,4.243541009,4.243540927 +"9449","MIR126",3.349320754,3.349320827,3.34932089,3.349321206,3.349321229,3.349321074,3.349320775,3.349320855,3.349320872,3.349321112,3.349320981,3.349321064,3.349321066,3.349320592,3.349320808,3.349321131,3.349321039,3.349320821,3.349320989,3.349320919,3.349320746,3.349320948,3.349321015,3.349320756,3.349320842,3.349320866,3.349320734,3.349320838 +"9450","MIR127",4.410741259,4.4107413,4.410741352,4.410741274,4.41074143,4.410741094,4.410741537,4.410741368,4.410741363,4.410741347,4.410741391,4.41074136,4.410741362,4.41074114,4.410741477,4.410741351,4.41074159,4.410741379,4.410741489,4.410741384,4.410741558,4.410741595,4.410741259,4.410741097,4.410741285,4.410741461,4.410741186,4.410741446 +"9451","MIR128-1",3.97636426,3.97636428,3.976364285,3.976364265,3.976364318,3.976364233,3.976364286,3.976364287,3.976364273,3.976364282,3.9763643,3.97636431,3.976364272,3.976364284,3.976364305,3.976364301,3.976364312,3.976364302,3.976364288,3.976364247,3.976364297,3.976364315,3.976364286,3.976364277,3.976364296,3.976364278,3.976364264,3.976364316 +"9452","MIR128-2",4.678125684,4.678125837,4.678126291,4.678125844,4.678126494,4.678124784,4.678125732,4.678126398,4.67812629,4.678126052,4.678126269,4.678126216,4.67812607,4.678125838,4.678126269,4.678126265,4.678126553,4.678126487,4.67812574,4.678126059,4.678126284,4.678126058,4.678125808,4.678126352,4.678126432,4.678125957,4.678125881,4.678126527 +"9453","MIR129-1",4.797078544,4.797078478,4.79707861,4.797078519,4.797078637,4.797078453,4.797078553,4.797078636,4.797078526,4.797078503,4.797078592,4.797078618,4.797078537,4.797078469,4.797078568,4.797078566,4.797078649,4.797078573,4.797078577,4.797078564,4.797078613,4.797078568,4.797078486,4.797078456,4.797078593,4.797078581,4.797078534,4.797078544 +"9454","MIR129-2",3.647537466,3.647537525,3.647537479,3.647537485,3.647537501,3.647537608,3.647537443,3.647537554,3.647537583,3.647537569,3.647537594,3.647537569,3.647537481,3.647537475,3.64753743,3.647537575,3.64753763,3.647537546,3.647537457,3.647537462,3.647537388,3.647537551,3.647537597,3.647537501,3.647537544,3.647537347,3.647537588,3.647537617 +"9455","MIR130A",3.405228847,3.405228832,3.405228967,3.405228905,3.405228931,3.405228885,3.405228922,3.405228959,3.405228901,3.405228928,3.40522896,3.405228885,3.405228849,3.405228886,3.405228988,3.405228871,3.405229041,3.405228869,3.405228995,3.405228894,3.405228859,3.405228933,3.405229015,3.405228921,3.405228923,3.40522897,3.405228876,3.405228999 +"9456","MIR130B",4.678101457,4.678101566,4.678101574,4.678101535,4.678101539,4.67810141,4.678101627,4.67810157,4.678101532,4.678101549,4.678101518,4.678101621,4.678101507,4.678101561,4.678101553,4.678101677,4.678101626,4.678101635,4.67810162,4.678101503,4.678101552,4.678101664,4.678101553,4.678101555,4.678101561,4.678101585,4.678101477,4.678101546 +"9457","MIR132",5.288680562,5.288680612,5.288680932,5.28868071,5.288681365,5.288680789,5.288680985,5.288680956,5.288680862,5.288680824,5.288680884,5.288681434,5.28868079,5.288680376,5.288681323,5.28868081,5.288681377,5.288680915,5.288680842,5.288680676,5.288681376,5.288681115,5.288680708,5.288680541,5.288680685,5.288681081,5.288680592,5.288680873 +"9458","MIR133B",4.926483421,4.926483446,4.926483454,4.926483443,4.926483498,4.926483439,4.926483471,4.926483488,4.926483482,4.926483461,4.926483469,4.926483505,4.926483446,4.926483421,4.92648348,4.92648345,4.92648349,4.926483456,4.926483454,4.926483488,4.92648349,4.926483491,4.926483455,4.926483483,4.926483461,4.92648348,4.926483412,4.926483468 +"9459","MIR134",6.110060647,6.110060955,6.11006132,6.110061223,6.11006146,6.110060729,6.110061147,6.11006151,6.110061222,6.110061097,6.11006139,6.110061363,6.110061084,6.110060973,6.110061416,6.110061414,6.110061693,6.110061562,6.110061093,6.110061208,6.110061215,6.110061288,6.110061075,6.110061251,6.110061465,6.110061326,6.11006096,6.110061278 +"9460","MIR135A1",4.698361325,4.69836141,4.69836147,4.698361401,4.698361557,4.698361367,4.698361461,4.698361511,4.698361374,4.698361457,4.698361503,4.698361609,4.698361394,4.698361137,4.69836149,4.698361432,4.698361585,4.698361529,4.69836136,4.69836141,4.698361465,4.698361574,4.698361328,4.698361266,4.698361365,4.69836146,4.698361403,4.698361434 +"9461","MIR135A2",2.10381384,2.103813889,2.103813877,2.103813883,2.103813884,2.103813918,2.103813916,2.103813872,2.10381385,2.103813872,2.103813921,2.103813916,2.103813894,2.103813868,2.103813865,2.103813934,2.103813925,2.103813919,2.103813895,2.103813847,2.103813878,2.103813865,2.103813856,2.103813861,2.103813912,2.103813949,2.103813844,2.103813913 +"9462","MIR136",2.214931801,2.214931959,2.214931919,2.214931961,2.214931788,2.214931903,2.214931951,2.21493198,2.214931969,2.214931854,2.21493191,2.214931974,2.214931843,2.214931936,2.214931906,2.21493185,2.214931923,2.21493196,2.214931896,2.214931825,2.214931811,2.214931888,2.214931896,2.214931954,2.214931913,2.214931871,2.214931973,2.214931828 +"9463","MIR138-1",5.607450521,5.607450382,5.607450977,5.607450788,5.607450981,5.607450268,5.607450753,5.607451159,5.607450601,5.607450533,5.607450866,5.607451097,5.607450733,5.607450256,5.607450782,5.607450824,5.607451202,5.607450853,5.60745061,5.607450611,5.607451082,5.607451082,5.607450563,5.607450462,5.607450825,5.607450634,5.607450596,5.607450645 +"9464","MIR138-2",4.89236847,4.892368535,4.892368536,4.892368504,4.892368738,4.89236866,4.892368401,4.892368682,4.89236851,4.89236843,4.892368715,4.892368651,4.892368394,4.892368228,4.892368534,4.892368566,4.892368702,4.892368661,4.892368406,4.892368527,4.892368492,4.892368568,4.892368334,4.892368191,4.892368567,4.892368549,4.892368314,4.892368482 +"9465","MIR139",7.109510962,7.109511013,7.109511716,7.10951151,7.109511749,7.109510654,7.10951145,7.109511752,7.109511105,7.109511238,7.109511488,7.109511862,7.109511431,7.109510654,7.109511683,7.109511686,7.109511846,7.109511706,7.109511329,7.109511379,7.109512069,7.109511893,7.109511093,7.109510889,7.109511734,7.109511854,7.109511121,7.10951148 +"9466","MIR140",4.998651837,4.998652021,4.998652116,4.998652008,4.998651991,4.998651852,4.998651879,4.998651925,4.998652035,4.998651878,4.998652075,4.998652033,4.998651934,4.998651683,4.998651889,4.998652124,4.998652064,4.99865217,4.998651872,4.99865195,4.998651798,4.998651954,4.998651961,4.998651872,4.99865209,4.99865179,4.998652062,4.998651896 +"9467","MIR141",3.766894203,3.766894285,3.766894315,3.766894328,3.766894529,3.766894273,3.766894423,3.766894475,3.766894298,3.766894275,3.766894492,3.766894433,3.766894356,3.766894214,3.766894439,3.766894463,3.766894479,3.766894336,3.766894397,3.766894368,3.766894403,3.766894329,3.766894411,3.766894218,3.766894242,3.766894402,3.766894201,3.766894388 +"9468","MIR142",6.665241865,6.665243795,6.665241446,6.665243977,6.665239317,6.665242887,6.665241208,6.665242312,6.665240745,6.665239819,6.665241263,6.665240213,6.665243084,6.665242697,6.665240103,6.665243457,6.665239389,6.665242526,6.665241895,6.665243456,6.66524154,6.665242064,6.665242127,6.665242128,6.665243238,6.665241661,6.665242705,6.665241931 +"9469","MIR144",2.795763653,2.795763661,2.795763652,2.795763647,2.795763667,2.795763676,2.795763652,2.79576367,2.795763699,2.795763662,2.795763669,2.795763687,2.795763654,2.795763655,2.795763675,2.795763671,2.795763666,2.795763652,2.795763649,2.795763665,2.795763649,2.795763659,2.795763681,2.795763659,2.795763669,2.795763652,2.795763659,2.795763671 +"9470","MIR147A",5.180614036,5.180613993,5.18061403,5.180614087,5.180614045,5.180614088,5.180614084,5.180614113,5.180613898,5.180614001,5.180614078,5.180614205,5.180614016,5.180613831,5.180614117,5.180613947,5.18061411,5.180614127,5.180614114,5.180614305,5.180614181,5.180614156,5.180613992,5.180614056,5.180614209,5.180614164,5.180614008,5.180613974 +"9471","MIR148A",2.563771045,2.563771231,2.563771087,2.563771203,2.56377129,2.563771275,2.563771262,2.563771108,2.563771114,2.56377131,2.563771413,2.563771602,2.563771203,2.563771166,2.563771187,2.563771288,2.563771225,2.563771235,2.563771202,2.563771168,2.563771187,2.563771257,2.563771322,2.563771212,2.563771199,2.56377113,2.563771185,2.563771366 +"9472","MIR148B",5.106334464,5.106334463,5.106334316,5.106334351,5.106334278,5.10633435,5.106334363,5.106334332,5.106334413,5.106334306,5.106334394,5.106334254,5.106334354,5.106334348,5.106334318,5.106334379,5.106334234,5.10633426,5.106334373,5.10633439,5.106334297,5.106334306,5.106334373,5.106334433,5.106334336,5.106334391,5.106334417,5.106334255 +"9473","MIR149",7.189758779,7.189758661,7.18975888,7.189758692,7.189759124,7.189758663,7.189758826,7.189758906,7.189758749,7.189758793,7.189758991,7.189758999,7.189758713,7.189758426,7.189758924,7.189758869,7.189758985,7.189758874,7.189758875,7.189758763,7.189758842,7.189758842,7.189758511,7.189758528,7.189758858,7.189758978,7.189758666,7.189758774 +"9474","MIR150",6.435464169,6.435464328,6.435464566,6.435464273,6.43546454,6.435463351,6.435464119,6.435464599,6.435464337,6.435464274,6.435464644,6.435464558,6.435464391,6.435464038,6.435464611,6.435464688,6.435464879,6.43546457,6.435464161,6.435464413,6.435464357,6.435464467,6.43546423,6.435464658,6.435464404,6.435464181,6.43546408,6.435464497 +"9475","MIR152",5.433416848,5.433416869,5.433416904,5.433416874,5.433416901,5.433416836,5.433416888,5.433416897,5.433416866,5.433416852,5.433416893,5.43341687,5.433416857,5.433416865,5.433416893,5.433416888,5.433416883,5.433416901,5.433416863,5.433416855,5.433416884,5.433416905,5.433416864,5.43341688,5.433416909,5.43341689,5.433416882,5.433416865 +"9476","MIR153-1",2.844431424,2.844431541,2.844431091,2.844431372,2.844431353,2.84443136,2.844431376,2.844431332,2.84443142,2.844431268,2.844431182,2.844431443,2.844431347,2.844431248,2.844431351,2.844431238,2.844431588,2.844431279,2.844431403,2.844431362,2.844431194,2.84443144,2.844431295,2.844431199,2.844431464,2.84443127,2.844431112,2.844431292 +"9477","MIR153-2",3.06671641,3.066716445,3.066716405,3.066716416,3.066716396,3.066716404,3.066716334,3.066716454,3.066716435,3.066716427,3.066716421,3.066716433,3.066716422,3.066716434,3.066716465,3.066716437,3.066716475,3.066716365,3.066716422,3.066716409,3.066716395,3.066716422,3.066716417,3.066716387,3.06671642,3.066716415,3.066716377,3.066716421 +"9478","MIR154",2.83530476,2.835304763,2.835304948,2.835304888,2.835304798,2.835304846,2.835304753,2.835304934,2.835304812,2.835304799,2.835304848,2.835304877,2.835304686,2.835304976,2.83530474,2.8353047,2.835305119,2.835304779,2.835304809,2.835304793,2.835305022,2.835304738,2.835305025,2.835304707,2.835304859,2.83530472,2.835305008,2.835304652 +"9479","MIR15A",6.768957357,6.768955502,6.768956852,6.768957134,6.76895537,6.768955526,6.768956833,6.768955444,6.768955981,6.768955128,6.768956604,6.768954621,6.768957087,6.76895807,6.768957286,6.768954967,6.768957103,6.768956539,6.768956848,6.768956035,6.768957491,6.768955949,6.768957141,6.768956245,6.768956908,6.768955086,6.768956598,6.768957595 +"9480","MIR15B",2.887937606,2.887937616,2.887937601,2.887937617,2.887937584,2.887937565,2.887937598,2.887937577,2.887937618,2.887937571,2.887937602,2.887937589,2.887937582,2.887937619,2.887937605,2.887937579,2.887937612,2.887937585,2.887937576,2.887937555,2.887937577,2.887937548,2.887937605,2.887937567,2.887937611,2.887937603,2.887937564,2.88793767 +"9481","MIR16-1",3.85463709,3.854637108,3.854637091,3.854637085,3.854637058,3.854637069,3.854637044,3.85463707,3.854637067,3.854637085,3.854637082,3.854637053,3.854637088,3.85463711,3.85463709,3.85463707,3.854637095,3.854637088,3.854637092,3.854637059,3.854637063,3.854637087,3.854637114,3.854637076,3.854637091,3.854637058,3.85463708,3.854637102 +"9482","MIR16-2",2.750824369,2.750824365,2.750824367,2.750824357,2.750824375,2.750824359,2.75082436,2.750824355,2.750824378,2.750824354,2.750824427,2.75082437,2.750824383,2.750824383,2.750824361,2.750824382,2.75082439,2.750824369,2.750824362,2.750824388,2.750824358,2.750824366,2.750824355,2.75082437,2.750824418,2.750824356,2.750824373,2.750824354 +"9483","MIR181A1",2.855539221,2.855539234,2.855539274,2.855539304,2.855539165,2.855539211,2.855539297,2.855539146,2.855539353,2.855539162,2.855539226,2.855539327,2.855539169,2.855539164,2.855539101,2.855539099,2.855539178,2.855539221,2.855539194,2.855539161,2.855539142,2.855539187,2.855539327,2.855539258,2.855539183,2.855539155,2.855539203,2.85553928 +"9484","MIR181A2",4.170948662,4.170948767,4.170948967,4.17094857,4.170948561,4.170948301,4.170948726,4.170948531,4.170948649,4.170948756,4.170948809,4.170948907,4.170948821,4.170948684,4.170948517,4.170948947,4.170948835,4.170948768,4.17094854,4.170948648,4.170948614,4.170948879,4.170949008,4.170948646,4.170948518,4.170948662,4.170948571,4.170948495 +"9485","MIR181B1",4.92547827,4.925478325,4.925478311,4.92547808,4.925478417,4.925478176,4.925478353,4.925478255,4.925478387,4.925478328,4.925478308,4.925478463,4.925478325,4.925478246,4.925478369,4.92547816,4.925478511,4.925478237,4.92547839,4.925478248,4.925478337,4.925478422,4.925478336,4.925478187,4.925478196,4.925478436,4.925478163,4.925478392 +"9486","MIR181B2",4.014386506,4.014386686,4.014386428,4.014386424,4.014386692,4.014386623,4.014386679,4.014386579,4.014386572,4.014386296,4.014386374,4.014386527,4.01438666,4.014386636,4.014386657,4.01438675,4.014386745,4.014386595,4.014386671,4.014386404,4.01438669,4.014386648,4.014386799,4.014386173,4.014386795,4.01438652,4.014386395,4.01438664 +"9487","MIR181C",5.753698007,5.753697299,5.753698424,5.753698092,5.753699241,5.753697638,5.753698553,5.753699164,5.753697965,5.753697997,5.753698304,5.7536991,5.753698345,5.753697255,5.753699102,5.753698551,5.753699127,5.753698996,5.753698462,5.753697992,5.753699386,5.753698707,5.753697859,5.753697511,5.753698554,5.753699217,5.753698001,5.753698398 +"9488","MIR182",4.953905039,4.95390526,4.953905506,4.953905262,4.953905355,4.953904784,4.953904996,4.953905547,4.953905262,4.953905131,4.953905428,4.953905302,4.953905376,4.953904991,4.953905338,4.953905368,4.953905441,4.953905535,4.953904977,4.953905189,4.953905019,4.953905318,4.953905182,4.953905264,4.953905642,4.953905381,4.953905185,4.95390539 +"9489","MIR183",3.442763185,3.442763381,3.442763586,3.442763565,3.442763512,3.442763048,3.44276345,3.442763286,3.442763384,3.442763198,3.442763224,3.442763565,3.442763282,3.442763254,3.442763796,3.442763589,3.442763686,3.442763599,3.442763361,3.442763188,3.442763551,3.442763604,3.442763143,3.442763386,3.442763554,3.442763298,3.442763126,3.442763409 +"9490","MIR184",3.987075404,3.987075415,3.987075421,3.987075419,3.987075421,3.987075381,3.987075388,3.98707541,3.987075437,3.987075411,3.987075453,3.98707544,3.987075407,3.987075394,3.987075438,3.987075435,3.987075462,3.987075511,3.987075391,3.987075418,3.987075385,3.987075403,3.987075379,3.987075424,3.987075457,3.987075391,3.987075384,3.987075408 +"9491","MIR185",6.63512799,6.635128104,6.635128172,6.635128163,6.635128039,6.635128226,6.635127985,6.635128142,6.635128162,6.635128182,6.635128193,6.635128102,6.635128108,6.635127967,6.63512803,6.63512807,6.635128127,6.635128123,6.635128071,6.635128168,6.635127883,6.63512811,6.635128154,6.635128143,6.635128121,6.635127949,6.635128149,6.635127979 +"9492","MIR186",3.886860342,3.886860187,3.886860114,3.886860121,3.886860057,3.886860136,3.886860177,3.886860138,3.886860182,3.886860143,3.886860069,3.886860119,3.886860199,3.886860338,3.886860196,3.886860087,3.886860075,3.886860123,3.886860218,3.886860071,3.886860079,3.886860122,3.886860253,3.886860194,3.886860174,3.886860194,3.886860158,3.886860188 +"9493","MIR187",6.314810693,6.314810703,6.314810897,6.314810822,6.314811131,6.314810604,6.314810985,6.314810983,6.314810937,6.314810785,6.31481091,6.314811191,6.314811015,6.314810646,6.314811043,6.314810969,6.314811207,6.314811019,6.314810908,6.314810779,6.314811002,6.31481096,6.314810895,6.314810765,6.314810952,6.31481101,6.314810915,6.314810956 +"9494","MIR188",5.527709426,5.527709521,5.527709694,5.527709569,5.527709644,5.527709561,5.527709679,5.527709627,5.527709659,5.527709459,5.527709545,5.52770968,5.527709545,5.527709261,5.527709676,5.5277098,5.527709721,5.52770971,5.527709528,5.527709621,5.527709595,5.527709647,5.527709446,5.527709593,5.527709539,5.527709557,5.52770966,5.527709676 +"9495","MIR190A",1.931643271,1.931643279,1.931643275,1.931643298,1.931643245,1.9316433,1.931643306,1.931643254,1.931643278,1.931643314,1.931643315,1.931643305,1.931643259,1.931643287,1.93164326,1.931643317,1.931643332,1.931643271,1.931643302,1.9316433,1.931643259,1.931643268,1.931643306,1.931643282,1.931643293,1.931643265,1.93164329,1.931643312 +"9496","MIR191",5.419315577,5.419315667,5.419315715,5.419315684,5.419315685,5.419315592,5.419315639,5.419315694,5.419315666,5.419315668,5.419315711,5.419315698,5.419315701,5.419315609,5.419315664,5.419315693,5.419315727,5.419315699,5.419315667,5.419315676,5.419315678,5.419315728,5.419315675,5.419315681,5.41931575,5.419315659,5.419315627,5.41931569 +"9497","MIR1915HG",5.408457422,5.4084574,5.408457556,5.408457449,5.408457771,5.408457359,5.408457498,5.408457624,5.408457538,5.408457514,5.408457733,5.408457657,5.408457532,5.408457283,5.408457622,5.40845759,5.408457734,5.408457704,5.408457555,5.408457463,5.408457517,5.408457556,5.408457383,5.40845743,5.408457568,5.408457556,5.408457458,5.40845762 +"9498","MIR192",4.596479564,4.596479542,4.596479569,4.596479565,4.59647958,4.596479562,4.596479572,4.596479563,4.596479571,4.596479558,4.596479577,4.596479544,4.596479533,4.596479536,4.596479597,4.596479563,4.596479586,4.596479554,4.59647957,4.596479592,4.596479573,4.596479571,4.596479559,4.596479539,4.596479546,4.59647955,4.59647957,4.596479554 +"9499","MIR193A",7.114916791,7.114916653,7.114917112,7.114916721,7.114917024,7.114915846,7.114916582,7.114917145,7.11491668,7.114916602,7.114917188,7.114917097,7.114916907,7.11491641,7.114916889,7.114916918,7.114917101,7.114917037,7.114916715,7.114916679,7.114916802,7.114916994,7.114916402,7.114916689,7.114917249,7.114917136,7.114916783,7.114916726 +"9500","MIR194-1",2.401125576,2.401125563,2.401125658,2.401125622,2.401125596,2.401125593,2.401125575,2.401125599,2.401125615,2.401125587,2.401125629,2.401125626,2.40112557,2.401125608,2.401125575,2.401125622,2.401125612,2.401125586,2.401125608,2.401125615,2.401125598,2.401125607,2.401125568,2.401125581,2.401125596,2.40112559,2.401125595,2.40112559 +"9501","MIR194-2",7.183448199,7.183448407,7.183448581,7.18344814,7.18344874,7.183448013,7.183448387,7.183448659,7.183448339,7.183448177,7.183448639,7.183448617,7.183448436,7.183447942,7.183448377,7.183448749,7.183448674,7.183448785,7.183448481,7.183448021,7.183448448,7.183448599,7.183448199,7.183448375,7.183448582,7.183448341,7.183448513,7.183448403 +"9502","MIR195",4.779173985,4.779174027,4.77917401,4.779174113,4.779173991,4.779173834,4.779173877,4.779174095,4.779173827,4.779173777,4.779174049,4.779174051,4.77917399,4.779173796,4.779174025,4.779174177,4.779174121,4.779174164,4.779173985,4.779173918,4.779174089,4.779174121,4.779173884,4.779173829,4.779174003,4.779173991,4.77917388,4.779173862 +"9503","MIR196A1",5.153379869,5.153379796,5.153380037,5.153379882,5.15337997,5.153379854,5.153379885,5.153380046,5.153379917,5.153379936,5.153379962,5.153380212,5.15337995,5.153379739,5.153380057,5.153379942,5.153380206,5.153379927,5.153379971,5.153379921,5.15337993,5.15338001,5.153379895,5.153379752,5.153379946,5.153379992,5.153379805,5.153379906 +"9504","MIR196A2",3.381729111,3.381729091,3.381729131,3.381729098,3.381729036,3.381729035,3.381729145,3.381729126,3.381729131,3.38172908,3.381729187,3.381729215,3.381729127,3.38172897,3.381729101,3.381729113,3.381729232,3.381729132,3.381729173,3.381729083,3.381729123,3.381729057,3.381729067,3.381729076,3.381729027,3.381729096,3.381729123,3.381729126 +"9505","MIR197",7.438807604,7.438808538,7.438809417,7.438808669,7.438808473,7.438806393,7.438807565,7.438808625,7.438808638,7.438808059,7.43880898,7.438808323,7.438808498,7.438807755,7.43880798,7.438809296,7.438808796,7.438809169,7.438807452,7.43880814,7.438807863,7.438808444,7.438808276,7.438808991,7.438809491,7.438808392,7.43880851,7.438808379 +"9506","MIR199A1",2.740518229,2.740518168,2.740518245,2.740518199,2.740518188,2.740518284,2.740518192,2.740518207,2.740518222,2.740518196,2.740518151,2.740518062,2.740518135,2.740518099,2.740518173,2.740518208,2.740518208,2.740518321,2.740518249,2.740518144,2.74051819,2.740518221,2.740518062,2.740518071,2.740518148,2.74051827,2.740518145,2.740518157 +"9507","MIR199B",3.963198676,3.963198671,3.963198778,3.963198695,3.963198646,3.963198797,3.963198833,3.963198859,3.963198772,3.963198583,3.9631989,3.963198912,3.96319865,3.963198575,3.963198679,3.963198853,3.963199022,3.963198648,3.963198772,3.963198768,3.96319875,3.963198805,3.963198543,3.963198654,3.96319865,3.963198669,3.963198643,3.96319861 +"9508","MIR19B2",2.773847612,2.773847653,2.773847608,2.773847613,2.773847602,2.773847592,2.773847597,2.773847622,2.773847611,2.773847593,2.773847592,2.773847599,2.773847597,2.77384763,2.773847635,2.773847638,2.773847641,2.773847606,2.773847589,2.773847597,2.773847604,2.773847623,2.773847621,2.773847621,2.773847602,2.773847627,2.773847638,2.773847625 +"9509","MIR200A",3.516650116,3.516650788,3.516650541,3.516650548,3.51665068,3.516650386,3.516650364,3.516650395,3.516650528,3.516650381,3.516650324,3.5166505,3.516650703,3.516649903,3.516650653,3.516650673,3.516650833,3.516650589,3.516650335,3.516650421,3.51665045,3.516650601,3.516650585,3.516650562,3.51665018,3.51665072,3.516650785,3.516650396 +"9510","MIR200B",5.216218284,5.216218269,5.216218337,5.216218334,5.21621838,5.216218296,5.216218331,5.216218269,5.216218273,5.216218299,5.216218346,5.216218364,5.216218308,5.216218238,5.216218354,5.216218345,5.216218384,5.216218377,5.216218347,5.216218294,5.216218374,5.216218371,5.216218259,5.216218297,5.216218382,5.216218373,5.216218299,5.216218272 +"9511","MIR200C",4.864714506,4.86471456,4.864714728,4.86471462,4.86471493,4.864714225,4.864714727,4.864714778,4.864714669,4.864714632,4.864714609,4.86471484,4.864714575,4.864714447,4.864714775,4.864714877,4.864715125,4.86471475,4.864714673,4.864714658,4.864714872,4.864714923,4.864714613,4.864714665,4.864714753,4.864714701,4.864714621,4.864714897 +"9512","MIR203A",4.522649014,4.522649033,4.522649037,4.522649033,4.52264904,4.522649042,4.522649054,4.522649052,4.522649034,4.522649028,4.522649077,4.52264904,4.522649019,4.522649001,4.522649022,4.522649029,4.522649049,4.522649048,4.522649033,4.522649026,4.52264902,4.522649034,4.522649016,4.522649013,4.522649028,4.522649026,4.522649032,4.522649035 +"9513","MIR204",4.156546838,4.156546849,4.156546894,4.15654688,4.156546883,4.156546986,4.156546845,4.156546829,4.15654686,4.15654693,4.156546887,4.156546847,4.156546868,4.156546773,4.156546826,4.15654687,4.15654688,4.15654689,4.156546839,4.156546858,4.156546811,4.156546838,4.156546876,4.156546846,4.15654693,4.156546865,4.156546881,4.156546819 +"9514","MIR206",3.716991243,3.716991264,3.716991275,3.716991277,3.716991253,3.716991265,3.716991262,3.716991268,3.71699127,3.716991269,3.716991272,3.716991259,3.716991248,3.71699126,3.716991257,3.716991265,3.71699127,3.716991256,3.716991268,3.716991282,3.716991225,3.716991263,3.716991254,3.71699128,3.716991258,3.716991262,3.716991254,3.716991257 +"9515","MIR208A",2.688793994,2.688794026,2.688794007,2.688794013,2.688793993,2.68879397,2.688794011,2.688793986,2.688794041,2.688794,2.688794032,2.688794061,2.688793985,2.688793995,2.688793987,2.68879398,2.688794055,2.688793988,2.688794037,2.688794028,2.688793977,2.688793975,2.688793955,2.688794014,2.688793985,2.688793972,2.688793991,2.688793994 +"9516","MIR21",8.05715078,8.574167698,8.144115223,8.51956122,7.740567995,8.514225575,8.469366384,7.879134905,8.197364459,7.826229752,8.194901732,7.420706902,8.16993295,8.239181916,7.912847543,8.585081679,8.167465515,8.205943732,8.23307956,8.726866797,8.308678599,7.961050129,8.317784521,8.375965186,8.29283455,7.871319722,8.215683831,7.855310044 +"9517","MIR210",7.4659219,7.465921869,7.4659222,7.465922074,7.465922429,7.465922097,7.465922205,7.465922444,7.465921999,7.465922184,7.465922485,7.465922262,7.465922297,7.465921591,7.465922424,7.465921938,7.465922535,7.465922161,7.465922135,7.465922333,7.465922389,7.46592243,7.465922103,7.465921918,7.465922216,7.465922257,7.465922242,7.465922012 +"9518","MIR211",6.435122052,6.435122644,6.435122721,6.435122492,6.435122805,6.435121421,6.435122293,6.435122863,6.435122695,6.435122375,6.435122758,6.435122818,6.435122622,6.435122315,6.435122718,6.435123269,6.435122995,6.435122784,6.435122344,6.435122426,6.43512268,6.435122759,6.435122426,6.435123066,6.43512303,6.435122602,6.435122412,6.435122839 +"9519","MIR212",6.428760102,6.428760186,6.428760335,6.428760079,6.428761217,6.428760368,6.428760631,6.428760759,6.42876037,6.428760432,6.428760834,6.428760879,6.428760241,6.428759287,6.428760704,6.428760429,6.428761199,6.428760544,6.428760718,6.42876034,6.428760914,6.428760776,6.428760255,6.428759959,6.428760149,6.428760731,6.428760343,6.428760579 +"9520","MIR215",2.078791505,2.078791526,2.078791477,2.078791471,2.078791473,2.078791743,2.078791452,2.078791555,2.0787918,2.078791558,2.078791648,2.078791655,2.078791494,2.078791496,2.078791385,2.078791482,2.078791684,2.078791587,2.07879174,2.078791472,2.078791416,2.078791508,2.078791654,2.078791496,2.078791655,2.078791477,2.078791498,2.078791555 +"9521","MIR216A",3.040331825,3.04033181,3.040331829,3.040331828,3.04033182,3.040331855,3.040331821,3.040331823,3.040331818,3.04033183,3.04033184,3.040331808,3.040331845,3.040331823,3.040331824,3.040331843,3.040331837,3.040331814,3.040331817,3.040331821,3.04033182,3.04033183,3.040331813,3.040331829,3.040331825,3.040331825,3.040331807,3.040331818 +"9522","MIR217",2.282438249,2.282438252,2.282438276,2.282438305,2.282438284,2.282438355,2.282438273,2.282438252,2.282438259,2.28243827,2.282438365,2.282438236,2.282438199,2.282438313,2.282438219,2.282438239,2.282438271,2.282438273,2.282438241,2.282438204,2.282438201,2.282438224,2.282438211,2.282438269,2.282438347,2.282438211,2.282438187,2.282438222 +"9523","MIR218-1",2.938728688,2.938728867,2.938729088,2.938729084,2.938728909,2.938729176,2.938728703,2.938729038,2.938728815,2.938728919,2.938728659,2.93872909,2.938728982,2.938728865,2.938728801,2.93872897,2.938729312,2.938728901,2.938728854,2.938728641,2.938728884,2.938728827,2.938728985,2.938729195,2.938728677,2.938728702,2.938728977,2.938728789 +"9524","MIR218-2",4.682274309,4.682274231,4.682274281,4.682274282,4.682274454,4.682274331,4.682274349,4.682274425,4.682274353,4.682274364,4.682274312,4.682274396,4.682274301,4.682274197,4.682274411,4.682274343,4.682274471,4.68227435,4.682274356,4.682274329,4.68227437,4.682274378,4.6822743,4.682274209,4.682274334,4.682274354,4.682274243,4.682274384 +"9525","MIR219A1",5.638978734,5.638978749,5.638978831,5.638978726,5.638979075,5.638978878,5.638978924,5.638978825,5.638978857,5.638978953,5.63897891,5.638978989,5.638978802,5.638978663,5.638979019,5.638978846,5.638979032,5.638978794,5.638978928,5.638978819,5.638979011,5.638978996,5.638978792,5.638978693,5.638978798,5.638978939,5.638978869,5.638978961 +"9526","MIR219A2",4.401275786,4.401275784,4.40127581,4.401275793,4.4012758,4.401275773,4.401275807,4.401275822,4.401275776,4.401275781,4.401275794,4.401275809,4.401275799,4.401275777,4.40127581,4.401275791,4.401275824,4.401275804,4.40127578,4.401275807,4.401275807,4.401275815,4.401275798,4.401275792,4.401275798,4.401275794,4.401275783,4.401275786 +"9527","MIR221",4.026691597,4.026691109,4.026691258,4.026691452,4.026691979,4.026691258,4.026691887,4.026691769,4.026691364,4.026691521,4.026691414,4.026691628,4.026691457,4.026691018,4.026691475,4.026691413,4.026691715,4.026691319,4.026691632,4.026691411,4.026691784,4.026691887,4.026691223,4.02669158,4.026691424,4.02669186,4.026691202,4.026691793 +"9528","MIR222",3.395451503,3.395451489,3.395451485,3.395451623,3.395451679,3.395451559,3.395451352,3.395451457,3.395451321,3.395451645,3.395451424,3.395451621,3.395451538,3.395451238,3.395451516,3.395451381,3.395451585,3.395451469,3.395451563,3.395451612,3.39545159,3.395451748,3.395451365,3.395451376,3.395451481,3.395451522,3.395451531,3.395451455 +"9529","MIR23A",7.341502021,7.34150283,7.341502302,7.341502656,7.341502426,7.34150171,7.341502133,7.341502492,7.341502127,7.341501698,7.341502551,7.341502075,7.341502426,7.341501602,7.341502326,7.341502852,7.341502425,7.341502945,7.341502271,7.341501761,7.341502169,7.34150219,7.341502104,7.341502055,7.341502667,7.341502109,7.34150229,7.341501919 +"9530","MIR24-2",5.553476813,5.553637282,5.55350696,5.553572371,5.553431559,5.553484502,5.553453087,5.553495612,5.553473349,5.553509531,5.553553102,5.553393612,5.553511034,5.553450563,5.553458565,5.553625778,5.553489548,5.553586651,5.553505039,5.553454011,5.55344667,5.553465112,5.553504026,5.553509593,5.553584759,5.553436023,5.553510343,5.553432497 +"9531","MIR25",6.445899285,6.445899168,6.445899444,6.445899438,6.445899553,6.445899036,6.445899299,6.445899435,6.445899383,6.445899203,6.445899587,6.445899439,6.445899488,6.445899245,6.445899423,6.445899356,6.445899484,6.445899537,6.445899389,6.445899344,6.445899517,6.445899507,6.445899266,6.445899345,6.445899605,6.445899491,6.44589934,6.445899379 +"9532","MIR26A1",4.393075886,4.393075995,4.393075935,4.39307591,4.393076027,4.39307589,4.393076027,4.393076036,4.393075938,4.393075938,4.393076011,4.393076175,4.393075937,4.393075812,4.393076031,4.393076105,4.393076188,4.393076092,4.39307593,4.393075944,4.393076046,4.39307612,4.39307575,4.393075704,4.393076018,4.393076075,4.393075813,4.393076013 +"9533","MIR26A2",4.361646668,4.361647327,4.361647141,4.361647131,4.3616469,4.361647119,4.361647138,4.361647151,4.361646745,4.361646717,4.361646634,4.361646715,4.361647248,4.361646696,4.361646673,4.361647256,4.361646661,4.361647016,4.361647238,4.361647256,4.361646621,4.361646967,4.361646818,4.361646989,4.361647331,4.361647104,4.361647237,4.361646539 +"9534","MIR26B",5.583273276,5.583273284,5.583273432,5.583273465,5.583273611,5.583273316,5.583273483,5.583273546,5.583273412,5.583273253,5.583273431,5.583273564,5.583273337,5.583273147,5.58327344,5.583273416,5.583273723,5.583273526,5.583273517,5.583273287,5.583273421,5.583273521,5.583273299,5.583273261,5.583273507,5.583273474,5.58327334,5.583273405 +"9535","MIR27A",6.421900309,6.421904604,6.421902474,6.421905413,6.421902647,6.421900255,6.421901548,6.421903382,6.42190297,6.421901315,6.421903502,6.421901118,6.421903297,6.421902008,6.421900513,6.421904571,6.421902836,6.421905961,6.421903681,6.421900538,6.421901518,6.421901697,6.421903533,6.421902092,6.421904305,6.421902467,6.421903043,6.421902249 +"9536","MIR28",3.339740829,3.339740791,3.339740757,3.339740947,3.339740631,3.339740944,3.339740749,3.339740728,3.339740629,3.339740831,3.339740806,3.339740739,3.339740817,3.339740794,3.339740777,3.339740771,3.33974091,3.339740693,3.339740875,3.33974082,3.339740666,3.33974071,3.339740919,3.339740714,3.339740884,3.33974079,3.339740863,3.339740675 +"9537","MIR296",5.366306141,5.366306351,5.366306422,5.366306181,5.366306365,5.366305959,5.366306192,5.366306174,5.366306328,5.366306163,5.366306255,5.366306384,5.366306216,5.366305969,5.3663062,5.366306409,5.36630642,5.366306352,5.366306065,5.366306438,5.366306219,5.366306214,5.36630625,5.366306316,5.366306366,5.366306242,5.366306053,5.366306168 +"9538","MIR299",3.083209955,3.083210345,3.083209994,3.083210061,3.083210275,3.083210094,3.083210098,3.083210129,3.083210213,3.08321013,3.083210191,3.083210244,3.083210215,3.083210134,3.083210207,3.083209896,3.08321044,3.083210042,3.083210251,3.083210103,3.083210029,3.083210222,3.083210015,3.083209968,3.083209982,3.083210145,3.083209949,3.083210203 +"9539","MIR29A",3.987263,3.987263124,3.987262872,3.987263058,3.987262758,3.987262868,3.987262806,3.987262699,3.987262772,3.987262664,3.98726286,3.987262793,3.987263052,3.987262835,3.987262765,3.987263148,3.987262854,3.987262991,3.987262911,3.987262949,3.987262754,3.987262788,3.98726281,3.987262776,3.987262936,3.987262865,3.98726306,3.98726288 +"9540","MIR29B1",2.388037312,2.388037316,2.388037329,2.388037297,2.388037267,2.388037295,2.388037267,2.388037256,2.388037302,2.388037287,2.388037301,2.388037294,2.388037283,2.388037318,2.388037267,2.388037322,2.388037269,2.388037298,2.388037274,2.388037312,2.388037255,2.38803728,2.388037289,2.388037291,2.388037274,2.388037296,2.38803729,2.388037283 +"9541","MIR301A",2.047709829,2.047709808,2.047709797,2.04770982,2.047709818,2.047709823,2.047709831,2.047709839,2.047709827,2.047709849,2.047709841,2.047709826,2.04770983,2.047709834,2.047709814,2.047709798,2.04770982,2.047709846,2.047709848,2.047709835,2.047709789,2.047709828,2.04770986,2.047709797,2.047709829,2.047709788,2.047709804,2.047709799 +"9542","MIR302A",1.747485302,1.747485304,1.747485381,1.747485412,1.747485305,1.74748528,1.747485462,1.747485353,1.747485282,1.747485262,1.747485387,1.747485743,1.747485353,1.747485401,1.747485335,1.747485328,1.747485535,1.747485476,1.747485347,1.747485374,1.747485401,1.747485478,1.747485293,1.747485312,1.747485293,1.747485297,1.74748525,1.747485424 +"9543","MIR302B",2.053532396,2.053532462,2.053532365,2.053532403,2.053532433,2.053532405,2.053532519,2.053532363,2.053532375,2.053532394,2.053532594,2.053532438,2.053532328,2.053532461,2.053532345,2.053532353,2.053532459,2.053532385,2.053532346,2.05353241,2.053532398,2.053532446,2.053532427,2.053532322,2.053532438,2.053532356,2.053532417,2.053532329 +"9544","MIR30A",3.576147342,3.576146922,3.576147444,3.576147298,3.576147317,3.576147298,3.576147345,3.576147139,3.576147073,3.576146969,3.576147091,3.576147024,3.576147111,3.5761472,3.576147415,3.576147478,3.576147434,3.57614738,3.576147162,3.576147104,3.576147178,3.57614726,3.576147252,3.576146836,3.576147108,3.576147288,3.576146937,3.576147312 +"9545","MIR30B",2.919500587,2.919500647,2.919500612,2.91950059,2.919500569,2.919500616,2.919500574,2.919500608,2.919500672,2.919500592,2.919500626,2.919500579,2.919500623,2.91950067,2.919500606,2.919500612,2.919500609,2.919500639,2.919500601,2.919500636,2.919500569,2.919500625,2.91950062,2.91950061,2.919500622,2.919500643,2.919500588,2.919500611 +"9546","MIR30C1",5.238350075,5.238350049,5.238350375,5.238350192,5.2383502,5.238349924,5.238350135,5.238350314,5.23835023,5.23835017,5.238350274,5.238350314,5.238350229,5.238349991,5.238350168,5.238350304,5.238350384,5.238350371,5.238350085,5.238350093,5.238350226,5.238350251,5.238350128,5.238350213,5.238350294,5.238350242,5.238350179,5.238350124 +"9547","MIR30C2",4.410358425,4.410358251,4.410358323,4.410358241,4.410358345,4.410358136,4.4103584,4.41035837,4.41035832,4.410358286,4.41035835,4.410358411,4.410358284,4.410358118,4.4103584,4.410358525,4.410358487,4.410358339,4.410358226,4.410358361,4.410358464,4.410358419,4.410358262,4.410358275,4.410358336,4.410358429,4.410358151,4.410358419 +"9548","MIR30D",3.148981403,3.148981548,3.148981588,3.148981464,3.148981344,3.148981514,3.148981725,3.148981335,3.148981517,3.148981652,3.148981442,3.148981627,3.148981619,3.148981592,3.148981642,3.148981574,3.148981547,3.148981507,3.148981385,3.148981571,3.148981491,3.148981575,3.148981576,3.148981435,3.148981563,3.148981597,3.148981786,3.148981578 +"9549","MIR30E",5.431585019,5.431585019,5.431585046,5.431585573,5.43158462,5.431585312,5.431585452,5.431585037,5.431584299,5.431584633,5.431584783,5.431584732,5.431585143,5.431584919,5.431584794,5.431584393,5.431584725,5.431585171,5.431585066,5.431585198,5.431584725,5.431584733,5.431585367,5.431585229,5.431585225,5.431584889,5.43158496,5.431584361 +"9550","MIR31",3.956526158,3.956526151,3.95652615,3.956526142,3.95652616,3.956526164,3.956526167,3.956526166,3.956526155,3.956526161,3.956526175,3.95652618,3.956526143,3.956526159,3.95652617,3.95652616,3.956526166,3.956526171,3.956526177,3.956526175,3.956526168,3.956526156,3.956526157,3.956526152,3.956526159,3.956526159,3.956526154,3.956526152 +"9551","MIR31HG",3.324588015,3.324587968,3.324588004,3.324587993,3.324588052,3.324588198,3.324588087,3.32458792,3.324587971,3.324587999,3.324587938,3.324588046,3.324588083,3.324587939,3.324588154,3.324588122,3.32458822,3.324588035,3.324588014,3.324587997,3.324588096,3.324588051,3.32458811,3.324588139,3.324588012,3.324588046,3.324588092,3.324588075 +"9552","MIR32",4.220530005,4.220529901,4.220529756,4.220529776,4.220529923,4.22052973,4.22052997,4.22052995,4.220529996,4.220529929,4.220529716,4.220530178,4.220529944,4.220530104,4.220529931,4.220529811,4.220529948,4.220529839,4.220529934,4.220529649,4.220529918,4.220529939,4.220530045,4.220529872,4.220529731,4.220529973,4.220529844,4.220530046 +"9553","MIR320A",7.045634746,7.045634797,7.045634916,7.045634821,7.045634927,7.04563474,7.045634817,7.045634853,7.045634887,7.045634816,7.04563487,7.045634981,7.045634794,7.045634683,7.045634831,7.045634845,7.045634969,7.045634922,7.045634822,7.045634899,7.045634841,7.045634765,7.045634834,7.04563483,7.04563488,7.045634825,7.045634761,7.045634858 +"9554","MIR320C1",4.51594291,4.515942845,4.515942804,4.515942799,4.515942823,4.515942722,4.51594278,4.515942822,4.515942874,4.515942813,4.515942816,4.515942891,4.515942822,4.515942787,4.515942875,4.515942866,4.515942847,4.515942818,4.515942773,4.515942765,4.515942882,4.515942905,4.515942771,4.515942818,4.515942905,4.515942901,4.515942785,4.515942895 +"9555","MIR323A",3.320353815,3.320353861,3.320353874,3.320353897,3.32035386,3.320353871,3.320353862,3.32035385,3.320353849,3.32035385,3.320353861,3.320353846,3.320353862,3.32035385,3.320353869,3.320353832,3.320353862,3.320353852,3.320353872,3.320353874,3.320353861,3.320353861,3.32035388,3.32035384,3.320353846,3.320353881,3.32035388,3.320353877 +"9556","MIR323B",5.180887193,5.180887356,5.180887399,5.180887228,5.180887428,5.180886861,5.180887258,5.180887493,5.180887298,5.180887174,5.180887272,5.180887307,5.180887278,5.18088693,5.180887389,5.180887607,5.180887444,5.180887398,5.180887235,5.180887334,5.180887227,5.180887444,5.180887123,5.180887221,5.180887512,5.180887405,5.180887211,5.180887232 +"9557","MIR326",8.720221253,8.720220792,8.72022284,8.720221569,8.720223054,8.720219651,8.720222108,8.720222758,8.72022144,8.720220948,8.720222429,8.720223037,8.720221937,8.720219888,8.720222803,8.720223132,8.720223629,8.720222478,8.720221746,8.720221864,8.720222682,8.720222982,8.72022068,8.720221637,8.720222079,8.720222667,8.720221571,8.720221766 +"9558","MIR330",5.220038565,5.220038499,5.220038492,5.220038509,5.220038745,5.220038568,5.22003866,5.220038761,5.220038428,5.220038595,5.220038583,5.220038619,5.22003863,5.220038493,5.220038583,5.220038653,5.220038687,5.220038603,5.220038585,5.220038616,5.22003877,5.220038703,5.220038455,5.220038543,5.220038621,5.220038641,5.220038469,5.220038553 +"9559","MIR331",4.71214251,4.712142479,4.712142519,4.712142399,4.71214255,4.712142488,4.7121425,4.712142465,4.712142468,4.712142611,4.712142457,4.712142633,4.712142518,4.71214245,4.712142509,4.712142417,4.712142527,4.712142492,4.712142499,4.712142487,4.712142432,4.712142475,4.712142488,4.712142558,4.712142495,4.712142459,4.712142431,4.712142546 +"9560","MIR339",7.839648064,7.839647883,7.839649209,7.839647929,7.839649791,7.839648315,7.839649312,7.839649654,7.83964864,7.839649202,7.839649339,7.839650001,7.839648783,7.839647227,7.839649642,7.839648537,7.83965022,7.839649007,7.83964923,7.839648062,7.839649617,7.839650015,7.83964764,7.839647837,7.839648469,7.839649361,7.839648315,7.839648381 +"9561","MIR33A",2.971825366,2.971825379,2.971825415,2.97182538,2.971825451,2.9718254,2.971825412,2.971825433,2.971825417,2.971825436,2.971825383,2.971825441,2.971825366,2.971825368,2.971825427,2.971825397,2.971825481,2.971825434,2.971825406,2.971825413,2.97182546,2.97182541,2.971825384,2.971825353,2.971825354,2.971825394,2.971825415,2.971825467 +"9562","MIR34AHG",7.192434238,7.192434218,7.192434446,7.192434331,7.19243444,7.192434241,7.192434325,7.192434441,7.192434219,7.192434268,7.192434425,7.192434393,7.192434327,7.192434075,7.192434394,7.192434363,7.192434428,7.192434446,7.192434363,7.192434358,7.192434403,7.192434443,7.192434188,7.192434174,7.192434356,7.192434423,7.192434301,7.192434358 +"9563","MIR34B",3.33943669,3.33943643,3.339436656,3.33943652,3.339436566,3.339436531,3.33943671,3.339436735,3.33943649,3.339436604,3.339436761,3.339436833,3.339436494,3.339436642,3.339436625,3.339436544,3.339436832,3.339436509,3.339436548,3.339436616,3.339436734,3.339436707,3.339436505,3.339436559,3.339436492,3.339436424,3.339436693,3.339436623 +"9564","MIR365A",5.085303249,5.085303451,5.085303604,5.085303343,5.085303414,5.085302953,5.08530318,5.085303434,5.085303539,5.085303374,5.085303507,5.085303338,5.085303343,5.085303431,5.085303301,5.085303607,5.085303548,5.08530349,5.085303325,5.085303496,5.085303253,5.085303424,5.085303471,5.085303721,5.085303725,5.085303229,5.085303472,5.085303467 +"9565","MIR3667HG",6.63116201,6.631161644,6.631162871,6.631160998,6.631161262,6.631162703,6.631162679,6.631161984,6.63116147,6.631162206,6.631161755,6.631161254,6.631161221,6.631161765,6.631161963,6.631161575,6.631162371,6.631161058,6.63116117,6.631162489,6.631162653,6.631162079,6.631161161,6.63116212,6.631161703,6.631161404,6.631161436,6.631161408 +"9566","MIR375",5.619022765,5.619022534,5.619022996,5.619022747,5.619023686,5.619022849,5.619023166,5.619023381,5.619022749,5.61902267,5.619022968,5.619023668,5.619022683,5.619022337,5.619023614,5.61902293,5.619023941,5.61902288,5.619022803,5.61902304,5.619023745,5.619023284,5.619022712,5.619022881,5.619022935,5.619023335,5.619022747,5.619022997 +"9567","MIR376C",1.808793745,1.808793752,1.808793777,1.808793731,1.808793694,1.808793838,1.808793702,1.808793765,1.808793763,1.808793793,1.808793784,1.808793761,1.80879374,1.808793853,1.808793735,1.808793737,1.808793802,1.80879371,1.808793781,1.808793756,1.808793637,1.808793716,1.808793848,1.808793687,1.808793719,1.808793718,1.808793794,1.808793806 +"9568","MIR377",2.455813098,2.455813127,2.455813109,2.455813103,2.455813131,2.455813114,2.455813109,2.455813118,2.455813123,2.455813117,2.455813166,2.455813148,2.455813141,2.45581308,2.455813106,2.455813156,2.455813183,2.455813147,2.455813176,2.45581313,2.455813114,2.455813128,2.455813102,2.455813103,2.455813112,2.455813092,2.455813114,2.455813144 +"9569","MIR382",2.828865615,2.828865662,2.828865572,2.828865676,2.828865633,2.828865594,2.828865628,2.828865664,2.828865653,2.828865658,2.828865651,2.828865745,2.828865619,2.828865646,2.82886563,2.828865688,2.828865734,2.828865671,2.82886571,2.828865677,2.828865663,2.828865664,2.828865603,2.828865573,2.828865636,2.828865659,2.82886558,2.828865639 +"9570","MIR410",2.515230195,2.515230345,2.515230396,2.51523038,2.515230406,2.515230327,2.515230236,2.515230313,2.5152305,2.515230292,2.515230175,2.515230669,2.515230418,2.515230489,2.515230499,2.515230318,2.51523055,2.515230363,2.51523052,2.515230307,2.515230475,2.515230448,2.515230395,2.515230373,2.515230363,2.515230556,2.515230261,2.515230495 +"9571","MIR412",3.923467527,3.923467578,3.923467563,3.923467608,3.923467645,3.923467549,3.923467679,3.9234676,3.923467601,3.923467638,3.923467565,3.923467636,3.923467514,3.92346753,3.92346761,3.923467616,3.923467677,3.923467678,3.923467639,3.923467589,3.923467528,3.923467611,3.923467618,3.923467608,3.923467601,3.9234676,3.923467608,3.92346755 +"9572","MIR423",6.209680016,6.209680168,6.209680115,6.209680073,6.209680104,6.209679973,6.209680042,6.209680135,6.209680135,6.209680128,6.209680104,6.209680069,6.209680135,6.209680046,6.209680074,6.209680055,6.209680135,6.209680114,6.209680065,6.209680139,6.209680037,6.209680118,6.209680141,6.209680146,6.209680071,6.209680092,6.209680073,6.209680157 +"9573","MIR425",6.000612021,6.00061208,6.000612308,6.00061222,6.000612391,6.00061216,6.000612274,6.000612386,6.000612233,6.000612128,6.000612327,6.000612451,6.00061222,6.000612029,6.00061233,6.00061214,6.000612455,6.000612298,6.000612237,6.000612185,6.000612333,6.000612346,6.000612184,6.00061214,6.000612248,6.00061236,6.000612164,6.000612271 +"9574","MIR429",5.375586812,5.375586802,5.375586672,5.375586692,5.375586799,5.375586705,5.375586874,5.375586565,5.375586946,5.375586748,5.37558697,5.375586933,5.375586687,5.37558634,5.375587035,5.375586696,5.37558703,5.375586887,5.375586773,5.37558671,5.375587013,5.375586859,5.375586767,5.37558654,5.375586551,5.375586807,5.375586729,5.37558676 +"9575","MIR4453HG",5.61590858,5.615908617,5.61590858,5.61590854,5.615908586,5.615908547,5.615908598,5.615908609,5.615908582,5.61590858,5.615908559,5.615908596,5.615908604,5.615908598,5.615908606,5.615908534,5.615908591,5.615908583,5.615908597,5.615908562,5.615908599,5.615908585,5.615908642,5.615908564,5.615908593,5.615908598,5.615908582,5.615908633 +"9576","MIR451A",2.514347306,2.514347307,2.514347321,2.514347324,2.514347323,2.514347323,2.514347311,2.514347301,2.514347301,2.514347317,2.514347316,2.514347328,2.514347321,2.514347302,2.514347317,2.514347293,2.514347329,2.514347316,2.51434729,2.514347319,2.514347307,2.5143473,2.514347311,2.514347327,2.514347313,2.5143473,2.514347311,2.514347308 +"9577","MIR455",3.966258504,3.966258498,3.966258636,3.966258684,3.966258768,3.966258573,3.966258687,3.966258768,3.966258568,3.966258691,3.966258631,3.966258717,3.966258677,3.966258506,3.966258754,3.966258692,3.966258663,3.966258739,3.966258637,3.96625868,3.966258706,3.966258625,3.96625851,3.966258531,3.966258582,3.966258779,3.966258587,3.966258631 +"9578","MIR485",3.899703703,3.899703699,3.899703747,3.89970375,3.899703748,3.899703743,3.89970373,3.899703727,3.89970373,3.899703671,3.899703744,3.899703739,3.899703753,3.8997037,3.899703782,3.899703785,3.899703811,3.899703757,3.899703739,3.899703707,3.899703771,3.899703785,3.89970371,3.899703712,3.899703744,3.899703736,3.899703727,3.899703721 +"9579","MIR487A",2.894726709,2.89472807,2.894726618,2.894727026,2.894727116,2.894726981,2.894727112,2.894727184,2.894727227,2.894726851,2.894726734,2.894727488,2.894726963,2.894727136,2.894727297,2.894727608,2.89472695,2.894727065,2.894726975,2.894727032,2.894727212,2.894727027,2.894727034,2.894726857,2.894727096,2.894727536,2.894726712,2.894727002 +"9580","MIR494",4.981100265,4.981100201,4.981100302,4.98110017,4.981100407,4.981100404,4.981100166,4.981100343,4.981100217,4.981100385,4.981100511,4.981100389,4.981100291,4.981100226,4.981100305,4.981100234,4.981100198,4.981100366,4.981100261,4.981100468,4.981100278,4.98110027,4.981100235,4.981100252,4.981100237,4.981099962,4.981100256,4.98110025 +"9581","MIR495",2.153112527,2.153112574,2.153112556,2.153112575,2.153112538,2.153112649,2.153112615,2.153112559,2.153112579,2.153112645,2.153112614,2.153112593,2.15311257,2.153112597,2.153112518,2.153112534,2.153112562,2.153112548,2.153112628,2.15311257,2.153112542,2.153112541,2.153112569,2.153112599,2.153112578,2.15311255,2.153112575,2.153112625 +"9582","MIR503",5.055816517,5.055816498,5.055816542,5.055816528,5.055816552,5.055816514,5.055816545,5.055816541,5.055816545,5.055816515,5.055816527,5.055816546,5.055816522,5.055816501,5.055816541,5.055816531,5.055816546,5.055816546,5.055816551,5.055816551,5.055816545,5.05581654,5.055816531,5.05581651,5.055816522,5.055816548,5.05581653,5.055816524 +"9583","MIR503HG",6.356278452,6.356278498,6.356278543,6.356278446,6.356278608,6.356278472,6.356278506,6.356278462,6.356278476,6.356278508,6.356278519,6.356278662,6.356278464,6.356278355,6.356278609,6.356278572,6.356278618,6.356278507,6.356278508,6.356278524,6.356278601,6.356278548,6.356278421,6.356278456,6.356278551,6.356278616,6.356278541,6.356278588 +"9584","MIR504",5.382094528,5.382094881,5.382095257,5.382094985,5.38209518,5.38209413,5.382094656,5.382095368,5.382094747,5.382094993,5.382094733,5.382095001,5.382094621,5.382094578,5.3820949,5.382095418,5.382095103,5.382095369,5.382094813,5.382095015,5.382095166,5.382095064,5.382094945,5.3820951,5.382095212,5.382095202,5.382094669,5.382095071 +"9585","MIR516B1",2.535385969,2.535385965,2.535386158,2.53538608,2.53538601,2.535385838,2.535385915,2.535386106,2.535386064,2.535386025,2.535385987,2.535386054,2.535385992,2.535386001,2.535385994,2.53538612,2.535386131,2.535385958,2.535385967,2.535385993,2.535386019,2.535386074,2.535386051,2.535386008,2.535386115,2.535385946,2.535386002,2.53538607 +"9586","MIR516B2",2.341114432,2.341114373,2.341114476,2.34111455,2.341114587,2.341114447,2.341114507,2.341114515,2.341114505,2.341114458,2.34111443,2.341114469,2.341114479,2.341114493,2.341114663,2.341114358,2.34111448,2.341114567,2.341114487,2.341114443,2.341114752,2.34111457,2.341114464,2.34111442,2.341114556,2.341114546,2.341114565,2.341114411 +"9587","MIR570HG",5.858327866,5.858327052,5.858327429,5.858327669,5.858327276,5.858327363,5.858327064,5.858327407,5.858327614,5.858327322,5.858327427,5.858327147,5.858327616,5.858328105,5.858327674,5.858326968,5.858327271,5.858327595,5.858327325,5.858327533,5.858327169,5.858327623,5.858327454,5.858327266,5.858327724,5.858327299,5.858327685,5.858327608 +"9588","MIR600HG",5.670416491,5.67041596,5.670416165,5.670416254,5.670416173,5.670416233,5.670416211,5.670416105,5.670416115,5.670416369,5.670416046,5.670416195,5.670416135,5.670416334,5.670416266,5.670416097,5.670416063,5.670416028,5.670416317,5.670416283,5.670416181,5.670416193,5.670416109,5.670416166,5.670416081,5.67041624,5.67041627,5.670416282 +"9589","MIR622",7.281652614,7.281652428,7.281652128,7.281652298,7.281652683,7.281652301,7.281652914,7.281652007,7.281653025,7.281653066,7.281652413,7.281652034,7.28165243,7.281652717,7.281652502,7.281651985,7.281652149,7.28165311,7.281652955,7.281652411,7.281652788,7.281652857,7.281652851,7.281652254,7.281652981,7.28165237,7.281653124,7.281652688 +"9590","MIR646HG",5.591307884,5.591308166,5.591307656,5.591308133,5.591307563,5.591307754,5.591307837,5.591307899,5.591307596,5.591307639,5.591307574,5.591307758,5.591307631,5.59130766,5.591307577,5.59130811,5.591307626,5.591307784,5.59130795,5.591307677,5.591307625,5.59130776,5.591307811,5.591307988,5.591307955,5.591307969,5.591307643,5.591307333 +"9591","MIR7-2",4.456570745,4.456570768,4.456570767,4.456570748,4.456570788,4.456570791,4.456570778,4.456570772,4.456570767,4.456570778,4.456570773,4.4565708,4.456570757,4.456570752,4.456570795,4.45657076,4.456570785,4.45657078,4.456570781,4.456570781,4.456570773,4.456570775,4.456570774,4.456570771,4.456570762,4.456570754,4.45657077,4.456570775 +"9592","MIR7-3",4.436652601,4.436652678,4.436652585,4.436652318,4.436652974,4.436652559,4.436652805,4.436652771,4.436652578,4.436652574,4.436652773,4.436653046,4.436652613,4.436652281,4.436652922,4.436652562,4.436653121,4.43665268,4.436652792,4.43665278,4.436652917,4.436652943,4.436652349,4.436652298,4.436652369,4.436652931,4.436652545,4.436652972 +"9593","MIR7-3HG",4.983686538,4.983686586,4.983686641,4.983686567,4.98368657,4.983686489,4.983686488,4.98368662,4.983686554,4.98368658,4.983686619,4.983686559,4.983686563,4.983686488,4.983686547,4.983686591,4.983686565,4.983686628,4.983686487,4.983686618,4.983686528,4.983686566,4.983686547,4.983686606,4.983686628,4.983686595,4.983686575,4.983686562 +"9594","MIR9-1",3.221017342,3.221017451,3.221017722,3.221017468,3.221017928,3.22101758,3.221017898,3.221017913,3.221017615,3.221017253,3.221017561,3.221018217,3.221017556,3.221017521,3.221017941,3.221017885,3.221018292,3.221017784,3.221017693,3.22101792,3.221018202,3.221017708,3.221017474,3.221017509,3.221017498,3.22101784,3.22101726,3.221018024 +"9595","MIR9-1HG",3.970831534,3.970831682,3.970831718,3.97083169,3.970831875,3.970831819,3.970831753,3.970831658,3.970831668,3.970831658,3.970831658,3.970831818,3.970831684,3.970831541,3.970831811,3.970831737,3.970832043,3.970831682,3.970831655,3.970831763,3.970831809,3.970831777,3.970831731,3.970831689,3.970831641,3.97083163,3.970831694,3.97083165 +"9596","MIR9-3",4.037414161,4.037414106,4.037414207,4.037413876,4.037414485,4.037414027,4.03741431,4.037414412,4.03741434,4.037414255,4.037414274,4.037414415,4.037414125,4.037414032,4.037414439,4.037414129,4.037414599,4.037414269,4.037414369,4.037414137,4.037414415,4.037414347,4.037414075,4.037414039,4.037414069,4.037414307,4.037414067,4.037414393 +"9597","MIR92A2",3.949507656,3.949507797,3.949507755,3.949507664,3.949507953,3.949507722,3.94950781,3.949507961,3.949507863,3.949507844,3.949507802,3.949507952,3.949507743,3.949507556,3.949507914,3.949507762,3.949507902,3.94950784,3.949507864,3.949507584,3.949507861,3.949507945,3.949507857,3.949507735,3.949507777,3.949507788,3.949507615,3.949507895 +"9598","MIR93",5.192761178,5.192761223,5.192761471,5.192761265,5.192761349,5.19276174,5.192761363,5.19276148,5.192761516,5.192761721,5.192761639,5.19276176,5.192761472,5.192761296,5.192761443,5.192761453,5.192761674,5.192761472,5.192761395,5.192761537,5.192761239,5.192761541,5.19276135,5.192761481,5.192761292,5.192761396,5.192761431,5.192761259 +"9599","MIR95",1.996632812,1.996632828,1.996632781,1.996632811,1.996632735,1.996632783,1.996632865,1.996632785,1.996632853,1.996632802,1.996632885,1.996632821,1.996632865,1.996632809,1.99663277,1.996632853,1.996632769,1.996632851,1.996632853,1.99663283,1.996632783,1.99663276,1.996632802,1.996632814,1.996632777,1.996632808,1.996632796,1.996632807 +"9600","MIR96",2.755163144,2.755163101,2.755163135,2.755163137,2.755163151,2.755163135,2.755163144,2.755163145,2.755163117,2.755163158,2.755163133,2.755163123,2.755163152,2.755163145,2.755163144,2.75516318,2.755163146,2.755163133,2.755163136,2.755163128,2.75516313,2.75516312,2.755163106,2.755163126,2.755163145,2.755163108,2.755163105,2.75516315 +"9601","MIR98",4.233152129,4.233152395,4.233152508,4.233152333,4.233152142,4.233151941,4.233152044,4.23315233,4.233152419,4.233152277,4.23315237,4.233152197,4.233152268,4.233152339,4.233152113,4.233152533,4.233152471,4.2331524,4.233152104,4.233152409,4.233151981,4.23315229,4.233152385,4.233152606,4.233152466,4.233152016,4.233152297,4.233152353 +"9602","MIR99A",4.570670003,4.570669872,4.570670065,4.570670055,4.570670611,4.570669918,4.570670441,4.570670424,4.570670231,4.570670114,4.570669909,4.570670694,4.570670219,4.570669929,4.570670433,4.570670182,4.57067079,4.570670618,4.570670302,4.570670284,4.570670627,4.570670461,4.570669745,4.570669829,4.570670185,4.570670216,4.570670024,4.570670245 +"9603","MIR99AHG",2.954673997,2.954674027,2.954674011,2.95467403,2.954674008,2.954674045,2.954674015,2.95467403,2.954674058,2.954674047,2.954673993,2.954674006,2.954674038,2.954674068,2.954674036,2.954674069,2.954674063,2.954674008,2.954674022,2.954674007,2.954674025,2.954674049,2.954674065,2.95467403,2.954674066,2.954674019,2.954673978,2.954674027 +"9604","MIR99B",6.693016228,6.693016223,6.693016597,6.693016586,6.693017598,6.693016277,6.693016979,6.693017233,6.693016524,6.693016816,6.693017106,6.693017258,6.693016686,6.693015883,6.693017105,6.693016666,6.693017327,6.693017347,6.69301704,6.693016776,6.693017429,6.693017218,6.693016518,6.693016007,6.693016547,6.693017122,6.693016688,6.693016864 +"9605","MIRLET7A1",4.387867866,4.387867971,4.387867938,4.387867876,4.387867883,4.387867794,4.387867734,4.387867995,4.387867866,4.387867782,4.387868003,4.387868048,4.387867982,4.387867744,4.387867926,4.387867996,4.387868004,4.387868051,4.3878679,4.387867809,4.387867908,4.387868059,4.387867881,4.38786801,4.387868003,4.387867752,4.38786771,4.387868125 +"9606","MIRLET7A2",3.297866433,3.297866528,3.297866815,3.297866686,3.297866694,3.297866722,3.29786657,3.297866734,3.297866617,3.297866672,3.297866865,3.297866679,3.297866603,3.297866586,3.297866745,3.297866624,3.297866633,3.297866742,3.297866635,3.297866856,3.297866583,3.297866775,3.297866501,3.297866762,3.297866674,3.297866672,3.297866518,3.297866609 +"9607","MIRLET7BHG",6.255475422,6.255475485,6.255475539,6.255475511,6.255475616,6.255475457,6.255475454,6.255475598,6.25547553,6.255475409,6.255475494,6.255475511,6.255475496,6.255475471,6.255475555,6.255475551,6.255475618,6.255475487,6.255475452,6.255475542,6.255475524,6.255475523,6.255475445,6.255475408,6.255475522,6.255475574,6.255475529,6.255475551 +"9608","MIRLET7C",2.787365569,2.787365593,2.78736559,2.787365628,2.787365544,2.787365638,2.787365549,2.787365615,2.787365625,2.787365638,2.787365673,2.78736559,2.787365536,2.787365547,2.787365582,2.78736563,2.787365623,2.787365635,2.787365554,2.787365574,2.787365497,2.787365572,2.78736557,2.78736561,2.787365624,2.787365582,2.787365651,2.787365598 +"9609","MIRLET7D",5.925799482,5.925799918,5.925799885,5.925799694,5.925799383,5.925799249,5.925799434,5.925799829,5.925799809,5.925799574,5.925799593,5.925799496,5.925799676,5.925800003,5.925799509,5.925800273,5.925799546,5.925799567,5.925799559,5.925799881,5.925799486,5.925799523,5.925799821,5.92580038,5.925799915,5.925799485,5.925799653,5.925799932 +"9610","MIRLET7E",4.662931402,4.662932167,4.662932357,4.662932151,4.662932069,4.66293224,4.662931679,4.662932433,4.662931945,4.662932243,4.662932644,4.662932279,4.662931833,4.662932093,4.662931726,4.662932357,4.662932353,4.662932252,4.662931569,4.662932271,4.662931667,4.662932191,4.662931948,4.662932038,4.662932807,4.662931869,4.662931936,4.662931844 +"9611","MIRLET7F1",4.743625864,4.743625889,4.743625749,4.743625576,4.743625647,4.743625292,4.743625424,4.743625381,4.743625519,4.74362542,4.743625509,4.743625548,4.743625816,4.743626213,4.743625538,4.743625921,4.743625786,4.743625505,4.74362561,4.743625447,4.743625358,4.743625682,4.743625716,4.743625718,4.743625677,4.743625605,4.743625694,4.743625996 +"9612","MIRLET7F2",3.623126748,3.623127125,3.623126807,3.623126743,3.623126561,3.623127284,3.623126651,3.623126536,3.623127044,3.623127174,3.623127071,3.623126581,3.6231266,3.623126823,3.62312687,3.623126999,3.62312707,3.62312664,3.623126915,3.623127146,3.623126076,3.62312675,3.623126887,3.623127137,3.623126551,3.623126453,3.623126737,3.623126416 +"9613","MIRLET7G",5.864744286,5.864744315,5.864744261,5.86474429,5.86474419,5.864744273,5.864744213,5.864744277,5.864744283,5.864744222,5.864744267,5.864744248,5.8647443,5.864744323,5.864744228,5.864744274,5.864744191,5.86474426,5.864744246,5.86474429,5.864744212,5.864744241,5.864744282,5.864744294,5.864744266,5.864744282,5.864744287,5.864744201 +"9614","MIRLET7I",6.002674217,6.002674236,6.002674174,6.002674141,6.002674205,6.002674252,6.002674247,6.002674183,6.002674218,6.002674232,6.002674166,6.002674222,6.002674188,6.002674228,6.002674227,6.002674228,6.002674259,6.002674183,6.002674181,6.002674213,6.00267424,6.002674237,6.002674188,6.002674162,6.002674176,6.002674232,6.002674195,6.002674273 +"9615","MIS12",5.494537783,5.494537088,5.494537265,5.494537379,5.494537219,5.494537018,5.494537629,5.494536596,5.494537694,5.494537817,5.494537045,5.494537148,5.49453805,5.494538311,5.494537346,5.494536931,5.494537095,5.494537174,5.494537574,5.494537181,5.494537569,5.494537245,5.494537958,5.494537944,5.494537113,5.494537723,5.494537894,5.494538124 +"9616","MIS18A",5.977190146,5.977190059,5.977190019,5.977189898,5.977190109,5.977189987,5.97719001,5.977190001,5.977190158,5.977190044,5.977189939,5.977189995,5.977190147,5.977190299,5.977190145,5.977190048,5.977190036,5.97718994,5.977189996,5.977189892,5.977190125,5.977189996,5.977190159,5.977190159,5.977189982,5.977190156,5.97718997,5.977190211 +"9617","MIS18BP1",5.475614757,5.475614558,5.475614574,5.475614569,5.475614494,5.475614305,5.475614564,5.47561448,5.47561425,5.475614454,5.475614481,5.475614177,5.475614475,5.475615061,5.475614626,5.475614451,5.475614587,5.4756146,5.475614812,5.475614403,5.475614558,5.475614364,5.47561444,5.47561445,5.475614675,5.475614398,5.475614544,5.475614747 +"9618","MISP",5.291205806,5.291205861,5.291205909,5.291205896,5.291205935,5.291205783,5.291205863,5.291205865,5.291205854,5.291205899,5.291205933,5.291205941,5.291205819,5.291205771,5.291205877,5.291205887,5.291205989,5.291205915,5.291205908,5.291205896,5.291205879,5.291205957,5.291205905,5.291205868,5.291205865,5.291205875,5.291205857,5.291205835 +"9619","MITD1",4.700633842,4.70063379,4.70063364,4.700633747,4.700633608,4.700633807,4.700633733,4.700633738,4.70063378,4.700633721,4.700633672,4.700633668,4.700633783,4.700633961,4.700633761,4.70063373,4.700633562,4.700633609,4.700633774,4.700633769,4.700633684,4.700633665,4.700633823,4.70063367,4.700633731,4.700633751,4.700633796,4.700633753 +"9620","MITF",5.230369303,5.23036924,5.230369438,5.230369294,5.230369411,5.230369133,5.230369385,5.2303694,5.230369218,5.230369253,5.230369443,5.230369421,5.230369216,5.230369178,5.230369316,5.230369415,5.230369419,5.230369496,5.230369383,5.230369261,5.230369449,5.230369297,5.230369234,5.230369186,5.230369287,5.230369257,5.230369178,5.230369306 +"9621","MIX23",4.854034992,4.854034983,4.854034929,4.854034941,4.854034907,4.854034934,4.854034893,4.854034855,4.854034942,4.854034899,4.854034958,4.854034943,4.85403493,4.854034959,4.854034876,4.854034979,4.854034889,4.854034913,4.854034949,4.854034793,4.854034833,4.854034979,4.854034981,4.854034895,4.854034849,4.854034921,4.854034874,4.854034952 +"9622","MIXL1",5.797974045,5.797974034,5.797974072,5.797974052,5.797974109,5.797974033,5.797974056,5.797974068,5.797974074,5.797974066,5.797974099,5.797974102,5.797974057,5.797974008,5.797974086,5.797974055,5.797974117,5.797974102,5.797974067,5.79797408,5.797974063,5.797974071,5.797974048,5.797974078,5.79797405,5.797974076,5.797974069,5.797974068 +"9623","MKI67",4.946349375,4.94634941,4.946349583,4.946349729,4.946349611,4.946350027,4.946350579,4.946349365,4.946350007,4.946349663,4.9463498,4.946349783,4.946349512,4.946349359,4.946349551,4.946349359,4.946349655,4.946349744,4.946349354,4.946349863,4.946350355,4.946349595,4.946350028,4.946349507,4.946349644,4.946349651,4.946349659,4.946349481 +"9624","MKKS",4.579507825,4.579507753,4.579507598,4.579507605,4.579507559,4.579507729,4.579507708,4.579507643,4.579507722,4.579507838,4.579507649,4.57950755,4.579507805,4.579507959,4.579507683,4.579507729,4.579507569,4.579507578,4.57950775,4.579507601,4.579507636,4.579507723,4.579507746,4.579507819,4.579507693,4.579507624,4.579507763,4.579507795 +"9625","MKLN1",8.195157059,8.195157347,8.195156364,8.195157013,8.195155645,8.195155958,8.195156466,8.195155953,8.195156255,8.195156201,8.195156156,8.195154967,8.195156565,8.195157849,8.195156564,8.195156841,8.19515601,8.195156533,8.195156573,8.195156276,8.195156833,8.195156349,8.195156682,8.195156648,8.195156261,8.195156072,8.195155972,8.195157079 +"9626","MKNK1",8.512130212,8.512130596,8.512129987,8.51213072,8.512129766,8.512130121,8.512130177,8.512130127,8.512129766,8.512129653,8.512130057,8.512129184,8.512130147,8.512130121,8.512130136,8.512130364,8.512130027,8.512130317,8.512130442,8.512130287,8.512129951,8.512130316,8.51213008,8.512130476,8.512129929,8.512129424,8.512130062,8.512129579 +"9627","MKNK2",8.621416553,8.621416761,8.621416784,8.621416899,8.62141656,8.62141687,8.621416716,8.6214168,8.621416744,8.621416682,8.621416648,8.621416714,8.621416629,8.621416543,8.621416628,8.62141665,8.621416789,8.621416855,8.621416603,8.621416797,8.621416597,8.62141676,8.621416757,8.62141673,8.621416745,8.621416813,8.621416676,8.621416596 +"9628","MKRN1",11.04598965,10.91796937,11.32403901,11.05046676,11.07858132,11.50692203,11.40494574,11.44678074,11.40685621,11.34757207,11.13131129,11.50740374,10.97522949,10.8378119,11.12985064,10.67101563,11.27561656,11.08620969,10.83697294,11.40613619,11.38164344,11.29961375,11.34156032,11.33897279,11.08338279,11.52132222,11.1079642,10.82246982 +"9629","MKRN2",7.508185474,7.508185507,7.508185394,7.5081854,7.508185396,7.508185419,7.508185431,7.508185438,7.508185529,7.508185429,7.508185352,7.508185388,7.508185469,7.508185601,7.508185453,7.508185514,7.508185334,7.508185386,7.508185459,7.508185497,7.508185424,7.508185348,7.508185501,7.508185501,7.508185469,7.508185461,7.508185463,7.508185527 +"9630","MKRN3",5.273073354,5.273073413,5.2730734,5.273073349,5.273073423,5.27307339,5.273073393,5.273073415,5.273073401,5.273073372,5.273073379,5.273073406,5.273073329,5.273073347,5.273073413,5.273073454,5.273073414,5.273073414,5.273073446,5.273073426,5.273073397,5.273073399,5.273073378,5.273073361,5.273073386,5.273073399,5.273073356,5.273073368 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+"9669","MMP13",3.450412849,3.450412681,3.450412886,3.450412854,3.450412722,3.450412828,3.450412943,3.45041302,3.450412978,3.450412762,3.450412847,3.450412986,3.450412783,3.45041278,3.450412909,3.450412815,3.450413235,3.450412977,3.450412849,3.450412829,3.450412854,3.450412871,3.450412886,3.450412784,3.4504129,3.450412789,3.450412826,3.450412859 +"9670","MMP14",5.397444231,5.397444232,5.397444315,5.397444269,5.397444351,5.397444291,5.397444318,5.397444311,5.397444254,5.397444346,5.397444325,5.397444319,5.397444262,5.397444203,5.397444321,5.397444268,5.39744435,5.397444306,5.397444309,5.39744425,5.397444326,5.397444342,5.397444243,5.397444227,5.39744423,5.397444331,5.397444275,5.39744426 +"9671","MMP15",4.933830867,4.933830936,4.933831183,4.933830892,4.933831249,4.933831078,4.933831094,4.933831277,4.933830814,4.933831259,4.93383115,4.933831328,4.933831017,4.933830726,4.933831189,4.93383107,4.933831272,4.933831113,4.933831054,4.93383107,4.933831131,4.933831149,4.933830884,4.933831012,4.933831069,4.933831098,4.933830967,4.933831116 +"9672","MMP16",3.642885972,3.642886165,3.642886251,3.642886048,3.642886296,3.642885908,3.642886204,3.642886065,3.64288601,3.642886063,3.642886128,3.642886417,3.642886153,3.642885996,3.64288632,3.64288624,3.642886177,3.642886126,3.642886136,3.642886047,3.642886245,3.642886312,3.642886105,3.642886089,3.642886185,3.642886128,3.642886042,3.642886172 +"9673","MMP17",6.382850398,6.382850396,6.382850409,6.38285035,6.382850501,6.382850393,6.382850419,6.382850449,6.382850375,6.382850404,6.382850498,6.382850477,6.382850439,6.382850308,6.382850472,6.382850391,6.382850444,6.382850439,6.382850418,6.382850402,6.382850401,6.382850465,6.38285032,6.382850373,6.382850463,6.382850477,6.382850366,6.382850376 +"9674","MMP19",4.836766114,4.836766125,4.836766138,4.836766126,4.836766138,4.836766101,4.836766128,4.836766133,4.836766115,4.836766129,4.83676613,4.836766131,4.836766125,4.836766108,4.836766131,4.836766136,4.836766137,4.836766139,4.836766122,4.83676613,4.836766136,4.836766129,4.836766122,4.836766123,4.836766138,4.836766123,4.836766122,4.836766117 +"9675","MMP2",4.754910758,4.754910751,4.754910811,4.754910785,4.754910795,4.754910743,4.75491078,4.754910793,4.754910778,4.754910732,4.754910865,4.754910792,4.754910774,4.75491074,4.754910769,4.754910785,4.754910859,4.754910816,4.75491078,4.754910794,4.754910783,4.754910786,4.754910785,4.754910737,4.754910797,4.754910789,4.754910777,4.754910787 +"9676","MMP20",3.995847023,3.995847061,3.995847225,3.995847152,3.995847195,3.995847167,3.99584705,3.99584719,3.995847052,3.995847125,3.995847228,3.995847281,3.995847013,3.995846982,3.995847198,3.995847163,3.995847318,3.995847108,3.995847103,3.995847049,3.995847171,3.995847284,3.995847149,3.995847078,3.995847192,3.995847193,3.995847032,3.995847172 +"9677","MMP21",5.114319648,5.114319656,5.114319809,5.114319745,5.114319979,5.114319669,5.114319673,5.11431987,5.114319826,5.114319741,5.114319767,5.114320154,5.11431971,5.114319463,5.114320099,5.114319629,5.114320071,5.114319854,5.114319745,5.114319805,5.11432,5.1143199,5.114319671,5.114319648,5.114319765,5.114319863,5.114319666,5.114319756 +"9678","MMP24",5.251557005,5.251556998,5.251557043,5.251557041,5.251557072,5.251557009,5.251556995,5.251557082,5.251556996,5.251557051,5.251557051,5.251557081,5.251557061,5.251556966,5.251557046,5.251557065,5.251557112,5.251557032,5.251557041,5.251557052,5.25155704,5.251557073,5.251556991,5.251557006,5.25155705,5.251557045,5.251557031,5.251557017 +"9679","MMP25",8.638385549,8.638386274,8.638381959,8.638388679,8.638378117,8.638380966,8.638382742,8.638380937,8.638378781,8.638378238,8.63838262,8.638378466,8.638379758,8.638376132,8.638386926,8.638386517,8.638383811,8.638387535,8.638383848,8.638380408,8.638381723,8.638380676,8.638382474,8.638383499,8.638385692,8.638379164,8.638379371,8.638376162 +"9680","MMP26",3.235797802,3.235797799,3.235797806,3.235797805,3.235797811,3.235797828,3.235797817,3.235797807,3.235797805,3.235797805,3.235797821,3.235797822,3.235797809,3.235797805,3.23579782,3.235797822,3.235797821,3.2357978,3.235797808,3.235797798,3.235797798,3.235797803,3.235797791,3.235797815,3.235797802,3.235797799,3.235797801,3.235797805 +"9681","MMP27",3.481888167,3.481888155,3.481888178,3.481888155,3.481888167,3.481888166,3.481888145,3.481888192,3.481888144,3.481888177,3.481888157,3.481888171,3.481888153,3.481888147,3.48188815,3.481888195,3.481888175,3.481888166,3.481888163,3.481888148,3.481888152,3.481888166,3.481888142,3.481888151,3.481888167,3.481888139,3.481888154,3.481888144 +"9682","MMP28",5.471486086,5.471486147,5.471486179,5.471486176,5.471486204,5.471486116,5.471486146,5.471486181,5.471486144,5.471486161,5.471486168,5.471486209,5.471486144,5.471486086,5.471486144,5.471486178,5.471486222,5.471486153,5.471486161,5.471486159,5.471486135,5.471486199,5.471486133,5.471486131,5.471486159,5.471486171,5.47148617,5.471486124 +"9683","MMP3",3.905395442,3.905395436,3.905395469,3.905395472,3.905395499,3.905395454,3.905395443,3.905395471,3.905395493,3.905395434,3.905395509,3.905395478,3.905395444,3.905395406,3.90539551,3.905395505,3.905395453,3.905395446,3.905395519,3.905395472,3.905395468,3.905395512,3.905395449,3.905395474,3.905395432,3.905395482,3.905395441,3.905395516 +"9684","MMP7",3.369466246,3.369466238,3.369466268,3.369466292,3.369466284,3.369466249,3.369466315,3.369466393,3.369466233,3.369466251,3.369466303,3.369466346,3.369466266,3.369466257,3.369466286,3.369466327,3.369466326,3.369466306,3.369466297,3.369466263,3.369466303,3.369466299,3.36946627,3.369466247,3.369466318,3.369466296,3.3694663,3.36946629 +"9685","MMP8",4.096760436,4.096759613,4.096761309,4.09676038,4.096758581,4.096759575,4.09676446,4.096758963,4.096759489,4.096758382,4.096761409,4.096758801,4.096758618,4.09675802,4.096760755,4.096759288,4.096761837,4.096759417,4.096758694,4.096760129,4.0967639,4.096758894,4.096757818,4.096758625,4.09676044,4.096758935,4.096757221,4.096757753 +"9686","MMP9",7.316010859,7.93402512,7.672259169,8.740075736,6.739306618,7.776198134,8.35195674,7.752401968,7.935537016,7.042097843,7.996936984,7.786320609,7.149816092,7.086959854,7.64534377,8.367062219,7.996598466,8.354669961,7.88208799,8.296244832,8.166019563,7.79149715,8.324566272,8.060251153,8.323940948,7.950404274,6.911935985,6.953910415 +"9687","MMRN1",4.905981388,4.905981829,4.905981814,4.905983249,4.90598215,4.905981373,4.905981849,4.905980992,4.905981202,4.905982628,4.905983187,4.9059818,4.905981782,4.905981785,4.905981579,4.905981796,4.905981972,4.905983455,4.905981655,4.905981205,4.905981949,4.905981089,4.905981367,4.905983247,4.905983376,4.90598196,4.905981669,4.905981706 +"9688","MMRN2",4.797861358,4.797861494,4.797861448,4.797861473,4.797861528,4.797861476,4.797861471,4.797861475,4.797861404,4.797861445,4.79786148,4.797861474,4.797861478,4.797861381,4.797861429,4.797861583,4.797861609,4.797861543,4.797861471,4.797861505,4.797861487,4.797861484,4.79786141,4.797861437,4.797861437,4.797861541,4.797861484,4.797861468 +"9689","MMS19",7.188577328,7.188577227,7.188577135,7.188577071,7.188577196,7.188577307,7.188577222,7.188577226,7.188577285,7.188577227,7.188577109,7.188577211,7.18857726,7.188577355,7.18857717,7.188577207,7.188577036,7.188577019,7.188577207,7.188577311,7.188577216,7.188577225,7.188577231,7.188577223,7.188577108,7.188577287,7.188577288,7.188577205 +"9690","MMS22L",4.884485258,4.88448512,4.884485216,4.884485157,4.884485083,4.884485093,4.884485209,4.884485146,4.884485153,4.884485211,4.884485176,4.88448506,4.884485163,4.884485361,4.884485143,4.884485175,4.884485124,4.884485136,4.884485256,4.884485063,4.884485229,4.88448516,4.884485232,4.884485189,4.8844852,4.884485092,4.884485198,4.884485222 +"9691","MMUT",5.434866495,5.434866407,5.434866466,5.434866098,5.434866,5.434866138,5.434866338,5.434866015,5.434866291,5.434866382,5.434865959,5.43486587,5.434866196,5.434866602,5.434866286,5.434866362,5.43486622,5.434866181,5.4348664,5.434866016,5.434866234,5.434866174,5.434866451,5.434866319,5.434866212,5.43486612,5.434866185,5.434866426 +"9692","MN1",5.594484417,5.594484431,5.594484511,5.594484441,5.594484653,5.594484524,5.594484527,5.594484514,5.594484453,5.594484573,5.594484532,5.594484695,5.594484496,5.594484304,5.594484619,5.594484551,5.59448461,5.594484587,5.594484555,5.594484552,5.59448461,5.594484549,5.594484357,5.594484424,5.5944845,5.594484545,5.59448448,5.594484511 +"9693","MNAT1",4.632147809,4.63214779,4.632147795,4.632147761,4.63214778,4.632147774,4.632147789,4.632147783,4.632147784,4.632147793,4.632147791,4.632147778,4.632147798,4.63214781,4.632147797,4.632147808,4.632147785,4.632147781,4.632147784,4.632147778,4.632147789,4.632147785,4.632147791,4.632147791,4.632147773,4.63214779,4.632147798,4.632147788 +"9694","MND1",3.123417612,3.123417627,3.123417695,3.123417752,3.123417639,3.123417691,3.123417681,3.123417696,3.123417785,3.123417728,3.123417643,3.123417682,3.123417652,3.123417738,3.123417642,3.123417691,3.123417669,3.123417635,3.123417694,3.123417758,3.123417614,3.123417641,3.123417728,3.123417686,3.123417701,3.12341765,3.123417656,3.123417739 +"9695","MNDA",8.598137675,8.598138675,8.598136757,8.598139465,8.598136627,8.598136852,8.598135378,8.598137015,8.598134283,8.598134276,8.598137688,8.598132274,8.598135631,8.598140366,8.598137051,8.598138793,8.598137543,8.598138699,8.598139727,8.598138865,8.598137778,8.598138749,8.59813711,8.598137869,8.598138792,8.598135445,8.598134603,8.598138648 +"9696","MNS1",2.739058232,2.739058191,2.739058187,2.739058284,2.739058314,2.739058164,2.739058265,2.73905823,2.739058148,2.739058251,2.739058262,2.739058361,2.739058218,2.739058433,2.739058353,2.739058225,2.739058269,2.739058342,2.739058112,2.73905815,2.739058251,2.739058268,2.739058271,2.739058276,2.739058251,2.739058351,2.739058152,2.739058341 +"9697","MNT",6.656360701,6.656360821,6.656360786,6.656360789,6.656360882,6.656360841,6.656360897,6.656360794,6.656360849,6.656360793,6.656360711,6.656360749,6.656360822,6.656360736,6.656360783,6.656360783,6.656360855,6.656360886,6.656360861,6.656360839,6.656360872,6.656360841,6.65636076,6.65636079,6.656360777,6.656360822,6.656360766,6.656360721 +"9698","MNX1",6.621494496,6.621494596,6.621494859,6.621494709,6.621494836,6.62149471,6.62149477,6.621494797,6.621494618,6.621494642,6.621494846,6.621495012,6.621494629,6.621494334,6.621494759,6.621494527,6.62149487,6.621494908,6.621494652,6.621494497,6.621494654,6.621494808,6.621494524,6.621494506,6.621494635,6.621494718,6.621494537,6.621494564 +"9699","MOAP1",6.856752036,6.856752055,6.856752055,6.856752032,6.856752037,6.856752059,6.856752081,6.85675203,6.856752087,6.85675205,6.856752076,6.856752051,6.856752063,6.856752104,6.856752078,6.856752064,6.856752077,6.85675203,6.856752,6.856752044,6.856752062,6.856752086,6.856752094,6.856752021,6.856752007,6.856752045,6.856752064,6.856752107 +"9700","MOB1A",9.184217114,9.184216492,9.184216317,9.184216609,9.184216094,9.184216377,9.184216627,9.184215757,9.184215708,9.184216059,9.184216328,9.184215326,9.184216586,9.184217499,9.184216504,9.18421543,9.184215975,9.184216363,9.184216506,9.184216899,9.184216831,9.184216015,9.184216406,9.184216705,9.184216311,9.18421612,9.184216446,9.184216634 +"9701","MOB1B",6.212324694,6.212324376,6.212324544,6.212324755,6.212324453,6.212324309,6.212324293,6.212324457,6.212324345,6.212324663,6.21232452,6.212324391,6.212324578,6.212324368,6.2123243,6.212324204,6.212324172,6.212324695,6.212324463,6.212324509,6.212324391,6.212324227,6.212324596,6.212324774,6.212324559,6.212324581,6.212324598,6.212324465 +"9702","MOB2",5.514949282,5.514949294,5.514949276,5.514949301,5.514949298,5.51494931,5.514949266,5.514949276,5.514949289,5.514949279,5.514949314,5.514949288,5.514949302,5.514949277,5.514949304,5.514949291,5.514949271,5.514949301,5.514949276,5.514949316,5.514949304,5.51494929,5.514949285,5.514949285,5.514949292,5.514949293,5.514949297,5.514949275 +"9703","MOB3A",9.734900984,9.734902433,9.734900733,9.734902981,9.734901036,9.734903031,9.734901747,9.734901556,9.734900989,9.734901246,9.734901305,9.734900155,9.734901394,9.734900979,9.734901635,9.734901799,9.734900995,9.734902291,9.734901727,9.73490278,9.734901523,9.734901693,9.734901784,9.734902232,9.734901737,9.734901101,9.734901455,9.734900483 +"9704","MOB3B",5.981115583,5.981115552,5.981115577,5.981115584,5.98111558,5.98111559,5.981115583,5.981115566,5.981115561,5.981115579,5.981115566,5.981115576,5.98111558,5.981115589,5.981115583,5.981115572,5.981115568,5.981115579,5.981115584,5.981115593,5.981115577,5.981115557,5.981115568,5.981115589,5.981115569,5.9811156,5.981115572,5.981115565 +"9705","MOBP",4.377683973,4.377683985,4.377683987,4.37768399,4.377683998,4.377683978,4.377683977,4.377683984,4.37768399,4.377683996,4.37768398,4.377684012,4.377683983,4.377683955,4.37768399,4.377684012,4.377684,4.377684012,4.377683969,4.377684018,4.377683995,4.37768402,4.377683991,4.377683992,4.377683985,4.377683997,4.37768396,4.377683992 +"9706","MOCOS",4.070884174,4.070884169,4.070884175,4.07088418,4.070884193,4.070884182,4.070884182,4.070884187,4.070884176,4.070884181,4.070884181,4.070884187,4.070884179,4.070884174,4.070884186,4.070884174,4.070884186,4.070884184,4.070884192,4.070884191,4.070884179,4.070884187,4.070884181,4.07088418,4.070884179,4.070884185,4.070884185,4.070884191 +"9707","MOCS1",4.762421148,4.762421157,4.762421206,4.76242114,4.762421235,4.762421027,4.762421265,4.762421174,4.762421251,4.762421081,4.762421238,4.762421293,4.762421158,4.762421107,4.762421219,4.762421243,4.762421288,4.76242125,4.762421167,4.762421171,4.76242123,4.762421186,4.762421094,4.762421196,4.762421163,4.762421099,4.762421082,4.762421247 +"9708","MOCS2",4.895276711,4.895276428,4.895276599,4.895276218,4.895276172,4.895276321,4.89527673,4.895276521,4.895276638,4.895276554,4.895276229,4.895276507,4.895276569,4.8952769,4.895276513,4.895276472,4.895276414,4.895276455,4.895276622,4.895276176,4.895276342,4.895276525,4.895276702,4.895276579,4.895276335,4.895276531,4.895276502,4.89527668 +"9709","MOCS3",4.970769096,4.970769101,4.970769087,4.970768918,4.970769082,4.970769032,4.970768985,4.970769039,4.970769146,4.970769076,4.970768813,4.970768856,4.970768955,4.970769066,4.970768829,4.970769052,4.970769009,4.970768938,4.970769027,4.970769177,4.970768896,4.97076907,4.970769174,4.970769182,4.970768923,4.970768984,4.970769089,4.970769106 +"9710","MOG",5.71546779533333,5.71546764133333,5.715467658,5.715467683,5.71546774766667,5.71546749,5.715467547,5.71546760933333,5.71546737433333,5.715467407,5.71546779133333,5.715467751,5.71546741,5.71546755566667,5.71546713133333,5.71546770366667,5.715467703,5.71546743333333,5.71546760533333,5.71546717033333,5.715467475,5.71546774966667,5.715467087,5.71546777066667,5.71546789266667,5.71546783833333,5.71546746133333,5.71546737433333 +"9711","MOGAT1",4.089731595,4.089731604,4.089731722,4.089731572,4.089731752,4.089731717,4.089731647,4.089731697,4.089731611,4.089731697,4.089731717,4.089731786,4.089731596,4.089731497,4.089731702,4.089731632,4.089731748,4.089731697,4.089731703,4.089731661,4.089731673,4.089731669,4.089731638,4.089731626,4.089731657,4.089731698,4.089731632,4.089731673 +"9712","MOGAT2",4.21372498,4.213725312,4.213725439,4.213725331,4.21372536,4.213725338,4.213725284,4.213725551,4.213725319,4.213725344,4.213725287,4.213725352,4.213725359,4.213725214,4.213725412,4.21372541,4.213725296,4.213725534,4.213725475,4.213725292,4.213725192,4.213725362,4.21372547,4.213725309,4.213725157,4.213725374,4.213725196,4.213725196 +"9713","MOGAT3",4.916428243,4.916428335,4.916428482,4.916428257,4.916428677,4.916428577,4.916428591,4.916428645,4.916428526,4.916428615,4.916428609,4.916428789,4.916428441,4.916428233,4.916428651,4.916428456,4.916428876,4.916428416,4.916428544,4.916428652,4.916428562,4.916428536,4.916428556,4.91642869,4.91642852,4.916428477,4.916428508,4.916428694 +"9714","MOGS",6.705919638,6.705919694,6.705919603,6.705919607,6.705919555,6.705919791,6.705919668,6.705919712,6.705919775,6.70591972,6.705919603,6.705919734,6.705919646,6.705919822,6.705919627,6.70591961,6.70591957,6.705919558,6.705919533,6.705919625,6.705919475,6.705919712,6.705919606,6.705919719,6.705919566,6.705919537,6.705919771,6.705919649 +"9715","MOK",4.197229833,4.197229944,4.197229836,4.19722988,4.19722989,4.197229807,4.197229793,4.197229858,4.197229814,4.197229724,4.197229812,4.197229838,4.197229798,4.197229698,4.197229816,4.197229869,4.197229794,4.197229842,4.19722977,4.197229845,4.197229816,4.197229832,4.197229797,4.197229845,4.197229835,4.197229836,4.197229798,4.197229804 +"9716","MON1A",5.144550427,5.144550464,5.144550405,5.144550395,5.144550486,5.144550449,5.144550509,5.144550461,5.144550463,5.144550443,5.144550465,5.144550493,5.144550473,5.144550404,5.14455049,5.144550451,5.144550522,5.144550408,5.144550387,5.144550431,5.1445505,5.144550463,5.144550403,5.144550468,5.144550446,5.144550433,5.144550443,5.144550447 +"9717","MON2",7.935420627,7.935420512,7.935420492,7.935420459,7.93542042,7.935420424,7.935420512,7.93542048,7.935420522,7.93542045,7.935420406,7.935420389,7.935420552,7.935420644,7.935420467,7.935420506,7.935420352,7.935420328,7.935420549,7.935420434,7.935420496,7.935420412,7.935420518,7.935420498,7.935420458,7.935420498,7.93542057,7.935420557 +"9718","MORC1",3.397605111,3.397605096,3.397605159,3.397605126,3.397605188,3.39760512,3.397605136,3.39760515,3.397605143,3.397605116,3.397605142,3.39760523,3.397605133,3.397605092,3.397605119,3.397605123,3.397605168,3.397605129,3.397605151,3.397605086,3.397605136,3.397605147,3.397605112,3.397605145,3.397605169,3.397605157,3.397605154,3.397605113 +"9719","MORC2",6.863692844,6.863693043,6.863692387,6.863692554,6.863692554,6.863692802,6.863692691,6.863692384,6.863693472,6.863693144,6.863691926,6.863692834,6.863693069,6.863693548,6.863692454,6.863692966,6.863691684,6.863692382,6.863692948,6.863691788,6.863692414,6.863692763,6.863693162,6.863693074,6.863692261,6.863692827,6.863693024,6.863693127 +"9720","MORC2-AS1",4.035168105,4.035168026,4.035168079,4.035168127,4.035168087,4.035168187,4.035168079,4.035168163,4.035168059,4.035168135,4.035168124,4.035168091,4.035168062,4.035168031,4.035168,4.035168043,4.035168198,4.035168173,4.035168085,4.03516807,4.035168084,4.03516811,4.035168019,4.035168094,4.035168034,4.03516802,4.035168141,4.035168087 +"9721","MORC3",7.288704384,7.288704731,7.288703296,7.28870436,7.288703071,7.288703505,7.288703276,7.288703178,7.288703818,7.288703491,7.288703088,7.288701852,7.288703965,7.288705593,7.28870378,7.288704423,7.288702852,7.288703511,7.288704612,7.288703415,7.288703216,7.288702828,7.288704429,7.288703415,7.288703739,7.288702982,7.288703844,7.288704532 +"9722","MORC4",5.147184497,5.147184347,5.14718409433333,5.14718425766667,5.147184481,5.147184216,5.14718443333333,5.14718448333333,5.147184442,5.147184483,5.14718419733333,5.147184574,5.147184437,5.147184579,5.14718449333333,5.14718436033333,5.147184278,5.14718444033333,5.14718443566667,5.14718437633333,5.14718450533333,5.14718457166667,5.147184328,5.147184179,5.14718430466667,5.14718455766667,5.147184337,5.14718464933333 +"9723","MORF4L1",8.184273054,8.184272859,8.184272849,8.184272892,8.184272605,8.184272637,8.184272674,8.184272826,8.184272749,8.184272856,8.184272721,8.184272618,8.184272749,8.184273113,8.184272724,8.184273009,8.18427257,8.184272777,8.184272995,8.184272364,8.184272771,8.184272905,8.184272911,8.184272751,8.184272742,8.184272707,8.184272836,8.184272967 +"9724","MORF4L2",6.096678078,6.096678215,6.096677915,6.096677936,6.096677761,6.096677904,6.096677789,6.096677611,6.096677578,6.096677897,6.096677685,6.096677161,6.096677994,6.096678672,6.096677858,6.096677646,6.096677497,6.096677904,6.096677823,6.096677893,6.096677893,6.09667766,6.096678053,6.096678019,6.096677597,6.096677836,6.096677814,6.09667811 +"9725","MORN1",5.759266564,5.759266818,5.759266788,5.759266721,5.759266875,5.759266546,5.759266691,5.75926692,5.759266779,5.759266665,5.759266915,5.759266923,5.759266658,5.759266573,5.759266743,5.759266901,5.759266849,5.759266918,5.759266805,5.759266863,5.759266788,5.759266859,5.75926675,5.75926668,5.759266837,5.759266988,5.759266686,5.759266871 +"9726","MORN2",3.446583587,3.446583548,3.44658357,3.44658371,3.446583605,3.446583672,3.44658364,3.446583562,3.446583563,3.446583585,3.446583608,3.446583546,3.446583563,3.446583671,3.446583572,3.446583634,3.446583653,3.446583659,3.446583646,3.44658367,3.446583604,3.446583512,3.446583685,3.446583595,3.446583524,3.446583633,3.446583607,3.446583606 +"9727","MORN3",5.574714987,5.574715004,5.574714873,5.574714962,5.574715045,5.574715136,5.574714949,5.574715205,5.57471502,5.574714839,5.574714919,5.574715136,5.574715232,5.574715354,5.574715045,5.574714943,5.574715075,5.574715206,5.574714911,5.574714984,5.574715189,5.574715205,5.574714891,5.574714906,5.574715076,5.5747153,5.574715103,5.574715285 +"9728","MORN4",4.744808885,4.744808893,4.744808914,4.744808893,4.74480892,4.744808912,4.744808916,4.74480893,4.744808932,4.744808909,4.744808915,4.744808938,4.744808884,4.744808864,4.744808923,4.744808917,4.744808936,4.744808915,4.744808884,4.744808898,4.744808918,4.744808928,4.744808888,4.744808905,4.744808902,4.744808908,4.744808883,4.744808921 +"9729","MORN5",4.132928865,4.132928882,4.132929044,4.132928879,4.132929068,4.132928967,4.132929037,4.132929016,4.132929136,4.132929164,4.132929241,4.132929173,4.132928975,4.132928916,4.132929137,4.132929276,4.132929196,4.1329293,4.13292894,4.13292904,4.13292912,4.132929052,4.132928676,4.132929068,4.132929133,4.132928952,4.132928853,4.132929199 +"9730","MOS",4.506221363,4.506221413,4.506221543,4.506221452,4.506221477,4.506221412,4.506221506,4.506221529,4.506221401,4.506221367,4.506221466,4.506221565,4.506221418,4.506221397,4.506221494,4.50622153,4.506221495,4.506221499,4.506221461,4.506221487,4.506221481,4.506221507,4.506221282,4.506221342,4.506221426,4.506221407,4.506221391,4.506221373 +"9731","MOSMO",5.652092786,5.652092783,5.652092713,5.652092756,5.652092769,5.652092756,5.652092778,5.652092775,5.652092831,5.652092766,5.652092723,5.652092764,5.652092808,5.65209283,5.652092789,5.652092749,5.652092753,5.652092723,5.652092748,5.652092746,5.652092721,5.652092729,5.652092815,5.652092767,5.652092806,5.652092765,5.652092797,5.652092789 +"9732","MOSPD1",3.968280283,3.968280292,3.968280278,3.968280287,3.968280263,3.968280283,3.968280267,3.968280285,3.968280287,3.968280278,3.968280284,3.968280271,3.968280281,3.968280308,3.968280285,3.968280302,3.968280265,3.968280276,3.968280263,3.968280301,3.968280261,3.968280267,3.968280303,3.968280284,3.968280286,3.968280276,3.968280272,3.968280269 +"9733","MOSPD2",6.902388446,6.902388532,6.902387502,6.902388909,6.902386172,6.902386843,6.902387895,6.902385599,6.902386543,6.902386229,6.902388055,6.9023854,6.902386805,6.902388805,6.902387812,6.902388585,6.902386541,6.902388191,6.9023884,6.902387493,6.902388339,6.9023866,6.902387944,6.902387954,6.902389314,6.902386843,6.902386936,6.902387614 +"9734","MOSPD3",6.990233509,6.990233576,6.990233637,6.990233598,6.990233696,6.990233559,6.99023354,6.990233643,6.990233623,6.990233603,6.990233693,6.990233664,6.990233614,6.990233506,6.990233647,6.990233639,6.990233705,6.990233674,6.990233601,6.990233551,6.990233622,6.990233614,6.990233596,6.990233568,6.990233635,6.990233635,6.990233587,6.990233592 +"9735","MOV10",6.866033008,6.866033062,6.86603315,6.86603228,6.866033256,6.866037117,6.866033146,6.866033846,6.866033912,6.86603396,6.866032517,6.866033331,6.86603388,6.866033342,6.866033239,6.866032796,6.86603261,6.866032724,6.866033196,6.86603656,6.866033285,6.866034252,6.866033516,6.866032958,6.866032468,6.866033273,6.866033833,6.866032725 +"9736","MOV10L1",4.278734207,4.27873421,4.278734286,4.278734248,4.27873434,4.278734261,4.27873425,4.278734326,4.278734357,4.278734277,4.278734269,4.27873436,4.27873423,4.278734142,4.278734296,4.278734286,4.278734315,4.278734304,4.278734262,4.27873424,4.278734322,4.27873426,4.278734184,4.278734232,4.278734246,4.27873427,4.278734189,4.278734342 +"9737","MOXD1",3.971022548,3.971022557,3.971022554,3.971022575,3.971022567,3.971022558,3.971022564,3.971022574,3.971022557,3.97102256,3.971022587,3.971022578,3.97102255,3.971022537,3.971022566,3.971022549,3.971022589,3.971022573,3.97102255,3.971022558,3.971022575,3.971022568,3.971022565,3.971022548,3.971022577,3.971022564,3.971022562,3.971022569 +"9738","MPC1",6.700592471,6.70059251,6.700592442,6.700592599,6.700592355,6.700592182,6.700592267,6.700592526,6.700592568,6.700592398,6.700592491,6.700592381,6.700592539,6.70059263,6.700592387,6.700592451,6.700592359,6.700592513,6.700592417,6.700592542,6.700592313,6.700592488,6.700592619,6.70059258,6.700592393,6.700592437,6.700592554,6.700592496 +"9739","MPC1L",4.787653931,4.787653929,4.787654012,4.787653981,4.787654152,4.78765405,4.787654123,4.787654101,4.787654041,4.787654113,4.787654003,4.78765418,4.787654023,4.787653918,4.787654124,4.787654128,4.787654219,4.787654207,4.787654074,4.787653876,4.787654122,4.787654131,4.787654015,4.787653975,4.787654027,4.787654068,4.787654,4.787654098 +"9740","MPC2",6.843463775,6.843463776,6.843463767,6.843463781,6.843463751,6.843463787,6.843463772,6.84346378,6.843463759,6.843463772,6.843463785,6.843463772,6.843463763,6.843463776,6.843463772,6.843463764,6.843463753,6.843463769,6.843463757,6.843463787,6.843463756,6.843463766,6.843463779,6.843463771,6.843463779,6.843463763,6.843463768,6.843463773 +"9741","MPDU1",7.312896163,7.312896062,7.312896123,7.312896093,7.312896131,7.312896191,7.312896165,7.312896085,7.312896119,7.312896118,7.312896049,7.312896075,7.312896154,7.312896095,7.312896105,7.312896027,7.31289613,7.312896013,7.312896156,7.312896143,7.312896089,7.312896122,7.312896143,7.312896122,7.312896074,7.312896096,7.312896145,7.312896076 +"9742","MPDZ",3.37173666,3.371736678,3.371736673,3.371736676,3.37173667,3.371736686,3.371736694,3.371736685,3.371736663,3.371736678,3.371736701,3.371736712,3.371736676,3.371736666,3.37173668,3.371736683,3.371736699,3.371736695,3.371736689,3.371736702,3.371736669,3.371736669,3.371736661,3.371736671,3.371736689,3.371736682,3.371736671,3.371736675 +"9743","MPEG1",9.796324046,9.796301655,9.796296843,9.796280498,9.796284577,9.796359674,9.796269975,9.796296833,9.796209928,9.796319036,9.796282084,9.796251271,9.796320087,9.796352657,9.796277991,9.796266607,9.79628851,9.796235984,9.79626533,9.796362359,9.796262241,9.796335708,9.796219546,9.796319147,9.796267365,9.796311456,9.796317974,9.796263439 +"9744","MPG",7.456474998,7.456474994,7.456475017,7.456474964,7.456475054,7.456474892,7.456475,7.456475036,7.456474955,7.456474969,7.456475022,7.456475025,7.456475012,7.456474928,7.456475027,7.456475065,7.456475034,7.456475034,7.456474994,7.456474979,7.456475028,7.456475033,7.456474949,7.456474937,7.456475008,7.456475047,7.456474973,7.456475023 +"9745","MPHOSPH10",5.429891989,5.429891781,5.429891542,5.429891407,5.429891557,5.429891511,5.42989171,5.429891523,5.429891796,5.429891717,5.429891358,5.429891553,5.429891881,5.429892379,5.429891538,5.429891824,5.429891414,5.429891444,5.42989169,5.42989131,5.429891718,5.429891535,5.429892006,5.429891493,5.429891652,5.429891579,5.429891592,5.429892036 +"9746","MPHOSPH6",5.164617171,5.164616687,5.164616393,5.164616381,5.16461649,5.164616177,5.164616717,5.16461646,5.164616655,5.164616173,5.164616363,5.164616322,5.164616664,5.164616886,5.164616922,5.164616583,5.164616126,5.164616307,5.164616481,5.16461646,5.164616882,5.164616373,5.164616568,5.164616201,5.1646163,5.164616486,5.164616755,5.164616668 +"9747","MPHOSPH8",7.355764274,7.355764154,7.355764105,7.355764131,7.355764073,7.355764066,7.355764212,7.355763998,7.35576419,7.355764185,7.355764058,7.355764058,7.355764245,7.355764399,7.355764198,7.355764132,7.355764038,7.355764078,7.355764214,7.355764083,7.355764145,7.355764127,7.355764213,7.355764094,7.355764128,7.355764174,7.355764226,7.355764314 +"9748","MPHOSPH9",6.419282614,6.41928165,6.419282013,6.41928153,6.419281367,6.419281674,6.419282404,6.419281062,6.419282732,6.419282096,6.419281235,6.419281814,6.419282225,6.419282818,6.419282226,6.4192808,6.419280595,6.419281244,6.419282075,6.419280989,6.419282326,6.419281559,6.419282707,6.419282163,6.419281287,6.419282415,6.419282306,6.419282467 +"9749","MPI",6.258086736,6.25808668,6.258086709,6.258086613,6.258086686,6.258086731,6.258086719,6.25808666,6.258086756,6.258086774,6.25808667,6.258086726,6.258086752,6.258086735,6.25808673,6.258086682,6.258086656,6.258086682,6.258086681,6.258086661,6.258086653,6.25808672,6.258086753,6.258086706,6.258086625,6.25808673,6.25808675,6.258086701 +"9750","MPIG6B",7.376807126,8.316378323,7.792484535,8.4112633495,7.8676946495,7.7580077615,7.6517918835,7.641958555,7.880046423,8.301891557,8.150446473,7.890909001,7.474445941,6.976912118,7.4792880315,8.180299761,7.8101501785,8.3591316835,7.548568469,7.694373206,7.6156462305,7.368140751,7.923516688,8.472560432,8.26268338,7.829153547,7.59267875,7.1094736835 +"9751","MPL",5.682201278,5.682201684,5.682201539,5.68220218,5.682201689,5.682201476,5.682201386,5.682201427,5.68220147,5.682201789,5.68220205,5.68220155,5.682201198,5.68220101,5.682201616,5.682201897,5.682201527,5.682202374,5.68220148,5.682201392,5.682201578,5.682201374,5.682201429,5.682201869,5.682201935,5.682201669,5.68220141,5.682201195 +"9752","MPLKIP",8.04757090933333,7.951483,7.969242555,8.005539088,7.99650365966667,7.91250333566667,7.88470516766667,7.91643292366667,7.879950004,7.98196866566667,8.056269999,8.04604234633333,8.012585758,7.92966865433333,7.98056460266667,7.79861927366667,7.92864128833333,8.11948269133333,7.94746945266667,7.99865922566667,7.98516697366667,7.854902761,7.90429127966667,7.96717580233333,8.100208554,8.12686367633333,8.017591118,8.02471073966667 +"9753","MPND",6.113107695,6.113107725,6.113107717,6.113107697,6.113107693,6.11310772,6.113107709,6.113107723,6.113107705,6.113107687,6.113107725,6.113107713,6.113107705,6.113107647,6.113107722,6.113107741,6.113107725,6.113107733,6.113107679,6.113107711,6.113107708,6.113107735,6.113107688,6.1131077,6.113107722,6.113107714,6.113107696,6.113107693 +"9754","MPO",5.358833739,5.358833805,5.358833997,5.358833772,5.358833877,5.358833667,5.358833895,5.358833835,5.358833775,5.358833772,5.358833984,5.35883393,5.358833746,5.358833732,5.358833866,5.358833818,5.35883404,5.358833826,5.358833694,5.358833783,5.358834002,5.358833807,5.358833747,5.358833745,5.358833889,5.358833861,5.358833706,5.358833715 +"9755","MPP1",10.54241042,10.53111289,10.76707039,10.76727823,10.77287947,11.038609,11.01885576,11.08561224,11.0078882,11.11065904,10.79966143,11.20930982,10.27215181,9.988077114,10.62795239,10.14291455,10.67231064,10.70347441,10.47191623,10.83633124,10.84791112,10.84904554,10.96950441,11.11087583,10.74818335,11.2530112,10.43189572,10.15212335 +"9756","MPP2",4.502253368,4.502253413,4.502253412,4.502253666,4.50225356,4.502253363,4.502253578,4.502253714,4.502253467,4.502253611,4.502253611,4.502253977,4.502253458,4.502253479,4.502253634,4.502253476,4.502253675,4.502253719,4.502253689,4.502253647,4.502253647,4.502253534,4.502253422,4.502253384,4.502253326,4.502253671,4.50225349,4.502253465 +"9757","MPP3",5.265057466,5.265057522,5.265057493,5.265057476,5.265057528,5.265057493,5.26505744,5.265057477,5.26505749,5.26505749,5.265057537,5.265057507,5.265057505,5.265057469,5.265057512,5.265057549,5.265057467,5.2650575,5.265057454,5.265057492,5.265057508,5.265057499,5.265057426,5.265057505,5.265057501,5.265057503,5.265057467,5.265057471 +"9758","MPP4",4.172101125,4.172101068,4.172101187,4.172101063,4.172101381,4.172101156,4.172101115,4.17210127,4.172101216,4.172101214,4.17210126,4.172101025,4.172101101,4.172100874,4.172101191,4.172101246,4.17210141,4.172101302,4.172101042,4.172100942,4.172101142,4.172101237,4.172101176,4.172101187,4.172101152,4.172101043,4.172101054,4.17210104 +"9759","MPP7",6.939225084,6.939225684,6.9392252,6.939226052,6.939225424,6.93922511,6.939225207,6.939225041,6.939225704,6.939225861,6.939225828,6.939224712,6.939225762,6.939226413,6.939224521,6.939225348,6.939225012,6.939225645,6.939225833,6.939224776,6.939225411,6.939225127,6.939225823,6.939226169,6.939226373,6.939224927,6.939225864,6.939225899 +"9760","MPPE1",6.694257452,6.694257619,6.694257746,6.694258098,6.694256904,6.694257556,6.69425781,6.694257545,6.694257409,6.694257621,6.694257605,6.6942576,6.694257642,6.69425743,6.694257286,6.694257507,6.694257468,6.694257765,6.69425768,6.694257416,6.694257533,6.694257447,6.694257439,6.694257752,6.694257681,6.694257478,6.694257593,6.694257206 +"9761","MPPED1",7.438779222,7.438779357,7.438779666,7.438779437,7.438779713,7.438779118,7.438779494,7.438779716,7.438779527,7.438779558,7.438779703,7.438779744,7.438779551,7.438779159,7.438779567,7.438779738,7.438779808,7.438779659,7.438779463,7.438779292,7.438779498,7.438779736,7.438779426,7.438779442,7.43877979,7.438779597,7.438779477,7.438779605 +"9762","MPPED2",3.988629391,3.98862922,3.988629221,3.9886294,3.988629623,3.988629347,3.988629166,3.988629603,3.988629235,3.988629682,3.988629184,3.988629793,3.98862979,3.98862956,3.98862955,3.988629217,3.988629632,3.988629351,3.988629688,3.988629257,3.988629299,3.988629395,3.988629164,3.988629319,3.988629534,3.98862944,3.988629712,3.988629572 +"9763","MPRIP",7.409135583,7.40913544833333,7.40913514533333,7.40913516333333,7.40913517466667,7.40913543933333,7.409135365,7.40913555333333,7.40913543333333,7.40913544566667,7.409134909,7.40913550966667,7.40913538333333,7.40913550466667,7.40913543766667,7.40913524433333,7.40913511233333,7.409135238,7.409135408,7.40913509466667,7.409135469,7.40913549433333,7.40913533966667,7.409135307,7.409135101,7.40913552366667,7.40913567233333,7.40913538466667 +"9764","MPST",6.598115599,6.598115718,6.598116048,6.598115814,6.598116235,6.598115449,6.598115983,6.59811608,6.598115884,6.598115967,6.598115958,6.598116062,6.598115796,6.598115286,6.598115947,6.598115725,6.598116186,6.598116149,6.59811572,6.598115584,6.598116016,6.59811609,6.598115716,6.598115879,6.598116035,6.598116017,6.598115764,6.598115693 +"9765","MPV17",7.497405193,7.497405084,7.497404866,7.497404551,7.49740462,7.497404968,7.497404852,7.497404667,7.497405015,7.497404811,7.497404546,7.497404773,7.497405038,7.497404974,7.497404743,7.497404657,7.497404568,7.497404363,7.497404884,7.497405076,7.497404672,7.497404811,7.497404775,7.497404799,7.49740446,7.497404693,7.497405054,7.497404818 +"9766","MPV17L",4.428761514,4.428761509,4.428761919,4.428761675,4.428761974,4.428761613,4.42876187,4.428761649,4.428761104,4.428761064,4.428761734,4.428761904,4.428761367,4.42876119,4.428761898,4.428761588,4.428761908,4.428762123,4.428761846,4.428761632,4.428761869,4.428761543,4.42876159,4.428761708,4.428761534,4.42876184,4.428761443,4.428761904 +"9767","MPV17L2",6.800923338,6.800923339,6.800923341,6.800923336,6.800923346,6.800923338,6.800923336,6.800923342,6.800923336,6.800923334,6.800923335,6.800923342,6.800923337,6.800923328,6.800923338,6.800923344,6.80092334,6.800923338,6.800923334,6.800923343,6.800923341,6.800923342,6.800923329,6.800923335,6.800923338,6.80092335,6.800923333,6.800923335 +"9768","MPZ",4.838805305,4.838805348,4.83880541,4.838805424,4.838805524,4.838805292,4.838805405,4.838805408,4.838805428,4.83880526,4.838805421,4.838805521,4.838805382,4.838805294,4.838805434,4.838805531,4.838805474,4.838805416,4.838805444,4.838805294,4.838805437,4.838805446,4.838805389,4.838805379,4.838805374,4.838805464,4.838805365,4.838805421 +"9769","MPZL1",7.183413178,7.183414053,7.183413011,7.18341508,7.183412342,7.183412159,7.183412873,7.18341301,7.183411766,7.183411854,7.183413236,7.183411177,7.183413722,7.183413502,7.183412783,7.183413704,7.183412863,7.183414497,7.183413059,7.183411553,7.183412623,7.183412826,7.183412579,7.183413597,7.183413515,7.183411939,7.183413125,7.183412658 +"9770","MPZL2",5.900304482,5.900304811,5.90030418,5.900304309,5.900304085,5.900304672,5.900304379,5.900304134,5.900304236,5.900304048,5.900304394,5.90030391,5.900304442,5.900304633,5.900304162,5.900304797,5.900304239,5.900304035,5.900304277,5.900304692,5.900304274,5.900304228,5.900304441,5.900304407,5.90030451,5.900303879,5.900304373,5.900304364 +"9771","MPZL3",7.930480967,7.93048205,7.930480623,7.930481932,7.930480349,7.930480495,7.930481147,7.930480752,7.930480276,7.930480187,7.930481167,7.930479866,7.930480638,7.930481618,7.930481135,7.930481963,7.930480552,7.930481329,7.93048116,7.930480555,7.930480802,7.930480608,7.930481124,7.930481449,7.930481502,7.930480564,7.930480794,7.930481176 +"9772","MR1",6.928544652,6.928544545,6.928544512,6.928544556,6.928544499,6.928544687,6.92854453,6.928544487,6.928544534,6.928544574,6.928544459,6.92854441,6.928544535,6.928544601,6.928544565,6.928544505,6.928544442,6.928544425,6.928544547,6.928544713,6.928544533,6.928544533,6.928544578,6.928544607,6.928544498,6.928544447,6.928544577,6.928544498 +"9773","MRAP",4.856895015,4.856895015,4.856895079,4.856895065,4.856895199,4.856895069,4.85689512,4.856895159,4.856895098,4.856895158,4.856895038,4.856895162,4.856895046,4.856894966,4.856895167,4.856895114,4.856895247,4.85689512,4.856895148,4.856895076,4.856895182,4.856895168,4.856895111,4.856895012,4.856895077,4.856895113,4.856894919,4.856895071 +"9774","MRAP2",3.97402701,3.974027017,3.974027059,3.974027006,3.974027067,3.974026977,3.974026998,3.974027027,3.974027006,3.974027003,3.974027039,3.974027201,3.974027055,3.974026968,3.974027046,3.974027012,3.974027078,3.974027039,3.97402704,3.974027006,3.974027079,3.974027048,3.974027013,3.974027055,3.974027039,3.974027039,3.974026982,3.974027045 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+"9923","MSX1",6.057116941,6.057116974,6.057117204,6.057116974,6.057117173,6.057116832,6.057117001,6.057117125,6.057117119,6.05711705,6.057117174,6.057117084,6.057117055,6.057116972,6.057117108,6.057117015,6.05711714,6.057117121,6.05711696,6.057117035,6.057117061,6.057117138,6.05711703,6.057117143,6.057117149,6.057117073,6.057117003,6.057117101 +"9924","MSX2",4.354859791,4.354859787,4.35485976,4.354859754,4.354859815,4.354859815,4.354859794,4.35485983,4.354859809,4.354859869,4.354859803,4.354859925,4.354859789,4.354859772,4.354859801,4.354859766,4.354859813,4.354859763,4.354859793,4.354859852,4.354859785,4.354859824,4.354859786,4.354859833,4.354859812,4.354859811,4.354859783,4.354859801 +"9925","MSX2P1",6.614087901,6.61408798,6.614088154,6.614088004,6.614088228,6.614087928,6.614088141,6.614088038,6.61408823,6.614088012,6.614088245,6.614088352,6.614088009,6.614087862,6.61408807,6.614088112,6.614088099,6.614088333,6.6140881,6.614088034,6.614088253,6.614088303,6.61408816,6.614087971,6.61408827,6.614088354,6.614088131,6.614088254 +"9926","MT1A",6.128325229,6.128325385,6.128325485,6.128325036,6.128325384,6.128326167,6.128325347,6.128325864,6.128326068,6.128325585,6.128325037,6.128325848,6.12832545,6.12832523,6.128325248,6.128325527,6.128325515,6.12832502,6.12832529,6.128326103,6.128325441,6.128325781,6.128325817,6.128325553,6.128325138,6.128325812,6.128325525,6.12832523 +"9927","MT1B",5.877814062,5.87781413,5.877814125,5.877814034,5.877814182,5.877814291,5.877814106,5.877814348,5.877814306,5.877814153,5.87781407,5.877814276,5.877814178,5.877813997,5.877814137,5.877814143,5.877814233,5.87781404,5.877814051,5.877814338,5.877814138,5.877814301,5.87781425,5.877814137,5.877814043,5.877814283,5.877814147,5.877814045 +"9928","MT1DP",6.290197147,6.290197332,6.290197409,6.290197088,6.290197037,6.290197739,6.290197114,6.290197849,6.290197433,6.290197211,6.290197124,6.290197459,6.290197309,6.290196696,6.290197132,6.290197251,6.290197393,6.290197011,6.290197144,6.290197703,6.290197195,6.290197524,6.290197477,6.290197243,6.290197066,6.290197632,6.29019753,6.290196885 +"9929","MT1E",6.213723114,6.213723199,6.213723341,6.213723198,6.213723253,6.213723293,6.21372305,6.213723373,6.213723335,6.213723278,6.213723351,6.213723395,6.213723301,6.213723058,6.213723323,6.213723407,6.213723505,6.213723279,6.21372323,6.213723313,6.213723324,6.213723454,6.213723251,6.213723406,6.213723341,6.213723388,6.213723151,6.213723316 +"9930","MT1F",7.151934789,7.151934777,7.15193444,7.151934155,7.151934677,7.151934936,7.151934759,7.151934713,7.15193508,7.151934781,7.151934296,7.151934748,7.151934751,7.151934343,7.151934749,7.151934744,7.151934621,7.151934304,7.151934783,7.15193512,7.151934617,7.151934727,7.151934985,7.151934849,7.151934335,7.151934672,7.151934768,7.15193454 +"9931","MT1G",6.894950373,6.89495147,6.894951216,6.8949514,6.894951293,6.894952657,6.894951326,6.894952463,6.89495216,6.894951372,6.894951401,6.894951979,6.894951577,6.894949957,6.894951177,6.894952009,6.894951986,6.89495143,6.89495061,6.894953009,6.894951358,6.894952644,6.894951886,6.894951351,6.89495127,6.894952169,6.894951723,6.894951042 +"9932","MT1H",4.90712237,4.907123197,4.907123152,4.907122437,4.907122933,4.907123784,4.907122405,4.907123653,4.907123449,4.90712284,4.907121978,4.907123449,4.907122942,4.907122179,4.907122888,4.907122901,4.907123111,4.907121972,4.907122636,4.907124661,4.907122944,4.907123457,4.907123209,4.90712328,4.907122485,4.907123659,4.907122827,4.907122309 +"9933","MT1HL1",6.042700313,6.042700707,6.042701307,6.042699889,6.042701406,6.042701093,6.042700674,6.042701699,6.042701184,6.042700575,6.042700629,6.042701259,6.042701075,6.042700394,6.042701131,6.042701099,6.042701303,6.042700977,6.042701035,6.042701555,6.042701123,6.042701485,6.042700853,6.042700846,6.042701015,6.042701782,6.042700984,6.04270046 +"9934","MT1IP",5.189939005,5.189939036,5.189939037,5.189939033,5.189939022,5.189939042,5.189939023,5.189939045,5.189939028,5.189939014,5.189939017,5.189939045,5.189939011,5.189939009,5.189939017,5.189939023,5.189939048,5.189939023,5.189939012,5.189939057,5.189939014,5.189939043,5.189939033,5.189939036,5.189939016,5.189939014,5.189939038,5.189939006 +"9935","MT1JP",4.976422638,4.976422695,4.976422676,4.976422628,4.976422658,4.976422921,4.976422765,4.976422849,4.976422807,4.976422688,4.976422712,4.976422884,4.976422702,4.976422535,4.976422647,4.976422724,4.976422708,4.976422716,4.976422601,4.976423049,4.976422678,4.976422789,4.976422831,4.976422778,4.976422629,4.976422821,4.976422695,4.976422622 +"9936","MT1L",6.385391463,6.385392425,6.385392634,6.385391565,6.385390874,6.385393131,6.385391138,6.385393774,6.385393425,6.385391676,6.385391337,6.3853933,6.385392035,6.385390287,6.38539128,6.385392498,6.385391505,6.385391226,6.385390636,6.38539315,6.385392298,6.385392972,6.385393106,6.385392126,6.385391722,6.38539322,6.385391489,6.385390671 +"9937","MT1M",5.567976179,5.567976242,5.567976251,5.567976197,5.567976314,5.567976437,5.567976231,5.56797646,5.56797639,5.567976241,5.567976385,5.567976449,5.567976326,5.567975959,5.567976349,5.567976232,5.567976416,5.567976315,5.567976248,5.567976294,5.567976315,5.567976461,5.567976356,5.56797621,5.567976256,5.567976402,5.567976295,5.567976239 +"9938","MT1P3",5.610962338,5.610962442,5.610962468,5.610962404,5.610962409,5.610962449,5.610962211,5.610962613,5.610962632,5.610962302,5.610962413,5.610962572,5.610962434,5.610961964,5.610962203,5.610962684,5.610962378,5.610962629,5.610962247,5.610962724,5.610962321,5.610962536,5.610962394,5.6109625,5.610962437,5.61096258,5.610962276,5.610962202 +"9939","MT1X",6.460380554,6.460380574,6.460380359,6.46038027,6.460380542,6.460380703,6.460380456,6.460380619,6.460380604,6.460380502,6.460380304,6.460380566,6.460380496,6.460380411,6.460380446,6.460380475,6.460380405,6.460380264,6.460380446,6.460380373,6.460380433,6.460380516,6.460380706,6.460380561,6.460380317,6.460380576,6.460380587,6.460380372 +"9940","MT2A",7.9164674375,8.412445938,8.292441201,7.6556818595,8.1784592795,9.515788907,8.04638316,9.0502385315,9.196217235,8.5616333435,7.7510346945,8.9173202535,8.472229237,7.758647637,8.0070833115,8.430246351,8.411684453,7.611827801,8.0320468885,9.520773565,8.142021752,8.880692249,9.0615572845,8.5582579925,7.695095137,8.929539281,8.451946182,7.9295833465 +"9941","MT3",6.81356952,6.813569564,6.813569656,6.813569604,6.813569869,6.813569721,6.813569794,6.813569859,6.813569674,6.813569609,6.813569706,6.813569994,6.813569645,6.813569375,6.813569828,6.813569781,6.813569969,6.813569807,6.813569678,6.81356972,6.813569863,6.813569892,6.813569612,6.813569542,6.81356976,6.813569821,6.813569629,6.813569739 +"9942","MT4",4.767856332,4.767856301,4.767856312,4.767856315,4.767856354,4.76785632,4.767856335,4.767856341,4.767856304,4.767856316,4.76785633,4.767856336,4.767856275,4.767856275,4.767856325,4.767856352,4.767856327,4.767856276,4.767856308,4.76785635,4.767856362,4.767856347,4.76785632,4.767856301,4.767856281,4.767856338,4.767856318,4.767856335 +"9943","MTA1",6.431159649,6.431159638,6.431159624,6.431159622,6.431159616,6.431159664,6.431159632,6.431159657,6.431159691,6.431159656,6.431159622,6.431159619,6.431159664,6.431159675,6.431159629,6.431159627,6.431159593,6.431159603,6.431159613,6.431159643,6.431159661,6.431159654,6.431159661,6.43115963,6.431159644,6.431159671,6.431159656,6.431159654 +"9944","MTA2",7.789854604,7.789854511,7.789853557,7.789853692,7.789853697,7.789854715,7.789854048,7.789854074,7.789854591,7.789854466,7.789853052,7.789853448,7.789854342,7.789855607,7.789853776,7.789854123,7.789852194,7.789853148,7.789853566,7.789854735,7.789853911,7.789853865,7.789854853,7.789854394,7.789853214,7.789854057,7.789854381,7.789854579 +"9945","MTA3",5.433918463,5.433918475,5.433918221,5.43391812,5.43391833,5.433918172,5.43391831,5.433918337,5.433918592,5.433918522,5.433918116,5.433918362,5.433918426,5.433918529,5.43391828,5.433918262,5.433918102,5.43391814,5.433918426,5.433918242,5.43391837,5.433918384,5.433918532,5.433918338,5.433918111,5.433918502,5.4339185,5.433918315 +"9946","MTARC1",7.052136459,7.05213744,7.052135861,7.052140468,7.05213478,7.052136212,7.052138201,7.052135644,7.052134653,7.052136096,7.052137386,7.052135437,7.052135559,7.052135253,7.05213645,7.052138861,7.052136963,7.052139119,7.052136476,7.052136534,7.052138195,7.052135546,7.052136485,7.052138276,7.052138131,7.052136003,7.052134887,7.052135116 +"9947","MTARC2",3.908036999,3.908037058,3.908037048,3.908037045,3.908037221,3.9080371,3.908037068,3.908037148,3.908037065,3.908037147,3.908037118,3.90803716,3.908036928,3.908036962,3.908037144,3.908037097,3.908037156,3.90803704,3.908036981,3.90803696,3.908037097,3.908037064,3.908037015,3.908037,3.908036935,3.9080371,3.908036986,3.908036992 +"9948","MTBP",3.812099739,3.812099733,3.812099723,3.812099697,3.812099691,3.812099736,3.812099723,3.812099695,3.81209975,3.812099728,3.812099693,3.812099698,3.812099731,3.812099765,3.812099719,3.812099708,3.812099718,3.812099704,3.812099709,3.812099687,3.81209972,3.812099745,3.812099741,3.812099732,3.812099675,3.812099714,3.812099728,3.812099748 +"9949","MTCH1",7.757430061,7.75743044,7.757430239,7.757430319,7.757429977,7.757430293,7.75743003,7.757430216,7.757430002,7.757430143,7.757430075,7.757430116,7.757430336,7.757430396,7.757429913,7.757430403,7.757430028,7.757430101,7.757430102,7.757430314,7.757430041,7.757430126,7.757430013,7.757430203,7.75743011,7.757430058,7.75743017,7.757430113 +"9950","MTCH2",7.421448462,7.421448373,7.421448294,7.421447595,7.421447833,7.421448267,7.421448182,7.421447849,7.421448175,7.421448327,7.421447561,7.421447633,7.421448162,7.421448682,7.421447889,7.421448002,7.421447624,7.421447222,7.421447944,7.4214481,7.42144803,7.42144783,7.421448125,7.421448267,7.421447523,7.421447888,7.421448157,7.421448141 +"9951","MTCL1",5.219478135,5.219478138,5.219478178,5.219478149,5.219478187,5.219478166,5.219478151,5.219478178,5.219478131,5.219478137,5.219478146,5.219478206,5.219478157,5.219478127,5.219478156,5.219478175,5.219478183,5.219478178,5.219478162,5.219478156,5.219478162,5.219478172,5.219478154,5.219478153,5.21947818,5.219478161,5.219478163,5.219478168 +"9952","MTCO1P12",12.65978696,12.6597866,12.65978616,12.65978594,12.65978603,12.65978635,12.65978584,12.65978577,12.65978643,12.65978658,12.65978612,12.65978603,12.65978628,12.65978666,12.65978602,12.65978591,12.65978552,12.65978613,12.65978611,12.65978671,12.65978607,12.65978596,12.65978643,12.65978668,12.65978623,12.65978668,12.65978647,12.65978616 +"9953","MTCO2P12",12.68929289,12.68548961,12.67038141,12.67826749,12.6746462,12.68127395,12.67073614,12.67399185,12.6800733,12.67985109,12.67615873,12.68155034,12.6800536,12.68404469,12.67509978,12.67576194,12.6569069,12.67724748,12.67439546,12.68322996,12.67945299,12.67924418,12.68112952,12.68178583,12.67696655,12.68879226,12.68467582,12.67347502 +"9954","MTDH",7.985870628,7.985870392,7.985870334,7.985870163,7.985870416,7.985870343,7.985870531,7.98587017,7.985870464,7.985870612,7.985870182,7.985870138,7.985870465,7.98587088,7.985870413,7.985870149,7.985870092,7.985870169,7.985870424,7.985870255,7.985870501,7.985870208,7.985870507,7.985870477,7.985870211,7.985870361,7.985870444,7.985870638 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+"9995","MTOR",7.123030985,7.123030954,7.123030864,7.123030903,7.123030855,7.12303107,7.123031013,7.123030792,7.123030974,7.123031026,7.123030793,7.123030923,7.123030984,7.123031047,7.123030829,7.123030783,7.123030488,7.123030825,7.123030915,7.123030645,7.123030928,7.123030759,7.123031068,7.123031023,7.123030794,7.123030973,7.123031003,7.12303087 +"9996","MTR",6.647269226,6.647269125,6.647268999,6.647269071,6.647269097,6.647268985,6.647269133,6.64726908,6.647269278,6.647269155,6.647269054,6.647269137,6.647269217,6.647269393,6.647269142,6.647269111,6.647268829,6.647269029,6.647269097,6.647268805,6.647269058,6.647269116,6.64726924,6.647269169,6.647269089,6.647269244,6.647269214,6.647269215 +"9997","MTRES1",5.034817058,5.034817036,5.034817053,5.03481702,5.034817053,5.03481701,5.034817036,5.034817067,5.034817046,5.034817048,5.034817061,5.034817047,5.034817073,5.034817071,5.034817049,5.034817046,5.034817039,5.034817048,5.034817027,5.034817057,5.034817033,5.034817047,5.034817062,5.034817044,5.034817024,5.034817054,5.034817063,5.034817067 +"9998","MTREX",7.163392646,7.163383798,7.163370408,7.163348727,7.163366655,7.163341248,7.163366507,7.163354734,7.163386408,7.163376631,7.163354569,7.163340237,7.163372056,7.163431392,7.163370251,7.163382013,7.163354244,7.163337156,7.163381389,7.163328704,7.163360531,7.163362255,7.163380288,7.163368035,7.163357262,7.163362216,7.1633698,7.163409137 +"9999","MTRF1",5.535577062,5.535576649,5.535576694,5.535576431,5.535576621,5.53557657,5.535576892,5.535576496,5.535576896,5.535576772,5.535576684,5.535576636,5.535576775,5.535577178,5.535576923,5.535576532,5.535576345,5.535576393,5.535576833,5.535576606,5.535576642,5.535576696,5.535576982,5.535576716,5.535576334,5.535576842,5.535576809,5.535576827 +"10000","MTRF1L",6.06728075,6.06728068,6.067280713,6.067280638,6.067280512,6.067280611,6.067280662,6.067280491,6.067280536,6.067280618,6.067280592,6.067280537,6.067280634,6.067280864,6.067280701,6.067280499,6.067280651,6.067280628,6.067280682,6.067280567,6.067280653,6.06728054,6.06728063,6.067280586,6.067280701,6.067280584,6.067280649,6.067280799 +"10001","MTRFR",5.720975602,5.720975572,5.720975552,5.720975583,5.720975563,5.720975592,5.720975589,5.720975547,5.720975621,5.72097557,5.720975556,5.720975569,5.720975642,5.720975629,5.720975627,5.720975576,5.72097555,5.720975579,5.720975585,5.720975609,5.72097557,5.720975555,5.720975633,5.720975597,5.720975605,5.720975561,5.720975626,5.720975637 +"10002","MTRR",6.967084006,6.96708347,6.967083072,6.967082815,6.967083128,6.96708337,6.967083889,6.967083187,6.967083988,6.967083371,6.96708325,6.967082937,6.967083794,6.967084346,6.967083615,6.967082872,6.96708305,6.96708261,6.967083492,6.967083575,6.967083715,6.967083667,6.967084104,6.96708352,6.967083128,6.967083597,6.967083983,6.967083952 +"10003","MTSS1",7.053453253,7.053453227,7.053452974,7.053453019,7.053453092,7.053452932,7.053453176,7.053452813,7.053452775,7.053453132,7.05345308,7.053452851,7.053453262,7.053453567,7.05345302,7.053453016,7.053453069,7.053453049,7.053452964,7.053452728,7.0534532,7.05345281,7.05345269,7.053453256,7.053453089,7.053453185,7.05345326,7.053453408 +"10004","MTSS2",4.929119503,4.929119528,4.929119562,4.929119521,4.929119558,4.929119513,4.929119512,4.929119585,4.929119553,4.929119497,4.929119549,4.929119587,4.92911949,4.929119496,4.92911956,4.92911948,4.929119527,4.929119506,4.92911958,4.929119495,4.929119558,4.929119571,4.929119481,4.929119479,4.92911951,4.929119577,4.929119537,4.929119514 +"10005","MTTP",3.295549426,3.295549425,3.295549435,3.295549425,3.295549443,3.295549445,3.295549434,3.295549449,3.295549457,3.295549429,3.295549439,3.29554946,3.295549413,3.295549428,3.295549423,3.295549427,3.295549449,3.295549439,3.295549425,3.295549447,3.295549439,3.295549427,3.29554944,3.295549434,3.295549413,3.295549434,3.295549441,3.295549445 +"10006","MTURN",6.932293485,6.932293664,6.932293616,6.932293716,6.932293514,6.932293463,6.932293555,6.932293622,6.932293493,6.932293554,6.932293648,6.932293533,6.932293519,6.93229347,6.932293492,6.93229366,6.93229361,6.932293746,6.932293511,6.932293462,6.93229352,6.932293532,6.932293582,6.932293667,6.932293706,6.932293547,6.932293497,6.932293534 +"10007","MTUS1",3.990768754,3.990768837,3.990768752,3.990768638,3.990768895,3.99076881,3.990768747,3.990768817,3.990769046,3.990768792,3.990768527,3.990768913,3.990768978,3.990768964,3.990768834,3.990768872,3.990768903,3.99076877,3.990768806,3.990768863,3.990768695,3.990768828,3.990768791,3.990768737,3.990768578,3.990768823,3.990768954,3.990768915 +"10008","MTUS2",4.560126491,4.560126477,4.560126503,4.56012649,4.560126513,4.560126499,4.560126498,4.560126504,4.560126496,4.560126493,4.560126502,4.560126531,4.560126503,4.560126473,4.560126516,4.5601265,4.560126491,4.560126493,4.560126501,4.560126503,4.560126506,4.560126497,4.5601265,4.560126488,4.56012649,4.560126502,4.56012649,4.560126495 +"10009","MTUS2-AS1",4.816834983,4.816834881,4.81683538,4.816835121,4.816835358,4.816835091,4.816835206,4.81683538,4.816835082,4.816835237,4.816835237,4.816835198,4.816835221,4.81683482,4.816835508,4.816835368,4.816835489,4.816835346,4.816835462,4.816835208,4.816835296,4.816835363,4.816835049,4.816835115,4.816835244,4.816835375,4.816835064,4.816835095 +"10010","MTX1",6.065350463,6.065350598,6.065350592,6.06535066,6.065350594,6.065350631,6.065350555,6.065350618,6.065350649,6.065350526,6.06535043,6.06535069,6.065350605,6.065350644,6.065350643,6.065350665,6.065350694,6.065350591,6.0653506,6.065350708,6.065350658,6.065350638,6.065350558,6.065350653,6.065350596,6.065350489,6.065350563,6.065350556 +"10011","MTX2",4.333311795,4.333311654,4.333311771,4.333311638,4.333311593,4.333311688,4.333311767,4.333311705,4.333311882,4.333311852,4.333311593,4.333311687,4.333311827,4.33331199,4.333311733,4.333311718,4.333311603,4.333311679,4.33331177,4.333311685,4.333311795,4.333311722,4.333311856,4.333311837,4.333311525,4.33331183,4.333311832,4.333311888 +"10012","MTX3",5.895121416,5.895121332,5.895121327,5.89512135,5.895121233,5.895121306,5.895121466,5.895121346,5.895121538,5.895121314,5.895121211,5.895121386,5.895121354,5.895121607,5.895121435,5.895121271,5.895121197,5.895121166,5.895121382,5.895121056,5.89512133,5.895121442,5.895121527,5.895121275,5.895121265,5.895121318,5.895121503,5.895121485 +"10013","MUC1",5.220040346,5.220040427,5.22004042,5.220040328,5.22004062,5.220040514,5.220040505,5.220040497,5.220040428,5.220040446,5.220040338,5.220040514,5.220040339,5.220040376,5.220040481,5.220040446,5.220040426,5.220040438,5.220040532,5.220040559,5.22004047,5.22004036,5.220040479,5.220040305,5.220040383,5.220040458,5.220040296,5.220040414 +"10014","MUC12",5.01439706333333,5.01439686033333,5.01439723466667,5.01439671033333,5.01439738233333,5.014396952,5.014396856,5.014397373,5.01439709766667,5.014397438,5.01439724433333,5.01439762833333,5.01439714166667,5.014396248,5.014397392,5.01439727766667,5.014397291,5.014397252,5.014397307,5.014397512,5.01439717766667,5.014397439,5.01439702166667,5.01439642233333,5.01439694966667,5.01439721033333,5.01439700566667,5.01439735033333 +"10015","MUC13",3.197430497,3.197430476,3.197430481,3.197430519,3.197430522,3.197430566,3.197430498,3.197430492,3.197430498,3.19743056,3.197430548,3.197430515,3.197430524,3.197430495,3.19743053,3.197430467,3.197430488,3.197430583,3.197430477,3.197430504,3.197430473,3.197430495,3.197430499,3.197430541,3.197430516,3.197430471,3.19743049,3.19743051 +"10016","MUC15",3.409146464,3.409146522,3.409146549,3.409146576,3.409146485,3.409146565,3.409146492,3.40914655,3.409146587,3.409146555,3.409146532,3.409146634,3.409146456,3.409146542,3.409146543,3.409146564,3.409146581,3.409146629,3.409146568,3.409146562,3.409146423,3.40914656,3.409146566,3.409146532,3.409146517,3.409146447,3.409146537,3.409146495 +"10017","MUC16",4.625236746,4.625236745,4.625236765,4.625236783,4.625236815,4.625236747,4.625236794,4.625236801,4.625236775,4.62523678,4.625236813,4.625236812,4.625236769,4.625236709,4.625236811,4.625236778,4.625236808,4.625236791,4.625236764,4.625236756,4.625236795,4.625236802,4.625236756,4.625236752,4.625236792,4.62523677,4.625236748,4.62523675 +"10018","MUC17",3.751537461,3.751537467,3.751537479,3.751537481,3.751537608,3.75153745,3.751537509,3.751537539,3.751537471,3.751537463,3.75153747,3.75153749,3.75153749,3.751537486,3.751537535,3.751537505,3.751537469,3.751537611,3.751537486,3.751537417,3.751537492,3.751537523,3.751537438,3.751537458,3.751537452,3.751537544,3.751537458,3.751537497 +"10019","MUC19",3.74367481,3.743674814,3.743674797,3.743674807,3.743674843,3.743674747,3.743674791,3.743674873,3.743674815,3.743674817,3.743674871,3.743674845,3.743674805,3.743674771,3.743674822,3.743674819,3.743674854,3.743674808,3.743674802,3.743674789,3.74367482,3.743674815,3.743674776,3.743674791,3.743674818,3.743674803,3.743674807,3.743674788 +"10020","MUC2",5.105414396,5.105414406,5.105414421,5.105414411,5.105414443,5.1054144,5.105414424,5.105414426,5.105414416,5.105414414,5.105414429,5.105414449,5.105414407,5.105414382,5.105414434,5.105414414,5.105414452,5.105414432,5.105414409,5.105414413,5.105414432,5.105414428,5.105414395,5.105414398,5.105414412,5.105414419,5.105414401,5.105414421 +"10021","MUC20",5.22783672,5.227836237,5.227836661,5.22783672,5.227836953,5.227837119,5.227836883,5.227836831,5.227836468,5.227836547,5.227836872,5.227837077,5.227837183,5.227836817,5.227837046,5.227836556,5.227837349,5.227836865,5.227836693,5.227836923,5.227836845,5.227836971,5.227836612,5.227836624,5.227837087,5.227837021,5.227837197,5.227837056 +"10022","MUC21",4.2580038355,4.258003975,4.258004318,4.2580038865,4.258004494,4.258003895,4.258003961,4.2580044165,4.2580040195,4.2580038585,4.258003971,4.2580043665,4.2580041265,4.258003876,4.258004421,4.258004076,4.2580048325,4.258004357,4.258003941,4.2580041965,4.2580043445,4.258004348,4.258003734,4.258004006,4.258003973,4.258004349,4.2580041085,4.258004091 +"10023","MUC4",4.998215436,4.998215437,4.998215441,4.998215431,4.998215494,4.9982154,4.998215433,4.998215484,4.998215478,4.998215428,4.998215467,4.998215512,4.998215433,4.998215396,4.998215476,4.998215458,4.998215486,4.998215463,4.99821546,4.998215471,4.998215488,4.998215469,4.998215415,4.998215445,4.998215447,4.998215456,4.998215416,4.998215428 +"10024","MUC5B",5.158835567,5.158835569,5.158835624,5.158835627,5.158835648,5.158835612,5.158835637,5.158835661,5.158835623,5.158835601,5.158835617,5.158835674,5.158835609,5.158835576,5.158835674,5.158835607,5.158835672,5.15883564,5.158835619,5.158835614,5.158835655,5.158835654,5.158835616,5.158835606,5.158835592,5.158835671,5.158835634,5.15883559 +"10025","MUC6",4.974022885,4.974022889,4.974022909,4.974022909,4.974022925,4.974022892,4.974022899,4.974022924,4.974022894,4.974022902,4.974022909,4.974022921,4.974022902,4.974022871,4.974022914,4.974022884,4.974022907,4.97402291,4.974022891,4.974022909,4.974022913,4.974022901,4.97402291,4.97402289,4.974022896,4.974022917,4.974022903,4.974022884 +"10026","MUC7",3.981113594,3.981113626,3.981113736,3.981113642,3.981113688,3.981113646,3.981113616,3.981113673,3.981113659,3.981113717,3.981113681,3.981113679,3.981113686,3.981113591,3.981113669,3.981113721,3.981113736,3.981113652,3.981113655,3.981113634,3.981113633,3.981113798,3.981113634,3.981113653,3.981113605,3.981113656,3.981113653,3.981113587 +"10027","MUCL1",4.273078743,4.273078752,4.273078741,4.273078773,4.27307876,4.273078821,4.273078781,4.273078777,4.273078739,4.273078746,4.273078793,4.273078806,4.27307877,4.273078739,4.273078792,4.273078769,4.273078809,4.273078775,4.273078781,4.273078763,4.27307876,4.273078771,4.273078757,4.273078746,4.273078772,4.273078762,4.273078764,4.273078728 +"10028","MUCL3",4.0768870495,4.0768870135,4.0768870375,4.076887135,4.07688704,4.0768870175,4.0768870485,4.0768870755,4.0768870405,4.0768870575,4.0768870405,4.076887131,4.0768870445,4.076887018,4.0768870475,4.0768870355,4.0768871255,4.0768870875,4.076887129,4.076887076,4.0768871025,4.0768870835,4.0768870625,4.076887072,4.076887069,4.0768870785,4.076887063,4.0768870875 +"10029","MUL1",6.179020938,6.179020964,6.17902093,6.17902093,6.179020936,6.179020933,6.179020894,6.17902092,6.179020925,6.179020935,6.179020931,6.179020897,6.17902093,6.179020931,6.179020912,6.179020948,6.179020896,6.179020934,6.179020946,6.179020931,6.179020894,6.179020903,6.179020955,6.179020937,6.17902091,6.179020924,6.179020965,6.179020908 +"10030","MUS81",7.231788589,7.231788569,7.231788612,7.231788556,7.2317887,7.23178859,7.231788618,7.231788668,7.231788539,7.231788619,7.231788623,7.231788675,7.231788579,7.231788472,7.231788607,7.231788596,7.23178855,7.231788654,7.231788621,7.231788648,7.23178871,7.23178867,7.231788483,7.231788504,7.231788531,7.231788694,7.231788614,7.231788594 +"10031","MUSK",3.552983416,3.552983432,3.552983408,3.552983426,3.552983433,3.552983413,3.552983424,3.552983424,3.552983413,3.552983431,3.55298342,3.552983431,3.552983405,3.552983415,3.552983427,3.55298343,3.552983419,3.552983427,3.552983421,3.552983433,3.552983421,3.552983434,3.552983439,3.552983409,3.552983433,3.552983422,3.552983421,3.552983432 +"10032","MUTYH",5.798357078,5.798357069,5.798357072,5.798357038,5.798357153,5.798357162,5.798357127,5.79835714,5.798357099,5.798357077,5.798357108,5.79835713,5.798357111,5.798357038,5.798357149,5.798357094,5.798357132,5.798357088,5.798357131,5.798357034,5.798357125,5.798357089,5.798357038,5.79835698,5.798357111,5.798357132,5.798357049,5.798357082 +"10033","MVB12A",6.627927386,6.627927403,6.627927406,6.62792739,6.627927404,6.627927404,6.6279274,6.627927394,6.627927393,6.62792739,6.62792739,6.627927403,6.627927398,6.6279274,6.6279274,6.627927389,6.6279274,6.627927388,6.627927404,6.627927405,6.627927396,6.627927407,6.627927395,6.627927391,6.627927386,6.627927392,6.627927397,6.62792739 +"10034","MVB12B",6.00373334,6.003733386,6.003733129,6.003733226,6.003733379,6.003733294,6.003733548,6.003733307,6.003733088,6.003733468,6.003733472,6.003733256,6.003733298,6.00373316,6.003733243,6.003733428,6.003733116,6.003733349,6.003733304,6.003733497,6.003733479,6.003733395,6.003733083,6.0037335,6.003733336,6.003733391,6.003733447,6.003733306 +"10035","MVD",6.427112139,6.427112135,6.427112154,6.427112139,6.42711215,6.427112129,6.427112154,6.427112164,6.42711215,6.427112148,6.427112146,6.427112146,6.427112148,6.427112144,6.427112146,6.427112136,6.427112154,6.427112157,6.427112134,6.427112138,6.42711215,6.427112158,6.427112149,6.427112137,6.427112143,6.427112138,6.427112144,6.427112134 +"10036","MVK",5.630752455,5.630752555,5.630752515,5.63075248,5.630752555,5.630752587,5.630752464,5.630752503,5.630752495,5.630752512,5.630752542,5.630752458,5.630752537,5.630752483,5.630752574,5.630752438,5.630752575,5.630752527,5.630752406,5.630752531,5.63075241,5.630752481,5.630752547,5.630752503,5.630752446,5.630752423,5.63075248,5.630752461 +"10037","MVP",7.780482172,7.780482802,7.780482105,7.780483039,7.780482005,7.780483962,7.780482444,7.78048199,7.780482725,7.780482383,7.780482442,7.780481273,7.780482761,7.780482477,7.780482017,7.780482784,7.780482416,7.780482583,7.780482403,7.78048394,7.780482377,7.780482659,7.780482715,7.780482725,7.780482343,7.780482005,7.78048264,7.78048192 +"10038","MX1",7.511217399,8.451917496,7.834935376,8.018000851,8.508986054,9.201508513,7.519449105,7.092887944,8.043265884,8.260201917,7.641726817,7.119976313,7.632736386,7.688682255,7.384539064,8.419831216,7.607380798,7.706008716,8.6475623,9.257243962,7.415992513,7.183845519,8.145185887,8.416794573,7.838417988,7.26409448,7.661858324,7.452330628 +"10039","MX2",8.805955119,9.128387862,8.825383277,9.452504719,9.016159748,9.660845537,8.915288294,8.699627346,8.741856201,8.66852594,8.897421435,8.385854405,8.80043481,8.78444724,8.966008766,8.981538766,8.963255814,9.281909957,9.254606855,9.765044438,8.999907815,8.807831028,8.905700948,9.09752863,9.020996294,8.651029673,8.788791626,8.612614904 +"10040","MXD1",10.75902563,11.1170276,10.53421575,11.25726923,10.62284384,10.95770526,10.74340267,10.59824886,10.4990381,10.336157,10.81941884,10.00416796,10.65837557,10.54657823,10.7171925,11.15838354,10.59315208,11.09695314,10.87658493,11.17673508,10.79634309,10.42636952,10.79283838,10.92112732,10.96341565,10.40580789,10.51608403,10.36104269 +"10041","MXD3",6.851402718,6.851402585,6.851402753,6.851403114,6.851402691,6.851403004,6.85140292,6.851402909,6.851402777,6.851402761,6.851402805,6.851402707,6.851402862,6.851402418,6.851402815,6.851402736,6.851402911,6.851403073,6.851402845,6.85140295,6.85140293,6.851402763,6.851402948,6.851402727,6.851402917,6.851402822,6.851402873,6.851402545 +"10042","MXD4",6.826850266,6.826850371,6.826850788,6.826850488,6.826850632,6.826850896,6.826850493,6.826850664,6.826850797,6.826850681,6.826850642,6.826850631,6.826850413,6.826850221,6.826850461,6.826850132,6.826850898,6.82685035,6.826850307,6.826850367,6.826850319,6.826850856,6.82685063,6.826850351,6.826850461,6.826850591,6.826850547,6.82685039 +"10043","MXI1",8.032190233,8.032189849,8.032190962,8.032190119,8.032190369,8.032191076,8.032190288,8.032190989,8.03219091,8.032190748,8.032190787,8.032191092,8.032190286,8.032189479,8.032190188,8.032188957,8.032190673,8.032190096,8.032189611,8.03219052,8.032189965,8.032190458,8.03219059,8.032190645,8.032190758,8.032191059,8.032190524,8.032190051 +"10044","MXRA5",4.658857213,4.658857204,4.658857198,4.658857233,4.658857245,4.658857236,4.658857258,4.658857244,4.6588572,4.658857229,4.658857228,4.658857223,4.658857212,4.65885717,4.658857249,4.65885721,4.658857263,4.65885725,4.658857213,4.658857223,4.658857233,4.658857248,4.65885723,4.65885722,4.658857237,4.658857203,4.658857209,4.658857234 +"10045","MXRA7",5.15938522175,5.159384916,5.15938511775,5.15938543475,5.15938540925,5.159385125,5.159385199,5.15938522625,5.1593851625,5.159385379,5.1593854235,5.159385117,5.15938512125,5.15938532775,5.15938542475,5.159385152,5.1593852195,5.15938560525,5.1593855495,5.15938499,5.1593853185,5.159385295,5.159385305,5.15938513725,5.15938529625,5.15938523275,5.159385071,5.15938534125 +"10046","MXRA8",8.070228045,8.070227176,8.070228652,8.070227112,8.070231068,8.070228291,8.070229567,8.070229292,8.07022877,8.070229141,8.070229745,8.070230838,8.07022884,8.07022607,8.070230648,8.070228221,8.070230579,8.070229553,8.070229685,8.070228042,8.070229997,8.070229785,8.070228099,8.070227056,8.070228742,8.07022946,8.070227934,8.070228786 +"10047","MYADM",8.36426211,9.399655925,8.292098002,8.999419932,8.548623528,8.28122413,8.242643033,8.401574324,8.247144591,8.358193022,8.571249032,7.808549143,8.361655805,8.569940238,8.478578446,9.333868218,8.208536044,8.869415327,8.749792826,8.264524642,8.316692288,8.197720812,8.495051564,8.670380403,8.952077474,7.987258446,8.583573651,8.327981388 +"10048","MYADML",6.305888007,6.305888535,6.305888509,6.305888575,6.305888333,6.305888015,6.305888221,6.305888321,6.305888118,6.305888186,6.305888354,6.305888185,6.305888305,6.305887762,6.30588803,6.305888525,6.305888325,6.305888587,6.30588827,6.305887974,6.305888169,6.305888334,6.305888135,6.305888275,6.305888661,6.305888127,6.30588841,6.305887747 +"10049","MYADML2",6.134162346,6.134162371,6.134162499,6.134162476,6.134162562,6.134162267,6.134162485,6.134162601,6.134162319,6.134162427,6.134162547,6.134162669,6.134162386,6.134162286,6.134162554,6.134162605,6.134162705,6.134162566,6.134162466,6.134162438,6.134162534,6.134162573,6.134162474,6.134162407,6.134162598,6.134162515,6.134162373,6.134162478 +"10050","MYB",5.552673076,5.552673266,5.552673265,5.552673169,5.552673143,5.552672992,5.552673434,5.552673024,5.552673332,5.552673187,5.552673248,5.552673224,5.552673161,5.552673291,5.552673012,5.552672904,5.552673144,5.552673007,5.552673249,5.552672926,5.55267337,5.55267298,5.552673335,5.552673266,5.552673273,5.552673228,5.552673097,5.552673307 +"10051","MYBBP1A",6.521247004,6.521247042,6.521246941,6.521246744,6.521247017,6.521247041,6.521247025,6.521247064,6.521247186,6.52124706,6.521246644,6.521247081,6.521247119,6.521247114,6.521246967,6.521246679,6.52124689,6.52124692,6.521246938,6.521246892,6.521246868,6.521246986,6.521246869,6.521246901,6.521246805,6.521247111,6.521247127,6.521246986 +"10052","MYBL1",6.261029196,6.261025593,6.261024307,6.261024009,6.26102392,6.261024388,6.261026264,6.261027697,6.261025128,6.261024923,6.26102487,6.2610222,6.261027904,6.261027429,6.261028149,6.261026294,6.261023928,6.261024349,6.261024443,6.261023576,6.261026754,6.261027608,6.26102707,6.261026769,6.261025596,6.261026225,6.261027127,6.261025398 +"10053","MYBL2",5.934621079,5.934621173,5.934621336,5.934621197,5.934621266,5.93462138,5.934621512,5.934621286,5.934621427,5.93462128,5.934621227,5.934621244,5.934621232,5.934621068,5.934621131,5.934621198,5.934621364,5.934621262,5.934621139,5.934621305,5.934621464,5.934621178,5.934621393,5.934621239,5.934621289,5.934621333,5.93462127,5.934621159 +"10054","MYBPC1",3.853555924,3.853555914,3.853555913,3.853555918,3.853555947,3.85355594,3.853555913,3.853555929,3.853555924,3.85355593,3.853555931,3.853555941,3.853555926,3.853555906,3.853555945,3.853555937,3.853555939,3.853555942,3.853555932,3.853555923,3.853555945,3.853555941,3.853555924,3.853555919,3.853555933,3.853555928,3.85355593,3.853555931 +"10055","MYBPC2",4.742767515,4.742767648,4.742767556,4.742767621,4.74276782,4.742767756,4.74276758,4.742767724,4.742767718,4.742767647,4.742767736,4.742767911,4.742767713,4.742767591,4.742767767,4.742767788,4.742767804,4.742767739,4.742767755,4.742767798,4.742767669,4.742767688,4.74276768,4.74276773,4.742767715,4.742767711,4.742767525,4.74276776 +"10056","MYBPC3",6.429146638,6.429146626,6.429146641,6.429146669,6.429146708,6.429146649,6.429146688,6.429146658,6.429146631,6.42914662,6.429146664,6.429146667,6.429146629,6.429146582,6.429146626,6.429146666,6.429146671,6.42914668,6.429146651,6.429146644,6.429146692,6.429146682,6.429146638,6.429146613,6.429146687,6.429146667,6.429146625,6.429146637 +"10057","MYBPH",5.916564001,5.916563982,5.916563985,5.916563983,5.916564048,5.916563994,5.916564017,5.916564048,5.916563988,5.916563945,5.916563972,5.916564081,5.916563993,5.916563921,5.916564055,5.916563977,5.916564027,5.91656405,5.916563986,5.916564039,5.916564062,5.91656404,5.916563911,5.916563945,5.916563955,5.916564038,5.916563992,5.916564001 +"10058","MYBPHL",4.502809938,4.502809931,4.502809987,4.502810041,4.502810043,4.502810044,4.502809988,4.502809976,4.502810051,4.50280998,4.502810048,4.502810095,4.502809996,4.502809925,4.502810023,4.502809938,4.502810106,4.50281008,4.50280999,4.502809991,4.502810008,4.502810057,4.502810004,4.502809929,4.502810012,4.502810032,4.502809968,4.502810001 +"10059","MYC",7.222461147,7.222433273,7.222305521,7.222377005,7.222411312,7.222392116,7.222345201,7.222301949,7.222528381,7.222425371,7.222295852,7.222456228,7.222457021,7.222508513,7.222376472,7.222295508,7.222285586,7.222326131,7.222376002,7.222324396,7.222281322,7.222370904,7.222465866,7.222354401,7.222235686,7.222434148,7.222493096,7.222473829 +"10060","MYCBP2",8.129263403,8.129263028,8.129262112,8.129262819,8.129262325,8.129263436,8.129263009,8.129262158,8.129262913,8.129262764,8.129262232,8.129262363,8.129263294,8.129264284,8.129262496,8.129262845,8.129260884,8.129261935,8.129262836,8.129262851,8.129263022,8.129261991,8.129263003,8.129262806,8.129262437,8.129263286,8.129263313,8.129263048 +"10061","MYCBPAP",4.357339525,4.357339579,4.357339536,4.357339506,4.357339561,4.35733957,4.357339578,4.357339547,4.357339559,4.357339559,4.357339575,4.357339611,4.357339549,4.357339537,4.357339581,4.357339554,4.357339594,4.357339582,4.357339469,4.357339604,4.357339576,4.357339572,4.357339515,4.35733955,4.357339556,4.357339527,4.357339547,4.357339537 +"10062","MYCL",6.249339569,6.2493396,6.249339631,6.249339528,6.249339702,6.249339562,6.249339605,6.249339694,6.249339657,6.249339703,6.249339607,6.249339715,6.249339637,6.249339523,6.249339696,6.249339625,6.249339716,6.249339663,6.24933965,6.249339583,6.249339683,6.249339628,6.249339582,6.249339643,6.249339579,6.249339625,6.249339594,6.249339591 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+"10219","NAPEPLD",4.971412176,4.971412119,4.971411909,4.971411932,4.97141195,4.97141185,4.971412021,4.971411744,4.971412162,4.971412007,4.971412007,4.971411871,4.971412235,4.971412341,4.971412123,4.971411915,4.971412024,4.971411957,4.971412131,4.97141191,4.971412046,4.971412107,4.971412091,4.971412064,4.971411815,4.97141203,4.971412126,4.971412063 +"10220","NAPG",6.565345483,6.565345541,6.565345202,6.565344962,6.565345123,6.565344774,6.565345167,6.565344758,6.565345174,6.565344796,6.565345313,6.565344693,6.565345349,6.56534613,6.565345182,6.565345525,6.565344803,6.565345172,6.565345378,6.565344536,6.565345299,6.565345046,6.565345383,6.56534506,6.565345261,6.565345336,6.565345177,6.565345582 +"10221","NAPRT",7.106137214,7.106137225,7.106137242,7.106137288,7.106137352,7.106137272,7.106137278,7.106137328,7.106137211,7.106137281,7.106137301,7.106137336,7.106137259,7.106137159,7.106137249,7.106137291,7.106137322,7.106137307,7.106137286,7.106137267,7.10613729,7.106137314,7.106137224,7.106137258,7.106137302,7.106137291,7.106137258,7.106137201 +"10222","NAPSA",5.724495628,5.724495669,5.724495693,5.724495648,5.724495628,5.72449567,5.72449565,5.724495623,5.724495626,5.724495676,5.724495626,5.724495636,5.724495653,5.724495654,5.72449566,5.724495651,5.724495669,5.724495641,5.724495601,5.724495696,5.724495663,5.724495625,5.7244956,5.724495657,5.724495595,5.724495641,5.724495674,5.724495666 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+"10227","NASP",6.079264595,6.079264384,6.079264116,6.079264138,6.079264332,6.079264866,6.079264605,6.079264164,6.079264601,6.079264509,6.079263935,6.079264115,6.079264379,6.0792648,6.079264451,6.079264088,6.079264316,6.079264144,6.079264586,6.079264588,6.079264473,6.079264269,6.079264585,6.079264459,6.07926422,6.079264246,6.079264501,6.07926463 +"10228","NAT1",3.416222729,3.416222672,3.416222754,3.416222776,3.416222736,3.416222788,3.41622273,3.416222762,3.416222783,3.416222704,3.416222779,3.416222765,3.416222793,3.416222732,3.416222756,3.416222806,3.416222778,3.416222763,3.416222767,3.416222743,3.41622279,3.416222798,3.416222794,3.416222743,3.41622276,3.416222744,3.416222736,3.416222786 +"10229","NAT10",6.81860497,6.818604858,6.818604616,6.81860454,6.818604713,6.818604972,6.81860468,6.818604646,6.818604967,6.8186049,6.818604588,6.818604788,6.818604837,6.818605136,6.81860464,6.818604692,6.818604278,6.818604247,6.818604569,6.818604659,6.818604632,6.818604516,6.81860491,6.818604854,6.818604326,6.818604841,6.818604916,6.818604918 +"10230","NAT14",6.019484278,6.019484343,6.019484378,6.01948433,6.019484362,6.01948433,6.019484328,6.019484357,6.019484357,6.019484346,6.019484357,6.019484377,6.019484324,6.019484307,6.019484351,6.01948441,6.019484407,6.019484382,6.019484328,6.019484354,6.019484353,6.019484377,6.019484342,6.019484355,6.019484338,6.019484337,6.019484339,6.019484353 +"10231","NAT16",4.360035782,4.360035814,4.360035916,4.360035809,4.360036228,4.360035882,4.360036006,4.360036024,4.360036025,4.360035748,4.360036137,4.360036373,4.360035895,4.360035474,4.360036165,4.360035892,4.360036233,4.360036164,4.360035963,4.360035853,4.360036122,4.360036307,4.360035976,4.360035779,4.360036006,4.360036145,4.360035798,4.360036117 +"10232","NAT2",3.000491583,3.000491559,3.000491512,3.000491541,3.000491599,3.000491548,3.000491625,3.000491582,3.000491616,3.000491634,3.000491649,3.000491619,3.000491483,3.000491539,3.000491579,3.000491552,3.000491537,3.000491604,3.000491597,3.000491543,3.000491559,3.000491631,3.000491531,3.000491589,3.000491646,3.00049157,3.000491578,3.000491622 +"10233","NAT8",4.580375958,4.580375972,4.58037598,4.580376044,4.58037598,4.580375767,4.580376011,4.580376011,4.580375963,4.580375936,4.580376066,4.58037611,4.58037595,4.580375818,4.580376034,4.580376019,4.580376054,4.580375979,4.580375858,4.580376045,4.580376055,4.580376005,4.580376,4.580375999,4.580376064,4.580376025,4.580375868,4.580375982 +"10234","NAT8B",5.324901159,5.324901212,5.324901219,5.324901213,5.324901237,5.324901237,5.3249012,5.324901205,5.324901196,5.324901209,5.324901217,5.324901233,5.324901223,5.324901156,5.324901224,5.324901214,5.324901241,5.324901235,5.324901197,5.324901217,5.324901207,5.324901243,5.324901198,5.324901225,5.324901235,5.324901203,5.324901175,5.324901186 +"10235","NAT8L",5.337433628,5.337433513,5.337433677,5.337433573,5.337433755,5.337433551,5.337433645,5.337433745,5.337433489,5.337433538,5.337433658,5.337433581,5.337433541,5.337433449,5.33743369,5.337433531,5.337433773,5.337433705,5.337433612,5.337433615,5.33743368,5.337433732,5.337433565,5.337433558,5.337433687,5.3374336,5.337433654,5.33743361 +"10236","NAT9",6.894872123,6.894872089,6.894872207,6.894872151,6.8948721,6.894872147,6.894872083,6.89487216,6.894872201,6.894872192,6.894872019,6.89487225,6.894872226,6.894872194,6.894872115,6.894872184,6.894872112,6.894872126,6.894872104,6.894872165,6.894872074,6.894872198,6.894872063,6.894872111,6.894871998,6.894872188,6.894872183,6.894872238 +"10237","NATD1",7.629060192,7.62906056,7.629061166,7.62906073,7.629060735,7.629061132,7.629060607,7.629060476,7.629060844,7.629060746,7.629061261,7.629061358,7.629060362,7.629060196,7.629060648,7.629060408,7.629061165,7.629060984,7.629060616,7.629061065,7.629060811,7.629060597,7.629060857,7.629060724,7.629061287,7.629060973,7.629060413,7.629060916 +"10238","NAV1",5.176066473,5.17606646,5.176066508,5.176066505,5.176066531,5.176066518,5.176066468,5.176066531,5.176066465,5.176066553,5.176066469,5.176066481,5.176066461,5.176066487,5.176066519,5.176066494,5.176066505,5.176066508,5.176066503,5.176066528,5.176066538,5.176066521,5.176066468,5.176066453,5.176066485,5.176066511,5.176066497,5.176066512 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+"10243","NBAS",6.659116146,6.659116054,6.659115906,6.659115851,6.659115845,6.659115937,6.659115993,6.659115853,6.659116128,6.65911603,6.659115829,6.659115823,6.659116046,6.65911629,6.659115939,6.659115794,6.659115681,6.659115702,6.659115968,6.659115855,6.659115911,6.659115888,6.659116046,6.659116002,6.659115889,6.659116039,6.659116094,6.659116114 +"10244","NBEA",4.509084758,4.509084701,4.509084553,4.509084709,4.509084606,4.509084614,4.509084604,4.509084721,4.509084796,4.509084701,4.509084501,4.509084928,4.509084751,4.509084984,4.5090847,4.509084565,4.509084531,4.509084657,4.509084638,4.509084624,4.509084488,4.509084841,4.5090848,4.509084672,4.509084434,4.509084768,4.509084821,4.509084871 +"10245","NBEAL1",5.1451477215,5.145147421,5.145147376,5.145147299,5.1451472875,5.1451471325,5.1451473065,5.1451470945,5.1451474725,5.145147616,5.1451472215,5.145146899,5.1451476255,5.1451480495,5.145147312,5.145147299,5.1451470195,5.145147246,5.1451476405,5.14514694,5.145147402,5.145147448,5.145147526,5.14514731,5.1451472855,5.145147079,5.145147577,5.14514753 +"10246","NBEAL2",8.390842931,8.39084593,8.39084575,8.390857453,8.390841292,8.390860832,8.390851562,8.390846662,8.390845085,8.390844231,8.390850065,8.390842984,8.390847564,8.390839297,8.390844626,8.390846614,8.39084668,8.39085443,8.390846541,8.390857831,8.390850992,8.390848622,8.390848786,8.390849141,8.390852881,8.39084492,8.390847347,8.39083488 +"10247","NBN",7.047055599,7.047056405,7.04705445,7.047054915,7.047053659,7.04705595,7.047055403,7.047053818,7.047054509,7.0470548,7.047054968,7.04705231,7.047054665,7.047056683,7.047054906,7.047055664,7.047053943,7.047054867,7.047055232,7.047056169,7.047055573,7.047053865,7.047055415,7.04705541,7.047054904,7.047053311,7.047054646,7.047055483 +"10248","NBPF22P",4.257149307,4.257149159,4.257149516,4.257149375,4.257149485,4.257149551,4.257149503,4.257149192,4.257149351,4.257149115,4.257149349,4.257149367,4.257149533,4.257149243,4.25714957,4.257149709,4.257149451,4.257149571,4.257149349,4.257149514,4.257149242,4.25714939,4.257149477,4.257149467,4.257149319,4.257149416,4.257149345,4.257149462 +"10249","NBPF3",6.225300314,6.225300386,6.225300337,6.225300326,6.225300356,6.225300213,6.225300286,6.225300343,6.225300368,6.225300349,6.225300403,6.225300384,6.225300362,6.225300382,6.22530029,6.225300389,6.225300251,6.225300377,6.225300321,6.225300314,6.225300329,6.22530035,6.225300365,6.225300428,6.225300513,6.225300416,6.225300397,6.225300329 +"10250","NBPF7P",3.884213976,3.884213995,3.884214002,3.884214008,3.884213978,3.884213975,3.884213973,3.884213986,3.884213973,3.88421398,3.884213979,3.884214012,3.884213992,3.884213971,3.884213978,3.884213993,3.884214004,3.884213993,3.884213992,3.88421399,3.884213982,3.884213982,3.884213979,3.884213974,3.884213989,3.884213973,3.884213978,3.884213976 +"10251","NBR1",7.836719484,7.836719638,7.836719297,7.836719666,7.83671933,7.836719574,7.836719482,7.836719057,7.836719078,7.836719373,7.83671923,7.836718943,7.836719488,7.836719677,7.836719392,7.836719329,7.836719187,7.836719456,7.836719484,7.836719314,7.836719343,7.836719306,7.836719478,7.836719604,7.8367195,7.836719292,7.836719446,7.836719426 +"10252","NBR2",6.326430914,6.32643089,6.326430854,6.326430823,6.326430805,6.326430957,6.326430798,6.326430677,6.326430839,6.326430895,6.326430858,6.32643087,6.326430867,6.326430924,6.326430776,6.326430929,6.326430715,6.326430905,6.326430843,6.326430997,6.326430906,6.32643066,6.326430851,6.326430897,6.326430856,6.32643095,6.326430847,6.326430795 +"10253","NCALD",5.951610642,5.951610599,5.951610322,5.951610276,5.951610366,5.951610461,5.951610608,5.951610508,5.951610605,5.951610348,5.951610324,5.951610286,5.951610543,5.951610525,5.951610578,5.951610609,5.951610178,5.951610248,5.951610345,5.951610382,5.951610581,5.951610454,5.951610632,5.951610462,5.951610301,5.95161039,5.951610475,5.951610495 +"10254","NCAM1",5.027160777,5.027160793,5.027160773,5.027160689,5.027160783,5.027160811,5.027160708,5.027160816,5.027160749,5.027160748,5.027160798,5.02716078,5.027160745,5.027160716,5.027160772,5.027160801,5.027160777,5.027160739,5.027160751,5.027160754,5.027160725,5.027160768,5.027160718,5.027160765,5.027160724,5.027160798,5.027160752,5.027160778 +"10255","NCAM2",3.463560352,3.463560758,3.463560845,3.463560663,3.463560734,3.463560773,3.463560583,3.463560675,3.463560887,3.463561,3.463560681,3.463560865,3.46356066,3.463560662,3.463560837,3.463560624,3.463560858,3.463560685,3.463560599,3.463560791,3.463560756,3.463560716,3.463560671,3.463560669,3.463560695,3.463560713,3.463560703,3.46356082 +"10256","NCAN",5.334168042,5.334168059,5.334168082,5.334168035,5.334168087,5.33416806,5.33416808,5.334168107,5.334168055,5.334168094,5.334168076,5.334168096,5.33416806,5.334168022,5.334168101,5.334168103,5.334168113,5.334168071,5.334168078,5.334168068,5.3341681,5.3341681,5.334168066,5.334168059,5.334168093,5.334168115,5.334168061,5.334168094 +"10257","NCAPD2",7.256490668,7.256490771,7.256489833,7.256490543,7.256490602,7.256491213,7.256491456,7.256490065,7.256491177,7.25649071,7.25649035,7.256490406,7.256490612,7.25649133,7.2564907,7.256490351,7.256489445,7.256490156,7.256490671,7.256490138,7.256491049,7.256490061,7.256491154,7.256490701,7.256490141,7.256490652,7.256490614,7.25649074 +"10258","NCAPD3",6.32683936,6.326839244,6.32683913,6.326839135,6.326839155,6.326839282,6.326839365,6.326839211,6.32683938,6.32683918,6.326839123,6.326839192,6.326839265,6.326839369,6.326839253,6.326839236,6.326839059,6.326839184,6.326839271,6.326839286,6.326839245,6.326839264,6.326839415,6.326839284,6.326839207,6.326839279,6.326839245,6.326839288 +"10259","NCAPG",3.953606144,3.953605898,3.953606103,3.953605975,3.953606067,3.953606267,3.95360724,3.953606002,3.953606233,3.953605994,3.953606065,3.953606186,3.953606035,3.953605718,3.953605964,3.953605949,3.953605957,3.953606126,3.953606186,3.953606046,3.953607001,3.953605979,3.953606703,3.953606021,3.953606229,3.953606037,3.953606165,3.953606107 +"10260","NCAPG2",5.079316601,5.079316238,5.079315986,5.079314719,5.07931526,5.079316051,5.079316982,5.079315811,5.079316201,5.079314534,5.079315367,5.079315371,5.079315429,5.079318611,5.079315925,5.079315859,5.079315709,5.07931453,5.079315325,5.079315904,5.079316751,5.079315449,5.079316525,5.07931495,5.079315311,5.079316007,5.079315606,5.079317629 +"10261","NCAPH",4.393760911,4.393760937,4.393760935,4.393760948,4.393760941,4.393760962,4.393760975,4.393760927,4.393760938,4.393760912,4.393760946,4.393760935,4.393760934,4.393760895,4.393760935,4.393760925,4.393760934,4.393760936,4.393760915,4.393760946,4.393760968,4.393760944,4.393760937,4.393760925,4.39376093,4.393760932,4.393760939,4.393760917 +"10262","NCAPH2",6.305715817,6.305715852,6.3057159,6.305715834,6.305716022,6.305715924,6.305715825,6.305715957,6.305715896,6.305715955,6.305715992,6.305715987,6.305715999,6.305715844,6.305715927,6.305716069,6.305715927,6.305715833,6.305715895,6.305715779,6.305715907,6.305715948,6.305715852,6.305715832,6.305715759,6.305715956,6.305715937,6.30571595 +"10263","NCBP1",7.233767005,7.233766867,7.233766603,7.233766463,7.233766549,7.233766663,7.233766792,7.233766474,7.233766721,7.233766644,7.233766436,7.23376646,7.233766908,7.233767206,7.2337667,7.233766547,7.233766373,7.233766089,7.233766843,7.233766358,7.233766616,7.233766583,7.233766889,7.233766629,7.233766394,7.233766597,7.233766821,7.233766847 +"10264","NCBP2",6.426787394,6.426787218,6.426787019,6.426786839,6.426786477,6.426786493,6.426786907,6.426786822,6.426787245,6.426786967,6.426786525,6.426787196,6.426787348,6.426788121,6.42678685,6.426787104,6.4267864,6.426786702,6.426786556,6.42678694,6.426787223,6.426786802,6.426787164,6.426787118,6.426786258,6.426787225,6.426786985,6.426787612 +"10265","NCBP3",7.39413069,7.39413073,7.394130664,7.394130697,7.394130626,7.39413062,7.394130714,7.394130559,7.394130681,7.394130634,7.394130635,7.394130574,7.394130689,7.394130783,7.394130689,7.394130701,7.39413066,7.394130682,7.394130687,7.394130565,7.394130688,7.3941306,7.394130705,7.394130639,7.394130678,7.394130674,7.394130686,7.394130665 +"10266","NCCRP1",6.4422729,6.442272807,6.442273176,6.442272846,6.442273392,6.442273073,6.442273166,6.442273158,6.442272964,6.442273126,6.44227318,6.442273424,6.442273024,6.44227262,6.442273259,6.44227296,6.442273349,6.442273225,6.442273109,6.442272972,6.442273178,6.442273217,6.442272771,6.442272771,6.442273036,6.442273205,6.442272901,6.442273088 +"10267","NCDN",6.284921794,6.284921731,6.284921694,6.284921649,6.284921801,6.284921722,6.284921798,6.284921672,6.284921815,6.284921822,6.2849218,6.284921704,6.284921724,6.284921666,6.28492178,6.284921749,6.284921642,6.284921703,6.284921754,6.284921803,6.284921811,6.284921846,6.284921815,6.284921642,6.284921597,6.28492181,6.28492177,6.284921606 +"10268","NCEH1",5.861806671,5.8618066,5.861806594,5.861806644,5.861806602,5.861806652,5.861806614,5.861806592,5.861806568,5.861806653,5.861806611,5.861806558,5.861806644,5.861806651,5.861806562,5.861806554,5.861806536,5.861806493,5.861806581,5.861806656,5.861806574,5.861806511,5.861806594,5.86180658,5.861806569,5.86180656,5.861806622,5.86180656 +"10269","NCF2",10.93709135,11.21305957,10.87352038,11.2937491,10.92135645,11.15847577,10.89241294,10.83975105,10.70429359,10.85460894,10.94217448,10.57100244,10.93917729,11.05917691,10.93072699,11.09190683,10.89733555,11.15756247,11.08004171,11.28348648,10.96685166,10.89964243,10.96576978,11.13568102,11.06652644,10.79436123,10.86108884,10.85276796 +"10270","NCF4",8.442075062,8.442293392,8.442088886,8.442599288,8.441975097,8.442363461,8.442309,8.442114541,8.442111476,8.442031263,8.442316047,8.441915268,8.442090579,8.441963061,8.442049587,8.442348781,8.442095814,8.442446555,8.442396472,8.44257151,8.442326889,8.442269265,8.442260626,8.442362749,8.442439072,8.442121532,8.442141409,8.441883288 +"10271","NCK1",6.287146047,6.287145922,6.28714567,6.287145622,6.28714566,6.287145509,6.287145757,6.287145663,6.2871458,6.287145827,6.287145429,6.287145471,6.287145738,6.28714634,6.28714585,6.287145968,6.287145584,6.287145543,6.287145833,6.287145684,6.287145823,6.287145609,6.28714597,6.287145912,6.287145715,6.28714554,6.287145785,6.287146085 +"10272","NCK2",7.627866937,7.627866751,7.627866053,7.627866988,7.627866129,7.627865998,7.627866403,7.627866285,7.627866683,7.627866421,7.627866361,7.627866676,7.627866476,7.627866656,7.627866443,7.627866334,7.62786575,7.627866714,7.62786628,7.627865897,7.627866181,7.627866087,7.62786645,7.627866752,7.627866229,7.62786654,7.627866446,7.627866139 +"10273","NCKAP1",4.532683083,4.532682968,4.532683041,4.532683111,4.532682888,4.53268291,4.532682985,4.532683032,4.532683024,4.532683056,4.532683049,4.532683004,4.532682945,4.532683003,4.532682954,4.532682969,4.532682976,4.532683205,4.532683063,4.532682954,4.532682839,4.532682962,4.532683026,4.532683093,4.532683074,4.532683035,4.532683001,4.532683014 +"10274","NCKAP1L",9.095659955,9.095659994,9.095659661,9.095659377,9.095659817,9.095660406,9.095659988,9.095659412,9.095659659,9.095659842,9.09565932,9.095659205,9.095659975,9.095660352,9.095659579,9.095659532,9.095659056,9.095658906,9.095660026,9.095660175,9.095659759,9.095659356,9.095659927,9.095659964,9.095659271,9.095659578,9.095659788,9.095659873 +"10275","NCKAP5",3.536800181,3.536800261,3.536800229,3.536800288,3.536800235,3.536800314,3.536800232,3.53680024,3.536800231,3.53680019,3.536800185,3.536800271,3.536800168,3.536800197,3.536800204,3.53680024,3.536800273,3.536800279,3.536800225,3.536800219,3.536800265,3.536800295,3.536800288,3.536800237,3.536800245,3.536800192,3.53680022,3.536800307 +"10276","NCKAP5L",5.7075628285,5.7075628745,5.707562896,5.7075628825,5.707562891,5.7075628735,5.7075628745,5.707562914,5.707562896,5.7075629005,5.707562914,5.70756293,5.7075628815,5.707562875,5.707562849,5.7075629105,5.7075629235,5.7075629245,5.707562858,5.7075628965,5.707562895,5.7075629325,5.707562854,5.707562893,5.70756295,5.7075628795,5.707562909,5.707562895 +"10277","NCKIPSD",5.317309461,5.317309431,5.317309677,5.317309605,5.317309754,5.317309552,5.317309558,5.317309743,5.317309573,5.31730965,5.317309689,5.317309797,5.317309647,5.317309478,5.317309649,5.317309543,5.317309765,5.317309646,5.317309717,5.317309643,5.317309781,5.317309717,5.317309605,5.317309488,5.317309619,5.3173097,5.317309574,5.317309549 +"10278","NCL",8.331398534,8.331398267,8.331397316,8.331397436,8.331397719,8.331397453,8.331398381,8.331397725,8.331398666,8.331398266,8.33139671,8.33139715,8.331398288,8.331400303,8.331397733,8.331397547,8.3313965,8.331396532,8.331397604,8.331396491,8.331398157,8.331397427,8.331398266,8.331397641,8.331396603,8.331398178,8.331398389,8.331399224 +"10279","NCLN",7.389654773,7.389654796,7.389654839,7.389654818,7.389654796,7.3896548,7.389654824,7.389654809,7.389654786,7.389654786,7.389654806,7.389654837,7.38965482,7.389654752,7.389654802,7.389654796,7.389654843,7.389654836,7.389654798,7.389654725,7.389654802,7.389654808,7.389654769,7.389654801,7.389654792,7.389654819,7.389654804,7.389654764 +"10280","NCMAP",5.390477749,5.390477767,5.390477776,5.390477784,5.390477817,5.39047775,5.390477785,5.390477823,5.390477775,5.390477801,5.390477804,5.390477775,5.390477815,5.390477773,5.390477801,5.390477813,5.390477818,5.390477808,5.390477758,5.390477791,5.390477799,5.390477812,5.390477766,5.390477787,5.390477787,5.390477783,5.39047779,5.390477781 +"10281","NCOA1",7.977814206,7.977814242,7.977813858,7.977814595,7.977813836,7.977814316,7.977814144,7.977813741,7.977813729,7.97781375,7.977814149,7.977813452,7.97781401,7.977814127,7.977814042,7.977813978,7.97781372,7.977814344,7.97781415,7.977814427,7.977814108,7.977813837,7.977814098,7.977814127,7.977814349,7.977813872,7.977814009,7.977813783 +"10282","NCOA2",8.4436663,8.443666374,8.443666127,8.443666599,8.44366614,8.44366656,8.443666424,8.443666112,8.443666023,8.44366598,8.443666173,8.443665949,8.44366627,8.443666258,8.443666296,8.443666296,8.443666072,8.443666556,8.443666499,8.44366669,8.443666502,8.443666118,8.443666267,8.443666223,8.443666434,8.443666277,8.443666255,8.443666037 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+"10357","NDUFV1-DT",4.078482018,4.078482117,4.078482266,4.078481996,4.078482122,4.078482169,4.078481998,4.078482061,4.078482046,4.078482099,4.078482143,4.078482029,4.078482103,4.078481963,4.078482179,4.078482134,4.078482279,4.078482105,4.078482034,4.078482053,4.078482047,4.078482368,4.078482083,4.078481891,4.078482059,4.078482075,4.078481995,4.078481816 +"10358","NDUFV2",5.4765456125,5.4765456855,5.4765453205,5.4765454075,5.4765451735,5.4765455685,5.4765454505,5.4765452545,5.4765455315,5.4765453615,5.4765450815,5.4765448245,5.476545506,5.4765459375,5.4765454435,5.476545482,5.4765450675,5.476545124,5.476545447,5.476545363,5.476545353,5.47654532,5.4765455765,5.476545339,5.4765453715,5.476545232,5.4765456035,5.476545444 +"10359","NDUFV3",7.252040793,7.252040766,7.252040793,7.252040724,7.252040766,7.252040779,7.252040757,7.252040738,7.252040786,7.252040773,7.252040752,7.25204076,7.252040811,7.252040794,7.252040794,7.252040712,7.252040713,7.252040696,7.252040779,7.252040788,7.252040713,7.252040757,7.252040794,7.252040772,7.252040751,7.252040772,7.25204075,7.25204076 +"10360","NEB",4.179419494,4.1794194,4.179419385,4.179419455,4.179419491,4.179419411,4.179419482,4.179419425,4.179419432,4.179419398,4.179419457,4.179419594,4.179419437,4.179419495,4.179419504,4.179419449,4.179419468,4.179419482,4.179419497,4.179419412,4.179419482,4.179419431,4.179419398,4.179419352,4.179419448,4.179419442,4.179419404,4.179419545 +"10361","NEBL",3.769204204,3.7692039,3.7692039225,3.769204056,3.7692039785,3.7692040115,3.7692038475,3.769203837,3.769203858,3.76920382,3.769203842,3.7692039995,3.769204292,3.769203799,3.7692042915,3.769204067,3.7692039915,3.769203986,3.769203828,3.7692038835,3.769203845,3.769204194,3.769203858,3.769203864,3.7692039715,3.7692037705,3.7692044605,3.76920387 +"10362","NECAB1",3.75920193,3.759201915,3.759201938,3.759201924,3.759201989,3.759201912,3.759201962,3.759201962,3.759201956,3.759201957,3.75920195,3.759202009,3.759201945,3.759201923,3.759201954,3.759201948,3.759201995,3.759201952,3.759201922,3.759201941,3.759201973,3.759201993,3.759201952,3.759201934,3.759201934,3.759201973,3.759201953,3.759201968 +"10363","NECAB2",5.762435955,5.762436307,5.762436283,5.762436449,5.7624364,5.762436141,5.762436153,5.762436382,5.762436338,5.762436273,5.762436383,5.762436644,5.762436053,5.762436074,5.762436425,5.762436381,5.762436479,5.7624366,5.762436498,5.762436201,5.762436256,5.762436448,5.762436212,5.762436245,5.762436413,5.762436467,5.762436313,5.762436251 +"10364","NECAB3",5.886627377,5.886627387,5.886627476,5.886627468,5.886627467,5.886627435,5.886627444,5.886627534,5.886627436,5.886627418,5.886627494,5.886627445,5.886627476,5.886627378,5.886627456,5.886627422,5.886627485,5.886627514,5.886627437,5.886627486,5.886627457,5.886627508,5.886627448,5.886627431,5.886627494,5.88662743,5.886627501,5.886627427 +"10365","NECAP1",7.685317982,7.685318206,7.685317533,7.685318337,7.685317758,7.685318538,7.685318034,7.685317686,7.685317924,7.685317852,7.685317778,7.685317669,7.685317949,7.685318093,7.685317793,7.685317922,7.685317442,7.685317911,7.685318083,7.685318503,7.685317842,7.685317869,7.685318222,7.685317991,7.68531808,7.685317754,7.685317865,7.685317964 +"10366","NECAP2",8.919239096,8.919238591,8.919237858,8.919237711,8.919238507,8.919239073,8.919237959,8.919237949,8.91923851,8.919238437,8.919237164,8.919237853,8.919238575,8.919238941,8.919237943,8.919238029,8.919237214,8.919236921,8.919238612,8.919238264,8.919237537,8.919237592,8.919238401,8.919238577,8.919237218,8.919238048,8.919238624,8.919238231 +"10367","NECTIN1",5.473258062,5.47325814,5.473258166,5.473258146,5.473258106,5.473258139,5.473258128,5.473258167,5.473258133,5.473258132,5.473258102,5.473258136,5.473258156,5.473258065,5.473258103,5.473258209,5.473258163,5.473258142,5.47325813,5.473258133,5.473258094,5.473258112,5.473258178,5.473258123,5.473258222,5.473258151,5.473258139,5.473258064 +"10368","NECTIN2",6.181011486,6.181013011,6.181013337,6.18101389,6.181013675,6.181016923,6.18101306,6.181013765,6.181012681,6.181012691,6.181012885,6.181013031,6.181013115,6.18101495,6.181011992,6.181013032,6.181013213,6.181013768,6.181013233,6.181017435,6.181012349,6.181013187,6.181011985,6.181013074,6.181013137,6.181012967,6.181013231,6.181015265 +"10369","NECTIN3",4.50881648,4.508816477,4.508816376,4.508816414,4.508816519,4.508816455,4.508816451,4.508816487,4.508816463,4.508816465,4.508816528,4.508816473,4.508816439,4.508816459,4.508816441,4.508816519,4.508816481,4.508816399,4.508816573,4.508816496,4.508816452,4.508816451,4.508816537,4.508816349,4.508816546,4.508816491,4.50881654,4.508816525 +"10370","NECTIN4",5.230131703,5.230131722,5.230131734,5.230131726,5.230131747,5.230131712,5.230131726,5.230131728,5.230131726,5.230131727,5.230131712,5.230131743,5.230131722,5.230131698,5.230131735,5.230131718,5.230131773,5.230131746,5.230131741,5.230131706,5.230131739,5.23013174,5.230131711,5.230131704,5.230131742,5.230131726,5.23013173,5.230131721 +"10371","NEDD1",5.847567302,5.847567049,5.847566907,5.847566663,5.847566186,5.847566368,5.847566779,5.847566497,5.847566857,5.847566909,5.847566308,5.847565714,5.847566916,5.847568273,5.847566629,5.847566511,5.847566249,5.847566526,5.847566801,5.847566187,5.847566725,5.847566695,5.847567334,5.847567112,5.847566583,5.847566173,5.847566634,5.847567599 +"10372","NEDD4",4.017903154,4.017903189,4.017903139,4.017903156,4.017903153,4.017903145,4.017903162,4.017903152,4.017903129,4.01790316,4.017903134,4.017903156,4.017903177,4.017903137,4.017903147,4.017903173,4.017903152,4.017903149,4.017903171,4.017903161,4.01790314,4.017903149,4.017903181,4.017903149,4.017903136,4.017903149,4.01790317,4.017903168 +"10373","NEDD4L",5.006211001,5.006210432,5.00621151,5.006211089,5.0062109,5.006211787,5.0062112,5.006211665,5.006211282,5.00621095,5.006211432,5.00621114,5.006210945,5.006210975,5.006211468,5.006209658,5.006211284,5.006211021,5.006210776,5.006211415,5.006210898,5.00621153,5.006210982,5.006211487,5.006211619,5.006211146,5.006211092,5.006210937 +"10374","NEDD8P1",4.398470779,4.398470759,4.39847075,4.398470701,4.398470779,4.398470746,4.398470751,4.398470773,4.39847076,4.398470766,4.398470737,4.3984708,4.398470733,4.398470776,4.398470768,4.398470747,4.39847076,4.398470713,4.39847075,4.398470765,4.39847075,4.39847077,4.398470764,4.398470763,4.398470754,4.398470739,4.398470759,4.398470772 +"10375","NEDD9",7.965152691,7.965152938,7.965152602,7.965153237,7.965152446,7.965153096,7.965152768,7.965152629,7.965152521,7.965152286,7.965152587,7.965152152,7.965152781,7.965152569,7.965152764,7.965152976,7.965152498,7.965152999,7.965152849,7.965153037,7.965152733,7.965152765,7.96515278,7.965152802,7.965152855,7.965152472,7.965152716,7.965152489 +"10376","NEFH",4.644106884,4.644106844,4.644106853,4.644106859,4.644106964,4.64410686,4.644106916,4.644106895,4.644106966,4.644106948,4.644106925,4.644106952,4.644106916,4.644106853,4.64410698,4.644106913,4.644106941,4.644106934,4.644106859,4.644106895,4.644106966,4.644106943,4.64410691,4.644106899,4.644106851,4.644106952,4.644106938,4.644106936 +"10377","NEFL",5.163269092,5.163269105,5.163269087,5.163269088,5.163269124,5.163269103,5.163269099,5.163269098,5.16326911,5.163269097,5.163269098,5.163269113,5.1632691,5.163269095,5.163269099,5.163269117,5.163269117,5.163269124,5.163269116,5.163269128,5.163269122,5.163269097,5.1632691,5.163269106,5.163269101,5.163269113,5.163269081,5.163269123 +"10378","NEFM",4.396928331,4.396928357,4.396928365,4.396928386,4.396928396,4.396928361,4.396928355,4.396928378,4.396928354,4.396928376,4.396928339,4.39692836,4.396928356,4.396928356,4.396928383,4.3969284,4.396928369,4.396928394,4.396928388,4.396928378,4.396928371,4.396928375,4.396928329,4.396928379,4.396928379,4.396928343,4.396928395,4.396928401 +"10379","NEGR1",4.202706691,4.202706665,4.202706655,4.202706679,4.202706705,4.202706627,4.202706693,4.202706713,4.202706597,4.202706677,4.202706668,4.202706805,4.202706655,4.202706655,4.202706691,4.202706721,4.202706715,4.202706692,4.202706694,4.202706662,4.202706682,4.202706668,4.20270664,4.202706647,4.20270662,4.202706695,4.202706628,4.202706719 +"10380","NEIL1",5.534626737,5.534626726,5.534626802,5.534626732,5.534626795,5.534626747,5.534626773,5.53462675,5.534626772,5.534626759,5.534626752,5.534626803,5.534626776,5.534626736,5.534626794,5.534626777,5.534626772,5.534626757,5.534626737,5.534626737,5.534626756,5.53462676,5.534626737,5.53462675,5.534626759,5.534626764,5.534626759,5.534626731 +"10381","NEIL2",6.304175927,6.304175919,6.304176024,6.304175881,6.304176028,6.304175938,6.304175964,6.304176048,6.304176023,6.304175993,6.304176011,6.304176076,6.304175989,6.304175933,6.304176,6.304175982,6.304176015,6.304176043,6.304175955,6.304176026,6.304176035,6.304176024,6.304175913,6.304175993,6.304175949,6.304176057,6.304175976,6.304176022 +"10382","NEIL3",4.45358297,4.453582972,4.453583833,4.453583371,4.453583447,4.453583191,4.453584374,4.453583077,4.453583845,4.453583111,4.453583523,4.453583705,4.453582695,4.453583662,4.453583098,4.453583065,4.453583601,4.453583745,4.453582969,4.45358384,4.453584304,4.453583339,4.453583833,4.453583279,4.4535838,4.453583807,4.453582747,4.4535838 +"10383","NEK1",5.516381165,5.516380933,5.516380881,5.516380609,5.516380726,5.5163806,5.516380991,5.516380913,5.516381129,5.516380913,5.516380388,5.516380485,5.516380916,5.516381592,5.516381008,5.516380609,5.516380662,5.516380618,5.516380797,5.516380459,5.516380836,5.516380861,5.51638113,5.516380884,5.516380646,5.516380745,5.516381093,5.51638124 +"10384","NEK10",3.738397663,3.738397668,3.73839768,3.738397681,3.738397708,3.738397693,3.738397679,3.738397692,3.738397684,3.738397685,3.738397678,3.73839772,3.738397678,3.738397654,3.738397696,3.738397683,3.738397688,3.738397686,3.738397679,3.738397652,3.738397678,3.73839767,3.738397682,3.738397687,3.738397653,3.738397685,3.738397669,3.738397695 +"10385","NEK11",3.79404697,3.794046887,3.794046923,3.794046877,3.794046788,3.794046899,3.794046927,3.79404672,3.794046939,3.794046793,3.794046854,3.794046855,3.794046933,3.794046781,3.794046797,3.794046892,3.794046929,3.79404687,3.794046829,3.794046905,3.794046817,3.794046883,3.794046768,3.794046902,3.794046726,3.794046734,3.794046995,3.79404696 +"10386","NEK2",4.101222628,4.101222147,4.101223096,4.101222725,4.101222948,4.101222851,4.101223923,4.101223074,4.101223346,4.10122271,4.101222833,4.101222625,4.101222962,4.101222333,4.101223323,4.101223078,4.101223428,4.101223002,4.101222928,4.101222682,4.101223481,4.101222795,4.10122362,4.101222748,4.101223509,4.101222781,4.101222543,4.101222693 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+"10427","NF1",5.3820895455,5.3820891915,5.3820890605,5.382089632,5.3820891075,5.382089391,5.382089294,5.3820892995,5.3820890735,5.382088946,5.3820890775,5.382088929,5.382089292,5.3820893185,5.382089261,5.3820893,5.382088985,5.3820892775,5.3820893195,5.3820892965,5.382089276,5.3820893295,5.3820894245,5.382089522,5.3820893295,5.3820892325,5.382089475,5.382089212 +"10428","NF2",7.003413242,7.003413236,7.00341321,7.003413219,7.00341322,7.003413249,7.003413237,7.003413234,7.003413235,7.003413265,7.00341321,7.003413235,7.003413246,7.003413254,7.003413223,7.003413223,7.003413197,7.003413193,7.003413211,7.003413236,7.003413251,7.003413225,7.003413232,7.00341324,7.003413216,7.00341324,7.003413248,7.00341324 +"10429","NFAM1",8.237358878,8.237462327,8.23738703,8.237504678,8.237329507,8.237495806,8.237399113,8.237386187,8.237342804,8.23737064,8.237379795,8.237289299,8.237400513,8.237319994,8.237396895,8.237467543,8.237419358,8.237459588,8.237380441,8.237510466,8.237415,8.237389945,8.237401345,8.237430193,8.2374351,8.23737381,8.23739051,8.237314167 +"10430","NFASC",5.157823931,5.157823965,5.157824009,5.157823978,5.157824046,5.157823966,5.157823953,5.15782404,5.157823968,5.15782398,5.157823989,5.15782406,5.157823989,5.1578239,5.157824009,5.157823959,5.157824052,5.157824014,5.157823939,5.157823986,5.157824014,5.157824026,5.157823952,5.157823936,5.157824019,5.157823991,5.157823977,5.157824008 +"10431","NFAT5",7.704487897,7.704487828,7.704487782,7.704487964,7.70448775,7.704487881,7.704487873,7.70448775,7.704487792,7.704487779,7.704487821,7.704487732,7.704487869,7.704487899,7.704487865,7.704487778,7.704487782,7.704487905,7.704487842,7.704487942,7.704487866,7.704487757,7.704487863,7.704487915,7.704487852,7.704487844,7.704487863,7.70448779 +"10432","NFATC1",7.000324752,7.000324568,7.000324662,7.000324816,7.000324838,7.000325126,7.00032481,7.000324737,7.000324804,7.000324999,7.000324877,7.000325021,7.000324878,7.00032461,7.000324837,7.000324579,7.000324745,7.000324738,7.000324683,7.000324605,7.000324551,7.000324725,7.000324797,7.000324736,7.000324543,7.000324789,7.000324971,7.000324925 +"10433","NFATC2",7.50489235,7.504892295,7.504891771,7.504891482,7.504892177,7.504892742,7.504892376,7.504892106,7.504892543,7.504892364,7.504891717,7.504892126,7.504892532,7.504892527,7.504892237,7.504891671,7.504890958,7.504891526,7.50489215,7.504891393,7.50489217,7.504892081,7.504892742,7.504892366,7.504892201,7.504892444,7.50489252,7.504892152 +"10434","NFATC2IP",7.792060019,7.792060018,7.792060017,7.792060019,7.792060011,7.792060015,7.792060021,7.792060005,7.792060009,7.79206002,7.792059999,7.792060021,7.792060027,7.792060032,7.792060008,7.79206001,7.792059995,7.792060006,7.792060016,7.792060023,7.792059997,7.792060014,7.792059996,7.792060014,7.792060009,7.79206002,7.792060025,7.792060007 +"10435","NFATC3",7.849250747,7.849250729,7.849250673,7.849250683,7.849250576,7.849250655,7.849250727,7.849250651,7.849250777,7.849250683,7.849250582,7.849250639,7.849250717,7.849250803,7.849250671,7.849250575,7.849250585,7.849250667,7.849250601,7.84925043,7.849250662,7.849250693,7.84925087,7.849250744,7.849250635,7.849250794,7.849250719,7.849250707 +"10436","NFATC4",5.64508172,5.64508177,5.6450819,5.645081727,5.645082016,5.645081579,5.645081857,5.645081907,5.645081855,5.645081806,5.645081843,5.645081929,5.645081759,5.645081718,5.645081936,5.645081878,5.645081961,5.645081927,5.645081764,5.645081857,5.645081898,5.645081923,5.645081776,5.645081841,5.645081855,5.645081815,5.645081725,5.645081873 +"10437","NFE2",8.74129361,8.742929895,8.743905048,8.743980155,8.742254253,8.744267651,8.742812004,8.742813708,8.743520229,8.743587674,8.743067396,8.743183207,8.741687491,8.74093312,8.742268343,8.742238156,8.743673053,8.744240585,8.742884786,8.744187728,8.742429748,8.743069955,8.743959262,8.744368461,8.743524764,8.743723413,8.742321439,8.741546404 +"10438","NFE2L1",7.067238813,7.067238883,7.067238784,7.067238843,7.067238704,7.067238836,7.067238796,7.067238742,7.067238788,7.06723882,7.067238835,7.067238658,7.067238827,7.067238899,7.067238723,7.067238802,7.067238677,7.067238756,7.067238758,7.067238884,7.067238714,7.067238676,7.067238853,7.067238852,7.067238853,7.067238781,7.067238799,7.067238791 +"10439","NFE2L2",7.385856207,7.385856274,7.385855695,7.385856459,7.385855862,7.385856262,7.385855932,7.385855862,7.385855987,7.385856376,7.385856056,7.385855413,7.385856085,7.385856372,7.385855973,7.38585602,7.385855533,7.385856146,7.385856087,7.385855982,7.385855989,7.385855641,7.385856152,7.385856344,7.385856157,7.385855616,7.385856102,7.385856086 +"10440","NFE2L3",5.258311242,5.258311033,5.258310966,5.258311134,5.258311092,5.258311132,5.258311206,5.258311077,5.258311109,5.258311011,5.258310881,5.258311292,5.258311218,5.258311141,5.258311254,5.258311087,5.258310968,5.258311069,5.258311147,5.258311113,5.258311199,5.258311104,5.258311118,5.258310934,5.258311191,5.258311093,5.258311153,5.258311347 +"10441","NFE4",5.625789939,5.625791254,5.625790476,5.625791632,5.625789951,5.625790292,5.625791305,5.625790475,5.625790544,5.625790347,5.625791165,5.625790569,5.625790822,5.625790201,5.625790167,5.625790662,5.625790622,5.625791383,5.625790259,5.625790421,5.625791104,5.625790031,5.625790985,5.62579094,5.625791293,5.625790827,5.625790585,5.625790202 +"10442","NFIA",5.288748714,5.288748708,5.288748831,5.28874866,5.288748742,5.288748793,5.28874871,5.288748795,5.288748766,5.288748743,5.288748763,5.288748843,5.288748699,5.288748753,5.288748729,5.288748704,5.288748753,5.288748674,5.288748655,5.288748745,5.288748696,5.288748779,5.28874878,5.288748736,5.288748792,5.2887488,5.288748703,5.288748745 +"10443","NFIB",3.455240762,3.455240953,3.455240691,3.455240869,3.455240745,3.455240942,3.455240674,3.45524072,3.455240608,3.455240827,3.455240685,3.455240898,3.455240628,3.455240595,3.455240716,3.455240579,3.455240742,3.455241121,3.45524072,3.455240742,3.455240643,3.455240612,3.455240845,3.455240878,3.455240932,3.455240692,3.455240693,3.455240649 +"10444","NFIC",6.899305705,6.899305736,6.899305764,6.899305766,6.89930575,6.899305802,6.899305755,6.899305753,6.899305742,6.899305759,6.899305747,6.899305756,6.899305717,6.899305713,6.899305739,6.899305733,6.899305747,6.899305757,6.899305739,6.899305749,6.899305744,6.899305749,6.899305745,6.899305727,6.89930575,6.899305736,6.899305741,6.899305735 +"10445","NFIL3",6.548922824,6.548923492,6.548922402,6.548923945,6.548921866,6.548922537,6.548922531,6.548921873,6.548922025,6.548922455,6.54892255,6.548921364,6.548922334,6.548922718,6.548922683,6.54892338,6.548922437,6.548923733,6.548923391,6.548923105,6.548922654,6.548922599,6.548923226,6.548923439,6.548923293,6.548922268,6.548922361,6.548922746 +"10446","NFIX",6.83918838,6.839188093,6.839189046,6.839188683,6.839188994,6.839189439,6.839188945,6.839189588,6.839189223,6.839189236,6.839188877,6.839189566,6.839188233,6.839187113,6.839188787,6.839187403,6.839189037,6.839188443,6.839188558,6.839189149,6.839188478,6.839189122,6.839188993,6.839188854,6.839188809,6.839189231,6.83918842,6.839188002 +"10447","NFKB1",8.111836724,8.111837067,8.111835878,8.111836563,8.111835812,8.111836616,8.11183625,8.111835696,8.111836674,8.111836645,8.11183584,8.111835955,8.111836371,8.111837158,8.1118361,8.111836581,8.111835561,8.111836111,8.111836101,8.111836896,8.111835932,8.111835602,8.111836575,8.111836647,8.111835721,8.111835947,8.111836465,8.111836502 +"10448","NFKB2",7.373495565,7.373495833,7.373495187,7.373495723,7.373494974,7.373495752,7.373495331,7.373495177,7.373495411,7.373495654,7.373495487,7.373494763,7.373495605,7.373495403,7.373495289,7.373495744,7.373495156,7.373495541,7.373495155,7.373495677,7.373495131,7.37349536,7.37349513,7.373495568,7.373495627,7.37349502,7.37349557,7.373495165 +"10449","NFKBIA",8.95508776,8.955087908,8.955086555,8.955089088,8.955085746,8.955086919,8.955087211,8.95508669,8.955086221,8.955087349,8.955086471,8.955085135,8.955086042,8.955086703,8.955085787,8.955086562,8.955085579,8.955087232,8.955085841,8.955085785,8.955086159,8.95508572,8.955085297,8.955087499,8.955085253,8.955084477,8.9550864,8.955085985 +"10450","NFKBIB",6.779618255,6.779618301,6.779618288,6.779618282,6.779618266,6.779618325,6.779618214,6.779618265,6.779618268,6.779618269,6.779618286,6.779618218,6.779618245,6.779618187,6.77961826,6.779618299,6.779618248,6.779618271,6.779618251,6.779618274,6.779618189,6.779618266,6.779618222,6.779618292,6.779618267,6.779618211,6.779618235,6.779618225 +"10451","NFKBID",6.747481881,6.747481893,6.74748187,6.747481876,6.747481847,6.747481914,6.747481874,6.747481882,6.747481861,6.747481881,6.747481843,6.747481845,6.747481894,6.747481875,6.74748189,6.747481885,6.747481868,6.747481889,6.74748186,6.747481911,6.747481865,6.747481876,6.747481856,6.747481884,6.747481882,6.747481872,6.747481876,6.747481867 +"10452","NFKBIE",6.577607983,6.5776081,6.577608046,6.57760802,6.577607992,6.577608386,6.577607959,6.577607947,6.577608037,6.577608019,6.577608039,6.577607854,6.577608098,6.577608054,6.577608049,6.577608033,6.57760792,6.57760775,6.577608021,6.577608376,6.5776079,6.577608108,6.577608002,6.577608044,6.577607848,6.577607827,6.577608113,6.577608023 +"10453","NFKBIL1",6.009899271,6.009899277,6.00989932,6.009899282,6.009899322,6.009899291,6.009899285,6.009899336,6.009899304,6.00989929,6.009899304,6.009899331,6.009899267,6.009899266,6.009899303,6.009899331,6.009899331,6.009899327,6.009899301,6.009899295,6.009899298,6.0098993,6.009899277,6.009899286,6.009899338,6.009899305,6.009899304,6.009899295 +"10454","NFKBIZ",7.396586481,7.39658754,7.396585819,7.396587506,7.396585943,7.396587471,7.396586545,7.396586021,7.396586833,7.396587347,7.396586593,7.396585017,7.396587101,7.396587386,7.396586287,7.396587307,7.396586359,7.396587621,7.396587133,7.396587884,7.396586856,7.396585954,7.396587251,7.396587633,7.39658694,7.396586044,7.396586981,7.396586958 +"10455","NFRKB",6.875766474,6.875766425,6.875766429,6.875766535,6.875766363,6.875766488,6.875766534,6.875766362,6.875766469,6.875766473,6.875766415,6.875766497,6.875766458,6.875766495,6.875766444,6.875766369,6.875766413,6.875766393,6.875766479,6.875766351,6.875766442,6.875766432,6.875766516,6.875766456,6.875766443,6.875766481,6.875766534,6.875766426 +"10456","NFS1",6.512151936,6.512151842,6.512151682,6.512151628,6.512151597,6.512151851,6.512151757,6.512151503,6.512151802,6.512151866,6.512151483,6.512151851,6.51215185,6.512151848,6.512151713,6.512151905,6.512151421,6.512151623,6.512151678,6.512151917,6.51215179,6.512151737,6.512151848,6.512151712,6.512151725,6.512151734,6.512151839,6.512151921 +"10457","NFU1",4.716749367,4.716749354,4.716749243,4.716749169,4.716749245,4.716749255,4.716749252,4.716749318,4.716749303,4.716749313,4.716749315,4.716749273,4.716749343,4.716749345,4.716749316,4.716749341,4.716749184,4.716749147,4.716749323,4.716749297,4.716749275,4.716749243,4.716749359,4.716749303,4.716749341,4.7167494,4.716749286,4.716749346 +"10458","NFX1",7.2993757,7.299375695,7.299375537,7.299375561,7.299375389,7.299375556,7.299375556,7.299375491,7.299375757,7.299375702,7.299375422,7.299375546,7.299375648,7.299375918,7.299375545,7.299375466,7.299375274,7.299375403,7.299375609,7.299375573,7.299375539,7.299375475,7.299375669,7.299375654,7.299375498,7.299375632,7.299375727,7.299375772 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+"10499","NIPAL2",5.440467495,5.440467276,5.440466965,5.44046721,5.440467283,5.44046715,5.440467328,5.440467202,5.440467162,5.440467321,5.440467239,5.440467165,5.440467305,5.4404675,5.440467376,5.440467238,5.440466942,5.440467115,5.440467348,5.440467196,5.440467238,5.440467191,5.440467124,5.440467336,5.44046727,5.440467264,5.440467292,5.440467285 +"10500","NIPAL3",6.906797993,6.906797788,6.906796646,6.906796466,6.906796677,6.906797983,6.906796877,6.906797434,6.90679914,6.906798096,6.906795852,6.906797347,6.90679772,6.906799126,6.906797217,6.90679718,6.906795445,6.906796529,6.906797125,6.906796604,6.906796736,6.906797198,6.906798691,6.906797644,6.906795892,6.90679804,6.906797964,6.906798184 +"10501","NIPAL4",5.082587682,5.082587523,5.082587685,5.082587686,5.082587866,5.082587458,5.082587523,5.082587793,5.082587578,5.082587678,5.082587806,5.082587845,5.082587633,5.082587343,5.082587889,5.082587922,5.082587662,5.082587892,5.082587662,5.08258771,5.082587786,5.082587875,5.082587607,5.082587632,5.08258758,5.082587784,5.082587566,5.082587696 +"10502","NIPBL",7.678437634,7.678437265,7.678436908,7.678437706,7.67843664,7.67843684,7.678437229,7.678436669,7.678436796,7.678436853,7.678436956,7.678435981,7.678437154,7.678438086,7.678437468,7.678437169,7.678436716,7.678437036,7.6784376,7.67843681,7.678437289,7.678436849,7.678437496,7.678437216,7.678437222,7.678436746,7.678437255,7.67843748 +"10503","NIPSNAP1",6.312147602,6.312147619,6.312147592,6.312147574,6.312147588,6.312147557,6.312147587,6.312147617,6.312147616,6.312147596,6.312147568,6.312147602,6.312147612,6.312147629,6.312147584,6.312147607,6.31214757,6.312147589,6.312147608,6.312147565,6.312147563,6.312147598,6.312147625,6.31214761,6.312147589,6.312147584,6.312147591,6.312147626 +"10504","NIPSNAP2",6.35031737,6.350317344,6.350317361,6.350317362,6.350317348,6.350317342,6.350317368,6.350317319,6.350317359,6.350317355,6.350317354,6.350317308,6.35031738,6.350317458,6.350317369,6.350317349,6.350317352,6.350317344,6.350317345,6.35031729,6.350317348,6.350317362,6.350317373,6.350317395,6.350317368,6.350317351,6.350317359,6.350317415 +"10505","NIPSNAP3A",4.853239922,4.853239865,4.853239879,4.853239823,4.853239832,4.853239843,4.853239875,4.85323983,4.853239833,4.853239906,4.853239909,4.853239772,4.853239895,4.853240091,4.853239844,4.853239871,4.853239881,4.853239748,4.853239854,4.853239946,4.853239855,4.853239831,4.853239937,4.853239909,4.853239829,4.853239836,4.853239845,4.853239995 +"10506","NIPSNAP3B",3.753964862,3.753964868,3.753964853,3.753964859,3.753964835,3.753964832,3.753964804,3.753964812,3.753964821,3.753964869,3.753964819,3.753964861,3.753964813,3.753964867,3.753964868,3.753964867,3.753964851,3.753964889,3.753964906,3.753964863,3.753964788,3.753964807,3.753964857,3.753964822,3.753964824,3.753964815,3.753964864,3.753964898 +"10507","NISCH",7.56942577,7.569425793,7.569425749,7.569425753,7.569425775,7.569425741,7.56942579,7.569425768,7.569425809,7.569425828,7.569425758,7.569425744,7.569425812,7.569425796,7.569425771,7.569425765,7.569425731,7.569425691,7.569425772,7.569425682,7.569425756,7.569425775,7.569425741,7.56942576,7.569425733,7.569425778,7.569425799,7.569425754 +"10508","NIT1",6.599581588,6.599581652,6.599581566,6.599581689,6.599581338,6.599581842,6.599581591,6.599581459,6.599581616,6.599581551,6.599581608,6.599581534,6.599581608,6.599581543,6.599581577,6.5995815,6.599581502,6.599581559,6.599581627,6.599581711,6.599581522,6.599581591,6.599581623,6.599581679,6.599581626,6.599581557,6.599581674,6.599581558 +"10509","NIT2",5.695792193,5.69579216,5.695792159,5.695792135,5.695792149,5.695792142,5.695792151,5.695792159,5.695792167,5.695792175,5.695792153,5.695792157,5.695792159,5.695792183,5.69579216,5.69579214,5.695792114,5.695792125,5.695792146,5.695792152,5.695792155,5.69579216,5.695792165,5.695792155,5.695792151,5.695792181,5.695792166,5.695792169 +"10510","NKAIN1",5.377798827,5.377798859,5.377798897,5.377798835,5.377798984,5.3777989,5.377798955,5.377798935,5.377798896,5.377798919,5.377798957,5.377798994,5.377798879,5.377798766,5.37779897,5.377798857,5.377798993,5.377798905,5.377798865,5.377798932,5.377798972,5.377798977,5.377798875,5.37779883,5.377798912,5.377798937,5.37779886,5.377798865 +"10511","NKAIN2",3.488677745,3.488677711,3.48867773,3.488677714,3.488677765,3.488677725,3.48867778,3.488677705,3.488677706,3.488677715,3.488677716,3.48867783,3.488677748,3.488677704,3.488677697,3.488677717,3.488677767,3.488677762,3.488677765,3.488677716,3.488677728,3.488677728,3.488677715,3.488677743,3.488677677,3.488677694,3.488677751,3.488677687 +"10512","NKAIN3",3.789702194,3.789702228,3.789702283,3.78970222,3.7897023405,3.789702164,3.7897023025,3.7897022315,3.789702246,3.7897022185,3.7897022575,3.7897022775,3.789702243,3.7897021885,3.7897023235,3.789702328,3.789702364,3.789702354,3.789702308,3.7897023125,3.7897023125,3.7897023375,3.7897022325,3.789702214,3.7897022665,3.789702305,3.7897021945,3.7897022175 +"10513","NKAIN4",5.309047615,5.309047757,5.309047881,5.309047849,5.309048269,5.309047683,5.309047999,5.3090481,5.309047609,5.309047436,5.309047983,5.309048091,5.309047849,5.309047367,5.309047999,5.309047824,5.30904822,5.309048057,5.309047918,5.309047487,5.309047971,5.309047938,5.309047656,5.309047451,5.309047822,5.309047956,5.30904757,5.309047928 +"10514","NKAP",5.447699328,5.44769933,5.447699329,5.447699317,5.447699311,5.447699321,5.44769931,5.447699315,5.447699342,5.447699355,5.447699347,5.447699292,5.447699329,5.44769938,5.447699327,5.447699327,5.447699329,5.447699309,5.447699347,5.447699289,5.447699318,5.447699339,5.447699327,5.447699321,5.447699316,5.447699317,5.447699334,5.447699354 +"10515","NKAPD1",4.880448021,4.880448016,4.880448071,4.880447504,4.880447851,4.880447729,4.880448056,4.88044784,4.880448229,4.880447873,4.880447298,4.880447792,4.880448057,4.880448943,4.8804479,4.88044784,4.880448213,4.880447678,4.880447966,4.880447492,4.880447869,4.880448141,4.880448003,4.88044807,4.880447796,4.880447641,4.880447812,4.88044864 +"10516","NKAPL",3.84322095,3.84322108,3.843221058,3.843221031,3.843221042,3.84322105,3.843221,3.843221005,3.843221072,3.843220982,3.843221117,3.843220985,3.843220958,3.843221003,3.843221019,3.843221132,3.843221116,3.843221079,3.843221032,3.843221021,3.84322096,3.843221104,3.843221016,3.843221039,3.843221103,3.843221002,3.843220941,3.843220979 +"10517","NKAPP1",5.735157464,5.735157475,5.735157309,5.735157388,5.735157271,5.735157571,5.735157338,5.735157243,5.73515751,5.735157433,5.735157368,5.735157511,5.735157436,5.735157531,5.735157448,5.735157325,5.735157181,5.735157316,5.7351574,5.73515738,5.735157386,5.735157305,5.735157389,5.735157415,5.735157314,5.735157503,5.735157539,5.735157333 +"10518","NKD1",6.203972577,6.203972686,6.20397288,6.20397276,6.20397287,6.203972638,6.203972682,6.203972847,6.203972765,6.2039728,6.203972907,6.203972801,6.203972762,6.203972535,6.203972833,6.203972722,6.203972875,6.203972882,6.203972692,6.203972676,6.203972757,6.203972828,6.203972744,6.203972695,6.203972825,6.20397284,6.203972759,6.203972754 +"10519","NKD2",5.747958896,5.747958966,5.747958984,5.74795897,5.747959132,5.747958934,5.747959028,5.747958941,5.747958963,5.747958985,5.747959011,5.747959058,5.747958985,5.747958855,5.747959076,5.747959018,5.747959134,5.747959062,5.747958963,5.747959031,5.747959112,5.747959094,5.74795892,5.747958945,5.747959049,5.747959108,5.747958958,5.747958992 +"10520","NKG7",10.85194158,10.13036564,10.07153368,9.131939976,9.618707703,10.31428997,10.45569183,10.60987659,10.07812703,10.06473276,9.920995525,9.575568093,10.26394664,10.05772978,10.64255581,10.0682003,9.833218183,9.40041778,9.572639719,10.00270083,10.33451687,10.48026534,10.47502048,10.3655254,9.810826154,10.11471745,10.1779413,9.969533186 +"10521","NKIRAS1",4.265795471,4.265795482,4.26579544,4.265795433,4.265795469,4.265795449,4.265795474,4.265795441,4.265795489,4.26579538,4.265795489,4.265795398,4.265795449,4.26579551,4.265795524,4.265795472,4.265795434,4.265795425,4.265795444,4.265795565,4.265795425,4.265795496,4.265795533,4.2657955,4.265795486,4.265795426,4.265795451,4.265795544 +"10522","NKIRAS2",6.912080145,6.912080218,6.912080221,6.912080161,6.912080179,6.912080273,6.912080162,6.912080234,6.912080175,6.912080185,6.912080153,6.912080159,6.912080153,6.912080162,6.912080141,6.912080232,6.912080185,6.912080148,6.912080187,6.912080266,6.912080136,6.912080225,6.912080153,6.912080198,6.912080173,6.912080177,6.912080162,6.912080142 +"10523","NKPD1",5.90483306,5.904833299,5.904833475,5.904833185,5.904833665,5.90483328,5.904833403,5.904833575,5.904833514,5.904833402,5.90483349,5.904833409,5.904833244,5.904832758,5.904833446,5.904833437,5.904833671,5.904833541,5.904833225,5.904833333,5.904833587,5.904833715,5.904832911,5.904833213,5.904833393,5.904833186,5.904833147,5.904833155 +"10524","NKRF",4.711553849,4.711553764,4.711553456,4.711553472,4.711553649,4.711553505,4.711553699,4.7115534,4.711553864,4.711553761,4.711553627,4.711553492,4.711553758,4.711553946,4.711553654,4.711553517,4.711553308,4.711553522,4.711553703,4.711553369,4.71155357,4.71155358,4.711553773,4.711553584,4.711553345,4.711553614,4.711553732,4.71155378 +"10525","NKTR",7.647090213,7.647089902,7.647089802,7.64708972,7.647089705,7.647089773,7.64708997,7.647089779,7.647089915,7.647089827,7.647089665,7.647089808,7.647090018,7.647090295,7.647089877,7.647089966,7.6470895,7.647089619,7.647089922,7.647089843,7.647089911,7.647089819,7.647089912,7.647089927,7.647089806,7.647089936,7.647090084,7.647089995 +"10526","NKX1-2",6.268870009,6.26887029,6.26887043,6.268870175,6.268871845,6.268870365,6.26887075,6.268870934,6.268870183,6.268870271,6.268870658,6.268871078,6.268870475,6.268869394,6.268871351,6.268870533,6.268871542,6.268870989,6.268870776,6.268870727,6.268871637,6.268871426,6.268869709,6.268870057,6.268870642,6.268871159,6.268870018,6.268870494 +"10527","NKX2-1-AS1",5.748237152,5.748237188,5.748237239,5.74823719,5.748237311,5.748237224,5.748237249,5.748237245,5.748237262,5.748237291,5.748237253,5.748237379,5.74823723,5.748237139,5.748237316,5.74823724,5.748237415,5.748237242,5.748237206,5.748237232,5.748237256,5.748237274,5.748237243,5.748237235,5.748237185,5.748237211,5.748237202,5.748237198 +"10528","NKX2-2",4.308753401,4.308753374,4.308753361,4.308753526,4.308753689,4.308753369,4.308753589,4.308753618,4.308753136,4.308753606,4.308753412,4.308753804,4.308753335,4.308753223,4.308753748,4.308753518,4.308753697,4.308753536,4.308753463,4.308753385,4.308753608,4.308753547,4.308753114,4.308753445,4.308753701,4.308753738,4.308753386,4.308753557 +"10529","NKX2-3",5.475220224,5.475220252,5.475220267,5.475220256,5.475220323,5.475220251,5.475220266,5.475220291,5.47522025,5.475220272,5.475220273,5.47522029,5.475220269,5.475220223,5.475220287,5.475220238,5.475220298,5.475220288,5.475220261,5.475220256,5.475220263,5.475220283,5.475220259,5.475220229,5.475220267,5.475220274,5.475220245,5.475220234 +"10530","NKX2-4",7.716176656,7.716176522,7.716177631,7.716176831,7.71617948,7.716177363,7.716178389,7.716178258,7.716177248,7.716177534,7.716178036,7.716178962,7.716176825,7.716175291,7.716178482,7.716176985,7.716178919,7.71617791,7.716178093,7.716176802,7.716178276,7.716178416,7.716176617,7.716176222,7.716177842,7.716177882,7.716176896,7.716177706 +"10531","NKX2-5",6.953854864,6.953854512,6.953855014,6.953854993,6.953855486,6.953855018,6.953855022,6.95385528,6.953854822,6.953854946,6.95385536,6.953855314,6.953855077,6.953854342,6.95385525,6.953855061,6.953855414,6.953855325,6.95385519,6.953854906,6.953855186,6.953855441,6.953854661,6.953854386,6.953855035,6.953855124,6.953854964,6.953854673 +"10532","NKX2-6",5.484881978,5.484881955,5.484882014,5.484881911,5.48488212,5.48488196,5.484882046,5.484881996,5.484881924,5.484881989,5.48488206,5.484882004,5.48488196,5.484881757,5.484882096,5.484882029,5.484882064,5.484882031,5.484882079,5.48488202,5.484882043,5.484882049,5.48488198,5.484881909,5.484881971,5.484882054,5.484881937,5.484881982 +"10533","NKX2-8",5.856195324,5.856195446,5.856195457,5.856195429,5.856195607,5.856195429,5.856195566,5.856195571,5.856195431,5.856195302,5.856195492,5.856195617,5.856195323,5.856195242,5.856195667,5.8561955,5.856195663,5.85619553,5.856195503,5.85619545,5.85619558,5.856195584,5.856195164,5.856195301,5.85619563,5.856195387,5.856195534,5.85619541 +"10534","NKX3-1",6.094267444,6.094268349,6.094266861,6.094266823,6.094267813,6.0942673,6.094267272,6.094267419,6.094267271,6.094267282,6.094268156,6.094266928,6.094268467,6.094266605,6.094268012,6.094268042,6.094267005,6.094267454,6.094267591,6.094267917,6.094267774,6.094267014,6.094266896,6.094267352,6.094268677,6.094267239,6.09426848,6.094266789 +"10535","NKX3-2",5.478659953,5.478659948,5.478660036,5.478659968,5.478660187,5.478659975,5.478660055,5.478660053,5.478659998,5.478659981,5.478659958,5.478660102,5.478660005,5.478659898,5.478660118,5.478659993,5.478660101,5.478660089,5.47865998,5.478659959,5.478660053,5.478660095,5.478659931,5.47865997,5.478660039,5.478660052,5.478659916,5.478660045 +"10536","NKX6-1",5.907269812,5.907269632,5.907270792,5.907269758,5.907271268,5.907270407,5.907271019,5.907270985,5.907270261,5.907270818,5.907270571,5.907271471,5.907270192,5.907269448,5.90727095,5.907270265,5.907271631,5.907270396,5.907270307,5.90727062,5.907270988,5.907271117,5.907270052,5.907269747,5.907270248,5.907270948,5.907270122,5.907270519 +"10537","NKX6-2",6.054386704,6.054386664,6.054386724,6.054386693,6.054386816,6.054386731,6.054386763,6.054386749,6.054386727,6.054386753,6.054386781,6.054386775,6.054386745,6.054386667,6.0543868,6.054386683,6.054386776,6.054386765,6.054386756,6.054386725,6.054386742,6.054386756,6.054386703,6.054386684,6.054386716,6.054386762,6.054386724,6.054386706 +"10538","NKX6-3",7.159275535,7.159275764,7.159275979,7.159275693,7.159276083,7.159275257,7.159275532,7.159276023,7.15927588,7.159275875,7.159276008,7.159275996,7.159275784,7.159275506,7.159276,7.159276093,7.15927592,7.159276018,7.159275623,7.159275651,7.159275907,7.159276015,7.159275672,7.159275925,7.15927612,7.159275816,7.159275634,7.159275811 +"10539","NLE1",6.155554983,6.155554919,6.155555068,6.155555019,6.155555104,6.155555073,6.155555065,6.155555058,6.1555551,6.155555072,6.155555038,6.155555074,6.15555511,6.155554989,6.155555053,6.155554956,6.155555051,6.155555038,6.155555038,6.15555508,6.155555069,6.155555033,6.155555022,6.155555016,6.155554983,6.15555511,6.155555082,6.155555042 +"10540","NLGN1",2.806816119,2.806815993,2.806816359,2.806816443,2.806816342,2.806816181,2.806816376,2.806815996,2.806816241,2.806816162,2.806816252,2.806816254,2.806816184,2.806816128,2.806816318,2.80681636,2.806816552,2.806816342,2.80681611,2.806816384,2.806816165,2.806816362,2.806816411,2.806816376,2.806816259,2.806816004,2.806816327,2.806816213 +"10541","NLGN2",6.22046483,6.220464953,6.22046508,6.220464979,6.220465203,6.220464697,6.22046501,6.220465104,6.220465018,6.220465042,6.220465061,6.220465111,6.220465009,6.220464795,6.220465084,6.220465102,6.22046516,6.220465095,6.220464982,6.220464854,6.220465027,6.220465067,6.220464958,6.220464981,6.220465051,6.220465006,6.220464966,6.220465055 +"10542","NLGN3",6.078888221,6.078888187,6.078888394,6.078888464,6.078888559,6.078888297,6.078888497,6.078888492,6.078888313,6.078888346,6.078888484,6.078888678,6.078888292,6.078887983,6.078888495,6.078888363,6.078888603,6.07888851,6.078888304,6.078888539,6.078888524,6.078888503,6.078888439,6.078888202,6.078888327,6.078888433,6.078888308,6.078888421 +"10543","NLGN4X",4.167286156,4.167286233,4.16728633,4.167286236,4.167286328,4.167286552,4.167286343,4.167286289,4.167286225,4.167286156,4.167286434,4.167286302,4.167286295,4.167286091,4.167286261,4.167286248,4.167286314,4.16728628,4.167286334,4.167286277,4.167286177,4.167286316,4.167286311,4.167286399,4.167286393,4.167286305,4.167286312,4.167286316 +"10544","NLGN4Y",4.122383107,4.12238302,4.122383346,4.122383153,4.122383352,4.122383169,4.122383175,4.122383531,4.122383286,4.122383126,4.122383131,4.122383666,4.122383005,4.122382806,4.122383249,4.12238295,4.122383185,4.122383148,4.122383127,4.122383571,4.122383099,4.122383321,4.122382998,4.122382894,4.122383201,4.122383681,4.122383198,4.122382933 +"10545","NLK",6.363252338,6.363252265,6.363252286,6.363252347,6.363252289,6.363252315,6.363252305,6.363252265,6.363252268,6.363252316,6.363252294,6.363252265,6.363252306,6.363252317,6.363252283,6.363252232,6.363252262,6.363252259,6.363252311,6.363252287,6.363252286,6.363252281,6.363252306,6.363252318,6.36325231,6.363252277,6.363252313,6.363252297 +"10546","NLN",4.664984117,4.664984262,4.664984274,4.664983792,4.664984192,4.664984392,4.664984059,4.664984311,4.664983849,4.66498417,4.664984289,4.66498406,4.664984321,4.664984299,4.664984058,4.664983883,4.664984183,4.66498386,4.664984005,4.664984432,4.664984153,4.664984308,4.664983973,4.664984294,4.66498397,4.664984014,4.664984231,4.664984032 +"10547","NLRC3",6.769785498,6.76978526,6.769785079,6.769785022,6.769784907,6.769785314,6.769785181,6.769785588,6.769785651,6.769785258,6.7697851,6.769785094,6.769785535,6.769785437,6.769785404,6.769784946,6.769784809,6.769785003,6.769784913,6.769784871,6.769784998,6.769785447,6.769785638,6.769785177,6.769784876,6.769785478,6.769785708,6.769785293 +"10548","NLRC4",6.911190807,6.911189895,6.911190043,6.911192419,6.91119058,6.911191631,6.911191196,6.911188072,6.911189657,6.911191265,6.911191049,6.911187731,6.911190405,6.911190466,6.911189941,6.911189873,6.911189756,6.911190581,6.91119059,6.911190985,6.911191015,6.9111878,6.91119068,6.911192476,6.911190169,6.911187899,6.911189756,6.911188591 +"10549","NLRC5",8.36232229,8.362319154,8.362321778,8.36232251,8.362320145,8.362337712,8.362324498,8.362325738,8.36232408,8.362320373,8.362315805,8.362322631,8.362326482,8.362319729,8.362320329,8.362317628,8.362319946,8.362320913,8.362322755,8.362333351,8.362323391,8.362329099,8.362323666,8.362319597,8.362317809,8.362323341,8.362327738,8.362317392 +"10550","NLRP10",4.14781324,4.147813263,4.147813255,4.147813281,4.147813295,4.147813268,4.147813274,4.147813273,4.147813275,4.14781327,4.147813267,4.147813256,4.147813257,4.147813264,4.147813284,4.14781329,4.147813231,4.147813273,4.147813256,4.147813289,4.147813274,4.147813285,4.147813264,4.147813249,4.147813282,4.147813272,4.14781326,4.147813273 +"10551","NLRP11",2.946719285,2.946719351,2.946719312,2.946719435,2.946719306,2.946719371,2.946719319,2.946719374,2.946719366,2.946719271,2.946719323,2.946719413,2.946719327,2.946719401,2.946719346,2.946719339,2.946719394,2.946719342,2.94671939,2.94671929,2.946719322,2.946719382,2.94671937,2.946719246,2.946719309,2.946719269,2.946719303,2.946719331 +"10552","NLRP12",8.004471878,8.14557784,7.98608344,8.158762541,7.978976705,7.937756727,8.025501303,8.009393017,7.955222607,7.92601311,8.042715539,7.931649536,7.999280878,7.906681741,8.034173984,8.179856554,8.040849702,8.105574507,8.119768913,7.975775621,8.011161505,8.032216515,8.017813042,8.049330388,8.104191226,7.983953314,8.00695676,7.928559414 +"10553","NLRP13",3.490759899,3.490759886,3.490759914,3.490759918,3.490759965,3.490759927,3.490759988,3.490759948,3.490759921,3.490759918,3.490759947,3.490759974,3.490759903,3.490759935,3.490759974,3.490759918,3.490759981,3.490759945,3.490759951,3.490759938,3.490759954,3.490759938,3.490759919,3.490759899,3.490759928,3.490759958,3.490759939,3.490759949 +"10554","NLRP14",2.881689043,2.881689169,2.881689057,2.881689206,2.881689105,2.881689124,2.881689103,2.881689138,2.881689067,2.881689005,2.881689232,2.881689207,2.881689098,2.881689008,2.881689067,2.881689106,2.88168924,2.881689169,2.881689082,2.881689046,2.881689177,2.881689108,2.881689021,2.881689047,2.881689066,2.881689037,2.881689023,2.881689063 +"10555","NLRP2",4.601815204,4.601814013,4.601813148,4.601813399,4.601814128,4.601815268,4.601815134,4.601813943,4.601813751,4.601814108,4.601815057,4.601815194,4.601815072,4.601815709,4.601814926,4.601813735,4.601813333,4.601813788,4.60181406,4.601815529,4.601815158,4.601814354,4.60181386,4.601814516,4.601815124,4.601815592,4.601815052,4.601814899 +"10556","NLRP3",6.668535611,6.668535821,6.668535495,6.668535488,6.668535503,6.668535723,6.668535012,6.668535077,6.668534861,6.668535555,6.668535801,6.668534475,6.668535576,6.668535855,6.668535226,6.668535553,6.668535394,6.66853528,6.668535479,6.668535566,6.668534905,6.668535375,6.668535384,6.668535349,6.668535488,6.6685348,6.668535365,6.668535555 +"10557","NLRP4",3.471431715,3.471431699,3.4714317,3.471431734,3.471431718,3.471431726,3.471431722,3.471431707,3.471431671,3.471431725,3.471431756,3.471431748,3.471431693,3.4714317,3.471431702,3.471431731,3.471431715,3.471431714,3.471431714,3.471431704,3.471431705,3.471431715,3.471431723,3.471431686,3.471431727,3.471431706,3.471431736,3.471431716 +"10558","NLRP5",4.188027585,4.188027502,4.188027662,4.188027576,4.188027737,4.188027539,4.188027756,4.188027724,4.18802756,4.188027642,4.188027498,4.188027602,4.18802756,4.188027383,4.18802767,4.188027776,4.188027771,4.188027767,4.188027779,4.18802754,4.188027838,4.188027649,4.188027448,4.188027458,4.188027612,4.188027626,4.188027315,4.188027647 +"10559","NLRP6",7.061917729,7.06191819,7.061917761,7.06191833,7.061917414,7.061917502,7.06191755,7.061917514,7.061917592,7.061917125,7.061918105,7.061917265,7.061917626,7.061917195,7.061917435,7.061918127,7.061917701,7.061918277,7.061917723,7.061917705,7.061917338,7.06191776,7.061917745,7.061917514,7.061918203,7.061917495,7.061917653,7.061917126 +"10560","NLRP7",3.86989438,3.869894317,3.869894367,3.869894389,3.869894322,3.869894445,3.869894462,3.869894194,3.869894153,3.869894102,3.86989432,3.869894249,3.869894293,3.869894144,3.869894287,3.869894181,3.869894312,3.869894215,3.869894277,3.869894313,3.869894403,3.869894324,3.869894111,3.869894292,3.869894375,3.869894302,3.869894325,3.869894264 +"10561","NLRP8",4.066642621,4.066642686,4.066642708,4.066642667,4.06664269,4.066642631,4.066642681,4.066642693,4.066642647,4.066642641,4.066642672,4.066642717,4.066642663,4.066642629,4.066642701,4.066642747,4.066642688,4.066642712,4.066642689,4.06664268,4.066642708,4.066642681,4.066642649,4.066642631,4.066642689,4.066642688,4.066642639,4.066642707 +"10562","NLRP9",3.8156088,3.815608801,3.815608786,3.815608714,3.815608857,3.815608728,3.815608818,3.815608911,3.815608819,3.815608778,3.815608851,3.815608805,3.815608783,3.815608816,3.815608874,3.81560886,3.815608803,3.815608769,3.815608837,3.815608805,3.815608825,3.815608829,3.815608833,3.815608752,3.815608765,3.815608922,3.815608836,3.81560885 +"10563","NLRX1",6.764562496,6.764562948,6.764562717,6.764562867,6.764562576,6.764562652,6.76456264,6.764562683,6.76456277,6.764562773,6.764562732,6.764562646,6.76456262,6.764562625,6.76456259,6.764562933,6.764562703,6.764562804,6.764562628,6.764562644,6.764562547,6.764562698,6.764562828,6.764563001,6.764562846,6.764562713,6.76456261,6.764562294 +"10564","NMB",5.195188914,5.195189078,5.19518915,5.195189096,5.195189244,5.19518915,5.195189162,5.195189092,5.195189156,5.19518918,5.19518919,5.195189259,5.195189064,5.195189006,5.195189209,5.195189024,5.195189366,5.195189103,5.195189186,5.195189137,5.195189165,5.195189216,5.195189047,5.195189138,5.195189138,5.195189059,5.195189128,5.195189068 +"10565","NMBR",3.867538829,3.867538832,3.867538869,3.867538915,3.867538884,3.867538775,3.867538883,3.8675389,3.867538934,3.867538921,3.867538843,3.867538828,3.867538802,3.867538833,3.867538853,3.86753886,3.867538944,3.867538881,3.867538886,3.867538871,3.867538834,3.86753888,3.867538894,3.867538855,3.867538889,3.867538865,3.86753889,3.86753883 +"10566","NMD3",6.045801219,6.045800117,6.045800633,6.045799546,6.045799503,6.04579963,6.045799967,6.045799668,6.045800182,6.04580025,6.045799943,6.045799135,6.045799668,6.045802779,6.045800188,6.045799999,6.045799907,6.045799637,6.045800348,6.045799347,6.045800188,6.045799791,6.045800914,6.04580063,6.045799249,6.045799782,6.045799759,6.045802135 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+"10585","NMT2",6.795471591,6.795471416,6.795470448,6.795469821,6.79547076,6.795470453,6.795470323,6.795471213,6.795471855,6.795471742,6.795469845,6.795470628,6.795471897,6.795472057,6.795471023,6.795471095,6.795470003,6.795470292,6.795471369,6.795470775,6.795470489,6.795471342,6.795471877,6.79547152,6.795470743,6.795471073,6.795472239,6.795471653 +"10586","NMU",3.833612325,3.833612347,3.83361239,3.833612332,3.833612375,3.83361235,3.833612347,3.833612407,3.833612347,3.833612404,3.833612376,3.833612396,3.833612343,3.833612313,3.833612347,3.833612358,3.833612394,3.833612344,3.83361234,3.833612346,3.833612339,3.83361236,3.833612347,3.833612344,3.833612354,3.833612337,3.833612339,3.833612342 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+"10595","NOC2L",7.501581596,7.501581658,7.501581625,7.501581566,7.501581647,7.501581642,7.501581702,7.501581643,7.501581726,7.501581697,7.501581471,7.501581645,7.501581704,7.501581717,7.501581561,7.501581592,7.501581557,7.501581552,7.501581629,7.501581608,7.501581593,7.501581666,7.50158171,7.50158163,7.501581583,7.50158161,7.501581673,7.501581676 +"10596","NOC2LP2",5.967334223,5.967334285,5.967334286,5.967334214,5.967334313,5.967334223,5.967334233,5.967334322,5.967334277,5.967334291,5.967334311,5.967334306,5.967334224,5.967334158,5.967334199,5.967334326,5.967334308,5.967334327,5.967334245,5.96733428,5.967334237,5.967334301,5.96733425,5.967334265,5.9673343,5.967334268,5.96733415,5.967334292 +"10597","NOC3L",4.365479208,4.365478808,4.365478715,4.365478774,4.3654787,4.365478575,4.365478827,4.365478765,4.365478737,4.36547901,4.365478666,4.365478816,4.365478943,4.365479418,4.365478773,4.365478534,4.36547878,4.365478856,4.36547888,4.365478685,4.36547886,4.365478924,4.365479025,4.365478942,4.36547883,4.365478901,4.365478953,4.365479363 +"10598","NOC4L",6.209569847,6.209569841,6.209569902,6.209569804,6.209570034,6.209569941,6.209569896,6.2095699,6.209569882,6.20956983,6.209569778,6.209569977,6.209569842,6.209569726,6.209569928,6.209569875,6.209569934,6.209569805,6.209569808,6.209569899,6.209569867,6.209569968,6.209569839,6.209569842,6.209569871,6.209569902,6.209569862,6.209569883 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+"10643","NPAP1",5.6478729,5.647872873,5.647872915,5.647872909,5.647872947,5.647872943,5.647872901,5.647872921,5.647872901,5.647872896,5.64787293,5.647872973,5.647872867,5.647872866,5.647872938,5.647872856,5.647872982,5.647872897,5.647872905,5.647872917,5.647872901,5.64787291,5.647872894,5.647872872,5.647872899,5.64787292,5.647872911,5.647872922 +"10644","NPAS1",5.096976439,5.096976464,5.096976464,5.096976448,5.096976486,5.096976463,5.096976465,5.096976467,5.09697646,5.096976467,5.096976457,5.096976469,5.096976458,5.096976433,5.096976466,5.09697647,5.09697647,5.096976467,5.096976449,5.096976451,5.096976451,5.09697647,5.096976454,5.096976454,5.096976463,5.096976467,5.096976439,5.096976441 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+"10647","NPAS4",4.529166215,4.529166091,4.52916608,4.529166197,4.529166317,4.529165976,4.529166214,4.529166271,4.529166025,4.52916618,4.529166335,4.529166277,4.529166159,4.529166131,4.529166251,4.529166078,4.529166185,4.52916618,4.529166073,4.529166048,4.529166275,4.529166158,4.529166207,4.529166031,4.529166312,4.529166115,4.529165981,4.529166105 +"10648","NPAT",7.503247084,7.503245772,7.503245868,7.503245526,7.503246098,7.503245726,7.503246373,7.503245835,7.503246849,7.503246525,7.503245326,7.503246159,7.503246284,7.503247244,7.503246773,7.503245448,7.503245449,7.503245426,7.503246705,7.503245846,7.503246127,7.503246035,7.503246987,7.503246158,7.503245663,7.50324656,7.503246493,7.503246964 +"10649","NPB",7.620628438,7.620628416,7.620628591,7.620628433,7.620628747,7.620628503,7.62062864,7.62062866,7.62062845,7.620628669,7.620628704,7.620628811,7.620628463,7.62062808,7.620628698,7.620628427,7.620628848,7.620628615,7.620628436,7.620628416,7.620628592,7.620628758,7.620628217,7.620628371,7.620628531,7.620628574,7.620628377,7.620628442 +"10650","NPBWR1",4.772841171,4.77284116,4.772841248,4.772841301,4.772841611,4.772841329,4.772841453,4.772841275,4.772841274,4.77284134,4.772841324,4.77284157,4.772841267,4.772841072,4.772841378,4.772841287,4.772841654,4.772841344,4.772841319,4.772841459,4.772841463,4.772841211,4.772841175,4.772840997,4.772841214,4.772841391,4.772841259,4.772841361 +"10651","NPBWR2",4.802225657,4.802225533,4.802225753,4.802225521,4.80222578,4.802225676,4.802225855,4.80222574,4.802225573,4.802225688,4.802225663,4.802225705,4.80222573,4.802225665,4.802225798,4.802225803,4.802225906,4.802225803,4.802225833,4.802225668,4.802225745,4.802225829,4.802225605,4.802225625,4.802225656,4.802225679,4.802225589,4.802225871 +"10652","NPC1",7.429177019,7.429176626,7.429176584,7.429176433,7.429176647,7.429176822,7.429177069,7.429177015,7.429176692,7.429176612,7.429176541,7.429176425,7.429176737,7.429176828,7.429176767,7.429176472,7.429176234,7.429176286,7.429176578,7.429176633,7.429176868,7.429176702,7.429176925,7.429176936,7.429176509,7.429176685,7.429176879,7.429176387 +"10653","NPC1L1",4.995048425,4.995048445,4.995048458,4.995048433,4.995048477,4.995048445,4.995048465,4.99504847,4.995048443,4.995048448,4.995048459,4.995048473,4.995048446,4.99504842,4.995048463,4.995048443,4.995048455,4.995048433,4.995048457,4.995048463,4.995048459,4.995048463,4.995048456,4.995048432,4.995048447,4.995048461,4.995048448,4.995048456 +"10654","NPDC1",6.176145507,6.176145398,6.176145553,6.176145303,6.176145911,6.176145361,6.17614543,6.176145634,6.176145601,6.176145567,6.176145535,6.176145817,6.176145428,6.176145183,6.176145799,6.176145684,6.176145648,6.176145418,6.17614547,6.176145386,6.176145659,6.176145549,6.176145476,6.176145281,6.176145376,6.176145571,6.17614557,6.176145721 +"10655","NPEPPS",8.432292626,8.432292734,8.4322918,8.432293211,8.432291022,8.432291792,8.432292498,8.432291362,8.432291537,8.432291574,8.432292236,8.432291047,8.432292049,8.432292584,8.432291842,8.432293001,8.432291564,8.43229266,8.432292108,8.432292632,8.432292644,8.432291487,8.432292303,8.432292387,8.432292586,8.432292034,8.432291802,8.432291348 +"10656","NPFF",6.691486933,6.691486904,6.691486985,6.691487014,6.69148694,6.691486956,6.69148697,6.691486989,6.691486938,6.691487043,6.691486947,6.69148698,6.691487056,6.691486896,6.691486895,6.69148701,6.691486985,6.691486953,6.691486988,6.691486964,6.691486942,6.691486971,6.691486888,6.691486965,6.691487042,6.691486958,6.691487015,6.691486899 +"10657","NPFFR1",6.113104552,6.113105198,6.113106305,6.113104838,6.113106969,6.113104827,6.113105822,6.113106266,6.113105712,6.113105838,6.113105907,6.113106644,6.113105606,6.113104265,6.113106344,6.113105832,6.113106664,6.113106018,6.113105822,6.113105401,6.113106449,6.113106406,6.113105449,6.113105359,6.113105638,6.113106522,6.113105021,6.113105855 +"10658","NPFFR2",3.316622328,3.316622451,3.316622508,3.316622428,3.31662249,3.316622297,3.316622285,3.316622414,3.316622203,3.316622265,3.31662238,3.316622459,3.316622304,3.316622482,3.31662247,3.316622414,3.31662241,3.316622642,3.316622534,3.316622292,3.316622312,3.316622449,3.316622275,3.31662235,3.316622435,3.31662241,3.316622417,3.31662252 +"10659","NPHP1",3.288051463,3.288051475,3.288051473,3.288051467,3.288051465,3.288051466,3.288051473,3.288051463,3.288051468,3.28805147,3.288051471,3.288051481,3.28805147,3.288051464,3.288051471,3.288051484,3.288051469,3.288051467,3.288051479,3.28805147,3.288051467,3.288051461,3.288051459,3.288051471,3.28805147,3.288051462,3.288051457,3.288051471 +"10660","NPHP4",5.617769401,5.617769429,5.617769429,5.617769428,5.617769431,5.617769427,5.617769419,5.617769438,5.617769425,5.617769412,5.617769444,5.617769432,5.617769416,5.61776942,5.617769419,5.617769435,5.617769446,5.617769427,5.617769421,5.617769441,5.61776943,5.617769425,5.61776942,5.617769434,5.617769442,5.617769423,5.617769423,5.617769411 +"10661","NPHS1",5.033396304,5.033396312,5.033396327,5.033396325,5.03339635,5.033396297,5.033396321,5.033396323,5.033396284,5.033396258,5.033396278,5.033396276,5.033396301,5.033396273,5.03339636,5.03339631,5.033396351,5.033396336,5.033396266,5.033396305,5.033396324,5.033396373,5.033396278,5.033396304,5.033396296,5.033396305,5.033396314,5.033396326 +"10662","NPHS2",3.879098187,3.879098257,3.879098206,3.879098186,3.879098261,3.879098159,3.879098239,3.879098242,3.879098167,3.879098217,3.879098312,3.879098309,3.879098229,3.87909816,3.879098281,3.879098226,3.879098244,3.879098285,3.879098245,3.879098236,3.879098299,3.879098255,3.87909817,3.879098184,3.879098247,3.879098261,3.879098166,3.87909827 +"10663","NPL",7.558295091,7.558296024,7.558294144,7.55829768,7.558293126,7.558294305,7.558294985,7.558294499,7.558292869,7.558293094,7.558294397,7.558293506,7.558293348,7.558293281,7.558294552,7.558296188,7.558294128,7.558296692,7.558295681,7.558295465,7.558294797,7.558294322,7.558294719,7.558295712,7.558296006,7.558295271,7.558292904,7.558291684 +"10664","NPLOC4",8.315733223,8.315733231,8.315733276,8.315733133,8.315733067,8.315733383,8.315733124,8.315733163,8.315733278,8.315733113,8.315733143,8.315733058,8.315733155,8.315733342,8.315733062,8.315733009,8.315733082,8.315733034,8.31573309,8.315733347,8.315732977,8.31573314,8.315733211,8.315733148,8.315733056,8.315733132,8.31573317,8.315733142 +"10665","NPM1",6.81267306633333,6.69844067733333,6.64708078766667,6.533561681,6.66575012266667,6.580245213,6.70316395766667,6.60490649866667,6.793947432,6.700084412,6.55018874133333,6.63972629266667,6.72511529833333,6.995161856,6.74451143366667,6.69670289166667,6.54474962533333,6.55062185333333,6.75447960666667,6.558116448,6.75439542566667,6.67907225133333,6.77907823866667,6.635355938,6.56343351733333,6.696713264,6.74371623833333,6.86383342266667 +"10666","NPM2",5.571454979,5.571455043,5.571455034,5.571454956,5.571455169,5.571454928,5.571455003,5.571455196,5.571455023,5.571455003,5.571455045,5.571455077,5.57145499,5.571454776,5.571455068,5.571455159,5.571455163,5.571455103,5.571455035,5.571454992,5.571455122,5.571455086,5.571454945,5.571454807,5.571454986,5.571455081,5.57145499,5.571455042 +"10667","NPM3",5.792486647,5.792486849,5.792487061,5.792486916,5.792487117,5.792486813,5.792487025,5.792486985,5.792487054,5.792487116,5.792486897,5.792487029,5.792486947,5.79248663,5.792486993,5.792486939,5.792487014,5.792487061,5.792486832,5.792486755,5.792486885,5.792487025,5.792486863,5.792486939,5.792487013,5.792486898,5.792486744,5.792486873 +"10668","NPNT",4.181479346,4.181479424,4.181479398,4.18147947,4.181479525,4.181479418,4.181479383,4.18147946,4.181479357,4.181479318,4.181479581,4.181479466,4.181479488,4.181479321,4.181479583,4.181479461,4.181479502,4.181479502,4.181479463,4.181479477,4.181479498,4.181479428,4.18147945,4.181479402,4.181479515,4.181479434,4.181479392,4.181479365 +"10669","NPPA",4.448246449,4.448246613,4.448246555,4.448246549,4.448246563,4.448246556,4.448246559,4.448246582,4.448246507,4.448246601,4.448246594,4.448246512,4.448246594,4.448246565,4.448246551,4.448246538,4.448246565,4.448246544,4.448246545,4.448246658,4.448246482,4.448246554,4.448246557,4.448246558,4.448246538,4.448246532,4.448246595,4.448246474 +"10670","NPPB",5.263244505,5.263244403,5.2632446,5.263244583,5.263244838,5.263244641,5.263244754,5.263244641,5.263244686,5.263244698,5.263244604,5.26324498,5.263244548,5.263244396,5.263245001,5.26324447,5.2632449,5.263244797,5.263244702,5.263244634,5.263244985,5.263244855,5.263244382,5.263244365,5.263244609,5.263244837,5.263244592,5.263244809 +"10671","NPPC",7.614794159,7.614794113,7.614794863,7.614794229,7.61479549,7.614794482,7.614794732,7.614795094,7.614794548,7.614794717,7.614795028,7.614795352,7.614794292,7.614793614,7.614795189,7.614794468,7.614795466,7.614794679,7.614794844,7.614794519,7.614794976,7.614795058,7.614794228,7.614794113,7.614794456,7.614795007,7.614794498,7.614794667 +"10672","NPR1",4.551193756,4.551193766,4.551193872,4.551193802,4.551193885,4.551193832,4.55119373,4.55119399,4.551193901,4.551193795,4.551193796,4.551193942,4.551193734,4.551193725,4.551193897,4.551193909,4.551193869,4.551193927,4.551193962,4.55119381,4.551193876,4.55119395,4.551193796,4.551193741,4.551193843,4.551193924,4.551193737,4.551193771 +"10673","NPR2",5.328654112,5.328654119,5.328654112,5.328654127,5.328654158,5.328654165,5.328654155,5.328654151,5.328654135,5.328654147,5.328654137,5.328654159,5.328654137,5.328654127,5.328654154,5.328654131,5.32865414,5.32865413,5.328654136,5.328654122,5.328654151,5.328654169,5.328654128,5.328654111,5.328654128,5.328654159,5.328654142,5.328654113 +"10674","NPR3",3.6526802525,3.6526802885,3.6526803025,3.652680373,3.652680386,3.6526802345,3.652680365,3.652680374,3.65268038,3.6526802375,3.652680348,3.652680381,3.652680288,3.652680232,3.6526802745,3.652680407,3.652680479,3.652680416,3.6526803205,3.6526802925,3.6526803995,3.6526804,3.652680397,3.6526802705,3.652680425,3.65268027,3.6526803315,3.652680257 +"10675","NPRL2",6.006975217,6.006975145,6.0069752,6.006975074,6.006975155,6.00697525,6.006975178,6.00697518,6.006975191,6.006975226,6.006975184,6.006975161,6.006975154,6.006975214,6.006975153,6.006975151,6.006975103,6.006974985,6.006975187,6.006975118,6.006975093,6.006975172,6.006975172,6.006975155,6.00697504,6.006975011,6.006975173,6.006975008 +"10676","NPRL3",7.956729104,8.173732039,9.437460262,8.426210109,8.908385667,10.31371717,9.037605619,9.001916097,9.425981965,9.970377375,9.541207824,9.318683472,8.39671769,7.82312945,8.059080089,7.561962148,9.098713045,8.626249641,8.327202735,10.05255036,8.821370588,8.661117311,9.254960845,9.962292838,9.588197025,9.31069884,8.837332177,8.327508122 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+"10679","NPTN",8.211696523,8.211696608,8.211696547,8.211696679,8.211696476,8.211696583,8.211696542,8.211696526,8.211696467,8.21169659,8.2116966,8.211696453,8.211696512,8.211696508,8.211696498,8.211696622,8.211696473,8.211696568,8.211696526,8.211696626,8.21169649,8.211696457,8.211696539,8.211696613,8.211696569,8.21169647,8.211696543,8.211696416 +"10680","NPTX1",5.847950209,5.84795023,5.847950247,5.847950212,5.847950276,5.847950277,5.847950245,5.84795028,5.84795024,5.847950258,5.847950264,5.847950275,5.847950234,5.847950151,5.847950269,5.847950242,5.84795027,5.847950265,5.847950237,5.847950249,5.847950271,5.847950241,5.847950243,5.847950233,5.84795025,5.84795027,5.847950247,5.847950234 +"10681","NPTX2",5.501374971,5.501374961,5.501374955,5.501374948,5.501374974,5.501374952,5.501374956,5.501374968,5.501374971,5.501374944,5.501374972,5.501374979,5.501374937,5.50137492,5.501374979,5.501374956,5.50137499,5.501374987,5.50137496,5.501374961,5.501374962,5.501374974,5.501374932,5.50137494,5.501374973,5.501374964,5.501374938,5.50137495 +"10682","NPTXR",6.188645976,6.188645979,6.188645988,6.188646001,6.188646136,6.188646006,6.188646114,6.18864617,6.188645967,6.188645972,6.188646042,6.188646081,6.188645989,6.188645833,6.188646083,6.188646,6.188646145,6.188646087,6.18864601,6.188646035,6.188646095,6.188646144,6.188645931,6.188645855,6.18864601,6.188646096,6.188645926,6.188646033 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+"10685","NPY",4.960362189,4.960362132,4.960362202,4.960362056,4.960362418,4.960362148,4.960362246,4.960362326,4.960362206,4.960362303,4.960362249,4.960362391,4.960362214,4.960361947,4.960362349,4.960362252,4.960362433,4.960362299,4.960362279,4.960362216,4.960362364,4.960362355,4.960362183,4.960362016,4.960362167,4.960362329,4.960362149,4.960362208 +"10686","NPY1R",2.554774612,2.554774584,2.55477438,2.554774563,2.554774443,2.55477446,2.554774755,2.554774732,2.554774688,2.554774636,2.554774438,2.554774688,2.554774617,2.554774463,2.554774395,2.554774829,2.554774543,2.55477473,2.554774582,2.554774574,2.554774559,2.554774395,2.554774761,2.554774799,2.554774656,2.554774587,2.554774575,2.554774787 +"10687","NPY2R",4.552773343,4.552773347,4.552773405,4.552773375,4.552773393,4.552773338,4.552773351,4.552773395,4.55277338,4.552773381,4.552773381,4.552773394,4.552773372,4.552773335,4.552773376,4.552773378,4.552773415,4.552773386,4.55277337,4.552773359,4.552773391,4.552773384,4.552773348,4.552773351,4.552773368,4.552773382,4.552773372,4.552773344 +"10688","NPY5R",2.78998446,2.789984422,2.789984476,2.789984423,2.789984518,2.789984451,2.78998446,2.78998447,2.789984449,2.789984412,2.789984503,2.789984424,2.789984466,2.789984442,2.789984433,2.789984442,2.789984409,2.789984456,2.789984438,2.789984449,2.789984425,2.789984469,2.789984496,2.789984454,2.789984441,2.789984459,2.789984426,2.789984465 +"10689","NPY6R",3.865569188,3.865569211,3.865569219,3.865569189,3.865569193,3.865569184,3.865569233,3.865569176,3.865569196,3.865569219,3.865569203,3.865569232,3.865569154,3.86556916,3.865569181,3.86556922,3.865569282,3.865569254,3.865569206,3.865569187,3.865569211,3.865569188,3.86556919,3.865569242,3.865569197,3.865569175,3.865569148,3.86556922 +"10690","NQO1",4.268071375,4.268071401,4.268071409,4.268071345,4.268071443,4.268071317,4.268071327,4.268071365,4.268071386,4.26807138,4.268071428,4.268071456,4.26807138,4.268071308,4.268071362,4.268071435,4.268071404,4.268071434,4.268071355,4.268071418,4.268071419,4.268071351,4.268071415,4.268071429,4.268071364,4.268071387,4.268071458,4.268071314 +"10691","NQO2",7.399637261,7.399636678,7.399635233,7.399637382,7.399635525,7.399636392,7.399635543,7.39963531,7.399636147,7.399635784,7.399635765,7.39963367,7.399635039,7.399636054,7.399637584,7.399637467,7.399635183,7.399637085,7.399636812,7.399638296,7.399635622,7.399635196,7.39963699,7.399637824,7.399637237,7.399634243,7.399634209,7.399635758 +"10692","NR0B1",3.931959724,3.931959741,3.931959757,3.931959741,3.931959764,3.931959727,3.931959749,3.93195976,3.93195977,3.931959745,3.93195975,3.931959734,3.931959738,3.931959742,3.931959751,3.931959758,3.931959768,3.931959766,3.931959759,3.931959754,3.931959761,3.931959758,3.931959758,3.931959746,3.931959756,3.931959743,3.931959733,3.931959757 +"10693","NR0B2",4.610757693,4.610757741,4.610757911,4.61075769,4.610758159,4.610757798,4.610758047,4.610758043,4.610757935,4.610757933,4.610757665,4.610757945,4.610757574,4.610757602,4.610757942,4.610757863,4.610758109,4.610757875,4.610757957,4.610757938,4.610758007,4.61075803,4.61075785,4.610757639,4.610757973,4.610757895,4.61075772,4.610757699 +"10694","NR1D2",6.597590699,6.59758988,6.597589596,6.597589203,6.597589364,6.59758855,6.59758911,6.59758976,6.597590266,6.597589877,6.597589261,6.597589372,6.597589743,6.597591168,6.597589676,6.597589749,6.59758913,6.597588503,6.597589549,6.597588069,6.597588987,6.59758931,6.597590367,6.597589922,6.597589295,6.597589508,6.597589733,6.597590533 +"10695","NR1H2",7.098946172,7.098946315,7.098946092,7.098946571,7.098946144,7.098946271,7.098946018,7.098946122,7.098946192,7.098946215,7.09894628,7.098945895,7.098946309,7.098946205,7.098946186,7.098946424,7.098946,7.098946439,7.098946186,7.098946206,7.09894604,7.098946172,7.098946222,7.098946437,7.098946372,7.098946208,7.098946385,7.098946099 +"10696","NR1H3",5.351949302,5.351949299,5.351949364,5.351949319,5.351949578,5.351949308,5.351949421,5.351949503,5.351949515,5.351949591,5.351949344,5.351949582,5.351949367,5.35194925,5.351949457,5.351949355,5.351949726,5.351949468,5.35194948,5.351949548,5.351949517,5.351949469,5.351949448,5.351949422,5.351949459,5.351949362,5.351949372,5.351949287 +"10697","NR1H4",2.655120454,2.655120371,2.655120388,2.655120389,2.655120445,2.655120596,2.655120653,2.655120374,2.655120504,2.655120278,2.655120376,2.65512057,2.655120346,2.655120477,2.65512065,2.655120415,2.655120428,2.655120598,2.655120392,2.655120378,2.655120467,2.655120478,2.655120429,2.655120503,2.655120469,2.655120466,2.655120433,2.655120431 +"10698","NR1I2",4.169562654,4.169562591,4.169562711,4.169562596,4.169562806,4.169562471,4.169562657,4.169562656,4.169562724,4.169562627,4.169562645,4.169562761,4.169562615,4.169562535,4.169562733,4.169562699,4.169562771,4.169562653,4.169562587,4.169562597,4.169562741,4.169562769,4.169562672,4.169562551,4.169562727,4.169562613,4.169562584,4.169562629 +"10699","NR1I3",4.315105182,4.315105182,4.315105234,4.315105246,4.315105268,4.31510523,4.31510518,4.315105207,4.315105237,4.315105301,4.315105223,4.3151053,4.315105214,4.315105175,4.315105227,4.315105202,4.315105313,4.315105086,4.315105196,4.315105189,4.31510527,4.315105212,4.315105218,4.315105172,4.315105181,4.315105167,4.315105164,4.315105118 +"10700","NR2C1",5.419632151,5.419631994,5.419631992,5.419632003,5.419631967,5.419632048,5.419632097,5.419632064,5.419632166,5.419632116,5.419632008,5.419632027,5.419632119,5.419632217,5.419632081,5.419631915,5.419631915,5.41963196,5.419632074,5.419632093,5.419632047,5.419632074,5.419632123,5.419632074,5.419632043,5.41963208,5.419632121,5.419632087 +"10701","NR2C2",7.748306285,7.748306341,7.748306157,7.748306361,7.74830624,7.748306413,7.748306358,7.748306242,7.748306313,7.748306303,7.748306219,7.748306207,7.748306315,7.748306288,7.748306251,7.748306199,7.748306103,7.748306272,7.748306334,7.748306424,7.748306291,7.748306188,7.748306323,7.748306302,7.748306229,7.748306264,7.748306373,7.748306233 +"10702","NR2C2AP",5.491165822,5.491165817,5.491165806,5.49116581,5.49116581,5.491165812,5.491165818,5.491165807,5.491165825,5.491165803,5.491165814,5.491165813,5.491165833,5.491165825,5.491165825,5.491165813,5.4911658,5.491165812,5.491165802,5.491165806,5.491165809,5.491165822,5.4911658,5.491165808,5.491165807,5.491165811,5.491165831,5.491165834 +"10703","NR2E1",4.149815959,4.149815647,4.149815802,4.14981575,4.149816351,4.149815929,4.149816056,4.149816019,4.149815859,4.149815887,4.149815872,4.149816306,4.149815894,4.149815671,4.149816172,4.149815993,4.149816388,4.149816037,4.149815927,4.149816075,4.149816156,4.14981612,4.149815845,4.149815786,4.149816071,4.149816148,4.149815677,4.149816112 +"10704","NR2E3",4.777110944,4.777110937,4.777111001,4.777110956,4.777111031,4.777110931,4.777110991,4.777110998,4.777110989,4.77711095,4.777110993,4.777111017,4.777110981,4.777110952,4.77711102,4.777110999,4.777111035,4.777111001,4.777110955,4.777110999,4.777111014,4.777111013,4.777110952,4.777110939,4.777110991,4.777110984,4.777110933,4.77711098 +"10705","NR2F1",5.974793497,5.974793783,5.974794173,5.974793565,5.974794116,5.974793063,5.974793711,5.97479392,5.974793884,5.974793977,5.974794069,5.974794123,5.974793909,5.974793414,5.974793797,5.974793806,5.974794078,5.974794222,5.974793795,5.974793953,5.974793926,5.974793963,5.974793817,5.974793862,5.974794281,5.97479385,5.974793787,5.974793876 +"10706","NR2F2",5.775380955,5.775381022,5.775381166,5.77538107,5.775381129,5.775381058,5.775381039,5.775381129,5.775381041,5.775381114,5.775381121,5.775381194,5.77538105,5.775380885,5.775381101,5.77538107,5.775381156,5.775381068,5.775380997,5.775381053,5.775381,5.775381094,5.775381048,5.775380949,5.775381069,5.775381054,5.775381066,5.775381066 +"10707","NR2F6",6.575940181,6.575940257,6.57594037,6.575940286,6.575940596,6.575940169,6.575940342,6.575940494,6.575940386,6.57594031,6.575940494,6.575940534,6.575940379,6.57594,6.575940535,6.575940348,6.575940526,6.575940418,6.575940375,6.575940319,6.575940516,6.575940458,6.575940222,6.575940214,6.575940356,6.575940558,6.575940328,6.575940346 +"10708","NR3C1",7.685581532,7.685581578,7.685581371,7.685581637,7.685581218,7.685581245,7.685581366,7.685581219,7.685581084,7.68558126,7.685581293,7.68558097,7.685581418,7.685581701,7.685581477,7.685581458,7.685581292,7.685581479,7.685581533,7.685581131,7.685581416,7.685581212,7.685581355,7.685581429,7.685581539,7.685581296,7.685581412,7.685581372 +"10709","NR3C2",6.073646201,6.073645495,6.073644979,6.073645753,6.073644907,6.073644439,6.073645234,6.073645411,6.073646286,6.073645517,6.073644662,6.073645955,6.073645876,6.073646169,6.073645679,6.073644747,6.073644604,6.073645769,6.073645346,6.073644507,6.07364507,6.07364597,6.073646104,6.073645502,6.073645159,6.073646219,6.073646239,6.073645831 +"10710","NR4A1",5.760383851,5.760383863,5.760383925,5.760383879,5.760383933,5.76038391,5.760383884,5.760383913,5.760383886,5.760383893,5.760383901,5.760383924,5.760383893,5.760383846,5.76038391,5.760383899,5.760383963,5.760383924,5.760383903,5.760383889,5.760383911,5.760383935,5.760383878,5.76038389,5.760383907,5.760383896,5.760383893,5.760383906 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+"10867","NUPR1",5.384199384,5.384199404,5.384199422,5.384199412,5.384199436,5.384199371,5.384199419,5.384199424,5.384199396,5.384199398,5.384199398,5.384199457,5.384199428,5.384199353,5.384199419,5.38419942,5.384199421,5.384199442,5.384199416,5.384199398,5.384199441,5.384199412,5.384199395,5.384199394,5.38419942,5.384199435,5.384199361,5.384199409 +"10868","NUPR2",6.173182746,6.173182666,6.173182979,6.173182768,6.173183104,6.17318268,6.17318277,6.17318298,6.173182781,6.173182811,6.173182964,6.173182983,6.173182757,6.173182571,6.173183021,6.173182946,6.173183101,6.173183054,6.17318285,6.173182903,6.173182948,6.173183061,6.173182759,6.173182827,6.173182918,6.173182945,6.173182811,6.173182878 +"10869","NUS1",7.804251251,7.804251205,7.80425124,7.804251174,7.80425122,7.804251105,7.804251214,7.804251188,7.80425122,7.80425123,7.804251157,7.804251142,7.804251213,7.804251307,7.804251202,7.804251195,7.804251181,7.804251145,7.80425123,7.804251082,7.804251247,7.804251187,7.804251257,7.804251185,7.80425115,7.804251226,7.804251196,7.804251293 +"10870","NUSAP1",4.931784595,4.931784481,4.931784632,4.931784394,4.931784447,4.931784685,4.931785079,4.931784533,4.93178472,4.931784732,4.931784589,4.931784636,4.931784629,4.931784403,4.93178455,4.931784531,4.931784603,4.931784577,4.931784569,4.931784699,4.931784968,4.931784591,4.931784858,4.931784527,4.931784583,4.931784648,4.931784775,4.931784543 +"10871","NUTF2",8.567618094,8.567617917,8.567618074,8.56761803,8.567618411,8.567618027,8.567618263,8.567618234,8.56761824,8.567618087,8.567617889,8.567618312,8.567618194,8.567617939,8.567618281,8.567617963,8.567618151,8.56761803,8.567618218,8.567617874,8.567618277,8.567618211,8.567618146,8.567617952,8.567617838,8.567618312,8.567618151,8.56761819 +"10872","NUTM1",4.590304675,4.590304725,4.590304842,4.590304743,4.590304782,4.590304756,4.590304727,4.590304726,4.590304756,4.590304742,4.590304796,4.59030483,4.590304753,4.590304691,4.590304727,4.590304791,4.590304846,4.590304818,4.590304703,4.590304731,4.590304711,4.590304807,4.590304704,4.590304751,4.59030472,4.590304738,4.590304724,4.590304716 +"10873","NVL",5.86350012,5.863500087,5.863500032,5.863500033,5.863500032,5.863500064,5.863500084,5.863500031,5.863500076,5.863500065,5.863500015,5.863500043,5.863500063,5.863500102,5.863500057,5.863500043,5.863499989,5.863499985,5.863500097,5.863500039,5.863500072,5.863500062,5.863500098,5.863500049,5.863500028,5.863500052,5.863500061,5.863500072 +"10874","NWD1",4.279547206,4.279547288,4.279547361,4.279547232,4.279547365,4.279547269,4.279547378,4.279547362,4.279547291,4.279547362,4.279547425,4.279547301,4.279547214,4.279547366,4.279547321,4.279547339,4.279547351,4.279547335,4.279547308,4.279547338,4.279547383,4.27954743,4.279547191,4.279547218,4.279547387,4.279547294,4.279547179,4.279547283 +"10875","NWD2",3.864145411,3.864145427,3.864145414,3.864145413,3.86414542,3.864145421,3.864145411,3.864145416,3.86414541,3.864145416,3.864145417,3.864145421,3.864145411,3.864145407,3.864145424,3.864145427,3.864145424,3.86414542,3.864145411,3.86414543,3.864145419,3.864145405,3.864145409,3.864145416,3.864145416,3.864145414,3.864145409,3.864145422 +"10876","NXF1",8.802073445,8.802073127,8.802072972,8.802073152,8.802072974,8.802073533,8.802073431,8.802072955,8.80207324,8.802073125,8.802073047,8.802073045,8.8020734,8.802073494,8.802073204,8.802073046,8.80207302,8.80207302,8.802073084,8.802073371,8.802073421,8.802073262,8.802073233,8.802073208,8.802073068,8.802073366,8.802073347,8.802072914 +"10877","NXF3",3.999556892,3.999556886,3.999556896,3.999556909,3.999556907,3.999556874,3.999556884,3.999556901,3.999556887,3.999556888,3.999556914,3.99955691,3.999556909,3.999556881,3.999556887,3.999556898,3.999556916,3.999556911,3.999556894,3.999556898,3.999556881,3.999556893,3.999556877,3.999556872,3.999556882,3.999556881,3.999556883,3.999556901 +"10878","NXF4",3.587105294,3.587105289,3.587105302,3.587105297,3.587105313,3.587105342,3.587105275,3.58710536,3.587105325,3.587105313,3.587105319,3.587105285,3.587105314,3.587105202,3.587105307,3.587105295,3.587105383,3.587105272,3.58710537,3.587105271,3.587105331,3.58710537,3.587105347,3.587105227,3.587105317,3.587105298,3.587105266,3.587105303 +"10879","NXF5",3.9594467,3.959446708,3.95944671,3.95944671,3.959446702,3.959446728,3.959446669,3.959446727,3.95944667,3.959446716,3.959446744,3.95944674,3.959446717,3.959446686,3.959446742,3.959446725,3.959446707,3.959446711,3.959446726,3.959446702,3.959446696,3.959446741,3.959446722,3.959446688,3.959446701,3.959446716,3.959446734,3.959446724 +"10880","NXN",5.465347941,5.465347964,5.465347986,5.46534797,5.465347977,5.465347943,5.465347979,5.465348007,5.465348001,5.465347944,5.465347969,5.46534799,5.465347989,5.465347893,5.465347963,5.465348001,5.46534801,5.465347997,5.465347995,5.46534794,5.465347965,5.465348011,5.465347951,5.465347959,5.465347989,5.465347969,5.465347941,5.465347976 +"10881","NXNL1",7.511044814,7.511044847,7.511045078,7.511044978,7.511045262,7.511044933,7.511045001,7.511045122,7.511044855,7.511045052,7.511045109,7.511045213,7.511045009,7.511044716,7.511045125,7.511045002,7.511045179,7.511045083,7.511045039,7.511044999,7.511045101,7.511045142,7.511044971,7.511044857,7.511045043,7.511045122,7.511044878,7.511044977 +"10882","NXNL2",6.25610308,6.256103159,6.256103242,6.256103174,6.256103306,6.25610295,6.256103267,6.256103298,6.256103243,6.256103205,6.25610328,6.256103215,6.256103264,6.256103058,6.256103286,6.256103355,6.256103324,6.25610328,6.256103158,6.256103177,6.256103306,6.25610331,6.256103139,6.25610318,6.256103305,6.256103241,6.256103187,6.256103248 +"10883","NXPE1",3.746732742,3.746732853,3.746732894,3.746732793,3.746732747,3.746732778,3.746732743,3.746732778,3.74673286,3.746732745,3.746732842,3.746732863,3.746732722,3.74673267,3.74673273,3.746732863,3.746732838,3.746732815,3.746732794,3.746732785,3.746732727,3.746732742,3.74673283,3.746732785,3.74673287,3.746732763,3.746732802,3.746732762 +"10884","NXPE2",3.162241791,3.162242002,3.162241866,3.162241892,3.162241766,3.16224188,3.162241692,3.16224179,3.162241877,3.162242068,3.162241956,3.162242017,3.16224187,3.162241881,3.162241924,3.162242038,3.162242003,3.162241763,3.162241901,3.162242001,3.162241833,3.162241915,3.162241768,3.162241962,3.162241904,3.162241761,3.16224199,3.162241732 +"10885","NXPE3",7.494440701,7.494439982,7.494439996,7.494440213,7.494440135,7.494440348,7.494440924,7.494439737,7.494440662,7.494440757,7.494440232,7.494440157,7.494440604,7.494441193,7.494440019,7.494439621,7.494439563,7.49443974,7.494440576,7.494439976,7.494440393,7.494439871,7.494440712,7.494440405,7.494440437,7.494440365,7.494440727,7.494440552 +"10886","NXPE4",3.564330227,3.564330316,3.564330367,3.564330332,3.564330417,3.56433038,3.564330361,3.564330299,3.564330331,3.564330364,3.564330457,3.56433046,3.564330214,3.564330302,3.564330439,3.564330353,3.564330515,3.564330295,3.564330361,3.564330372,3.564330381,3.564330352,3.564330244,3.564330288,3.564330367,3.564330352,3.564330345,3.564330362 +"10887","NXPH1",4.923017997,4.923017987,4.923018005,4.923018,4.923018007,4.923018,4.923018007,4.923018014,4.923018001,4.923017992,4.923018008,4.923018017,4.923017993,4.923017969,4.923018002,4.923017999,4.923018003,4.923017997,4.92301801,4.923017998,4.923018006,4.923018007,4.923017981,4.923017993,4.923017997,4.923018011,4.923017989,4.923017995 +"10888","NXPH2",5.318310701,5.31831059,5.318311179,5.318311001,5.318311669,5.318311309,5.318311361,5.318311201,5.318310979,5.318311438,5.318311302,5.318311656,5.318311113,5.318310422,5.318311472,5.318311062,5.318311805,5.318311075,5.318311218,5.318311263,5.318311653,5.318311391,5.318310686,5.318310477,5.318310642,5.318311333,5.31831089,5.318311112 +"10889","NXPH3",5.86094788,5.860947803,5.860947964,5.860947904,5.860948022,5.860947759,5.86094791,5.860948006,5.860947903,5.860947855,5.86094794,5.860947906,5.86094789,5.860947759,5.860948005,5.860947987,5.860948029,5.860948022,5.860947886,5.860948005,5.860947948,5.860947962,5.860947817,5.860947853,5.860948,5.860947899,5.860947918,5.860947844 +"10890","NXPH4",5.906703337,5.906703321,5.906703514,5.906703424,5.906703595,5.906703409,5.906703467,5.906703568,5.906703456,5.906703496,5.906703667,5.906703721,5.906703467,5.906703281,5.906703567,5.906703298,5.906703738,5.906703631,5.906703525,5.906703533,5.906703531,5.906703611,5.906703416,5.906703287,5.90670351,5.906703513,5.906703403,5.906703452 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+"10893","NYAP1",6.013463168,6.013463192,6.013463277,6.013463256,6.013463316,6.013463102,6.013463198,6.013463298,6.013463262,6.013463228,6.013463319,6.013463285,6.013463234,6.013463136,6.013463254,6.013463249,6.01346333,6.013463285,6.01346326,6.013463204,6.01346328,6.013463282,6.013463182,6.013463216,6.013463333,6.013463252,6.013463183,6.013463268 +"10894","NYAP2",3.840055046,3.840055038,3.84005508,3.840055082,3.840055097,3.840055057,3.840055074,3.840055084,3.840055037,3.840055044,3.840055083,3.840055103,3.840055061,3.840055027,3.840055099,3.840055051,3.840055073,3.840055084,3.840055084,3.840055043,3.840055086,3.840055063,3.840055035,3.840055049,3.840055083,3.840055079,3.840055045,3.840055071 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+"10911","OBSCN-AS1",4.826122242,4.826122236,4.82612233,4.826122233,4.826122313,4.826122308,4.826122272,4.826122266,4.82612228,4.82612227,4.82612232,4.826122316,4.826122239,4.826122209,4.826122292,4.82612228,4.82612227,4.82612225,4.826122271,4.826122302,4.826122265,4.8261223,4.826122255,4.826122235,4.826122284,4.82612228,4.826122298,4.826122272 +"10912","OBSL1",4.624152348,4.624152365,4.624152405,4.624152374,4.624152389,4.624152363,4.624152386,4.624152391,4.624152378,4.624152369,4.624152378,4.624152396,4.624152371,4.624152361,4.624152389,4.624152387,4.624152394,4.62415237,4.624152381,4.624152379,4.624152387,4.624152382,4.624152368,4.624152372,4.624152393,4.624152385,4.624152374,4.624152365 +"10913","OC90",4.747511166,4.747511272,4.747511245,4.747511265,4.747511273,4.7475113,4.747511235,4.747511272,4.747511248,4.747511229,4.747511236,4.747511295,4.747511198,4.747511182,4.747511239,4.747511233,4.747511297,4.747511236,4.747511185,4.747511238,4.747511158,4.747511251,4.74751123,4.747511274,4.747511213,4.747511247,4.747511265,4.747511238 +"10914","OCA2",4.725245721,4.725245757,4.725245645,4.725245687,4.725245883,4.725245696,4.72524579,4.725245757,4.72524572,4.725245678,4.725245611,4.725245765,4.725245642,4.72524559,4.725245784,4.725245799,4.725245842,4.725245781,4.725245839,4.725245775,4.725245808,4.725245762,4.725245705,4.725245619,4.725245795,4.725245751,4.725245645,4.725245749 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+"10919","OCSTAMP",5.159425964,5.159425949,5.159426005,5.159426017,5.159426084,5.159426031,5.159425978,5.159426016,5.159425982,5.159426034,5.159425988,5.159426018,5.159426012,5.159425948,5.159426068,5.159425911,5.159426093,5.159426056,5.159426009,5.159426038,5.15942602,5.15942602,5.15942597,5.159425901,5.15942595,5.15942603,5.159425974,5.159425984 +"10920","ODAD1",5.383834302,5.383834351,5.383834681,5.383834747,5.383834681,5.383834177,5.383834681,5.383834548,5.383834593,5.383834696,5.383834461,5.38383491,5.383834612,5.383834232,5.383834784,5.383834328,5.383834784,5.383834638,5.383834342,5.383834739,5.383834773,5.383834883,5.383834422,5.383834496,5.383834566,5.383834514,5.3838343,5.383834666 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+"10937","OFD1",6.812057694,6.81205653,6.812055658,6.812056364,6.812056107,6.812055993,6.812057237,6.812055474,6.812056711,6.812055984,6.812056145,6.812055172,6.812057569,6.812058196,6.812057015,6.812056993,6.81205501,6.812056373,6.812057027,6.812054683,6.81205707,6.812055892,6.812056738,6.812056546,6.812056765,6.81205649,6.812057396,6.812056909 +"10938","OGA",9.241416134,9.241416182,9.241412972,9.241417058,9.24141179,9.241412165,9.241414288,9.241412001,9.241413231,9.241411292,9.241413033,9.24140988,9.241415191,9.241416947,9.241413603,9.24141717,9.241411888,9.241416016,9.24141601,9.241412975,9.24141542,9.241412354,9.241414448,9.241414144,9.241415095,9.2414144,9.241415224,9.241413689 +"10939","OGDH",8.333309697,8.33330977,8.333309512,8.333309628,8.333309613,8.33330991,8.333309806,8.33330948,8.333309733,8.333309698,8.3333095,8.333309478,8.333309609,8.333309673,8.333309582,8.33330966,8.333309553,8.3333096,8.333309618,8.333309797,8.333309665,8.333309572,8.333309687,8.333309683,8.333309604,8.333309643,8.333309721,8.333309527 +"10940","OGDHL",4.837685091,4.837685071,4.837685086,4.837685072,4.837685094,4.837685078,4.837685095,4.837685104,4.837685092,4.837685097,4.837685111,4.837685082,4.837685103,4.837685047,4.837685099,4.837685093,4.83768509,4.837685116,4.837685095,4.837685101,4.837685112,4.837685109,4.837685091,4.837685073,4.837685103,4.837685108,4.837685089,4.83768508 +"10941","OGFOD1",6.197887785,6.197887798,6.197887624,6.197887625,6.197887626,6.197887751,6.19788772,6.19788763,6.19788777,6.197887705,6.19788767,6.197887605,6.197887781,6.197887878,6.197887701,6.197887729,6.197887419,6.19788767,6.197887702,6.197887544,6.197887705,6.197887614,6.197887809,6.197887729,6.197887606,6.197887661,6.197887742,6.197887772 +"10942","OGFOD2",6.264609412,6.264609287,6.264609562,6.264609481,6.264609437,6.264609542,6.264609395,6.26460943,6.264609567,6.264609432,6.264609509,6.264609507,6.264609517,6.264609414,6.264609446,6.264609596,6.264609663,6.264609461,6.264609559,6.264609434,6.264609409,6.264609507,6.26460955,6.264609336,6.264609672,6.264609507,6.264609582,6.264609532 +"10943","OGFOD3",5.753394939,5.753394852,5.753394858,5.75339481,5.753394988,5.753394954,5.753394826,5.753394909,5.753394909,5.753394867,5.753394804,5.75339483,5.75339498,5.753394982,5.753394914,5.753394897,5.753394889,5.753394831,5.753394883,5.753394948,5.753394915,5.75339495,5.753394845,5.753394903,5.753394762,5.753394861,5.753394941,5.753394843 +"10944","OGFR",8.352855009,8.352855227,8.352855063,8.352855132,8.352855091,8.35285537,8.352855016,8.352855169,8.352855115,8.352855124,8.352855032,8.352854998,8.352855089,8.352855082,8.352855117,8.352855223,8.352854984,8.352855068,8.352855069,8.352855322,8.352855049,8.352855199,8.352855092,8.352855072,8.352855113,8.352855081,8.352855124,8.352855049 +"10945","OGFRL1",8.544806851,8.544805699,8.544806431,8.544806748,8.544804975,8.544805653,8.544806176,8.544806087,8.544803999,8.544804628,8.544806244,8.544804848,8.544806166,8.544807161,8.544806374,8.544805788,8.544805962,8.544805979,8.544806404,8.544806503,8.544806777,8.544806514,8.544805673,8.544806277,8.54480693,8.544805749,8.544805351,8.544806726 +"10946","OGFRP1",5.698339592,5.698339619,5.698339622,5.69833962,5.698339811,5.698339709,5.69833968,5.698339797,5.698339582,5.698339656,5.698339642,5.698339818,5.698339742,5.698339541,5.698339753,5.698339705,5.698339776,5.69833968,5.698339709,5.698339672,5.698339842,5.698339735,5.698339603,5.698339614,5.698339609,5.698339757,5.698339637,5.69833969 +"10947","OGG1",6.223345998,6.223345982,6.223345943,6.223345949,6.223345937,6.223346008,6.223345969,6.223345935,6.223345938,6.223346036,6.223345877,6.223345924,6.223346044,6.22334597,6.223345943,6.223345899,6.223345886,6.223345893,6.223345875,6.223345909,6.223345886,6.223345962,6.223345952,6.223345972,6.223345946,6.223345968,6.223345971,6.223345906 +"10948","OGN",3.181141197,3.181141183,3.181141175,3.181141196,3.181141225,3.181141236,3.181141173,3.181141182,3.181141202,3.181141208,3.181141206,3.181141213,3.181141184,3.181141201,3.181141217,3.181141176,3.181141204,3.181141224,3.181141216,3.181141187,3.181141181,3.18114122,3.181141184,3.181141202,3.18114121,3.181141191,3.181141202,3.181141258 +"10949","OGT",8.872131662,8.872130875,8.87213076,8.872131073,8.872130631,8.872130733,8.872131411,8.872130814,8.872131278,8.872130911,8.872130734,8.872130866,8.872131444,8.872131518,8.872130989,8.872130731,8.872130088,8.872130561,8.872131225,8.872130762,8.872131445,8.87213093,8.87213125,8.872130906,8.872130819,8.872131191,8.872131486,8.872130962 +"10950","OIP5",4.425247584,4.425247622,4.425247588,4.425247567,4.425247604,4.425247612,4.425247657,4.425247616,4.425247553,4.425247613,4.425247614,4.425247657,4.425247527,4.425247544,4.425247576,4.425247532,4.425247692,4.425247577,4.425247621,4.425247583,4.42524756,4.425247566,4.425247663,4.425247548,4.425247621,4.425247627,4.425247524,4.425247547 +"10951","OIT3",4.476203567,4.476203622,4.476203656,4.476203721,4.47620366,4.476203665,4.476203712,4.476203578,4.476203617,4.476203581,4.476203615,4.476203617,4.47620374,4.476203565,4.47620361,4.476203606,4.47620352,4.476203591,4.476203591,4.476203678,4.476203691,4.476203723,4.476203486,4.476203665,4.476203563,4.476203611,4.476203686,4.476203638 +"10952","OLA1",5.686072893,5.686072862,5.686072885,5.686072855,5.68607284,5.686072853,5.686072856,5.686072874,5.686072851,5.686072847,5.686072844,5.686072871,5.686072878,5.686072894,5.686072886,5.686072852,5.686072867,5.686072807,5.686072864,5.686072856,5.686072867,5.686072871,5.686072875,5.68607286,5.686072845,5.686072871,5.686072861,5.686072907 +"10953","OLAH",3.367926815,3.367926941,3.367926861,3.36792693,3.367926797,3.367926807,3.36792685,3.367926843,3.367926923,3.367926867,3.367926801,3.367926883,3.367926784,3.367926897,3.367926785,3.367926954,3.367926944,3.367926944,3.36792678,3.367926908,3.367926789,3.367926834,3.367926829,3.367926789,3.367926953,3.367926782,3.367926897,3.367926855 +"10954","OLFM1",4.96721066,4.967210691,4.967210827,4.967210919,4.967210954,4.967210948,4.967210844,4.967210894,4.967210774,4.967210745,4.967210915,4.967210881,4.967210801,4.967210653,4.96721084,4.967210846,4.967211064,4.967210977,4.967210894,4.967210786,4.96721087,4.967210965,4.967210687,4.967210726,4.967210839,4.967210858,4.967210794,4.967210815 +"10955","OLFM2",6.320692365,6.320692501,6.320692475,6.320692405,6.320692642,6.320692647,6.32069247,6.32069248,6.320692583,6.320692581,6.320692535,6.320692637,6.320692458,6.320692293,6.320692449,6.320692484,6.320692601,6.320692535,6.32069263,6.320692447,6.320692486,6.320692582,6.320692612,6.320692321,6.32069231,6.320692491,6.320692495,6.320692461 +"10956","OLFM3",3.401512361,3.401512499,3.401512457,3.401512385,3.401512477,3.401512457,3.401512454,3.401512443,3.401512508,3.401512402,3.401512419,3.401512501,3.401512431,3.401512461,3.401512491,3.401512462,3.40151251,3.401512464,3.401512435,3.401512446,3.401512512,3.401512474,3.401512477,3.401512404,3.401512441,3.40151248,3.401512398,3.401512503 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+"10961","OLFML3",4.570839801,4.570839936,4.570839905,4.570840076,4.570839907,4.570839945,4.570839929,4.570839985,4.570839828,4.570839888,4.570839937,4.570839913,4.570839977,4.570839845,4.570839916,4.570839953,4.570839939,4.570839997,4.570839883,4.570839928,4.570839949,4.570839822,4.570839947,4.570839888,4.570839995,4.570839872,4.570839844,4.570839902 +"10962","OLIG1",6.526337979,6.526337999,6.526338038,6.526338005,6.526338163,6.526338019,6.526338065,6.526338078,6.52633806,6.526338073,6.526338122,6.526338103,6.526338058,6.52633791,6.526338065,6.526338018,6.526338089,6.52633802,6.526338084,6.526338019,6.526338066,6.526338096,6.526338007,6.526337996,6.526338082,6.526338018,6.526338015,6.526338046 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+"11435","P2RX1",6.663097175,7.057630124,7.18522136,7.254204412,6.808303415,7.124447952,6.916303749,6.793767979,6.78129858,7.204385131,7.089677308,7.046103674,6.969196027,6.930773361,6.730130481,7.106043447,7.130004864,7.207967118,6.892471316,7.171658953,6.941347111,6.77061709,6.787460538,7.274527668,7.19425581,7.112996353,6.993634406,6.925134686 +"11436","P2RX2",5.450753103,5.450753089,5.450753314,5.450753183,5.450753641,5.45075316,5.450753204,5.450753296,5.450753208,5.450753083,5.450753254,5.450753566,5.450753247,5.450752916,5.450753393,5.450753354,5.450753675,5.450753529,5.450753276,5.450753316,5.4507535,5.450753486,5.450753263,5.450753048,5.450753261,5.450753356,5.4507531,5.450753277 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+"11439","P2RX6",5.057039025,5.057039036,5.057039049,5.057039035,5.057039062,5.057039012,5.05703904,5.057039045,5.057039031,5.057039031,5.057039049,5.057039048,5.057039024,5.057039008,5.057039057,5.057039046,5.057039063,5.057039066,5.057039056,5.057039037,5.057039052,5.057039059,5.057039034,5.057039033,5.057039063,5.057039033,5.057039009,5.057039057 +"11440","P2RX7",6.426448103,6.426447273,6.426447633,6.426447372,6.426447214,6.426448871,6.426447985,6.426447376,6.426447506,6.426447862,6.426447447,6.426447454,6.426447761,6.426447968,6.426447731,6.426446378,6.426447315,6.426447321,6.426447345,6.426448619,6.426447403,6.426447735,6.426447369,6.426447665,6.426447561,6.426446974,6.426448217,6.426447225 +"11441","P2RY1",5.558581862,5.558581887,5.558581925,5.558581874,5.558581977,5.558581904,5.558581881,5.55858191,5.55858187,5.558581854,5.55858194,5.558581995,5.558581906,5.558581798,5.55858192,5.558581877,5.558581977,5.558581988,5.558581906,5.558581945,5.558581924,5.55858192,5.558581831,5.558581911,5.558581905,5.55858195,5.558581883,5.558581889 +"11442","P2RY10",6.177212048,6.177212441,6.17721149,6.177210986,6.177211314,6.177210984,6.177212185,6.177210622,6.177211113,6.177211001,6.177210995,6.177210988,6.17721185,6.177212936,6.177211395,6.177211867,6.177210536,6.177211212,6.177212518,6.177209839,6.17721179,6.177210584,6.177212153,6.177211238,6.177211589,6.17721215,6.177211766,6.177212855 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+"11445","P2RY14",5.919745543,5.919760911,5.919739902,5.919736594,5.919756728,5.919785289,5.919750858,5.919739465,5.919751135,5.919757251,5.919752002,5.919728231,5.919750218,5.91975814,5.919735269,5.919748718,5.919731651,5.919717495,5.919759083,5.919790609,5.919742052,5.919739787,5.9197509,5.919757427,5.919747908,5.91972762,5.919744543,5.919755837 +"11446","P2RY2",6.76900774,6.769009594,6.769008909,6.769008691,6.76900954,6.769009093,6.769008816,6.769008839,6.769008925,6.76900903,6.769009964,6.769008475,6.769009031,6.769008756,6.769007906,6.769009059,6.769008817,6.769007922,6.769009614,6.769008733,6.769008524,6.769008372,6.769008807,6.769009039,6.769009521,6.769008875,6.769009056,6.769008637 +"11447","P2RY4",5.687141901,5.687141838,5.687142419,5.687142029,5.687142198,5.687141774,5.687142096,5.687142277,5.687142057,5.687141884,5.68714222,5.687142488,5.687141978,5.687141642,5.687142251,5.687142281,5.687142418,5.687142167,5.687142066,5.687142029,5.687142045,5.687142251,5.687141854,5.687142055,5.687142246,5.687141943,5.687142158,5.687142142 +"11448","P2RY6",5.262116793,5.262116805,5.262116812,5.262116803,5.262116817,5.262116803,5.262116821,5.262116821,5.26211681,5.262116813,5.262116809,5.262116824,5.26211681,5.262116783,5.262116813,5.262116816,5.262116815,5.262116815,5.262116826,5.262116814,5.262116827,5.262116825,5.2621168,5.262116804,5.262116815,5.262116814,5.262116806,5.262116807 +"11449","P2RY8",8.264792895,8.264792756,8.264791856,8.264792183,8.264792578,8.264792612,8.264792815,8.264792504,8.264793058,8.264792661,8.264791884,8.264792575,8.26479274,8.264793035,8.264792661,8.264792297,8.26479213,8.264791518,8.264792437,8.264792588,8.264792433,8.264792432,8.264793104,8.264792682,8.26479208,8.264792637,8.264792923,8.26479287 +"11450","P3H1",5.868495948,5.868495866,5.868495843,5.868495909,5.86849591,5.868495877,5.868495904,5.868495848,5.868495993,5.868495978,5.868495977,5.868495925,5.868495968,5.868495963,5.86849593,5.868495798,5.868495871,5.868495965,5.86849593,5.868495709,5.868495882,5.868495945,5.868495859,5.86849586,5.868495877,5.86849588,5.868495867,5.868495919 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+"11453","P4HA1",5.885365778,5.885365642,5.885365245,5.885365435,5.885365132,5.885365062,5.885365405,5.885365122,5.885365193,5.88536546,5.88536518,5.88536462,5.885365391,5.885366255,5.885365584,5.885365337,5.885365275,5.885365067,5.885365528,5.885365008,5.885365284,5.885364979,5.885365465,5.885365847,5.885365116,5.885364961,5.885365255,5.885365796 +"11454","P4HA2",4.819225359,4.819225363,4.819225449,4.81922534,4.819225425,4.819225351,4.819225348,4.819225446,4.819225306,4.819225413,4.819225412,4.819225483,4.819225371,4.819225291,4.819225426,4.819225397,4.819225465,4.819225408,4.819225335,4.819225448,4.819225438,4.819225418,4.819225352,4.819225312,4.819225413,4.819225403,4.819225354,4.819225387 +"11455","P4HA3",4.51779874,4.517798771,4.51779881,4.517798856,4.517798922,4.517798676,4.517798801,4.51779892,4.517798815,4.517798781,4.517798874,4.51779891,4.517798807,4.517798788,4.517798957,4.517798872,4.51779897,4.517798834,4.517798776,4.517798826,4.517798963,4.517798874,4.517798772,4.517798768,4.517798893,4.517798893,4.517798805,4.517798779 +"11456","P4HB",8.5728172715,8.572817307,8.5728169405,8.572816973,8.572816977,8.5728175275,8.572817503,8.572816881,8.5728170565,8.572817493,8.5728168555,8.572816412,8.572817432,8.5728175435,8.5728170415,8.572816815,8.5728167105,8.5728164725,8.572816934,8.572817303,8.572817327,8.572817023,8.5728170405,8.5728172905,8.5728167385,8.572816968,8.572817491,8.5728171165 +"11457","P4HTM",6.728923399,6.728923398,6.728923391,6.728923392,6.728923416,6.728923397,6.728923397,6.728923414,6.728923414,6.728923386,6.728923375,6.728923407,6.728923412,6.728923394,6.728923394,6.728923374,6.728923413,6.728923388,6.728923389,6.728923342,6.728923406,6.728923428,6.7289234,6.728923387,6.728923393,6.728923413,6.728923413,6.728923411 +"11458","PA2G4",8.479474848,8.479474865,8.479474912,8.479474769,8.479474915,8.47947488,8.47947483,8.479474971,8.479475078,8.479474941,8.479474827,8.479474826,8.479474912,8.479475007,8.479474855,8.479474915,8.479474779,8.479474649,8.47947476,8.479474852,8.479474924,8.479475004,8.479475055,8.479474959,8.479474846,8.479474913,8.479474955,8.479474863 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+"11511","PALM",6.32483921,6.324839242,6.324839266,6.324839292,6.32483929,6.324839205,6.324839247,6.324839301,6.324839239,6.324839211,6.324839274,6.324839281,6.324839284,6.324839202,6.324839266,6.324839297,6.324839281,6.324839337,6.324839255,6.324839237,6.324839301,6.324839292,6.324839223,6.324839206,6.324839284,6.324839263,6.324839255,6.324839271 +"11512","PALM2AKAP2",5.048548815,5.048548854,5.048548696,5.04854885,5.048548914,5.048548779,5.048548878,5.048548843,5.04854889,5.048548883,5.048548883,5.048548924,5.048548878,5.048548875,5.048548942,5.048548832,5.048548804,5.048548884,5.04854886,5.048548875,5.04854888,5.048548832,5.048548852,5.048548887,5.048548842,5.048548841,5.048548855,5.048548959 +"11513","PALM3",6.587147894,6.587148445,6.587149213,6.587148283,6.587149176,6.587147487,6.587148519,6.587149294,6.587148571,6.587148458,6.587148801,6.587149242,6.587148678,6.587147899,6.587148805,6.587149431,6.587149451,6.587149389,6.587148476,6.587148406,6.587148632,6.587149039,6.587148345,6.5871485,6.58714903,6.587148991,6.587148418,6.587149091 +"11514","PALMD",3.596970563,3.596970585,3.596970574,3.596970574,3.596970642,3.596970576,3.596970572,3.596970592,3.596970586,3.596970566,3.596970577,3.596970607,3.59697058,3.596970577,3.596970595,3.596970586,3.596970596,3.596970601,3.596970587,3.596970611,3.596970603,3.596970589,3.596970576,3.596970573,3.596970585,3.596970596,3.596970569,3.596970607 +"11515","PALS1",4.334025002,4.334024998,4.334024971,4.334024958,4.334024987,4.334024929,4.334024989,4.334024965,4.334024996,4.334024982,4.334024968,4.334024986,4.334024985,4.334025059,4.334024996,4.334024961,4.334024948,4.334024957,4.334025005,4.334024975,4.334024974,4.334024975,4.334025009,4.334024984,4.334024989,4.334024989,4.334025006,4.334025029 +"11516","PALS2",5.286971873,5.286971803,5.286971763,5.286971715,5.286971747,5.286971742,5.286971794,5.286971753,5.28697183,5.286971812,5.286971651,5.286971799,5.286971768,5.286971943,5.286971809,5.286971776,5.286971702,5.286971736,5.286971753,5.286971715,5.286971766,5.286971793,5.286971811,5.286971809,5.286971745,5.286971792,5.286971857,5.286971866 +"11517","PAM",5.741491092,5.741491929,5.741489113,5.741492332,5.741490294,5.741492883,5.741489746,5.741492192,5.741491629,5.741489031,5.741489834,5.741489288,5.741491794,5.741490485,5.741490214,5.741491934,5.741489193,5.741491694,5.741491661,5.741492613,5.741489872,5.741492271,5.741492823,5.74149042,5.741489717,5.741490835,5.74149206,5.74149018 +"11518","PAMR1",4.236903086,4.236903098,4.236903109,4.236903085,4.236903129,4.236903085,4.236903081,4.236903103,4.236903102,4.236903101,4.236903109,4.236903106,4.23690309,4.236903075,4.236903115,4.236903079,4.236903116,4.236903109,4.236903106,4.236903117,4.236903112,4.236903116,4.236903078,4.236903097,4.236903087,4.236903107,4.236903104,4.236903109 +"11519","PAN2",6.567581294,6.567581147,6.56758118,6.567581201,6.567581218,6.567581262,6.567581329,6.567581208,6.567581253,6.567581286,6.567581093,6.567581323,6.567581299,6.567581299,6.567581219,6.567581108,6.56758114,6.567581083,6.567581254,6.56758122,6.567581285,6.567581263,6.567581161,6.567581212,6.567581113,6.567581323,6.567581314,6.567581185 +"11520","PAN3",9.035080499,9.035080533,9.035080245,9.035080528,9.035079939,9.035080213,9.035080367,9.035080097,9.035080106,9.035080018,9.035080155,9.035079887,9.035080232,9.035080681,9.035080308,9.035080358,9.03508005,9.035080217,9.035080448,9.03507995,9.035080343,9.035080049,9.035080339,9.035080335,9.035080282,9.03508011,9.035080201,9.035080294 +"11521","PANK1",5.584164471,5.584164554,5.584164703,5.584164609,5.584164836,5.584164485,5.584164575,5.5841648,5.584164468,5.584164577,5.584164667,5.584164913,5.584164651,5.584164254,5.584164631,5.584164771,5.58416475,5.584164725,5.584164643,5.584164581,5.584164754,5.584164743,5.584164489,5.584164466,5.584164704,5.584164779,5.584164615,5.584164657 +"11522","PANK2",7.835854439,7.835854536,7.835854171,7.835854297,7.835853979,7.83585453,7.835854169,7.83585426,7.835854112,7.835854081,7.835854046,7.835853777,7.835854139,7.835854366,7.835854217,7.835854626,7.835853958,7.835853865,7.835854336,7.835854775,7.83585413,7.835854097,7.835854238,7.835854364,7.835854117,7.835854082,7.835854235,7.835854193 +"11523","PANK3",7.184835769,7.184835802,7.184835784,7.184835652,7.184835632,7.184835692,7.184835729,7.184835615,7.184835715,7.184835771,7.184835706,7.184835592,7.184835674,7.184835976,7.184835687,7.18483551,7.184835541,7.184835487,7.184835713,7.184835508,7.184835601,7.184835613,7.184835686,7.184835667,7.184835577,7.184835654,7.184835685,7.184835907 +"11524","PANK4",7.162348446,7.162348463,7.162348417,7.162348451,7.162348431,7.162348444,7.162348433,7.162348436,7.162348442,7.16234844,7.162348407,7.162348424,7.162348458,7.162348458,7.162348421,7.162348451,7.162348414,7.162348448,7.162348436,7.162348458,7.162348423,7.162348446,7.162348427,7.162348452,7.162348415,7.162348451,7.162348459,7.162348438 +"11525","PANX1",6.573571336,6.573571444,6.573571346,6.573571422,6.573571263,6.573571455,6.573571342,6.573571291,6.573571319,6.573571445,6.573571336,6.573571383,6.573571352,6.573571409,6.57357128,6.573571316,6.573571285,6.573571361,6.573571266,6.573571361,6.573571295,6.573571271,6.573571372,6.573571437,6.573571291,6.57357134,6.573571304,6.573571335 +"11526","PANX2",6.897596327,6.897596358,6.897596519,6.897596452,6.897596653,6.897596212,6.897596503,6.89759651,6.897596529,6.897596389,6.897596582,6.897596574,6.897596412,6.897596199,6.897596611,6.897596523,6.897596599,6.897596643,6.897596566,6.897596326,6.897596622,6.897596573,6.897596407,6.897596236,6.897596514,6.897596525,6.897596442,6.897596422 +"11527","PANX3",4.490896906,4.49089686,4.490897146,4.490896916,4.490897204,4.490896892,4.490896991,4.490897112,4.490897069,4.490897036,4.490897154,4.490897078,4.490897102,4.490896789,4.49089707,4.490897149,4.490897149,4.490897219,4.490897033,4.490897054,4.490897201,4.490897111,4.490896882,4.490896903,4.490897097,4.490897135,4.490897058,4.49089698 +"11528","PAOX",6.922842745,6.922842757,6.922842773,6.922842756,6.922842799,6.92284273,6.922842789,6.922842783,6.922842769,6.922842775,6.922842772,6.922842793,6.922842753,6.922842722,6.922842796,6.922842801,6.922842807,6.922842776,6.922842769,6.922842762,6.922842782,6.922842791,6.922842755,6.922842738,6.922842765,6.922842785,6.922842768,6.922842773 +"11529","PAPLN",5.384642947,5.384642779,5.384642961,5.384642892,5.384643143,5.384642922,5.384642884,5.384643074,5.384642801,5.384642921,5.384643004,5.384643214,5.384642981,5.384642634,5.384643099,5.384642985,5.384643202,5.384643084,5.384642955,5.384643063,5.384643021,5.384643171,5.384642718,5.384642759,5.384642921,5.38464301,5.384642852,5.384642859 +"11530","PAPOLA",8.042776027,8.042775021,8.042774045,8.042774635,8.042773871,8.042773477,8.042774469,8.042773475,8.042773714,8.042773984,8.042774163,8.042771655,8.042774457,8.042777266,8.042774837,8.042774291,8.042773828,8.042774044,8.042774665,8.042774299,8.042775021,8.042773341,8.042774822,8.042774566,8.042774152,8.042773702,8.042774295,8.042775339 +"11531","PAPOLB",3.6795418,3.679542023,3.679542106,3.67954189,3.679542008,3.679542003,3.679541872,3.679541698,3.679541973,3.679541913,3.679542054,3.679541993,3.679541867,3.679541566,3.679541794,3.67954174,3.67954195,3.679541969,3.679542071,3.679542064,3.679541817,3.679541864,3.679542029,3.679541808,3.679542269,3.679541897,3.679541545,3.679541673 +"11532","PAPOLG",7.484755891,7.484755801,7.484755577,7.484755886,7.484755401,7.484755602,7.484755578,7.484755481,7.484755596,7.484755495,7.484755598,7.484755207,7.484755649,7.484756,7.484755683,7.484755646,7.484755391,7.484755679,7.484755824,7.484755561,7.48475568,7.484755442,7.484755782,7.484755746,7.484755666,7.484755656,7.484755671,7.484755647 +"11533","PAPPA",4.255477922,4.255477994,4.255478006,4.255478013,4.255478069,4.255477977,4.25547797,4.25547803,4.255478072,4.255477985,4.255478012,4.255478047,4.255478009,4.255477941,4.255478025,4.255477961,4.255478056,4.255478044,4.255478017,4.25547802,4.255478026,4.255478008,4.255478014,4.255477946,4.255477953,4.255478032,4.255477991,4.255477986 +"11534","PAPPA-AS1",3.971298246,3.971298174,3.971298181,3.971298171,3.971298219,3.971298134,3.971298135,3.971298302,3.971298132,3.971298094,3.971298264,3.971298324,3.971298242,3.971298259,3.971298238,3.971298259,3.97129827,3.971298215,3.971298217,3.9712982,3.971298234,3.971298323,3.971298252,3.971298186,3.971298253,3.971298331,3.971298235,3.971298181 +"11535","PAPPA2",4.278631854,4.278631835,4.278631858,4.278631915,4.278631896,4.278631953,4.278631871,4.278631919,4.278631822,4.27863187,4.278631943,4.278631881,4.278631826,4.278631816,4.27863182,4.27863194,4.278631971,4.27863193,4.278631986,4.278632002,4.278631852,4.27863192,4.278631916,4.278631932,4.278631895,4.278631879,4.278631852,4.278631835 +"11536","PAPSS1",6.739100331,6.739100428,6.739098519,6.739100457,6.739101456,6.739100988,6.739101252,6.739098967,6.739100098,6.739100599,6.739099976,6.739097766,6.739099056,6.739102586,6.739098841,6.739098658,6.739096585,6.739098755,6.739101338,6.73910094,6.739100599,6.739098239,6.73910082,6.739101036,6.7390997,6.739097716,6.739098649,6.739101954 +"11537","PAPSS2",5.141824606,5.141824646,5.141824587,5.141824652,5.141824634,5.141824621,5.141824641,5.141824636,5.141824627,5.141824619,5.141824651,5.14182463,5.141824646,5.141824647,5.141824617,5.141824638,5.141824622,5.141824661,5.141824632,5.141824662,5.141824619,5.141824611,5.141824619,5.141824643,5.141824633,5.141824639,5.141824639,5.141824614 +"11538","PAQR3",4.267389819,4.267389587,4.267389882,4.267389442,4.267389503,4.267389538,4.267389431,4.267389465,4.267389708,4.267389338,4.267389485,4.267389573,4.267389423,4.267389908,4.267389701,4.267389658,4.267389468,4.267389252,4.267389689,4.267389552,4.267389436,4.267389639,4.26738949,4.267389432,4.267389407,4.267389524,4.267389647,4.26738968 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+"11579","PATL1",8.097750902,8.097751103,8.097750807,8.097751202,8.097750496,8.097751834,8.097751019,8.097750668,8.097750896,8.097750816,8.097750696,8.097750477,8.097750911,8.097750951,8.097750697,8.097750814,8.097750554,8.097750965,8.097750892,8.09775201,8.097750885,8.097750815,8.09775106,8.097750982,8.09775096,8.097750723,8.097750914,8.097750662 +"11580","PATL2",6.948583101,6.948582315,6.948582801,6.948582242,6.94858166,6.94858351,6.948583398,6.948583039,6.948583183,6.948582612,6.948582636,6.948582111,6.948582549,6.948582386,6.948582369,6.948581787,6.948582298,6.948581468,6.948582207,6.948582857,6.948583064,6.948582929,6.948583092,6.948582596,6.948583034,6.948582162,6.948582314,6.948581629 +"11581","PATZ1",6.520105162,6.520105095,6.520105075,6.520105058,6.520105047,6.52010522,6.520105065,6.520105092,6.520105171,6.520105137,6.520105069,6.520105167,6.52010518,6.520105229,6.520105021,6.520105038,6.52010499,6.520104983,6.520105107,6.520105029,6.520105003,6.520105068,6.520105205,6.520105083,6.520105034,6.520105116,6.520105142,6.520105143 +"11582","PAWR",4.460348301,4.46034814,4.460348275,4.460348196,4.460348392,4.460348125,4.460348199,4.460348176,4.460348432,4.460348236,4.460348135,4.460347985,4.460348318,4.460348602,4.460348423,4.460348093,4.460348251,4.460348247,4.460348197,4.460348185,4.460348257,4.460348173,4.460348184,4.460348326,4.460348235,4.460348149,4.460348208,4.460348466 +"11583","PAX1",5.408401664,5.408401716,5.408401735,5.408401669,5.408401808,5.408401608,5.408401722,5.408401826,5.408401574,5.40840173,5.4084017,5.40840174,5.408401689,5.408401472,5.40840173,5.408401696,5.408401803,5.408401752,5.408401741,5.408401706,5.408401767,5.408401767,5.408401676,5.408401604,5.408401668,5.408401698,5.408401628,5.408401692 +"11584","PAX2",5.570845538,5.570845638,5.570845644,5.570845634,5.570845847,5.570845506,5.570845643,5.570845661,5.570845602,5.570845691,5.570845748,5.570845713,5.570845573,5.57084563,5.570845782,5.570845726,5.570845832,5.570845863,5.5708456,5.570845658,5.570845672,5.570845742,5.570845657,5.570845514,5.570845759,5.570845738,5.570845562,5.570845736 +"11585","PAX3",4.377199049,4.377199066,4.377199208,4.377199069,4.377199222,4.377199026,4.377199207,4.377199219,4.377199084,4.377199129,4.37719912,4.377199225,4.377199126,4.377199035,4.377199217,4.377199165,4.37719924,4.377199344,4.377199219,4.377199165,4.377199269,4.37719923,4.377199105,4.377199029,4.377199167,4.377199192,4.377199108,4.377199202 +"11586","PAX4",4.936539402,4.936539627,4.936539785,4.936539681,4.936539746,4.936539567,4.936539779,4.936539638,4.936539701,4.936539753,4.936539649,4.936539692,4.936539624,4.936539362,4.936539716,4.936539689,4.936539864,4.93653987,4.936539658,4.936539652,4.936539641,4.936539581,4.9365397,4.936539741,4.936539695,4.936539605,4.936539539,4.936539767 +"11587","PAX5",7.016718197,7.016717369,7.016716915,7.016717372,7.016717549,7.016717621,7.016717821,7.016716748,7.016716948,7.01671813,7.016716554,7.016717854,7.016717277,7.016718406,7.016718209,7.01671703,7.016716705,7.016717853,7.01671755,7.0167175,7.016717485,7.016716994,7.016716947,7.016717983,7.016716434,7.016717911,7.016717626,7.016718488 +"11588","PAX6",3.884803143,3.884803211,3.884803266,3.884803239,3.884803176,3.88480327,3.884803225,3.884803237,3.884803201,3.884803256,3.884803242,3.88480334,3.884803201,3.884803208,3.884803204,3.884803241,3.884803219,3.884803264,3.88480325,3.884803219,3.884803232,3.884803281,3.884803306,3.884803205,3.884803208,3.884803281,3.884803276,3.884803218 +"11589","PAX7",4.968369132,4.968369142,4.968369275,4.968369239,4.968369273,4.968369245,4.968369256,4.968369342,4.968369304,4.968369256,4.968369327,4.96836934,4.968369235,4.968369079,4.968369334,4.968369227,4.968369395,4.968369285,4.968369256,4.968369231,4.968369281,4.968369294,4.968369235,4.968369192,4.968369301,4.968369265,4.968369272,4.968369225 +"11590","PAX8",5.602893284,5.602893287,5.602893323,5.602893291,5.60289333,5.602893301,5.602893298,5.602893327,5.602893276,5.602893299,5.602893341,5.602893325,5.602893294,5.602893225,5.602893312,5.602893294,5.602893304,5.602893322,5.602893305,5.602893304,5.602893314,5.602893329,5.602893278,5.602893274,5.602893308,5.602893311,5.60289328,5.602893291 +"11591","PAX8-AS1",4.583365485,4.583365353,4.583364708,4.5833651,4.583365606,4.583365482,4.583365924,4.583365889,4.58336564,4.583365599,4.583365536,4.58336467,4.583365383,4.583365201,4.583365526,4.583365166,4.583364913,4.583365168,4.583365852,4.583365516,4.583365867,4.583366057,4.583365608,4.583365456,4.583365711,4.583364889,4.583365246,4.583364862 +"11592","PAX9",4.442693173,4.442693091,4.442693306,4.442693251,4.442693273,4.442693287,4.442693248,4.442693279,4.442693248,4.442693158,4.442693354,4.442693628,4.442693112,4.442693102,4.442693338,4.442693227,4.442693441,4.442693335,4.442693157,4.442693177,4.442693233,4.442693333,4.44269326,4.442693186,4.442693245,4.442693244,4.442693223,4.442693166 +"11593","PAXBP1",6.168656215,6.168656105,6.16865604,6.168655983,6.168655932,6.168655823,6.168656016,6.168655957,6.168656219,6.168655969,6.16865596,6.168655787,6.168656118,6.168656456,6.168656059,6.168656035,6.168655849,6.168655984,6.168656089,6.168655846,6.168656044,6.168655991,6.168656159,6.168656042,6.168655958,6.168656017,6.168656084,6.168656222 +"11594","PAXIP1",5.728667437,5.728667394,5.728667418,5.728667384,5.728667427,5.728667517,5.728667527,5.728667395,5.728667411,5.728667436,5.728667429,5.728667435,5.72866749,5.728667478,5.72866745,5.728667313,5.728667306,5.728667354,5.728667472,5.728667367,5.728667508,5.728667469,5.728667437,5.728667457,5.728667383,5.728667454,5.728667463,5.728667477 +"11595","PAXX",7.72386555,7.723865539,7.723865591,7.723865534,7.723865623,7.723865561,7.723865583,7.723865594,7.723865594,7.723865586,7.723865587,7.723865643,7.723865559,7.723865509,7.723865617,7.723865599,7.723865627,7.723865565,7.723865561,7.723865576,7.723865574,7.723865616,7.723865573,7.723865542,7.723865551,7.723865608,7.723865553,7.723865598 +"11596","PBDC1",5.333654586,5.33365412,5.333653832,5.33365415,5.333653968,5.333654458,5.333654289,5.333654186,5.333654616,5.333654453,5.333653789,5.33365362,5.333654234,5.333655092,5.333654326,5.333654171,5.33365373,5.333654013,5.333654268,5.333654074,5.333654169,5.33365401,5.333654727,5.333654351,5.333654117,5.333653886,5.333654033,5.333654493 +"11597","PBK",2.807798705,2.807798971,2.80779867,2.807798805,2.807798629,2.807798808,2.807799011,2.807798618,2.807798969,2.807798884,2.807798918,2.807799263,2.807798827,2.807798578,2.807798791,2.807799038,2.807798639,2.807799055,2.807798985,2.807798773,2.807799265,2.807798957,2.807798887,2.807798728,2.807798609,2.807798765,2.807798764,2.807798883 +"11598","PBLD",4.279688219,4.279688195,4.279688227,4.279688223,4.27968821,4.279688201,4.279688193,4.279688211,4.279688198,4.279688209,4.279688218,4.279688221,4.279688201,4.279688203,4.27968822,4.279688208,4.279688213,4.279688221,4.279688214,4.279688228,4.279688215,4.27968822,4.279688207,4.27968822,4.279688212,4.279688199,4.279688177,4.279688197 +"11599","PBOV1",3.094499656,3.094499653,3.09449966,3.094499652,3.09449967,3.094499647,3.094499671,3.094499664,3.094499664,3.094499646,3.094499667,3.094499675,3.094499665,3.094499643,3.094499682,3.094499678,3.09449967,3.094499703,3.094499665,3.09449966,3.094499648,3.09449967,3.094499656,3.094499656,3.094499658,3.094499645,3.094499654,3.094499664 +"11600","PBRM1",7.640729707,7.640728982,7.640728765,7.640728799,7.640729097,7.640728709,7.640729198,7.640728486,7.640728901,7.640728998,7.640728477,7.640728127,7.640728933,7.640730078,7.640729259,7.64072872,7.640728533,7.640728397,7.640729223,7.640727675,7.640729088,7.64072866,7.640729326,7.640729284,7.640728646,7.640728995,7.640729269,7.640729174 +"11601","PBX1",6.292452635,6.292452878,6.292453168,6.292453238,6.292452885,6.292453319,6.29245275,6.292453103,6.292452955,6.292453116,6.292453313,6.292453247,6.292452751,6.292452331,6.29245273,6.292452937,6.292453068,6.292453119,6.292452535,6.292453095,6.29245283,6.292452892,6.292452962,6.292453348,6.292453293,6.29245326,6.292452968,6.292452692 +"11602","PBX3",6.158375114,6.158374985,6.158375018,6.158375061,6.158375048,6.15837503,6.158375029,6.158375025,6.15837506,6.158375073,6.158374991,6.158375039,6.158375117,6.158375122,6.158375072,6.158374894,6.158375012,6.158374996,6.158375055,6.158375001,6.158375046,6.158375013,6.158375042,6.158375071,6.158375018,6.158375066,6.158375091,6.158375059 +"11603","PBX3-DT",4.008299213,4.00829923,4.008299247,4.008299254,4.008299265,4.008299219,4.008299249,4.008299251,4.008299231,4.008299222,4.00829925,4.008299281,4.008299239,4.008299227,4.008299256,4.008299234,4.008299273,4.008299244,4.008299238,4.008299233,4.008299271,4.00829927,4.008299231,4.008299221,4.00829925,4.008299247,4.008299207,4.008299233 +"11604","PBX4",6.470136551,6.470136372,6.470136529,6.47013652,6.470136568,6.470136505,6.470136579,6.470136598,6.470136557,6.470136546,6.470136489,6.470136638,6.470136569,6.470136483,6.470136528,6.470136415,6.470136501,6.470136458,6.470136523,6.47013644,6.470136578,6.470136647,6.470136505,6.4701364,6.470136459,6.470136526,6.470136546,6.470136538 +"11605","PBXIP1",7.364370575,7.364370918,7.364370676,7.364370774,7.364370699,7.364370363,7.364370535,7.364370605,7.364370634,7.364370628,7.364370694,7.364370515,7.364370816,7.364370781,7.364370714,7.36437099,7.364370632,7.364370833,7.364370728,7.364370491,7.364370563,7.36437066,7.364370677,7.364370674,7.364370771,7.364370756,7.364370789,7.364370843 +"11606","PC",4.832996244,4.832996221,4.832996242,4.832996252,4.832996277,4.832996251,4.832996242,4.832996269,4.832996254,4.832996247,4.832996256,4.832996274,4.832996259,4.832996196,4.832996281,4.832996248,4.832996276,4.832996273,4.832996249,4.83299626,4.832996289,4.83299628,4.832996236,4.832996215,4.832996259,4.832996298,4.832996257,4.832996263 +"11607","PCARE",4.921659618,4.921659578,4.921659635,4.921659607,4.921659649,4.921659606,4.92165961,4.921659654,4.921659624,4.921659611,4.921659633,4.921659653,4.921659607,4.921659594,4.921659638,4.921659624,4.921659667,4.921659656,4.921659614,4.921659627,4.921659638,4.92165964,4.921659599,4.921659608,4.921659635,4.921659641,4.921659594,4.921659661 +"11608","PCAT18",4.60677655,4.606776542,4.606776643,4.606776583,4.60677671,4.606776511,4.606776689,4.606776668,4.606776575,4.606776556,4.606776634,4.606776658,4.606776605,4.606776521,4.606776662,4.606776688,4.606776801,4.606776655,4.606776686,4.606776672,4.60677672,4.606776685,4.606776549,4.606776422,4.606776637,4.606776608,4.60677658,4.606776565 +"11609","PCAT4",2.370774613,2.370774812,2.370774758,2.370774779,2.370774776,2.370774797,2.370774869,2.370774818,2.370774727,2.370774723,2.370774779,2.370774783,2.370774711,2.370774729,2.370774642,2.37077469,2.370774741,2.370774684,2.370774713,2.370774772,2.370774756,2.370774675,2.370774802,2.370774706,2.370774743,2.370774722,2.370774724,2.370774781 +"11610","PCBD1",5.528995488,5.528995533,5.528995501,5.528995401,5.52899541,5.52899548,5.528995512,5.528995466,5.528995486,5.528995532,5.528995442,5.528995406,5.528995514,5.528995505,5.52899544,5.528995482,5.528995514,5.52899545,5.528995438,5.52899541,5.528995524,5.528995445,5.528995432,5.528995451,5.528995372,5.528995433,5.52899544,5.528995392 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+"11613","PCBP3",5.361017195,5.361017283,5.361017232,5.361017158,5.361017314,5.361017285,5.36101719,5.361017266,5.361016938,5.3610172,5.361017212,5.361017188,5.361017251,5.36101683,5.361017161,5.361017452,5.361017331,5.361017352,5.36101734,5.361017342,5.361017207,5.361017262,5.361016925,5.361017216,5.361017119,5.361017407,5.36101737,5.361017218 +"11614","PCBP4",5.142426315,5.142426326,5.14242632,5.142426315,5.142426359,5.14242629,5.142426337,5.142426345,5.142426325,5.142426325,5.142426318,5.142426352,5.142426305,5.142426302,5.142426352,5.142426314,5.142426365,5.142426349,5.142426296,5.142426348,5.142426325,5.142426359,5.142426314,5.14242632,5.142426331,5.142426317,5.142426325,5.142426323 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+"11629","PCDHA10",4.889632751,4.88963279,4.889632849,4.889632777,4.889632781,4.889632778,4.889632793,4.88963281,4.889632777,4.889632815,4.889632786,4.889632801,4.889632796,4.889632759,4.889632767,4.889632793,4.889632838,4.889632778,4.889632805,4.889632748,4.889632758,4.889632854,4.889632813,4.889632767,4.889632837,4.889632759,4.889632768,4.889632745 +"11630","PCDHA11",2.67481947,2.674819427,2.674819233,2.674819153,2.674819397,2.674819441,2.674819273,2.674819301,2.674819394,2.674819592,2.674819621,2.674819638,2.674819358,2.674819363,2.674819482,2.674819157,2.674819461,2.674819486,2.674819265,2.674819571,2.674819437,2.674819378,2.674819273,2.67481952,2.674819449,2.674819573,2.674819401,2.674819241 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+"11639","PCDHA8",5.12457302,5.124573013,5.124572986,5.124573033,5.124573085,5.124573022,5.124573067,5.124573036,5.124573002,5.124573038,5.124573019,5.124573043,5.12457304,5.12457296,5.12457307,5.124573004,5.124573027,5.124573048,5.12457302,5.124573034,5.124573062,5.124573033,5.124573,5.124573008,5.124573023,5.124573075,5.124573019,5.124573022 +"11640","PCDHB1",3.367302392,3.367302483,3.367302602,3.367302619,3.367302492,3.367302741,3.36730263,3.367302771,3.367302402,3.367302724,3.3673027,3.367302567,3.367302688,3.367302584,3.367302575,3.36730257,3.367302785,3.367302612,3.367302645,3.367302495,3.367302741,3.367302617,3.367302641,3.367302473,3.367302645,3.36730265,3.367302445,3.367302561 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+"11667","PCID2",6.451080127,6.4510797685,6.4510796185,6.4510796445,6.451079687,6.451079794,6.451079909,6.451079798,6.451080008,6.4510798555,6.4510795365,6.4510796325,6.4510799955,6.451080107,6.451079787,6.451079767,6.451079402,6.451079512,6.4510798485,6.451079742,6.451079793,6.4510798545,6.45107989,6.4510799455,6.4510795975,6.4510799015,6.451080003,6.4510798755 +"11668","PCIF1",7.100267453,7.100267526,7.100267396,7.100267607,7.100267277,7.100267519,7.100267387,7.100267349,7.100267399,7.100267429,7.100267282,7.100267415,7.100267528,7.100267308,7.100267322,7.100267424,7.100267272,7.100267425,7.100267381,7.100267278,7.100267361,7.100267419,7.100267369,7.100267573,7.100267445,7.100267374,7.10026756,7.100267202 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+"12007","PIK3CD-AS1",5.401529035,5.401529043,5.401529041,5.401529085,5.401529058,5.401529067,5.401529049,5.401529034,5.401529053,5.401529045,5.401529055,5.401529025,5.401529052,5.401528995,5.401529027,5.401529051,5.401529054,5.401529064,5.40152908,5.401529075,5.401529063,5.401529033,5.401529057,5.401529046,5.40152905,5.401529048,5.401529033,5.401529029 +"12008","PIK3CG",8.068856158,8.068856069,8.068855834,8.068856285,8.068855959,8.068856173,8.068856146,8.068855711,8.068855808,8.068855916,8.068855981,8.068855539,8.068855967,8.068856188,8.068856232,8.068856015,8.068855694,8.06885609,8.068856413,8.068856052,8.068856257,8.068855693,8.068855991,8.06885624,8.068856202,8.068855961,8.068855995,8.06885603 +"12009","PIK3IP1",8.947439058,9.005900029,8.551706548,8.694039383,8.731881867,8.34617332,8.599091779,8.751537571,9.330995506,8.81694263,8.238198377,8.934399494,8.820596196,9.433443918,8.339125494,8.778118263,8.266205854,8.364434769,8.605814619,8.09550161,8.161377682,8.704065068,8.962226575,8.830760264,8.054023849,8.730375853,8.787158494,9.166403932 +"12010","PIK3R1",7.789056209,7.789056028,7.789055735,7.789055743,7.789055989,7.789055368,7.789056059,7.789055723,7.7890561,7.78905599,7.789055751,7.789055677,7.789055947,7.789057215,7.789055983,7.789055606,7.789055406,7.789055502,7.789056015,7.789055406,7.789055939,7.789055792,7.789056103,7.789055994,7.789055725,7.789055859,7.789055881,7.789056692 +"12011","PIK3R2",6.648162372,6.648162607,6.648163912,6.648162484,6.648162409,6.648164962,6.648163666,6.648163757,6.648163102,6.64816361,6.64816339,6.648164384,6.648162419,6.64816192,6.648163679,6.648162052,6.648163898,6.648163129,6.648162164,6.648164718,6.648163353,6.648163565,6.648163213,6.648162305,6.648162612,6.648164081,6.648162742,6.648162656 +"12012","PIK3R4",6.853590357,6.853590054,6.853589662,6.853590094,6.853589708,6.85359015,6.85359017,6.853589717,6.853589796,6.853590001,6.853589746,6.853589261,6.853590161,6.853590353,6.853590109,6.853589789,6.853589282,6.853589588,6.853589996,6.853589773,6.853589715,6.853589725,6.853590277,6.853589922,6.853589722,6.853589632,6.853589928,6.853590241 +"12013","PIK3R5",8.142133944,8.142133975,8.142133561,8.142134535,8.142133373,8.142134543,8.142134279,8.142133935,8.142133696,8.142133517,8.142133924,8.142133401,8.142133795,8.142133427,8.142133893,8.142133661,8.142133886,8.142134242,8.142133946,8.14213406,8.142134039,8.142134041,8.142133838,8.142134137,8.142134035,8.142133559,8.142133687,8.142133321 +"12014","PIK3R6",6.371829084,6.371830327,6.371829711,6.371829689,6.371830476,6.371829644,6.371830082,6.371829388,6.371829496,6.371830257,6.371830964,6.371829606,6.371829807,6.371829933,6.371828669,6.371829731,6.371829642,6.371829028,6.371830664,6.37182925,6.371829761,6.371829191,6.371829487,6.371829812,6.371830782,6.371829733,6.371829526,6.371829343 +"12015","PIKFYVE",7.406166038,7.406165957,7.406165823,7.406165991,7.406165751,7.406166046,7.406166032,7.4061658,7.406165859,7.40616593,7.406165759,7.406165651,7.406165957,7.406166319,7.406165969,7.406166,7.406165682,7.406165799,7.406166028,7.406165988,7.406166115,7.406165792,7.40616598,7.406165986,7.406166001,7.406165941,7.406165899,7.406166055 +"12016","PILRA",8.615449833,8.616123094,8.615800636,8.616467861,8.615316435,8.61638817,8.615734811,8.615869912,8.615537935,8.615702691,8.615666617,8.615138697,8.615882705,8.61551865,8.615768665,8.615963535,8.615969501,8.616192863,8.61580125,8.61633761,8.615595029,8.615917233,8.615867034,8.616117393,8.615940714,8.615491785,8.615833608,8.615364121 +"12017","PIM1",9.732211346,9.884753716,10.38082584,9.630073992,10.08429105,10.25408435,10.00428078,10.15420437,10.28002192,10.22614524,10.00768699,10.41237522,9.754961292,9.588659478,9.717304673,9.50507621,10.29616113,9.644553416,9.910632577,10.13175188,9.843629767,9.983058208,10.24674134,10.1281945,9.948586198,10.38739263,9.839207891,9.794679286 +"12018","PIM2",9.093661176,9.214181585,8.861738674,9.069271455,8.879102723,9.643672821,9.047117218,9.238000085,9.313593263,9.122357043,8.903424624,9.021271386,9.339996886,9.100620521,9.038721486,9.108972237,8.867613836,9.085836556,9.154241991,9.630765651,9.040543875,9.165899577,9.305397592,8.953191818,8.996356513,9.093152824,9.353295786,9.061778379 +"12019","PIM3",7.197676396,7.197676433,7.197676421,7.197676435,7.197676408,7.197676404,7.197676415,7.197676419,7.197676431,7.197676407,7.197676429,7.197676401,7.19767642,7.197676399,7.197676426,7.197676459,7.197676429,7.197676446,7.197676406,7.197676431,7.197676419,7.197676429,7.197676415,7.197676418,7.197676411,7.197676394,7.197676404,7.197676416 +"12020","PIMREG",5.132405018,5.132405032,5.132405025,5.132405006,5.13240511,5.132404978,5.132405067,5.132405079,5.132405024,5.132405052,5.132405082,5.132405069,5.132405023,5.132404941,5.13240506,5.132405089,5.132405122,5.132405061,5.132405034,5.132405063,5.132405095,5.132405072,5.132405012,5.132404991,5.132405028,5.132405082,5.132405049,5.132405085 +"12021","PIN1",6.907542924,6.90754291,6.907542893,6.907542902,6.907542846,6.9075429,6.907542833,6.907542911,6.907542929,6.90754291,6.907542938,6.907542921,6.907542922,6.907542859,6.907542853,6.90754292,6.907542856,6.907542878,6.907542826,6.907542917,6.907542875,6.907542811,6.907542886,6.907542889,6.907542889,6.907542943,6.907542909,6.907542908 +"12022","PIN1P1",6.296272715,6.296272585,6.296272787,6.296272699,6.296272975,6.296272707,6.296272854,6.296272827,6.296272699,6.296272782,6.29627285,6.296272984,6.296272715,6.296272635,6.296272859,6.296272719,6.296272925,6.29627289,6.296272857,6.296272881,6.296272935,6.296272948,6.296272684,6.296272679,6.29627277,6.29627292,6.296272805,6.296272921 +"12023","PIN4",4.764907995,4.764908299,4.764907824,4.764907434,4.764907426,4.764907059,4.764907544,4.764908162,4.764908162,4.764907474,4.76490715,4.764906835,4.764907679,4.764908483,4.764907052,4.764908035,4.764906795,4.764906074,4.764907701,4.764907319,4.764907257,4.764907826,4.764908327,4.764907846,4.764907461,4.764907563,4.764907616,4.764908516 +"12024","PINK1-AS",5.407302582,5.407302749,5.407302923,5.407303049,5.407302804,5.407302971,5.407302261,5.407302627,5.407302832,5.407302852,5.407302338,5.407302648,5.407302788,5.40730259,5.407302654,5.407302228,5.407302441,5.407302746,5.407302542,5.407302506,5.407302035,5.407302541,5.4073029,5.407302618,5.407302479,5.407302399,5.407302662,5.407302249 +"12025","PINLYP",5.104111704,5.104111823,5.104112013,5.104111885,5.104111908,5.104111762,5.104111855,5.104112,5.104111975,5.104111858,5.104112046,5.10411186,5.104111867,5.104111756,5.104111958,5.104111907,5.104111993,5.104111997,5.10411191,5.104112007,5.104111843,5.104112037,5.104111728,5.104112041,5.104112039,5.104111913,5.104111882,5.104111858 +"12026","PINX1",5.069319929,5.069319931,5.069319917,5.069319926,5.069319909,5.069319911,5.069319927,5.069319928,5.069319954,5.069319945,5.069319934,5.069319937,5.069319943,5.069319967,5.069319916,5.069319904,5.069319889,5.069319912,5.069319924,5.069319868,5.069319932,5.069319914,5.069319939,5.069319924,5.069319925,5.069319923,5.069319946,5.069319954 +"12027","PIP",4.008470173,4.008470159,4.008470213,4.008470295,4.008470174,4.008470156,4.008470127,4.008470268,4.008470111,4.008470154,4.008470214,4.00847023,4.008470173,4.008470146,4.008470185,4.008470173,4.008470253,4.008470204,4.00847018,4.008470174,4.008470161,4.00847018,4.00847019,4.008470152,4.008470151,4.008470195,4.008470143,4.008470175 +"12028","PIP4K2A",10.35191236,10.09796977,10.36785064,10.21683936,10.31169473,10.51259435,10.41931659,10.60491665,10.49253676,10.46581296,10.37176847,10.53903098,10.2469402,9.999914032,10.35438874,9.738668971,10.24966121,10.17077761,10.06677195,10.34791919,10.34844271,10.39359432,10.39614311,10.43690981,10.32861896,10.59533274,10.40186868,10.05404624 +"12029","PIP4K2B",7.04880775,7.048807887,7.04880756,7.048807657,7.048807691,7.048807788,7.048807486,7.048807773,7.048807817,7.048807684,7.04880755,7.048807769,7.048807799,7.048807952,7.048807782,7.0488078,7.048807642,7.0488077,7.048807658,7.048807693,7.048807636,7.048807705,7.048807865,7.048807841,7.048807681,7.048807801,7.048807786,7.048807854 +"12030","PIP4K2C",6.154342384,6.154342437,6.154342348,6.154342442,6.154342308,6.154342417,6.1543424,6.154342325,6.154342375,6.154342255,6.154342338,6.154342222,6.154342394,6.154342376,6.1543423,6.15434242,6.154342267,6.154342373,6.154342352,6.154342424,6.15434234,6.15434227,6.154342387,6.15434237,6.154342361,6.154342312,6.154342352,6.154342286 +"12031","PIP4P1",7.131983781,7.131983736,7.131983742,7.131983812,7.131983669,7.131983771,7.131983759,7.131983766,7.131983717,7.131983799,7.13198368,7.131983738,7.131983791,7.13198377,7.131983679,7.131983734,7.131983583,7.131983659,7.13198374,7.131983743,7.131983687,7.131983746,7.131983753,7.131983791,7.131983688,7.131983701,7.131983796,7.131983724 +"12032","PIP4P2",7.708873954,7.70887432,7.708873894,7.708875013,7.708872792,7.708874097,7.708874224,7.708873296,7.708873444,7.708873704,7.708873826,7.708872694,7.708873761,7.708874509,7.708874004,7.708874329,7.708874129,7.708874763,7.708874344,7.708874549,7.708874571,7.708873584,7.70887457,7.70887481,7.708874519,7.708873336,7.708873399,7.708873458 +"12033","PIP5K1A",7.145489963,7.145489867,7.145489841,7.145489892,7.145489636,7.145490382,7.145489985,7.145489856,7.145490005,7.145490089,7.145489648,7.145489614,7.145489904,7.145490131,7.145489555,7.145489691,7.145489391,7.145489698,7.145490078,7.14549027,7.145490093,7.14548983,7.145489952,7.145490121,7.145489963,7.14548973,7.145490221,7.145489781 +"12034","PIP5K1B",5.533847541,5.533847597,5.533847,5.53384747,5.53384732,5.533847239,5.533847293,5.53384715,5.533847202,5.533847141,5.533847527,5.533846866,5.533847517,5.533847374,5.533847149,5.533846833,5.533846962,5.53384734,5.533847509,5.533847295,5.533847352,5.533846953,5.533847167,5.533847328,5.533847609,5.533847057,5.533847468,5.533847212 +"12035","PIP5K1C",7.149660539,7.149660535,7.149660509,7.149660486,7.149660487,7.149660603,7.149660395,7.149660589,7.149660524,7.149660542,7.149660511,7.149660509,7.149660531,7.149660461,7.149660548,7.149660418,7.149660495,7.149660505,7.14966045,7.149660512,7.14966041,7.149660516,7.149660552,7.149660483,7.149660543,7.149660488,7.149660577,7.149660373 +"12036","PIP5K1P1",3.550854049,3.550854067,3.55085406,3.550854039,3.550854053,3.550854068,3.550854054,3.550854073,3.550854051,3.550854058,3.550854051,3.550854068,3.550854051,3.55085405,3.550854051,3.550854046,3.550854076,3.55085407,3.550854046,3.550854054,3.550854054,3.550854051,3.550854058,3.550854047,3.550854059,3.550854044,3.550854066,3.550854059 +"12037","PIP5KL1",5.804757803,5.804757882,5.804758155,5.804757878,5.804758195,5.804757903,5.804757993,5.804758068,5.804758048,5.804758072,5.804758043,5.804758173,5.804757979,5.804757448,5.804758089,5.804757962,5.804758131,5.804758102,5.804758007,5.804757867,5.804757992,5.804758089,5.804757937,5.804757838,5.80475796,5.804757951,5.804758014,5.80475799 +"12038","PIPOX",5.078390565,5.078390446,5.078390664,5.078390512,5.078390782,5.078390435,5.078390727,5.078390776,5.078390637,5.07839066,5.078390581,5.078390743,5.078390578,5.078390434,5.078390697,5.07839065,5.07839077,5.078390718,5.078390678,5.078390546,5.078390748,5.078390785,5.078390557,5.078390432,5.078390604,5.078390705,5.078390559,5.078390625 +"12039","PIPSL",4.603397512,4.603397678,4.603397626,4.603397584,4.603397574,4.6033977,4.603397583,4.603397672,4.603397607,4.603397634,4.603397658,4.603397681,4.603397622,4.603397564,4.603397598,4.603397652,4.603397464,4.603397567,4.603397642,4.603397645,4.603397564,4.603397576,4.603397583,4.603397531,4.603397581,4.603397556,4.603397632,4.60339761 +"12040","PIRT",4.609996256,4.609996036,4.60999637,4.609996104,4.609996542,4.609996151,4.609996438,4.609995985,4.609996078,4.609995889,4.609995952,4.609996213,4.60999598,4.609996122,4.609996562,4.609996307,4.609996842,4.609996606,4.609996359,4.609996166,4.609996539,4.609996445,4.609996051,4.609995899,4.609996081,4.609996677,4.609996148,4.609996481 +"12041","PISD",7.970000272,7.970000939,7.9700008,7.970001214,7.970000045,7.970000534,7.970000818,7.970000949,7.969999843,7.969998498,7.970000143,7.969999508,7.969999661,7.970000025,7.970000141,7.970000727,7.970000507,7.970000983,7.970000659,7.97000112,7.970000922,7.970000815,7.970000418,7.969999249,7.970000401,7.970000077,7.969999677,7.969999558 +"12042","PITHD1",7.671660805,7.335273236,8.098119342,7.739249895,7.616651977,8.277967645,8.236756572,8.415872772,8.088402587,8.109559849,7.980470956,8.835639066,7.300227909,7.427302937,7.747518411,7.093086543,7.886743211,7.689408974,7.454197352,8.034838552,8.054920845,8.220448581,7.996190079,8.053958038,7.778309682,8.896694175,7.411100709,7.456955614 +"12043","PITPNA",8.468346701,8.468347942,8.468346645,8.468347619,8.468345722,8.468347049,8.468346518,8.468347221,8.46834721,8.468346235,8.468346962,8.468345458,8.468346619,8.468347026,8.468346584,8.468347871,8.46834644,8.468347174,8.468346431,8.468346646,8.468346237,8.468347076,8.468347604,8.468346869,8.468346774,8.468346125,8.468346529,8.468346244 +"12044","PITPNB",7.559834587,7.559834596,7.559833705,7.559834074,7.559833758,7.559833619,7.559834044,7.55983391,7.55983411,7.559833953,7.559833346,7.559833422,7.559834015,7.559835128,7.559834029,7.55983457,7.55983352,7.559833621,7.559834198,7.55983394,7.559833973,7.559833515,7.559834289,7.559834344,7.559833668,7.559833804,7.559834176,7.559834591 +"12045","PITPNC1",7.575661141,7.575661013,7.575659385,7.575660223,7.575659137,7.575659193,7.575659784,7.575659266,7.575661062,7.575660388,7.575659576,7.575659323,7.575660982,7.575660773,7.575659921,7.575660403,7.575658928,7.575659179,7.575660181,7.575659137,7.575659792,7.575659334,7.57566113,7.575660145,7.575660004,7.575659911,7.575661118,7.575660086 +"12046","PITPNM1",7.212176811,7.212176945,7.212176788,7.212176979,7.212176884,7.212177014,7.212176897,7.212176842,7.212176878,7.212176887,7.212176936,7.212176665,7.212176977,7.212176792,7.212176863,7.212176826,7.212176912,7.2121769,7.212176932,7.212176687,7.212176858,7.212176783,7.212176744,7.212176801,7.212176896,7.21217681,7.212176925,7.212176576 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+"12059","PKD1",6.445712759,6.445712773,6.445712801,6.445712742,6.445712903,6.445712819,6.445712823,6.445712887,6.445712882,6.445712848,6.445712845,6.445712912,6.445712855,6.445712726,6.445712909,6.445712817,6.445712885,6.445712849,6.445712856,6.445712745,6.445712872,6.445712887,6.445712853,6.445712763,6.445712728,6.445712857,6.445712778,6.445712835 +"12060","PKD1L1",4.578626508,4.578626503,4.578626512,4.578626519,4.578626531,4.578626493,4.578626523,4.578626515,4.578626498,4.578626502,4.578626519,4.578626529,4.578626509,4.578626492,4.578626531,4.578626518,4.578626533,4.578626535,4.578626518,4.578626513,4.578626527,4.578626514,4.578626491,4.578626498,4.578626505,4.578626512,4.57862648,4.57862651 +"12061","PKD1L1-AS1",3.176360359,3.17636039,3.176360458,3.176360473,3.176360441,3.176360382,3.176360437,3.176360408,3.176360463,3.176360384,3.176360519,3.176360464,3.176360395,3.176360397,3.176360414,3.176360584,3.176360525,3.176360466,3.176360361,3.176360486,3.176360404,3.176360491,3.176360329,3.176360393,3.176360558,3.17636041,3.176360479,3.176360349 +"12062","PKD1L2",4.621490656,4.621490674,4.621490681,4.621490677,4.621490691,4.621490686,4.621490674,4.621490686,4.621490661,4.621490665,4.62149069,4.621490697,4.621490681,4.621490659,4.621490687,4.62149068,4.621490692,4.621490689,4.621490666,4.621490676,4.621490681,4.621490693,4.621490668,4.621490664,4.621490694,4.621490682,4.621490664,4.621490661 +"12063","PKD1L3",3.592989759,3.592989763,3.592989759,3.592989854,3.592989771,3.592989917,3.592989756,3.592989758,3.592989873,3.592989823,3.592989715,3.592989774,3.592989693,3.59298969,3.592989761,3.59298981,3.592989843,3.592989796,3.592989773,3.592989783,3.592989775,3.592989841,3.592989743,3.592989798,3.592989825,3.592989783,3.592989794,3.59298972 +"12064","PKD2",6.097748621,6.097748957,6.097748448,6.097748422,6.097748335,6.09774839,6.097748888,6.097748365,6.097748508,6.09774832,6.097748197,6.097748716,6.09774828,6.097748747,6.097748597,6.097748868,6.097748491,6.097748374,6.097748555,6.097748409,6.097748837,6.097748365,6.097748678,6.097748326,6.097748527,6.097748751,6.09774854,6.097748519 +"12065","PKD2L1",4.238342767,4.238342745,4.238342748,4.238342885,4.238342956,4.238342724,4.238342792,4.23834292,4.238342902,4.238342779,4.23834287,4.238342931,4.238342813,4.238342649,4.238342812,4.238342766,4.238343132,4.238342736,4.238342726,4.238342762,4.238343002,4.238342938,4.238342819,4.238342797,4.238342965,4.238342794,4.23834276,4.238342897 +"12066","PKD2L2",3.343302159,3.343302155,3.343302176,3.343302196,3.34330215,3.34330218,3.343302171,3.343302163,3.343302148,3.343302171,3.34330217,3.343302178,3.343302182,3.343302176,3.343302156,3.343302153,3.343302185,3.343302186,3.343302148,3.343302154,3.343302151,3.343302175,3.343302183,3.343302163,3.343302159,3.343302137,3.343302199,3.343302153 +"12067","PKDCC",5.699542994,5.699542999,5.699542978,5.699543014,5.699543062,5.699542941,5.699543016,5.699543038,5.699542976,5.69954299,5.699543021,5.699543019,5.699543015,5.699542941,5.699543018,5.699543007,5.699543066,5.699543035,5.699542976,5.699543002,5.699543028,5.699543025,5.699542952,5.699542994,5.699543024,5.699543029,5.699542949,5.699542962 +"12068","PKDREJ",3.885747972,3.885747979,3.885747995,3.885747975,3.885748001,3.88574798,3.885747996,3.885748018,3.885748002,3.885747998,3.885747993,3.885747996,3.885747983,3.885747967,3.885748,3.885747995,3.885748008,3.885747979,3.88574799,3.885747994,3.885748003,3.885748004,3.885747978,3.885747984,3.885747992,3.885748,3.885747991,3.885748011 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+"12071","PKIA",4.953965521,4.953965582,4.953965414,4.953965454,4.953965348,4.953965497,4.95396534,4.953965481,4.953965563,4.953965506,4.953965471,4.953965616,4.95396565,4.953965759,4.953965549,4.953965506,4.953965466,4.953965631,4.953965363,4.953965399,4.953965361,4.953965463,4.953965555,4.953965313,4.953965318,4.953965609,4.953965686,4.953965655 +"12072","PKIB",3.863838872,3.863838854,3.863838874,3.863838872,3.863838866,3.863838882,3.863838863,3.863838883,3.863838859,3.863838862,3.863838871,3.863838889,3.863838869,3.863838852,3.863838864,3.863838851,3.8638389,3.863838867,3.863838864,3.86383887,3.863838853,3.86383887,3.863838885,3.863838862,3.863838866,3.863838869,3.863838875,3.863838866 +"12073","PKIG",5.460377187,5.46037716,5.460377166,5.4603772,5.460377169,5.460377232,5.460377169,5.46037719,5.46037719,5.460377213,5.460377183,5.460377207,5.4603772,5.460377154,5.460377216,5.460377165,5.460377181,5.460377224,5.460377115,5.460377233,5.460377179,5.460377248,5.460377199,5.460377171,5.460377196,5.460377205,5.460377228,5.460377209 +"12074","PKLR",5.271297914,5.271297939,5.27129795,5.271297942,5.271297979,5.271297949,5.271297964,5.271297975,5.271297937,5.271297958,5.27129795,5.271297963,5.271297948,5.271297909,5.271297981,5.271297952,5.271297976,5.271297979,5.271297956,5.271297942,5.27129797,5.271297953,5.2712979,5.271297956,5.271297944,5.271297927,5.271297928,5.271297919 +"12075","PKM",9.084837684,9.084837735,9.084837701,9.084837864,9.084837697,9.084837913,9.08483779,9.084837429,9.084837617,9.084837905,9.0848377,9.084837543,9.08483776,9.084837732,9.084837516,9.084837432,9.084837484,9.084837642,9.084837702,9.084837696,9.084837694,9.084837599,9.084837498,9.084837772,9.084837532,9.084837602,9.084837763,9.084837479 +"12076","PKMYT1",5.239711775,5.239711802,5.239711816,5.239711817,5.239711834,5.239711827,5.23971185,5.239711869,5.239711812,5.239711821,5.239711817,5.239711828,5.239711797,5.239711743,5.239711828,5.239711809,5.239711862,5.239711784,5.239711805,5.239711824,5.239711845,5.239711817,5.239711793,5.23971179,5.239711792,5.239711834,5.239711805,5.239711818 +"12077","PKN1",7.925505456,7.925505492,7.925505448,7.925505492,7.925505453,7.925505542,7.925505481,7.925505412,7.925505496,7.925505498,7.925505454,7.925505439,7.925505496,7.925505491,7.925505434,7.925505475,7.925505411,7.925505449,7.925505463,7.925505451,7.92550545,7.925505452,7.925505486,7.925505508,7.925505453,7.925505472,7.925505508,7.925505465 +"12078","PKN2",8.043833743,8.043851937,8.043823837,8.043845418,8.043791347,8.043810514,8.043822384,8.043801715,8.043803547,8.043799534,8.043814059,8.043772261,8.043820652,8.04387113,8.04383726,8.043859129,8.04382814,8.043847691,8.043841184,8.043806651,8.043834187,8.043812663,8.0438296,8.043830125,8.043845658,8.043812454,8.043815246,8.043845234 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+"12093","PLA2G2C",5.509271266,5.509271299,5.509271369,5.509271218,5.509271311,5.509271154,5.509271275,5.509271332,5.509271324,5.509271288,5.509271334,5.509271354,5.509271294,5.509271199,5.509271232,5.509271297,5.509271325,5.509271332,5.509271262,5.509271289,5.509271255,5.509271307,5.50927128,5.509271301,5.509271294,5.509271286,5.509271304,5.509271303 +"12094","PLA2G2D",6.119877821,6.119877827,6.119878165,6.11987795,6.119878208,6.119877912,6.119878073,6.119878129,6.119877886,6.119877928,6.119878132,6.119878167,6.119877988,6.119877686,6.119878155,6.119877943,6.119878291,6.119878233,6.119877972,6.119878063,6.119878131,6.119878198,6.119877873,6.119877901,6.11987811,6.119878082,6.119877902,6.119878029 +"12095","PLA2G2E",5.209475359,5.209475358,5.209475353,5.209475381,5.209475433,5.209475359,5.209475368,5.209475414,5.20947533,5.209475395,5.2094754,5.209475413,5.209475367,5.209475324,5.209475422,5.209475379,5.209475467,5.209475425,5.209475366,5.209475389,5.20947544,5.209475409,5.209475341,5.209475351,5.209475333,5.20947541,5.209475355,5.209475387 +"12096","PLA2G2F",5.149405922,5.149405906,5.149406112,5.149405922,5.149406117,5.1494061,5.149406181,5.149406193,5.149406087,5.149406131,5.149406155,5.149406087,5.149405999,5.149405904,5.149406177,5.149406089,5.149406217,5.149406293,5.14940601,5.149406097,5.149406178,5.149406074,5.149406042,5.149406031,5.149405987,5.149405998,5.149406025,5.14940603 +"12097","PLA2G3",5.399867786,5.399867918,5.39986798,5.399867879,5.399868252,5.399867768,5.399868022,5.399868172,5.399868043,5.399867901,5.399867899,5.399868187,5.39986796,5.399867771,5.399868171,5.399868107,5.399868215,5.39986812,5.399868126,5.399868042,5.399868245,5.399868152,5.399867918,5.399867847,5.399868168,5.399868209,5.399867919,5.399867839 +"12098","PLA2G4A",4.005951538,4.00595147,4.005951504,4.005951525,4.005951463,4.005951536,4.005951486,4.005951456,4.005951252,4.00595148,4.005951375,4.00595123,4.005951498,4.005951589,4.005951452,4.00595134,4.005951468,4.005951428,4.005951524,4.005951575,4.005951456,4.005951513,4.005951489,4.005951467,4.005951416,4.005951329,4.00595142,4.00595141 +"12099","PLA2G4C",4.267696166,4.267696122,4.267696119,4.26769621,4.267696152,4.26769619,4.267696129,4.267696115,4.267696141,4.267696109,4.267696151,4.267696226,4.267696247,4.267696107,4.267696164,4.267696181,4.267696161,4.267696245,4.267696158,4.267696167,4.267696139,4.26769615,4.267696086,4.267696113,4.267696116,4.267696197,4.267696211,4.267696143 +"12100","PLA2G4D",5.199804267,5.199804017,5.199804479,5.199804386,5.199804813,5.199804075,5.199804544,5.199804511,5.199804403,5.199804326,5.199804355,5.19980472,5.199804366,5.199804099,5.199804695,5.199804453,5.199804541,5.199804507,5.19980456,5.199804297,5.19980471,5.199804605,5.199804301,5.199804163,5.199804508,5.199804623,5.199804262,5.199804681 +"12101","PLA2G4E",4.476675903,4.476675928,4.476675935,4.476675909,4.476675947,4.476675899,4.476675931,4.476675951,4.476675923,4.476675938,4.476675937,4.476675948,4.476675925,4.476675922,4.476675947,4.476675934,4.476675956,4.476675924,4.476675914,4.476675944,4.47667594,4.476675941,4.476675921,4.476675909,4.476675934,4.476675929,4.476675924,4.476675928 +"12102","PLA2G4F",4.419746292,4.419746256,4.419746241,4.419746264,4.419746344,4.419746259,4.419746266,4.419746282,4.419746293,4.419746279,4.419746297,4.419746348,4.419746293,4.419746282,4.419746348,4.419746304,4.419746299,4.419746292,4.419746302,4.419746279,4.419746348,4.419746296,4.419746252,4.419746267,4.419746329,4.419746321,4.419746266,4.419746326 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+"12105","PLA2G7",5.846375484,5.846374764,5.846374591,5.846375109,5.846373667,5.846375436,5.846373537,5.846374028,5.846372623,5.846375084,5.846373727,5.846373531,5.846374433,5.846375661,5.84637433,5.8463735,5.846373665,5.846373853,5.846373882,5.846375316,5.846373,5.846373878,5.846371856,5.846373748,5.846372868,5.846373939,5.846374053,5.846373741 +"12106","PLA2R1",3.972685328,3.972685333,3.972685344,3.972685336,3.97268535,3.972685324,3.972685333,3.972685325,3.972685343,3.972685347,3.972685344,3.972685328,3.972685337,3.972685328,3.972685337,3.972685346,3.972685347,3.972685352,3.972685348,3.97268534,3.972685346,3.972685342,3.972685318,3.97268532,3.972685336,3.972685339,3.972685316,3.972685332 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+"12803","PSMB9",9.321852194,9.321455121,9.321222066,9.321472632,9.320838172,9.32264411,9.321559861,9.321166349,9.321606166,9.321133614,9.320928118,9.320285626,9.321841905,9.321584283,9.321336183,9.321363772,9.321092135,9.320994305,9.321165921,9.322501711,9.32157772,9.3213581,9.321765219,9.321516349,9.32119603,9.320818371,9.321789349,9.321098003 +"12804","PSMC1",7.252058891,7.252058874,7.252058823,7.25205865,7.252058578,7.252058741,7.252058743,7.252058536,7.252058637,7.252058611,7.252058577,7.25205826,7.252058774,7.252059026,7.252058616,7.252058877,7.252058367,7.252058548,7.252058831,7.252058908,7.25205878,7.252058477,7.252058842,7.252058771,7.252058545,7.252058666,7.25205872,7.252058746 +"12805","PSMC2",6.188561428,6.188561356,6.188561306,6.188561069,6.188561239,6.18856143,6.188561381,6.188561189,6.188561298,6.188561383,6.188561198,6.188561127,6.188561338,6.188561629,6.188561232,6.188561167,6.188561132,6.188561105,6.188561373,6.188561289,6.188561255,6.188561204,6.18856132,6.188561372,6.188561245,6.188561105,6.188561224,6.188561496 +"12806","PSMC3",6.94490952,6.944909535,6.944909539,6.944909503,6.944909506,6.944909512,6.944909533,6.944909533,6.944909526,6.944909513,6.9449095,6.944909526,6.944909531,6.944909517,6.944909502,6.944909538,6.944909517,6.944909495,6.944909485,6.944909536,6.944909508,6.94490952,6.944909513,6.944909481,6.944909516,6.944909514,6.944909519,6.944909513 +"12807","PSMC3IP",5.677478824,5.677478853,5.677478826,5.677478874,5.677478841,5.677478869,5.677478854,5.677478871,5.677478835,5.677478798,5.677478844,5.677478823,5.677478836,5.677478807,5.677478835,5.67747882,5.677478852,5.677478876,5.677478829,5.677478773,5.677478856,5.677478878,5.677478822,5.677478853,5.677478837,5.677478827,5.677478832,5.67747885 +"12808","PSMC4",7.490897701,7.490897656,7.490897696,7.490897621,7.490897719,7.490897764,7.490897712,7.49089768,7.490897736,7.490897746,7.490897672,7.490897625,7.490897741,7.490897706,7.490897678,7.490897616,7.49089765,7.490897611,7.490897677,7.490897743,7.490897696,7.490897699,7.490897707,7.490897678,7.490897559,7.490897677,7.490897743,7.490897661 +"12809","PSMC5",7.6243155,7.624315468,7.624315328,7.624315072,7.624315201,7.624315489,7.624315426,7.624315248,7.624315666,7.624315353,7.624315001,7.624315247,7.624315506,7.624315707,7.624315154,7.624315506,7.624314861,7.624314935,7.624315364,7.62431546,7.624315367,7.624315309,7.62431549,7.624315391,7.624314991,7.62431532,7.624315477,7.624315497 +"12810","PSMC6",4.98505232,4.9850522885,4.9850521595,4.985052093,4.9850520275,4.9850520905,4.985052181,4.985052187,4.985052168,4.98505228,4.9850520305,4.985051738,4.9850522515,4.985052797,4.985052207,4.985052363,4.9850520375,4.9850521155,4.985052164,4.9850521605,4.9850521475,4.9850520675,4.985052263,4.9850522675,4.985052072,4.985051974,4.9850521955,4.985052539 +"12811","PSMD1",6.617339682,6.61733939,6.617339299,6.617339201,6.617338949,6.617339235,6.617339305,6.617338921,6.617339369,6.617339344,6.617338985,6.617338589,6.617339238,6.617339834,6.61733899,6.61733929,6.617338551,6.617338883,6.617339248,6.61733911,6.617339174,6.617338748,6.61733941,6.617339307,6.617339066,6.617339078,6.617339154,6.617339252 +"12812","PSMD10",4.827693668,4.827693521,4.827693594,4.827693431,4.827693497,4.82769358,4.827693594,4.827693528,4.827693614,4.82769358,4.827693519,4.827693291,4.827693561,4.827693749,4.827693576,4.827693465,4.827693453,4.827693352,4.827693539,4.827693517,4.827693635,4.82769353,4.82769354,4.827693659,4.827693587,4.827693258,4.827693533,4.827693692 +"12813","PSMD11",7.859620184,7.85962025,7.859619964,7.859619863,7.859620046,7.859620312,7.859620311,7.859620038,7.859620297,7.8596202,7.859619859,7.859620014,7.859620174,7.85962039,7.859620167,7.859620096,7.859619823,7.859619909,7.859620072,7.859620416,7.859620115,7.859620046,7.859620267,7.859620175,7.859619843,7.859620045,7.859620213,7.859620152 +"12814","PSMD12",6.212956659,6.212956598,6.212956633,6.212956578,6.212956509,6.212956522,6.212956531,6.212956524,6.212956621,6.21295657,6.212956549,6.212956469,6.212956602,6.212956738,6.212956561,6.212956569,6.212956569,6.212956509,6.212956554,6.212956526,6.212956512,6.212956545,6.21295656,6.212956635,6.212956528,6.212956554,6.212956612,6.212956674 +"12815","PSMD13",6.805748358,6.805748603,6.805748371,6.805748446,6.805748193,6.805748309,6.805748198,6.805748308,6.805748225,6.805748126,6.805748108,6.805748133,6.805748313,6.805748582,6.805748019,6.805748514,6.8057483,6.805748073,6.805748485,6.805748517,6.80574817,6.805748445,6.805748324,6.805748313,6.805748134,6.80574814,6.805748339,6.805748441 +"12816","PSMD14",5.476447315,5.476447303,5.476447196,5.476447148,5.476447151,5.476447109,5.476447318,5.476447174,5.476447307,5.476447302,5.476447161,5.476447033,5.476447368,5.476447531,5.476447274,5.476447318,5.476447238,5.476447041,5.47644727,5.476447133,5.476447317,5.476447254,5.476447343,5.476447331,5.476447097,5.47644723,5.476447302,5.476447416 +"12817","PSMD2",6.672827808,6.672827784,6.672827758,6.672827621,6.67282773,6.672827874,6.672827844,6.672827689,6.672827835,6.672827752,6.672827754,6.672827695,6.672827676,6.672827848,6.672827709,6.67282765,6.672827695,6.672827697,6.672827693,6.672827768,6.672827827,6.672827787,6.672827784,6.672827813,6.672827667,6.672827776,6.672827636,6.67282763 +"12818","PSMD3",7.06831443,7.068314381,7.068314528,7.06831416,7.06831407,7.068314944,7.068314492,7.068314562,7.068314575,7.068314721,7.068313996,7.068314071,7.068314673,7.06831471,7.068314108,7.068314121,7.068314158,7.068313945,7.068314364,7.068314743,7.068314231,7.068314386,7.068314545,7.068314586,7.068314218,7.068314069,7.068314595,7.068314536 +"12819","PSMD4",7.016798994,7.01679901,7.016799007,7.016799099,7.016799029,7.016799072,7.016799066,7.016799035,7.01679905,7.016798999,7.016799018,7.016798928,7.01679896,7.016798987,7.016799003,7.016799022,7.016798953,7.016799036,7.016799008,7.016798917,7.016798973,7.016799003,7.016798978,7.016799023,7.016798934,7.016798999,7.016799026,7.016799002 +"12820","PSMD5",6.307456138,6.30745611,6.307456093,6.307456093,6.307456076,6.307456101,6.307456085,6.307456073,6.307456121,6.307456106,6.307456068,6.307456055,6.307456111,6.307456172,6.307456099,6.30745608,6.307456047,6.307456047,6.307456105,6.307456055,6.307456078,6.307456085,6.30745614,6.307456136,6.30745607,6.307456086,6.30745613,6.307456112 +"12821","PSMD6",6.50848738,6.508487033,6.508486958,6.508486458,6.508485692,6.508486277,6.508486868,6.508486048,6.50848666,6.508486022,6.508485855,6.508485616,6.508486674,6.508487687,6.508486696,6.508486968,6.508486205,6.508485917,6.508487003,6.508486588,6.508486501,6.508486766,6.508486904,6.508486421,6.508485718,6.508485876,6.508486665,6.508487053 +"12822","PSMD7",7.923190801,7.923190814,7.923190568,7.923190565,7.923190552,7.923190708,7.923190737,7.923190461,7.923190622,7.923190654,7.923190432,7.923190348,7.923190641,7.92319093,7.923190533,7.923190697,7.923190438,7.923190372,7.923190636,7.923190388,7.923190614,7.923190558,7.92319075,7.923190588,7.923190428,7.923190574,7.923190594,7.923190628 +"12823","PSMD8",6.974496806,6.974496729,6.974496781,6.974496576,6.974496608,6.974496927,6.974496805,6.974496686,6.974496703,6.974496869,6.974496594,6.974496538,6.974496845,6.974496771,6.974496657,6.974496666,6.974496516,6.974496426,6.974496685,6.974496937,6.974496685,6.974496691,6.974496739,6.974496738,6.97449658,6.974496619,6.974496827,6.974496627 +"12824","PSMD9",5.880345894,5.880345894,5.880345993,5.880345952,5.880345976,5.880345928,5.88034593,5.880345926,5.880345928,5.880345858,5.880345947,5.880346004,5.880345904,5.880345841,5.880345929,5.88034588,5.880345972,5.880345973,5.880345943,5.880345858,5.880345941,5.880345952,5.880345934,5.880345871,5.880345917,5.880345946,5.88034589,5.880345887 +"12825","PSME1",8.376055761,8.376055399,8.376054053,8.376054719,8.376053767,8.376058487,8.376054925,8.376055057,8.376054934,8.376054275,8.376053774,8.376052813,8.376055753,8.376055335,8.376054999,8.376054735,8.376053583,8.376053658,8.376054481,8.376058359,8.37605498,8.376055774,8.376055458,8.37605486,8.376053785,8.376053916,8.376055573,8.376054452 +"12826","PSME2",7.295671875,7.060536363,7.183339679,7.012277328,7.140777185,8.068684056,7.31567206,7.311124762,7.292663012,7.198848956,7.022609831,7.085645919,7.539053074,7.117472709,7.236064623,7.039043448,7.262888395,6.993088188,7.179354977,8.066940926,7.302241171,7.456799852,7.126780551,7.099193644,6.955967197,7.095132802,7.447337855,7.090435223 +"12827","PSME3",8.028438354,8.028438553,8.028438315,8.02843862,8.0284381,8.028438416,8.02843828,8.028438315,8.0284382,8.028438181,8.028438197,8.028437961,8.028438419,8.028438344,8.028438359,8.028438545,8.028438132,8.028438391,8.028438272,8.028438448,8.028438325,8.028438298,8.028438361,8.028438293,8.028438334,8.028438297,8.028438404,8.02843818 +"12828","PSME3IP1",6.955928249,6.955927882,6.955927777,6.95592764,6.955927706,6.955928076,6.95592788,6.955927614,6.955927801,6.955927955,6.955927896,6.955927795,6.955927973,6.955928144,6.955927682,6.955927914,6.955927411,6.955927714,6.955927843,6.9559281,6.955927791,6.955927608,6.9559278,6.955928023,6.955928068,6.955927778,6.955927946,6.955927629 +"12829","PSME4",7.336589172,7.33658883,7.336588732,7.336588852,7.336588772,7.336588532,7.336589038,7.336588767,7.336588914,7.336588776,7.336588864,7.336588528,7.336588953,7.336589199,7.336589025,7.336588491,7.336588392,7.336588598,7.336588785,7.336588499,7.336589073,7.336588617,7.336588946,7.336588993,7.336588966,7.336588948,7.336589093,7.336588928 +"12830","PSMF1",9.026125948,9.002951144,9.456278245,9.012694753,9.232559216,9.539623049,9.476468358,9.667744066,9.480503664,9.236916688,9.138629079,9.695340483,8.818254594,8.782024809,9.035421512,8.612360698,9.306103731,9.062948229,8.919590644,9.391777323,9.300411315,9.472784378,9.45224936,9.212047613,9.115824067,9.791404161,8.936216517,9.017339894 +"12831","PSMG1",5.516011881,5.516011728,5.51601169,5.51601166,5.516011707,5.516011678,5.516011773,5.516011715,5.516011835,5.516011725,5.516011699,5.516011774,5.516011787,5.516011916,5.516011741,5.516011758,5.516011702,5.516011739,5.516011796,5.516011716,5.516011753,5.516011765,5.516011852,5.516011736,5.516011697,5.516011727,5.516011752,5.516011806 +"12832","PSMG2",6.898668205,6.89866781,6.898667818,6.898667727,6.898667725,6.898667906,6.898668058,6.898667657,6.898667815,6.898667928,6.89866755,6.898667063,6.898668064,6.898668416,6.898667843,6.898667441,6.898667554,6.898667402,6.898667871,6.898668321,6.898667809,6.898667632,6.898667876,6.898668007,6.898667364,6.898667738,6.898668048,6.89866793 +"12833","PSMG3",6.237243069,6.237242931,6.237243072,6.237243007,6.237243105,6.23724304,6.237243079,6.237243139,6.237243151,6.23724309,6.237243104,6.237242999,6.237243143,6.237243051,6.237243106,6.2372429,6.237243028,6.237242952,6.237243058,6.237243027,6.237243077,6.237243096,6.237243041,6.237243015,6.237243019,6.237243104,6.237243032,6.237243096 +"12834","PSMG4",5.681008634,5.681008649,5.681008657,5.681008632,5.681008687,5.681008608,5.68100867,5.681008669,5.681008742,5.681008658,5.681008589,5.681008704,5.681008684,5.681008632,5.681008693,5.681008683,5.681008681,5.681008649,5.681008666,5.681008681,5.681008684,5.681008696,5.681008653,5.681008636,5.681008635,5.681008715,5.681008645,5.681008687 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+"13307","RCN1",5.579545709,5.579545495,5.579545381,5.579545126,5.579545183,5.579545614,5.579545392,5.579545491,5.579545491,5.579545382,5.579545311,5.579545368,5.579545594,5.579545744,5.579545428,5.579545365,5.579545063,5.579545129,5.579545325,5.579545575,5.579545324,5.579545447,5.579545418,5.579545353,5.579545281,5.579545355,5.57954552,5.579545381 +"13308","RCN2",5.408941934,5.408941776,5.40894177,5.40894139,5.408941488,5.408941062,5.408941743,5.408941518,5.408942037,5.408942006,5.40894126,5.40894143,5.408941968,5.40894255,5.408941518,5.408941485,5.408941374,5.408941345,5.408941862,5.408941192,5.408941748,5.408941629,5.408942091,5.408942028,5.408941494,5.408941645,5.408941864,5.4089421 +"13309","RCN3",6.257819129,6.257819215,6.257819212,6.257819315,6.257819122,6.257819177,6.257819202,6.257819125,6.25781908,6.257819057,6.257819282,6.257819241,6.257819089,6.257819012,6.257819191,6.257819279,6.257819188,6.257819303,6.257819184,6.257819208,6.257819302,6.257819098,6.257819096,6.257819085,6.257819292,6.25781916,6.257819212,6.257819086 +"13310","RCOR1",7.665070873,7.665070972,7.665070907,7.665071472,7.665070699,7.665071294,7.665071095,7.665070453,7.665070378,7.665070387,7.665071144,7.66507019,7.665070901,7.665071075,7.66507108,7.665070977,7.665070749,7.665071366,7.66507096,7.665070925,7.665071166,7.66507061,7.665070796,7.665070953,7.665071312,7.665070802,7.665070914,7.665070286 +"13311","RCOR2",4.93517296,4.935172969,4.935173183,4.935172943,4.935173097,4.935172903,4.935172952,4.935173172,4.935172982,4.935173112,4.935173175,4.935173079,4.935173039,4.935172806,4.935173137,4.935173123,4.935173182,4.935173149,4.93517291,4.935172999,4.935173088,4.935173198,4.935173057,4.935172917,4.93517311,4.935173091,4.935173019,4.935173043 +"13312","RCOR3",6.845694073,6.845693999,6.845693925,6.845693873,6.845693902,6.845693837,6.845693947,6.845693853,6.845693934,6.845693841,6.845693941,6.845693851,6.845693994,6.845694113,6.845693949,6.845693883,6.845693798,6.845693902,6.84569404,6.845693906,6.845693893,6.845693866,6.845693947,6.845693991,6.845693957,6.845693979,6.84569405,6.845693984 +"13313","RCSD1",8.154178137,8.154178749,8.154177573,8.154178452,8.154177917,8.154178405,8.154178244,8.154177722,8.154177991,8.154178018,8.154178009,8.154177597,8.154178163,8.154178649,8.154178083,8.154178732,8.154177607,8.154178173,8.154178075,8.154178718,8.154178227,8.154177576,8.15417839,8.154178529,8.154177995,8.154178012,8.15417796,8.154178392 +"13314","RCVRN",4.522214323,4.522214454,4.522214429,4.522214353,4.522214528,4.522214382,4.522214427,4.522214443,4.522214607,4.522214519,4.522214394,4.52221444,4.522214458,4.522214356,4.522214406,4.522214346,4.522214478,4.522214378,4.52221448,4.52221446,4.522214393,4.522214404,4.522214361,4.52221449,4.522214359,4.522214338,4.522214477,4.522214235 +"13315","RD3",4.221024697,4.22102457,4.221024613,4.221024734,4.221025072,4.221024796,4.221024987,4.221024865,4.221024809,4.221024845,4.221024939,4.221025082,4.221024872,4.221024562,4.221025092,4.221024719,4.221025184,4.221024945,4.221024903,4.221024794,4.221024919,4.221025069,4.221024802,4.221024739,4.221024771,4.22102494,4.221024767,4.221024893 +"13316","RDH10",5.235684236,5.235684204,5.23568422,5.235684289,5.235684202,5.235684282,5.235684238,5.235684196,5.235684154,5.23568428,5.235684193,5.235684151,5.235684248,5.235684179,5.235684234,5.235684243,5.23568412,5.235684147,5.235684223,5.235684178,5.235684288,5.235684201,5.235684332,5.235684259,5.23568429,5.235684253,5.235684269,5.235684208 +"13317","RDH11",6.847384374,6.847384361,6.847384298,6.847384405,6.847384326,6.847384326,6.847384288,6.847384322,6.847384318,6.847384372,6.84738436,6.847384339,6.847384364,6.847384402,6.847384328,6.847384321,6.847384239,6.847384391,6.847384333,6.847384295,6.84738432,6.847384323,6.847384366,6.84738443,6.847384331,6.847384358,6.847384367,6.84738438 +"13318","RDH12",5.02160905,5.021609326,5.02160926,5.021609068,5.021609402,5.021609291,5.021609119,5.021609339,5.021609282,5.021609204,5.021609339,5.021609397,5.021609126,5.021608949,5.021609433,5.021609312,5.021609712,5.021609374,5.021609418,5.021609237,5.021609279,5.021609077,5.021608911,5.021608954,5.021609177,5.021609307,5.021609226,5.021609295 +"13319","RDH13",6.217874627,6.217874618,6.217874634,6.217874618,6.217874641,6.217874634,6.217874644,6.217874652,6.217874643,6.217874647,6.217874638,6.217874663,6.217874633,6.21787461,6.217874643,6.217874601,6.21787465,6.21787465,6.217874636,6.217874636,6.217874637,6.217874661,6.217874647,6.217874633,6.217874651,6.217874651,6.217874628,6.217874627 +"13320","RDH16",4.50830274,4.508302758,4.508302841,4.508302732,4.508302789,4.508302749,4.508302842,4.508302831,4.508302851,4.508302763,4.508302748,4.50830282,4.508302763,4.508302735,4.508302793,4.50830284,4.508302781,4.50830278,4.508302783,4.508302772,4.508302801,4.508302795,4.508302804,4.508302721,4.508302753,4.508302732,4.508302737,4.508302809 +"13321","RDH8",4.836719291,4.836719398,4.836719571,4.836719472,4.83671955,4.836719352,4.836719511,4.836719587,4.836719363,4.836719278,4.836719443,4.836719621,4.836719302,4.83671917,4.836719566,4.836719513,4.836719685,4.836719504,4.836719428,4.83671946,4.836719675,4.836719699,4.836719183,4.836719518,4.836719488,4.836719514,4.836719431,4.836719435 +"13322","RDM1",4.782157159,4.782157165,4.782157168,4.782157143,4.782157175,4.782157199,4.782157178,4.782157176,4.782157178,4.782157172,4.78215717,4.782157177,4.782157161,4.782157137,4.782157165,4.782157158,4.782157193,4.782157172,4.782157165,4.782157176,4.782157168,4.78215717,4.782157164,4.782157156,4.782157157,4.782157159,4.782157163,4.782157155 +"13323","RDX",5.35271336,5.352712669,5.352711961,5.352712344,5.352712916,5.35271163,5.352712911,5.35271226,5.352712463,5.352712238,5.352712578,5.352712048,5.352712899,5.352714253,5.352712721,5.352711896,5.352711975,5.352711912,5.352712485,5.352711972,5.352712914,5.35271246,5.352712847,5.3527125,5.352712595,5.352712373,5.352712551,5.352713503 +"13324","REC114",3.83432201,3.834322005,3.834322025,3.834322009,3.834322029,3.834322001,3.834322019,3.834322033,3.834322003,3.834322005,3.834322001,3.834322019,3.834322,3.834322016,3.83432201,3.834322003,3.834322045,3.834322004,3.834322012,3.834322008,3.834322005,3.834322024,3.834322003,3.834322008,3.834322,3.834322012,3.834322001,3.834322007 +"13325","REC8",6.68246463,6.682464663,6.682464674,6.682464722,6.682464676,6.682464905,6.682464795,6.682464664,6.682464737,6.682464743,6.682464708,6.682464658,6.682464702,6.682465,6.682464517,6.682464695,6.682464685,6.682464664,6.682464728,6.682464889,6.682464703,6.682464694,6.682464676,6.682464688,6.682464718,6.682464673,6.682464678,6.682464878 +"13326","RECK",5.531941566,5.531941533,5.531941337,5.531941292,5.53194131,5.531941424,5.531941241,5.531941383,5.531941516,5.531941493,5.531941361,5.531941347,5.531941477,5.531941938,5.531941364,5.531941531,5.531941261,5.531941353,5.531941373,5.531941079,5.5319412,5.531941453,5.53194159,5.531941408,5.531941478,5.53194134,5.531941353,5.531941517 +"13327","RECQL",6.136566697,6.136565519,6.136565876,6.136565121,6.136565095,6.136565262,6.136566204,6.136565196,6.136565498,6.136564873,6.136565015,6.136564579,6.136565392,6.136568006,6.136565975,6.136565166,6.136565271,6.136564894,6.136565871,6.136565075,6.136566012,6.136565532,6.136566093,6.136565708,6.136564643,6.136565475,6.136565733,6.136567091 +"13328","RECQL4",5.928943267,5.928943179,5.928943289,5.928943269,5.928943361,5.928943298,5.928943311,5.928943341,5.928943289,5.92894328,5.928943319,5.928943371,5.928943274,5.928943143,5.928943341,5.92894324,5.928943402,5.928943334,5.928943269,5.928943275,5.928943346,5.928943385,5.928943249,5.928943195,5.928943275,5.928943305,5.928943255,5.928943275 +"13329","RECQL5",6.199211405,6.19921139,6.199211422,6.199211389,6.199211398,6.19921143,6.199211247,6.199211382,6.199211439,6.199211393,6.199211396,6.199211399,6.199211397,6.199211381,6.199211294,6.199211456,6.19921137,6.199211465,6.199211395,6.199211491,6.199211296,6.199211403,6.199211454,6.199211429,6.199211324,6.199211397,6.199211485,6.199211385 +"13330","REEP1",4.454543149,4.454543121,4.454543163,4.454543183,4.454543183,4.454543173,4.454543154,4.45454317,4.454543178,4.454543145,4.454543171,4.4545432,4.454543158,4.454543151,4.454543217,4.454543177,4.454543192,4.454543192,4.454543181,4.454543162,4.454543184,4.454543189,4.454543157,4.454543148,4.454543147,4.454543198,4.45454316,4.454543177 +"13331","REEP2",5.478541121,5.478541131,5.478541145,5.478541105,5.478541166,5.478541161,5.478541184,5.478541187,5.478541178,5.4785411,5.478541119,5.478541189,5.478541167,5.478541057,5.478541182,5.478541153,5.478541219,5.478541154,5.478541154,5.478541151,5.478541175,5.478541187,5.478541126,5.478541119,5.478541171,5.478541145,5.478541143,5.478541113 +"13332","REEP3",5.34074154,5.3407414215,5.340741287,5.3407412055,5.3407413545,5.3407412425,5.3407414385,5.340741066,5.3407413895,5.3407412775,5.3407413695,5.3407410925,5.3407413465,5.3407416595,5.340741334,5.340741356,5.340741248,5.340741207,5.3407414345,5.340741209,5.3407414,5.3407412375,5.340741375,5.3407414555,5.3407413435,5.340741282,5.3407412905,5.3407415565 +"13333","REEP4",6.577109398,6.577109593,6.577109313,6.577109307,6.577109303,6.577109383,6.577109459,6.577109387,6.577109142,6.577109486,6.577109147,6.577109001,6.577109298,6.577109275,6.577109285,6.577109564,6.577109226,6.57710919,6.577109276,6.577109288,6.577109494,6.57710938,6.577109171,6.577109427,6.577109131,6.577109156,6.577109342,6.5771092 +"13334","REEP5",7.101150863,7.101150674,7.101150687,7.101150766,7.101150568,7.101150759,7.10115079,7.101150654,7.101150606,7.101150767,7.101150636,7.101150236,7.101150736,7.101150962,7.101150665,7.101150526,7.101150717,7.101150612,7.101150832,7.101150802,7.101150726,7.101150717,7.101150758,7.101150869,7.101150673,7.101150521,7.101150733,7.101150728 +"13335","REEP6",5.877094891,5.877094911,5.877095179,5.877094972,5.877095195,5.877095003,5.877095052,5.877095188,5.877095172,5.877095217,5.877095061,5.877095094,5.877095055,5.877094908,5.87709517,5.877095095,5.87709523,5.877095157,5.877095033,5.877095154,5.877095159,5.877095198,5.877094933,5.877095075,5.877095128,5.877095148,5.877095019,5.877095112 +"13336","REG1A",4.088099805,4.088099766,4.0880998,4.088099819,4.08809993,4.088099752,4.088099889,4.088099868,4.088099844,4.088099812,4.088099844,4.088099885,4.088099792,4.08809982,4.088099886,4.088099825,4.088099956,4.088099891,4.08809986,4.088099817,4.088099942,4.088099906,4.088099829,4.088099793,4.088099805,4.08809989,4.088099763,4.088099824 +"13337","REG1B",3.049323325,3.049323505,3.049323874,3.049323524,3.049323466,3.049323281,3.049323327,3.049323487,3.04932345,3.049323459,3.049323494,3.049323542,3.049323456,3.049323249,3.049323638,3.049323466,3.049323446,3.049323447,3.049323589,3.049323496,3.049323483,3.049323583,3.049323343,3.049323222,3.049323395,3.04932336,3.049323418,3.049323575 +"13338","REG1CP",3.104859649,3.104859477,3.104859622,3.104859496,3.104859598,3.104859423,3.104859623,3.10485986,3.104859599,3.104859849,3.104859652,3.104859752,3.104859471,3.104859903,3.104859814,3.104859904,3.104859881,3.104859779,3.104859734,3.104859656,3.104859774,3.10485954,3.104859545,3.104859396,3.10485973,3.104859875,3.104859585,3.104859799 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+"13533","RMDN2",4.072171986,4.072172001,4.072171994,4.072172013,4.072171955,4.072171989,4.072171981,4.072171942,4.072171972,4.072171965,4.072171987,4.072171983,4.072171989,4.07217202,4.072172005,4.072172005,4.07217198,4.072171983,4.072171975,4.072171984,4.072171993,4.072171987,4.072171972,4.072171976,4.072171984,4.072171976,4.072171983,4.07217201 +"13534","RMDN3",6.14021205,6.140212063,6.140212026,6.140211846,6.14021193,6.140212152,6.14021204,6.140212032,6.14021211,6.140212132,6.140211922,6.14021201,6.140212028,6.140212072,6.140212055,6.14021208,6.14021204,6.140211877,6.140211919,6.140212079,6.14021206,6.140212105,6.140212107,6.140212037,6.140211915,6.140212071,6.140212077,6.140212044 +"13535","RMI1",4.968960102,4.968959943,4.968959866,4.968959734,4.968959461,4.968959774,4.968959903,4.968959238,4.96895978,4.968959681,4.968959853,4.968959096,4.96895974,4.968960142,4.96895954,4.968959994,4.968959576,4.968959673,4.968959538,4.968959579,4.968959677,4.968959667,4.968959914,4.968959744,4.968959694,4.968959245,4.968959688,4.968960027 +"13536","RMND1",4.443368736,4.443369063,4.443368462,4.44336823,4.443368175,4.443368401,4.443368674,4.443368271,4.443368644,4.443368525,4.443368472,4.443368518,4.443368702,4.443368963,4.443368401,4.443368524,4.443368472,4.443368361,4.443368646,4.443368371,4.443368441,4.443368397,4.443368768,4.443368647,4.44336859,4.443368788,4.44336856,4.443368654 +"13537","RMND5A",8.195630278,8.19563028,8.195630174,8.195630341,8.195629883,8.195630093,8.195630124,8.19563022,8.195630154,8.195630143,8.195630167,8.195630065,8.195630198,8.195630321,8.195630246,8.195630228,8.195630087,8.195630355,8.195630071,8.195630293,8.1956302,8.195630124,8.195630227,8.195630311,8.195630242,8.195630341,8.195630233,8.195630185 +"13538","RMND5B",6.851804578,6.851804838,6.851804616,6.851804557,6.851804372,6.851804724,6.851804384,6.851804479,6.851804757,6.851804784,6.851804337,6.851804545,6.851804582,6.851804824,6.851804388,6.851804435,6.85180426,6.851804198,6.851804647,6.851804711,6.851804207,6.851804463,6.851804615,6.851804554,6.851804415,6.851804609,6.851804677,6.851804482 +"13539","RMRP",10.79116807,10.12920254,10.80135546,10.29413855,10.08970108,10.83246859,10.51509014,10.58194645,10.74673329,10.73900393,10.39276001,10.53586976,10.8826571,10.45155227,10.58114113,9.933153548,10.91066698,10.21369548,10.3284105,10.70129365,10.33956315,10.50141733,10.69794321,10.43170616,10.08274749,10.39321816,10.82878973,10.41968942 +"13540","RN7SK",11.15464375,11.1546432,11.15464324,11.15464265,11.1546415,11.1546425,11.15464281,11.15464212,11.15464376,11.15464361,11.15464302,11.15464232,11.15464323,11.15464307,11.15464272,11.15464316,11.15464339,11.15464187,11.15464289,11.15464349,11.15464313,11.15464171,11.15464388,11.15464389,11.15464305,11.1546425,11.1546428,11.15464259 +"13541","RN7SL737P",6.474986425,6.474986402,6.474986499,6.474986456,6.474986448,6.474986349,6.474986434,6.474986493,6.474986516,6.474986445,6.474986453,6.474986563,6.474986539,6.474986491,6.474986449,6.474986431,6.47498653,6.474986487,6.474986471,6.474986371,6.474986471,6.474986493,6.474986396,6.474986458,6.474986514,6.474986446,6.474986484,6.474986529 +"13542","RN7SL832P",4.614406785,4.614406547,4.614406454,4.614406522,4.614406716,4.614406512,4.61440671,4.614406752,4.614406868,4.614406586,4.614406542,4.614406745,4.614406555,4.614406814,4.614406764,4.614406684,4.614406761,4.614406571,4.614406797,4.614406765,4.614406719,4.614406754,4.614406627,4.614406694,4.614406725,4.614406708,4.614406768,4.614406886 +"13543","RNASE1",5.06858713,5.068587225,5.068587183,5.068587184,5.068587497,5.06858702,5.068587437,5.068587362,5.068587332,5.068587301,5.068587363,5.068587553,5.068587157,5.068586933,5.068587502,5.068587462,5.068587622,5.068587374,5.068587364,5.068587139,5.068587455,5.06858752,5.068587279,5.068587154,5.068587489,5.068587389,5.068587027,5.068587423 +"13544","RNASE10",3.316482037,3.316482269,3.316482369,3.316482313,3.316482508,3.316482411,3.316482123,3.316482104,3.316482271,3.316482374,3.316482456,3.316482213,3.316482122,3.316482093,3.316482403,3.31648211,3.316482345,3.31648226,3.316482266,3.316482341,3.316482289,3.316482308,3.316481929,3.316482053,3.316482117,3.316482115,3.31648226,3.316482225 +"13545","RNASE11-AS1",4.707719405,4.70771934,4.707719396,4.707719367,4.707719402,4.707719426,4.707719444,4.707719449,4.707719306,4.707719277,4.707719356,4.70771941,4.707719344,4.707719322,4.707719461,4.707719425,4.707719502,4.707719459,4.707719368,4.707719411,4.707719406,4.707719479,4.707719353,4.707719337,4.707719374,4.707719381,4.707719347,4.707719429 +"13546","RNASE13",4.048075631,4.048075645,4.048075624,4.048075647,4.048075685,4.048075626,4.048075662,4.048075686,4.048075626,4.048075656,4.048075658,4.048075667,4.048075652,4.048075614,4.048075655,4.048075646,4.048075691,4.048075673,4.048075648,4.048075634,4.048075667,4.04807565,4.048075613,4.048075634,4.048075647,4.048075649,4.048075663,4.048075685 +"13547","RNASE2",5.699318852,5.699595319,5.700024114,5.699372642,5.700019067,5.700082761,5.700237919,5.698618601,5.700488152,5.699149304,5.700162406,5.699061312,5.699302033,5.700717975,5.6991721,5.699428422,5.699837349,5.699131628,5.700028545,5.700414237,5.700233161,5.698951731,5.700640563,5.699245682,5.699826361,5.699449262,5.699084325,5.700427586 +"13548","RNASE2CP",5.162273006,5.162272984,5.162272991,5.162272949,5.162272991,5.162273002,5.162272947,5.162272908,5.162272943,5.162272857,5.162272825,5.162272764,5.162272815,5.162272916,5.162272998,5.162272912,5.162272844,5.162272943,5.162272944,5.16227301,5.162272986,5.162272838,5.162272877,5.162272806,5.162272963,5.162272938,5.162272911,5.162272745 +"13549","RNASE3",5.894764126,5.894764392,5.894765387,5.89476434,5.894764647,5.894764661,5.894765094,5.894764403,5.894764923,5.894763972,5.894764882,5.894764645,5.894764398,5.89476461,5.89476428,5.894764393,5.894765489,5.894764027,5.894764451,5.894764323,5.894765052,5.8947639,5.894764561,5.894764003,5.894764687,5.894764441,5.894764121,5.894764773 +"13550","RNASE6",6.988378576,6.98837713,6.988376211,6.988378155,6.988376977,6.988375914,6.98837638,6.988376634,6.988375393,6.988376329,6.988378176,6.988377463,6.988377273,6.988376724,6.988377069,6.98837613,6.988375412,6.988376415,6.988377338,6.98837612,6.988376458,6.988376406,6.988376692,6.988376622,6.988377334,6.988378215,6.988377027,6.988375688 +"13551","RNASE7",4.37172453,4.371724612,4.371724553,4.37172462,4.37172483,4.371724665,4.371724659,4.371724798,4.371724634,4.371724465,4.371724733,4.371724793,4.371724583,4.371724317,4.371724639,4.371724495,4.371724907,4.371724595,4.371724756,4.371724517,4.371724773,4.371724858,4.371724546,4.371724379,4.3717246,4.371724796,4.371724857,4.371724744 +"13552","RNASE8",3.792378917,3.79237878,3.792378949,3.792378751,3.792379094,3.792379111,3.792378967,3.792378625,3.792378918,3.792378957,3.792378998,3.79237892,3.792378872,3.792378667,3.792379088,3.79237889,3.792379331,3.792378969,3.792379221,3.792378931,3.792378986,3.792379114,3.792378787,3.792378605,3.792378979,3.792378947,3.792378886,3.792378829 +"13553","RNASE9",3.446468815,3.446468879,3.446468955,3.446468931,3.446468797,3.446468907,3.446468749,3.446469066,3.446468888,3.446468831,3.446468972,3.446468956,3.44646877,3.446468655,3.446468819,3.446468905,3.446468886,3.446469019,3.446468837,3.446468922,3.446469048,3.446468954,3.446468828,3.446468878,3.446468903,3.446468943,3.446468876,3.446468899 +"13554","RNASEH1",6.455584173,6.455584201,6.455584098,6.455583911,6.455583998,6.455584117,6.45558421,6.455583951,6.455583937,6.455584014,6.45558381,6.455584042,6.455584117,6.45558438,6.455584082,6.455584214,6.455583976,6.455583825,6.455584187,6.455584097,6.455584169,6.455584081,6.455584179,6.455584245,6.455583998,6.455584253,6.455584151,6.455584375 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+"13919","RTP4",5.607096382,5.607096118,5.60709667,5.607096221,5.607097282,5.607098973,5.6070971,5.607096494,5.607096762,5.60709674,5.607096088,5.607095926,5.607096776,5.607096748,5.607097188,5.607095558,5.607096849,5.607095998,5.607097673,5.607099566,5.607097113,5.607096693,5.607097494,5.60709713,5.607095911,5.607096377,5.6070968,5.607097052 +"13920","RTP5",6.018647411,6.018647637,6.018647698,6.018647594,6.01864799,6.018647682,6.018647757,6.018647782,6.018647673,6.018647672,6.018647702,6.018647903,6.018647552,6.018647438,6.018647789,6.018647686,6.018647991,6.018647695,6.018647762,6.018647611,6.018647842,6.018647876,6.018647601,6.018647604,6.018647664,6.0186477,6.018647491,6.018647752 +"13921","RTRAF",5.907682579,5.907682451,5.907682225,5.907682142,5.907681993,5.907682369,5.907682604,5.907682177,5.907682646,5.907682528,5.907682182,5.907681943,5.907682517,5.907682928,5.907682414,5.90768202,5.907682103,5.907682171,5.90768247,5.907682277,5.907682337,5.907682335,5.90768254,5.907682532,5.907682037,5.90768224,5.907682457,5.907682624 +"13922","RTTN",5.808342305,5.808342109,5.808341898,5.808341895,5.808341976,5.808342035,5.808342064,5.808341945,5.808342267,5.808342211,5.808341799,5.808342116,5.808342219,5.808342431,5.808342097,5.808341955,5.808341901,5.808341898,5.808342227,5.808341924,5.80834201,5.808342031,5.80834227,5.808342172,5.808341912,5.808342198,5.808342246,5.808342137 +"13923","RUBCN",7.897612145,7.897612112,7.897611576,7.897611992,7.897612167,7.897613092,7.897612276,7.89761193,7.89761243,7.897612223,7.897611975,7.897611901,7.897612242,7.897612106,7.897612135,7.897611749,7.897611563,7.897611869,7.897612272,7.897612688,7.89761215,7.897611965,7.897612238,7.897612197,7.897611795,7.897611966,7.897612301,7.897612037 +"13924","RUBCNL",7.453238908,7.485624566,7.448115566,7.553520848,7.407883413,7.417005443,7.457951653,7.420373243,7.407822755,7.433117745,7.425588268,7.436021112,7.446826748,7.472083078,7.487337857,7.529519023,7.459227815,7.555088529,7.499657016,7.449231468,7.467135987,7.423556144,7.448928816,7.493459487,7.495738312,7.485067009,7.451417522,7.471475505 +"13925","RUFY1",8.110617547,8.110618501,8.11061725,8.110619375,8.110617963,8.110617474,8.110617181,8.110616751,8.110617823,8.110618655,8.110618329,8.110617946,8.110617825,8.110618606,8.110617337,8.110618228,8.110617016,8.110619085,8.110617717,8.110617346,8.110617054,8.110616609,8.11061784,8.11061884,8.110618391,8.110618213,8.110617823,8.110618308 +"13926","RUFY2",5.592595689,5.592595712,5.592595674,5.592595628,5.592595636,5.592595564,5.592595639,5.592595607,5.592595698,5.592595651,5.59259562,5.592595587,5.592595669,5.592595734,5.59259565,5.592595644,5.592595581,5.592595588,5.592595683,5.592595404,5.59259563,5.592595596,5.592595644,5.592595644,5.592595624,5.592595611,5.592595664,5.592595688 +"13927","RUFY3",6.15679282,6.156792727,6.156792802,6.156792763,6.15679274,6.156792861,6.156792752,6.15679273,6.156792825,6.156792813,6.156792777,6.156792699,6.156792773,6.156792847,6.156792689,6.156792747,6.15679262,6.156792727,6.156792734,6.156792749,6.156792708,6.156792774,6.156792741,6.156792755,6.156792729,6.156792794,6.156792841,6.156792732 +"13928","RUFY4",5.388976904,5.388976717,5.38897709,5.388977107,5.388977279,5.388977141,5.38897703,5.388977199,5.388976896,5.38897686,5.388977166,5.388976894,5.388976866,5.388976637,5.388977102,5.388977055,5.388977232,5.388977303,5.388977015,5.388977457,5.388977158,5.388977129,5.388976798,5.388976468,5.388977149,5.388976998,5.388977073,5.388976932 +"13929","RUNDC1",6.413767926,6.413767953,6.413767897,6.41376792,6.413767905,6.413767931,6.413767923,6.413767916,6.413767903,6.413767919,6.413767903,6.413767885,6.41376791,6.413767928,6.41376791,6.413767934,6.413767889,6.413767919,6.413767927,6.413767934,6.413767903,6.413767905,6.413767914,6.413767929,6.413767933,6.413767898,6.413767914,6.41376792 +"13930","RUNDC3A",6.185632153,5.985498201,7.804830983,6.924043955,6.641100554,8.148078824,6.633370085,7.703746333,6.944340919,7.15378803,7.097406816,7.324530929,6.672529933,5.548163794,6.005121498,5.728215688,7.632336248,6.932390278,6.55922329,7.985784934,6.425062669,7.593606288,6.609765968,7.184357335,7.218053775,7.284384809,6.806031718,6.067917915 +"13931","RUNDC3B",3.915905957,3.915905949,3.915905965,3.915905942,3.915905958,3.915905926,3.915905968,3.915905961,3.915905943,3.915905928,3.915905925,3.915905963,3.915905943,3.915905953,3.91590596,3.915905947,3.915905992,3.915905986,3.915905937,3.915905959,3.91590593,3.915905957,3.915905942,3.915905931,3.915905929,3.91590594,3.915905939,3.915906002 +"13932","RUNX1",8.200795028,8.20079505,8.200794815,8.200794961,8.200794965,8.200795105,8.200794988,8.200794938,8.200795,8.200795057,8.200794942,8.200794954,8.200795005,8.200794996,8.20079497,8.200795018,8.200794774,8.200794914,8.200795107,8.200794986,8.200794896,8.20079495,8.200795016,8.200794968,8.200794955,8.200794966,8.200795015,8.200795029 +"13933","RUNX1T1",3.890816824,3.890816841,3.89081692,3.890816809,3.890816815,3.890816688,3.89081684,3.890816895,3.890816818,3.890816886,3.890816872,3.890817009,3.890816804,3.890816764,3.890816865,3.890816847,3.890816869,3.890816852,3.890816884,3.890816873,3.890816807,3.89081694,3.890816836,3.890816813,3.890816819,3.890816867,3.890816806,3.890816867 +"13934","RUNX2",6.828488511,6.828488542,6.828488462,6.828488513,6.828488396,6.828488424,6.828488463,6.82848844,6.82848847,6.828488409,6.82848845,6.828488456,6.8284885,6.828488529,6.828488459,6.828488504,6.828488413,6.828488489,6.828488468,6.828488487,6.828488459,6.828488481,6.828488485,6.828488474,6.828488444,6.828488514,6.828488515,6.8284885 +"13935","RUNX3",7.846551799,7.84655169,7.846551263,7.846551128,7.846551664,7.846551882,7.846551794,7.846551899,7.846551895,7.846551795,7.846551576,7.846551607,7.846551898,7.84655162,7.846551927,7.846551489,7.846551308,7.846551313,7.846551433,7.846551744,7.84655176,7.846551679,7.846551943,7.84655155,7.846551192,7.84655174,7.846551798,7.846551638 +"13936","RUSC1",5.739137137,5.739137238,5.739137208,5.739137145,5.73913731,5.739137246,5.739137262,5.739137246,5.73913728,5.739137271,5.739137186,5.739137283,5.739137212,5.739137183,5.739137284,5.739137149,5.739137278,5.739137191,5.739137251,5.739137261,5.739137254,5.739137279,5.739137239,5.739137211,5.739137151,5.739137245,5.739137255,5.739137193 +"13937","RUSC1-AS1",4.800985384,4.800985311,4.800985377,4.800985288,4.800985337,4.800985374,4.800985415,4.800985362,4.800985271,4.800985292,4.800985272,4.800985333,4.800985351,4.800985299,4.800985277,4.800985284,4.80098542,4.800985308,4.800985328,4.800985324,4.800985353,4.800985316,4.800985351,4.80098535,4.800985362,4.800985264,4.800985268,4.800985366 +"13938","RUSC2",5.467699044,5.467699069,5.467699074,5.467699054,5.467699113,5.467699012,5.467699095,5.467699083,5.467699065,5.467699089,5.467699112,5.467699103,5.467699077,5.46769903,5.467699109,5.467699094,5.467699085,5.467699102,5.467699054,5.467699058,5.467699075,5.467699096,5.467699031,5.467699062,5.467699097,5.467699082,5.467699031,5.467699018 +"13939","RUSF1",6.365264945,6.365264967,6.365264987,6.36526494,6.365264954,6.36526502,6.365264999,6.36526501,6.365264994,6.365264964,6.365264874,6.365265066,6.365264943,6.365264923,6.365265009,6.365264929,6.365264971,6.365264984,6.365264972,6.36526499,6.365264928,6.365264975,6.365264974,6.365264939,6.365264903,6.365265016,6.365264967,6.365264939 +"13940","RUVBL1",6.293414514,6.293414471,6.293414419,6.29341443,6.293414408,6.293414464,6.29341442,6.293414421,6.293414541,6.293414452,6.293414344,6.293414446,6.29341453,6.293414527,6.293414458,6.293414441,6.293414391,6.293414337,6.29341446,6.293414499,6.293414446,6.293414437,6.293414536,6.293414482,6.293414349,6.293414454,6.293414466,6.293414461 +"13941","RUVBL2",6.618009567,6.618009563,6.618009547,6.618009561,6.618009564,6.61800958,6.618009583,6.618009549,6.618009576,6.618009577,6.618009526,6.618009542,6.618009559,6.618009559,6.618009552,6.618009547,6.618009552,6.618009549,6.618009544,6.618009515,6.618009556,6.618009553,6.618009559,6.618009566,6.618009544,6.61800955,6.618009579,6.618009567 +"13942","RWDD1",5.323454157,5.323454158,5.323454162,5.323454169,5.323454176,5.323454124,5.323454166,5.323454148,5.323454177,5.323454159,5.323454163,5.323454159,5.323454169,5.323454167,5.323454156,5.323454149,5.323454163,5.323454182,5.323454166,5.323454157,5.323454171,5.323454158,5.323454151,5.323454146,5.323454143,5.32345413,5.323454156,5.323454168 +"13943","RWDD2A",4.38351101,4.383510962,4.383510915,4.383510846,4.383510869,4.383510831,4.383510922,4.383510966,4.383510927,4.383510986,4.38351084,4.38351097,4.38351095,4.383511126,4.383510937,4.383510899,4.38351092,4.383510954,4.383510884,4.383510754,4.383511093,4.383511016,4.383510984,4.383510875,4.383510875,4.383510926,4.383510988,4.383510912 +"13944","RWDD2B",4.796452218,4.796452206,4.796452142,4.796452194,4.796452139,4.796452154,4.796452141,4.796452167,4.796452246,4.796452109,4.79645216,4.796452187,4.7964522,4.796452269,4.796452153,4.796452247,4.796452213,4.796452191,4.796452202,4.796452153,4.79645217,4.7964522,4.796452243,4.796452211,4.796452049,4.79645223,4.796452172,4.796452215 +"13945","RWDD4",4.4694177535,4.4694173285,4.4694172675,4.4694168045,4.4694165995,4.46941686,4.469417123,4.4694164985,4.46941733,4.469416722,4.4694171445,4.469416249,4.469417082,4.4694178335,4.469417047,4.4694174015,4.4694169805,4.469416608,4.469417742,4.4694173855,4.4694171215,4.469417001,4.4694175215,4.4694177295,4.469417181,4.469416375,4.4694173875,4.4694172015 +"13946","RXFP1",3.203960822,3.203960999,3.203960854,3.203961133,3.203960834,3.203960798,3.203960673,3.203960855,3.203960784,3.203960808,3.203961018,3.203961058,3.203960868,3.203960799,3.203960817,3.20396096,3.203961103,3.203960784,3.203960792,3.203961036,3.203960756,3.20396087,3.203960964,3.203960914,3.20396113,3.203961097,3.203960906,3.203960857 +"13947","RXFP2",2.848538084,2.848538019,2.848537992,2.848538154,2.848538098,2.848537892,2.848538151,2.848538002,2.848537981,2.848537979,2.848538051,2.848538078,2.848537951,2.848537937,2.848538074,2.848538047,2.848538431,2.848538092,2.848538165,2.848537936,2.848538013,2.848538016,2.848538237,2.848538134,2.848538153,2.848538013,2.848538018,2.848538012 +"13948","RXFP3",6.290918865,6.29091898,6.290919307,6.290918968,6.290919411,6.290918783,6.290919091,6.290919399,6.290919293,6.290919118,6.290919089,6.29091936,6.290919138,6.29091873,6.290919246,6.290919147,6.290919448,6.290919142,6.290919113,6.290918935,6.290919168,6.290919428,6.290919023,6.290918957,6.290919202,6.290919215,6.290918959,6.290919034 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+"13999","SALL3",5.962821919,5.96282193,5.962821943,5.96282193,5.962821943,5.962821924,5.962821933,5.962821949,5.962821938,5.96282194,5.962821939,5.962821934,5.962821945,5.962821916,5.962821943,5.962821938,5.96282195,5.962821951,5.962821938,5.962821933,5.962821947,5.962821943,5.962821924,5.962821924,5.962821945,5.962821953,5.962821927,5.962821938 +"14000","SALL4",4.890553431,4.890553332,4.890553562,4.89055339,4.890553696,4.890553467,4.89055344,4.890553446,4.890553522,4.89055341,4.890553402,4.890553593,4.890553448,4.890553317,4.890553544,4.890553437,4.890553567,4.89055346,4.890553466,4.890553509,4.890553513,4.89055358,4.890553388,4.890553429,4.890553431,4.890553481,4.890553458,4.890553474 +"14001","SAMD1",6.284167638,6.284167616,6.284167799,6.284167688,6.284168246,6.284167981,6.284167805,6.284168016,6.284167921,6.284168097,6.284167616,6.284168204,6.284167775,6.284167537,6.284168315,6.284168047,6.284168324,6.284167868,6.284167844,6.284167899,6.284168031,6.284168109,6.284167639,6.284167486,6.284167809,6.284168051,6.28416752,6.284168015 +"14002","SAMD10",6.415667256,6.415667043,6.415667466,6.415667245,6.415667895,6.415667219,6.415667542,6.415667594,6.415667389,6.415667573,6.415667557,6.415667739,6.415667527,6.41566695,6.415667796,6.415667309,6.415667869,6.415667534,6.415667517,6.415667509,6.41566767,6.415667795,6.415667291,6.415667192,6.415667574,6.415667793,6.415667304,6.415667435 +"14003","SAMD11",6.044081453,6.044081475,6.044081578,6.044081444,6.044081737,6.044081462,6.044081589,6.044081639,6.044081572,6.044081521,6.044081596,6.044081687,6.044081551,6.044081384,6.044081648,6.044081569,6.044081719,6.044081642,6.044081559,6.044081562,6.044081639,6.044081655,6.044081519,6.044081484,6.044081619,6.044081635,6.044081441,6.044081586 +"14004","SAMD12",4.107930057,4.107930662,4.107930203,4.107930238,4.107930262,4.107929818,4.107929848,4.107930119,4.107930457,4.107930373,4.107930033,4.107930518,4.107930273,4.107930351,4.107930185,4.107930602,4.107930061,4.107930267,4.107930173,4.107930073,4.107929973,4.10793027,4.107930305,4.107930334,4.107930066,4.107930704,4.107930274,4.107930431 +"14005","SAMD13",3.330549677,3.330549683,3.33054983,3.330549714,3.33054972,3.330549723,3.330549824,3.330549749,3.330549748,3.330549796,3.330549758,3.330549772,3.330549689,3.330549655,3.330549805,3.330549729,3.330549833,3.330549829,3.330549836,3.330549709,3.330549776,3.330549801,3.330550014,3.330549705,3.330549863,3.330549747,3.330549799,3.330549788 +"14006","SAMD14",5.705857253,5.705857341,5.705857378,5.705857262,5.705857445,5.705857354,5.705857387,5.705857437,5.705857347,5.705857359,5.705857445,5.705857426,5.705857332,5.705857209,5.705857407,5.705857308,5.705857442,5.7058574,5.705857377,5.705857314,5.705857398,5.705857403,5.70585727,5.705857298,5.705857405,5.705857385,5.705857328,5.705857331 +"14007","SAMD15",3.665998247,3.665998227,3.665998262,3.665998313,3.665998334,3.665998207,3.665998277,3.665998326,3.665998211,3.665998214,3.665998325,3.665998351,3.665998281,3.665998267,3.665998282,3.665998318,3.665998317,3.665998381,3.665998286,3.665998244,3.665998299,3.665998281,3.665998273,3.665998334,3.665998339,3.665998278,3.665998255,3.665998307 +"14008","SAMD3",6.548116002,6.548113793,6.548114501,6.548112697,6.548114043,6.548114186,6.548115095,6.548115046,6.548114818,6.548114405,6.548113467,6.548113209,6.548115093,6.548115777,6.548115325,6.548113534,6.548113607,6.548112881,6.548114199,6.548113685,6.548115097,6.548115,6.548115424,6.548114797,6.548113894,6.548114544,6.548115065,6.548114787 +"14009","SAMD4A",4.923901024,4.923901016,4.923901051,4.923901017,4.923901041,4.923901122,4.923901077,4.923901057,4.923901065,4.923901073,4.923900969,4.923901055,4.923901031,4.923901054,4.923901039,4.923901043,4.923901052,4.923901053,4.923901005,4.923901076,4.923901069,4.923901076,4.923901019,4.92390104,4.923901034,4.923901047,4.923901065,4.923901051 +"14010","SAMD4B",6.77169472,6.771694724,6.771694716,6.771694736,6.771694723,6.771694729,6.771694734,6.771694731,6.771694725,6.771694711,6.771694737,6.771694725,6.77169472,6.771694702,6.771694719,6.771694732,6.771694719,6.771694742,6.771694729,6.771694717,6.771694729,6.771694724,6.771694714,6.771694723,6.771694747,6.771694724,6.771694721,6.7716947 +"14011","SAMD5",4.501397074,4.50139711,4.501397119,4.501397048,4.501397351,4.501397125,4.501397055,4.501397051,4.501397219,4.501397247,4.501397227,4.501397243,4.501397045,4.501396992,4.501397312,4.501397182,4.501397356,4.501397184,4.501397124,4.501397272,4.501397169,4.501397081,4.501397099,4.50139712,4.501397084,4.501397064,4.501396919,4.501396972 +"14012","SAMD7",3.883021884,3.883021956,3.883022083,3.883021904,3.883022049,3.883021872,3.88302203,3.883022002,3.883022055,3.883021953,3.883022086,3.883022237,3.883021883,3.883021824,3.883022098,3.883022015,3.883022118,3.883022144,3.88302203,3.88302207,3.88302209,3.883022119,3.88302194,3.883021828,3.883022085,3.883021997,3.883021964,3.883022097 +"14013","SAMD8",7.6350141,7.635014309,7.63501399,7.635014305,7.635013882,7.635014043,7.635014039,7.635014003,7.63501405,7.635014043,7.635014043,7.635013702,7.635014061,7.635014245,7.635014063,7.635014218,7.635013975,7.635014093,7.635013999,7.635014309,7.635014036,7.635013899,7.635014212,7.635014299,7.635014182,7.63501377,7.635014123,7.635013984 +"14014","SAMD9",6.3852885,6.38523707,6.385260883,6.385172903,6.385264828,6.385274351,6.385262077,6.385155804,6.385224586,6.385226682,6.385228477,6.385112192,6.385217838,6.385464782,6.385259579,6.385176907,6.385282048,6.385222594,6.385323315,6.38525157,6.385284794,6.385267845,6.385275919,6.385210398,6.385211659,6.385134699,6.385160164,6.385453338 +"14015","SAMD9L",7.795880388,7.797185249,7.370422518,7.219472124,7.708899624,8.892509373,7.71819369,7.24241998,7.633561522,7.45056513,7.323335049,6.402933498,7.590995691,7.890011806,7.700281535,7.689224244,7.330114694,7.108685464,8.01616428,8.897044482,7.754345413,7.604156875,7.81208763,7.557479512,7.423720553,6.841037443,7.52295172,7.716082678 +"14016","SAMHD1",10.16967229,10.14474097,9.791456067,9.572526844,10.02773439,10.39956843,9.858207698,9.664568354,9.917655922,10.0405698,9.677764237,9.542685062,10.07561885,10.42719154,9.984893889,9.877537098,9.670488317,9.407037519,9.919667207,10.54502358,9.982332584,9.747555629,9.932650566,9.939526035,9.602998545,9.727289204,10.04372491,10.01084185 +"14017","SAMM50",6.767780402,6.767780406,6.767780291,6.767780022,6.76778022,6.767780174,6.76778035,6.767780105,6.767780356,6.767780305,6.767780041,6.767780218,6.767780329,6.767780545,6.767780104,6.767780354,6.767779945,6.767779788,6.767780292,6.767780284,6.767780175,6.767780161,6.76778036,6.76778029,6.767780064,6.767780181,6.767780272,6.767780287 +"14018","SAMSN1",4.670478487,4.67047833,4.67047827,4.670478401,4.6704782,4.670478305,4.670478361,4.670478114,4.670478251,4.670478386,4.670478372,4.670478224,4.670478305,4.670478488,4.670478305,4.670478324,4.670478216,4.670478251,4.670478379,4.670478357,4.670478289,4.670478124,4.670478326,4.670478451,4.670478289,4.67047825,4.670478241,4.670478431 +"14019","SANBR",4.979781146,4.979781155,4.979781133,4.979781139,4.979781129,4.979781123,4.97978112,4.979781127,4.979781112,4.979781109,4.979781152,4.979781117,4.97978115,4.979781171,4.979781133,4.979781164,4.979781119,4.979781106,4.97978115,4.979781151,4.979781129,4.979781118,4.979781116,4.979781143,4.979781158,4.979781095,4.979781151,4.979781122 +"14020","SAP130",7.761070879,7.761070973,7.76107097,7.761071016,7.761070844,7.761071169,7.761070935,7.761070905,7.761070924,7.761070919,7.761070969,7.761070932,7.761070977,7.761070928,7.761070914,7.761070951,7.761070756,7.761070991,7.761070954,7.761071061,7.761070815,7.761070842,7.761070994,7.761071033,7.761071045,7.76107098,7.761070996,7.76107094 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+"14023","SAP30BP",6.714402615,6.7144027,6.714402462,6.714402764,6.714402233,6.714402517,6.714402525,6.71440245,6.714402555,6.714402478,6.714402413,6.714402056,6.714402594,6.71440276,6.714402339,6.714402629,6.714402113,6.714402574,6.714402583,6.714402441,6.714402461,6.714402316,6.714402531,6.71440265,6.714402466,6.71440253,6.714402569,6.7144024 +"14024","SAP30L",6.634387538,6.634387542,6.634387539,6.634387532,6.634387537,6.634387527,6.634387526,6.63438753,6.634387542,6.634387531,6.634387551,6.634387508,6.634387549,6.634387546,6.634387522,6.634387531,6.63438754,6.634387538,6.634387536,6.634387538,6.634387532,6.634387526,6.634387541,6.634387549,6.634387554,6.634387526,6.634387549,6.634387536 +"14025","SAPCD2",6.099729853,6.099729914,6.099730213,6.099729928,6.099730208,6.099730103,6.099730089,6.099730013,6.09973004,6.099730138,6.099730168,6.09973016,6.099729921,6.099729616,6.099730095,6.099729982,6.099730249,6.099730047,6.099729926,6.099729975,6.099729997,6.099730171,6.099729813,6.099729848,6.099730061,6.099730041,6.099730099,6.099729913 +"14026","SAR1A",8.341710127,8.341710105,8.34170999,8.341710009,8.341709979,8.341710048,8.341709924,8.341710113,8.341710038,8.341710053,8.341709879,8.341709828,8.341709944,8.341710073,8.341709997,8.341710055,8.34170994,8.341709776,8.34171014,8.3417099,8.341709828,8.341710056,8.341710099,8.341710137,8.341709885,8.341709917,8.341709955,8.341709949 +"14027","SAR1B",6.014700551,6.01470057,6.014700546,6.01469986,6.014699298,6.014699573,6.014700263,6.014699245,6.014699882,6.014700289,6.014699764,6.014699596,6.014700421,6.014701649,6.014699883,6.014700165,6.014699782,6.014699439,6.014699934,6.014699544,6.014699906,6.014699713,6.014700426,6.01470014,6.01469971,6.014699646,6.014700144,6.014701232 +"14028","SARAF",9.630840697,9.630841245,9.630839665,9.630840608,9.630839751,9.630839245,9.630839587,9.630840235,9.630840773,9.630840314,9.630839483,9.630839606,9.630840561,9.630842593,9.63084012,9.630840397,9.630839309,9.630840044,9.630840334,9.630839747,9.630839724,9.630839972,9.630840947,9.630840539,9.630839291,9.630840409,9.630840388,9.630841484 +"14029","SARDH",5.894341768,5.894341776,5.894341779,5.894341764,5.894341788,5.894341772,5.894341773,5.894341786,5.894341767,5.894341773,5.894341774,5.89434178,5.894341781,5.894341755,5.894341786,5.894341778,5.894341774,5.894341784,5.894341776,5.894341772,5.894341774,5.894341793,5.894341769,5.894341751,5.894341775,5.89434177,5.894341758,5.894341776 +"14030","SARM1",6.36572704,6.365727037,6.365727047,6.365727025,6.365727023,6.365727029,6.365727043,6.365727032,6.365727039,6.365727037,6.36572701,6.36572706,6.365727013,6.365727005,6.365727015,6.365727014,6.365727024,6.365727032,6.365727023,6.365727039,6.36572702,6.365727037,6.365727044,6.365727017,6.365727036,6.365727016,6.365727044,6.365727034 +"14031","SARNP",5.839470835,5.839470776,5.839470725,5.839470839,5.839470697,5.839470788,5.839470787,5.839470799,5.83947075,5.839470776,5.839470757,5.839470761,5.839470786,5.839470804,5.839470744,5.839470727,5.839470723,5.839470782,5.839470762,5.839470799,5.839470757,5.839470724,5.839470769,5.839470763,5.839470769,5.839470743,5.83947082,5.83947079 +"14032","SARS1",8.437902195,8.437902625,8.437900977,8.437901538,8.437900988,8.437901728,8.437901366,8.437901397,8.437901846,8.437901656,8.437901138,8.437900857,8.437902246,8.437903167,8.437901503,8.437902038,8.437900293,8.437900896,8.437901747,8.437901963,8.437901445,8.437901485,8.437901976,8.437901828,8.437900666,8.437901729,8.437902115,8.437901978 +"14033","SARS2",5.775719601,5.775719569,5.775719667,5.77571963,5.775719677,5.775719772,5.775719679,5.775719678,5.775719639,5.775719696,5.775719525,5.775719716,5.7757196,5.775719572,5.775719686,5.775719649,5.775719663,5.775719553,5.775719593,5.775719805,5.775719693,5.775719664,5.77571965,5.775719591,5.775719418,5.775719644,5.775719614,5.775719679 +"14034","SART1",7.401410896,7.40141123,7.401410533,7.401411006,7.401410853,7.40141114,7.401410999,7.401410648,7.401411099,7.401410795,7.401411041,7.401410407,7.401411036,7.401411243,7.401410744,7.401411276,7.401410481,7.401410837,7.401410922,7.401411164,7.401410593,7.401410752,7.401411053,7.40141098,7.40141057,7.401410706,7.401411019,7.401410838 +"14035","SART3",7.216906797,7.216906802,7.21690569,7.216905553,7.216906056,7.216906304,7.216906188,7.216905974,7.216906527,7.216906362,7.216905326,7.216905991,7.216906383,7.216907523,7.216906395,7.216906543,7.216905562,7.216905596,7.216906089,7.216905249,7.216906115,7.216905807,7.216906749,7.216906343,7.21690568,7.216906377,7.216906392,7.216906692 +"14036","SASH1",5.142825203,5.142825164,5.142825257,5.142825137,5.142825224,5.142825119,5.14282513,5.142825217,5.142825231,5.142825246,5.142825209,5.14282511,5.142825222,5.142825181,5.142825228,5.142825245,5.142825271,5.142825194,5.142825109,5.14282514,5.142825237,5.142825246,5.142825146,5.14282518,5.142825211,5.14282523,5.142825132,5.142825159 +"14037","SASH3",8.125086241,8.1250863,8.12508625,8.125086297,8.125086232,8.125086475,8.125086257,8.125086232,8.125086245,8.125086322,8.125086242,8.125086069,8.125086338,8.125086273,8.125086228,8.125086249,8.125086223,8.125086238,8.125086203,8.12508643,8.125086197,8.125086197,8.125086301,8.125086301,8.125086266,8.125086123,8.125086338,8.125086216 +"14038","SASS6",4.208673815,4.208673656,4.208674068,4.208673865,4.208673709,4.208673437,4.208673874,4.208673424,4.208673944,4.208673545,4.208673825,4.208673639,4.208673935,4.208674337,4.208673828,4.208673556,4.208673679,4.208673832,4.208673836,4.208673664,4.208673993,4.208673963,4.208674213,4.208674069,4.208673797,4.208673514,4.208673817,4.208674155 +"14039","SAT1",8.792958665,8.794481818,8.793295646,8.796150033,8.790514332,8.795729787,8.792310269,8.7899316,8.790831723,8.792450729,8.794036476,8.78291466,8.792485493,8.795604133,8.790407972,8.795331789,8.792352159,8.794083143,8.793083718,8.798826808,8.794450676,8.790374208,8.792400252,8.795023371,8.793268455,8.789170311,8.791642059,8.790203337 +"14040","SAT2",6.688996934,6.688996916,6.68899683,6.688996709,6.688996902,6.688996863,6.688996853,6.688996884,6.688996805,6.688997015,6.688996809,6.688996804,6.688996935,6.688996923,6.688996855,6.688996932,6.688996873,6.688996773,6.688996882,6.688996937,6.688996862,6.688996872,6.688996748,6.688996864,6.688996781,6.688996855,6.68899687,6.688996876 +"14041","SATB1",8.656206997,8.652852473,8.647006003,8.649782316,8.648918205,8.647844815,8.648840369,8.653740247,8.662481034,8.65529248,8.64277609,8.656923869,8.656348824,8.664013028,8.651809078,8.646503638,8.642536647,8.64839441,8.651449819,8.646269226,8.647581726,8.6540463,8.659455249,8.65246117,8.64408448,8.659143196,8.657147143,8.659086206 +"14042","SATB2",4.648259199,4.648259164,4.648259255,4.648259187,4.648259304,4.648259186,4.648259212,4.648259295,4.648259148,4.648259181,4.648259232,4.64825927,4.648259131,4.648259085,4.648259236,4.648259211,4.648259248,4.64825922,4.648259249,4.648259265,4.648259204,4.648259247,4.648259242,4.648259145,4.648259179,4.648259224,4.648259201,4.648259234 +"14043","SATB2-AS1",4.090488716,4.090488743,4.09048878,4.090488733,4.090488811,4.090488744,4.090488779,4.09048875,4.090488774,4.090488776,4.090488769,4.090488803,4.090488695,4.090488712,4.090488781,4.090488738,4.090488817,4.090488808,4.090488784,4.090488745,4.090488782,4.090488749,4.09048873,4.090488737,4.090488751,4.090488756,4.090488707,4.090488684 +"14044","SATL1",3.163993224,3.163993375,3.163993579,3.163993268,3.163993458,3.163993218,3.163993241,3.163993405,3.163993356,3.163993479,3.16399336,3.163993553,3.163993478,3.163993171,3.163993338,3.163993456,3.163993426,3.16399327,3.163993384,3.163993342,3.163993275,3.16399344,3.163993398,3.163993183,3.163993352,3.16399324,3.163993312,3.163993347 +"14045","SAV1",5.523789491,5.523788386,5.523788266,5.523789432,5.52378871,5.523788144,5.523788458,5.523788299,5.523788446,5.523789417,5.523788529,5.523788077,5.523788291,5.523790327,5.523789433,5.523788342,5.523788351,5.523789793,5.523788673,5.523788141,5.523788735,5.523788532,5.523788401,5.523789731,5.523788753,5.523789074,5.523788283,5.523790252 +"14046","SAXO1",3.709982977,3.709983031,3.709983149,3.709982946,3.70998313,3.709982896,3.709982992,3.709983154,3.709983009,3.709983088,3.709982874,3.709983199,3.709983001,3.709982809,3.709983122,3.709983144,3.709983145,3.709983151,3.709982952,3.70998305,3.709983132,3.709983216,3.70998303,3.709982852,3.709983069,3.709982854,3.709982883,3.709983195 +"14047","SAXO2",4.652976552,4.652976699,4.652976314,4.652976356,4.652976571,4.652976501,4.652976918,4.652976961,4.652978856,4.652977242,4.652976513,4.652976725,4.652976326,4.652976769,4.652977179,4.65297659,4.652976992,4.652976438,4.652976798,4.652976599,4.652976727,4.652977327,4.652978969,4.652976972,4.652976514,4.652976392,4.652976418,4.652977225 +"14048","SAYSD1",6.215043908,6.215043865,6.215043906,6.21504376,6.215043896,6.215043858,6.215043788,6.215043845,6.215043985,6.215043931,6.215043883,6.2150438,6.215043911,6.215044042,6.215043837,6.215043849,6.215043812,6.215043777,6.215043878,6.215043774,6.215043833,6.215043854,6.215043943,6.215043922,6.215043916,6.215043843,6.215043799,6.215043934 +"14049","SBDS",6.479685968,6.479685834,6.479685617,6.47968559,6.479685807,6.479685734,6.479685762,6.479685564,6.479686103,6.479685955,6.479685476,6.479685778,6.479685982,6.479686316,6.479685933,6.479685412,6.47968592,6.479685294,6.479685786,6.479685856,6.479685866,6.479685882,6.479685729,6.479685982,6.479685172,6.479685983,6.47968588,6.479686027 +"14050","SBF1",7.528854376,7.528854395,7.528854362,7.528854379,7.528854365,7.528854409,7.528854373,7.52885439,7.528854406,7.528854425,7.528854372,7.528854415,7.528854396,7.528854369,7.528854357,7.528854386,7.52885438,7.528854374,7.528854376,7.528854402,7.528854344,7.528854387,7.528854394,7.528854392,7.528854363,7.528854396,7.528854398,7.528854371 +"14051","SBF2",7.208668814,7.208669158,7.208667331,7.208669719,7.208666985,7.20866961,7.208668404,7.208666916,7.20866767,7.208668016,7.208668239,7.20866621,7.20866804,7.208668701,7.208667694,7.208668818,7.208666904,7.208668685,7.208668553,7.208670263,7.208667913,7.208666906,7.208668382,7.208668882,7.208668757,7.20866686,7.208667316,7.208667651 +"14052","SBK1",6.79309752,6.793097506,6.793097543,6.793097501,6.793097566,6.793097533,6.793097537,6.793097565,6.793097547,6.793097553,6.79309755,6.793097564,6.79309754,6.793097502,6.793097562,6.793097515,6.793097573,6.793097557,6.793097537,6.793097532,6.793097555,6.793097558,6.793097526,6.793097514,6.793097535,6.793097551,6.793097528,6.79309753 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+"14055","SBNO2",7.706976078,7.706976642,7.70697624,7.706976984,7.706975939,7.70697723,7.706976395,7.70697642,7.706976398,7.706976268,7.706976411,7.706975658,7.70697642,7.706975788,7.706976333,7.70697636,7.706976539,7.706977087,7.706976245,7.706976981,7.706976047,7.706976555,7.706976524,7.706976551,7.706976741,7.706975802,7.706976355,7.706975781 +"14056","SBSN",4.967568705,4.967568533,4.967568711,4.967568704,4.967569547,4.967568662,4.967569212,4.967569242,4.967569014,4.967568851,4.967568888,4.967569614,4.96756887,4.967568655,4.967569255,4.967569119,4.967569721,4.967569214,4.967569049,4.967568819,4.967569289,4.967569103,4.967568907,4.967568977,4.967569191,4.967568806,4.967569084,4.967568777 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+"14203","SEC24A",6.050472671,6.050472597,6.05047259,6.050472614,6.050472577,6.05047265,6.050472616,6.050472567,6.05047263,6.050472609,6.050472573,6.050472536,6.050472664,6.050472676,6.050472565,6.050472555,6.050472588,6.05047262,6.050472593,6.050472677,6.050472606,6.050472589,6.050472657,6.050472632,6.0504726,6.050472625,6.050472666,6.050472604 +"14204","SEC24B",8.034612146,8.034612122,8.034611998,8.034612126,8.034611838,8.034612083,8.034611968,8.034611956,8.03461204,8.034611987,8.034611889,8.034611798,8.034612168,8.034612234,8.034611932,8.034611874,8.034611828,8.034611944,8.034611951,8.034612173,8.034611955,8.034611965,8.034612203,8.034612154,8.034612027,8.034611989,8.034612123,8.034612058 +"14205","SEC24C",7.35904846,7.359048474,7.359048446,7.359048482,7.359048414,7.359048524,7.359048485,7.35904846,7.359048451,7.359048468,7.359048416,7.35904839,7.359048487,7.359048482,7.359048455,7.359048452,7.359048392,7.359048431,7.359048456,7.359048447,7.359048462,7.35904846,7.359048468,7.359048453,7.359048455,7.359048456,7.359048469,7.359048443 +"14206","SEC24D",6.601587352,6.601587476,6.601587029,6.601588008,6.601586955,6.601588733,6.601587896,6.601587289,6.601587059,6.601587236,6.601587839,6.601584674,6.601587652,6.601587679,6.601587577,6.601587302,6.601587048,6.601587391,6.60158748,6.601588584,6.601587526,6.601586875,6.601587249,6.601587546,6.601587657,6.601586571,6.60158755,6.601586851 +"14207","SEC31B",6.282586216,6.282586192,6.282586195,6.28258619,6.282586184,6.282586216,6.282586222,6.2825862,6.282586223,6.282586215,6.282586189,6.282586217,6.282586207,6.28258619,6.282586205,6.282586209,6.282586198,6.282586203,6.282586193,6.2825862,6.282586206,6.282586208,6.282586214,6.282586193,6.282586206,6.282586222,6.282586195,6.282586179 +"14208","SEC61A1",7.889348085,7.889348556,7.889347856,7.889347694,7.889347821,7.889348484,7.889348624,7.889347714,7.889347767,7.889348153,7.889347803,7.889347515,7.889348393,7.889348935,7.889347804,7.889347949,7.889347584,7.88934709,7.88934793,7.889348609,7.889348274,7.889347814,7.889348042,7.889348034,7.889347146,7.889347719,7.889348323,7.889348384 +"14209","SEC61A2",5.945560946,5.945561025,5.945560728,5.945560985,5.945560758,5.945560937,5.945560759,5.945560783,5.945560754,5.945560769,5.945560638,5.945560582,5.945560853,5.945560884,5.945560743,5.945561004,5.945560755,5.945560891,5.945560912,5.945560654,5.945560569,5.945560664,5.945560958,5.945560806,5.945560804,5.945560692,5.945560925,5.945560469 +"14210","SEC61B",7.842762503,7.842762399,7.842762354,7.84276249,7.842762554,7.842762512,7.842762651,7.842762516,7.842762516,7.842762524,7.842762465,7.842762533,7.842762444,7.842762511,7.842762569,7.842762352,7.842762435,7.842762317,7.842762526,7.842762535,7.842762603,7.842762507,7.842762476,7.842762401,7.842762217,7.842762453,7.842762449,7.84276257 +"14211","SEC61G",5.939868567,5.939868387,5.939868346,5.939868013,5.939867765,5.939868084,5.9398685,5.939868157,5.939868435,5.93986792,5.93986753,5.939867573,5.939868364,5.939868665,5.93986801,5.93986837,5.939868032,5.939867003,5.939868304,5.939867968,5.939868335,5.939868023,5.939868335,5.939868254,5.939867827,5.939868109,5.939868436,5.939868322 +"14212","SEC62",6.585277722,6.585277102,6.585277597,6.585277143,6.585277535,6.585276833,6.585277433,6.585277384,6.585277538,6.585277228,6.585277225,6.585276792,6.585277334,6.585278391,6.585277397,6.585276941,6.585277355,6.585277112,6.585277481,6.585276687,6.585277398,6.58527726,6.585277715,6.585277585,6.585277038,6.585277361,6.585277231,6.585278098 +"14213","SEC63",7.98617577,7.986175266,7.986175072,7.986174955,7.986174719,7.986174414,7.986175044,7.986174654,7.986174856,7.986175002,7.986174558,7.986174325,7.986175156,7.986176529,7.986174797,7.986174707,7.986174268,7.986174157,7.986175301,7.986174365,7.986175054,7.986174681,7.98617516,7.98617484,7.986174494,7.986174711,7.986175163,7.98617546 +"14214","SECISBP2",7.831384661,7.831384427,7.83138444,7.831384476,7.831384366,7.831384423,7.831384474,7.831384427,7.831384431,7.831384419,7.831384392,7.831384355,7.831384535,7.831384524,7.831384439,7.831384257,7.831384248,7.831384401,7.831384449,7.831384522,7.831384545,7.831384442,7.83138448,7.831384445,7.831384461,7.831384571,7.831384528,7.831384391 +"14215","SECISBP2L",6.589374607,6.58937458,6.589374484,6.58937464,6.589374534,6.589374516,6.589374568,6.589374451,6.589374541,6.58937461,6.589374544,6.589374431,6.58937457,6.58937476,6.589374611,6.589374495,6.589374445,6.589374536,6.5893746,6.589374463,6.589374548,6.589374509,6.589374555,6.589374578,6.589374587,6.589374541,6.589374586,6.589374642 +"14216","SECTM1",8.262222257,8.420264982,8.18690843,8.294726842,8.075325606,9.488433015,8.146438466,8.660234019,8.501865667,8.439446221,8.133781512,7.393423102,8.410676448,7.863503457,8.144798463,8.173581886,8.332902126,8.205873643,8.175039702,9.364826624,8.048025833,8.552397701,8.644191354,8.59576555,8.064063694,7.355713395,8.329378864,7.851917439 +"14217","SEH1L",5.912163742,5.912163177,5.912163183,5.912162362,5.912162811,5.912162867,5.912162994,5.912162296,5.912163655,5.912163005,5.912162456,5.912162937,5.912163248,5.91216426,5.912163,5.912162902,5.912161837,5.912162059,5.912162779,5.912162721,5.912162641,5.912162744,5.91216336,5.91216323,5.912162026,5.912162563,5.912163464,5.912163774 +"14218","SEL1L",7.716706779,7.716707001,7.716706561,7.716706976,7.716706585,7.716706757,7.716706746,7.716706612,7.716706513,7.716706592,7.716706718,7.716706331,7.716706689,7.716706972,7.716706698,7.716706984,7.716706568,7.716706855,7.716706709,7.71670677,7.716706716,7.716706569,7.716706832,7.716706809,7.7167068,7.716706547,7.716706699,7.71670678 +"14219","SEL1L2",3.250878103,3.250878121,3.250878117,3.250878114,3.250878134,3.250878116,3.250878131,3.250878145,3.250878114,3.250878117,3.250878133,3.250878118,3.250878113,3.250878097,3.250878123,3.250878128,3.250878125,3.250878125,3.250878135,3.250878142,3.250878138,3.25087813,3.250878094,3.250878117,3.250878131,3.25087813,3.250878112,3.250878139 +"14220","SEL1L3",7.649868303,7.64986621,7.649865025,7.649866667,7.649866052,7.649866151,7.649868304,7.649864006,7.649865673,7.649866283,7.649864465,7.649866245,7.649867535,7.649869178,7.649866502,7.649865714,7.649864043,7.649866093,7.649866769,7.649864581,7.649867469,7.6498647,7.649866044,7.649866835,7.649865194,7.649866429,7.649867401,7.64986826 +"14221","SELE",3.647073679,3.647073693,3.647073688,3.647073682,3.647073711,3.647073698,3.647073689,3.647073698,3.647073709,3.647073691,3.647073699,3.647073703,3.6470737,3.647073688,3.647073707,3.647073704,3.647073712,3.647073694,3.647073695,3.647073694,3.647073703,3.647073697,3.647073693,3.647073682,3.64707369,3.647073692,3.647073678,3.647073679 +"14222","SELENBP1",9.235091006,8.876737219,9.868175933,9.484283718,9.484866066,10.05681112,9.906114435,10.4028171,9.848310404,9.791878098,9.3552742,10.34844228,8.744137048,8.261073564,9.252795167,8.336733295,9.691864482,9.493636952,9.103166749,9.77097465,9.650116152,10.08894638,9.738151132,9.811928117,9.363232513,10.36119631,8.992974648,8.833639898 +"14223","SELENOF",7.083854292,7.083853838,7.083853094,7.083853142,7.08385308,7.083852891,7.083853637,7.083852961,7.08385339,7.083853583,7.083852898,7.083852911,7.083853185,7.083854608,7.08385331,7.083853535,7.08385277,7.083852907,7.083853295,7.083853511,7.083853793,7.083852972,7.0838536,7.083853937,7.083852841,7.083853175,7.083853335,7.083853959 +"14224","SELENOH",6.817364411,6.817364228,6.817364134,6.817364104,6.817364009,6.817364248,6.817364182,6.817364236,6.817364353,6.817364244,6.817364024,6.817364272,6.817364289,6.817364405,6.817364093,6.817364177,6.817363779,6.817363932,6.817364212,6.817364295,6.817364102,6.817364244,6.817364282,6.817364222,6.817364137,6.817364317,6.817364353,6.817364306 +"14225","SELENOI",5.614370632,5.614370389,5.614370166,5.614370011,5.614369651,5.614370259,5.614370134,5.614369869,5.614370604,5.614370294,5.614369912,5.614369979,5.614370238,5.614370774,5.614369858,5.614370261,5.614369813,5.614369607,5.614370067,5.614369897,5.614370049,5.614369888,5.614370701,5.614370484,5.614369737,5.614370058,5.614370351,5.614370394 +"14226","SELENOK",6.992559542,6.992559368,6.992559524,6.99255933,6.99255948,6.992559479,6.992559382,6.992559616,6.992559571,6.992559546,6.99255951,6.992559575,6.992559189,6.992559324,6.992559613,6.992559359,6.992559538,6.992559378,6.99255927,6.992559327,6.992559232,6.992559457,6.992559676,6.992559598,6.992559244,6.99255959,6.99255935,6.992559421 +"14227","SELENOM",6.493211554,6.493211543,6.493211861,6.493211664,6.493212239,6.49321178,6.493211932,6.493212005,6.493212037,6.493211689,6.493211826,6.493212165,6.49321168,6.493211561,6.493211965,6.493211741,6.49321211,6.493211913,6.49321191,6.493211823,6.49321202,6.493212179,6.493211951,6.493211699,6.493211784,6.49321188,6.493211794,6.493211952 +"14228","SELENON",6.883629117,6.883629116,6.883629135,6.883629114,6.883629169,6.883629145,6.883629149,6.883629144,6.883629146,6.883629152,6.883629142,6.883629154,6.883629135,6.8836291,6.883629142,6.88362912,6.883629145,6.883629128,6.883629141,6.883629116,6.88362914,6.883629139,6.883629107,6.883629119,6.883629122,6.883629134,6.88362913,6.883629121 +"14229","SELENOO",7.137849326,7.1378494,7.137849417,7.137849357,7.137849462,7.13784937,7.137849391,7.137849385,7.137849385,7.13784941,7.137849434,7.137849401,7.137849427,7.137849344,7.137849409,7.1378494,7.137849405,7.137849404,7.137849379,7.137849334,7.137849403,7.137849418,7.137849327,7.137849353,7.137849402,7.137849429,7.137849386,7.137849342 +"14230","SELENOP",2.444441001,2.444440999,2.444441018,2.444441022,2.444440983,2.444441006,2.444441002,2.444440972,2.444441029,2.444441024,2.444440998,2.444441056,2.444441029,2.444441002,2.444441013,2.444440977,2.444440997,2.444440982,2.444440981,2.44444104,2.444440965,2.444441006,2.444441009,2.444441037,2.444441024,2.444441011,2.444440997,2.44444101 +"14231","SELENOS",5.450087535,5.450087507,5.450087501,5.450087427,5.450087514,5.45008749,5.45008752,5.450087471,5.450087507,5.450087515,5.450087516,5.450087477,5.450087508,5.450087517,5.450087527,5.450087515,5.450087496,5.450087439,5.450087518,5.450087466,5.4500875,5.450087463,5.450087498,5.450087512,5.450087483,5.450087506,5.450087482,5.45008752 +"14232","SELENOT",9.0533877655,9.0533865895,9.053387271,9.053387055,9.053386193,9.0533863365,9.053387296,9.053386464,9.053386729,9.053387017,9.0533869095,9.0533856575,9.053387111,9.053388033,9.053386955,9.053386158,9.0533869595,9.053386734,9.0533864195,9.053386876,9.053387669,9.0533866135,9.0533870945,9.0533871845,9.053386752,9.053386343,9.053386734,9.053387345 +"14233","SELENOV",5.733294492,5.733294476,5.733294537,5.73329451,5.733294544,5.733294499,5.73329453,5.733294521,5.733294502,5.733294516,5.733294516,5.733294514,5.733294511,5.733294481,5.733294533,5.733294533,5.733294554,5.733294529,5.733294524,5.733294507,5.73329454,5.733294554,5.733294488,5.733294487,5.733294505,5.733294522,5.733294504,5.73329452 +"14234","SELENOW",6.663765341,6.663765276,6.663765353,6.663765291,6.663765312,6.663765275,6.663765354,6.663765334,6.663765367,6.663765364,6.663765326,6.663765353,6.663765356,6.66376532,6.663765334,6.663765241,6.663765329,6.663765206,6.663765345,6.663765332,6.663765349,6.663765367,6.663765364,6.663765232,6.663765236,6.663765333,6.663765344,6.663765335 +"14235","SELL",10.97504556,11.25440626,10.63485008,10.95097641,10.80551736,11.31902379,10.90737448,10.78732463,10.95558709,10.83852636,10.38234755,10.2269158,10.7001665,11.14454122,11.02484193,11.20383651,10.76593471,10.83921062,11.08027738,11.42972183,11.00819899,10.78237991,11.18459772,11.10393236,10.60921563,10.37995562,10.62985558,10.91475037 +"14236","SELP",6.465136649,6.468054913,6.464969251,6.471593023,6.466428408,6.465910271,6.466756727,6.465554144,6.465446338,6.469065213,6.469786972,6.467258442,6.465543382,6.463860565,6.464373776,6.466992324,6.464074278,6.471843477,6.465901084,6.464376202,6.466666683,6.46423337,6.466603033,6.47091678,6.468948723,6.467265158,6.464995019,6.462784533 +"14237","SELPLG",9.958660657,9.966718281,9.950607564,9.972640236,9.959253207,9.967284344,9.95599611,9.958665341,9.957681763,9.953203905,9.95810025,9.949173562,9.960196192,9.953248085,9.95645869,9.9612275,9.95360197,9.965075713,9.961903134,9.960429236,9.951735514,9.958077577,9.962734825,9.960887673,9.95751477,9.950372625,9.960440694,9.949870556 +"14238","SEM1",5.119392,5.1193919305,5.119391845,5.119391757,5.119391848,5.1193918425,5.11939196,5.1193918725,5.119392042,5.1193918985,5.1193916745,5.119391773,5.1193919685,5.1193921705,5.1193920135,5.119391911,5.119391795,5.119391826,5.119391945,5.1193919165,5.119391942,5.1193919635,5.11939208,5.1193919725,5.119391803,5.119391872,5.1193919375,5.1193921745 +"14239","SEMA3A",3.737890101,3.737890009,3.737889918,3.737890049,3.737890007,3.737889997,3.737889858,3.737890107,3.737889985,3.737890055,3.73789005,3.737889936,3.737889911,3.737890357,3.737890134,3.737890074,3.737890054,3.73789012,3.737889962,3.737889906,3.737889984,3.737890037,3.737889869,3.737889926,3.737889953,3.73788999,3.737889872,3.737890368 +"14240","SEMA3B",5.017341097,5.017341148,5.017341322,5.017341501,5.017342005,5.017341241,5.017341525,5.017341858,5.017341631,5.017341281,5.017341583,5.017342126,5.017341415,5.017340878,5.017341624,5.01734154,5.017341928,5.017341691,5.017341655,5.017341369,5.017341373,5.017341649,5.017341445,5.017341232,5.017341703,5.017341663,5.017341451,5.017341704 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+"14423","SH2D6",5.599151465,5.599151584,5.599151674,5.599151712,5.599151976,5.599151689,5.599151689,5.59915192,5.599151703,5.59915174,5.599151822,5.599151976,5.599151578,5.59915147,5.599151748,5.599151739,5.599151994,5.599151827,5.599151619,5.59915179,5.599151747,5.599151826,5.599151574,5.599151617,5.599151713,5.599151754,5.599151577,5.599151826 +"14424","SH2D7",4.125325271,4.125325386,4.125325419,4.125325412,4.125325446,4.125325464,4.12532526,4.125325191,4.125325382,4.125325363,4.125325419,4.125325304,4.125325345,4.125325441,4.125325322,4.1253254,4.125325297,4.125325502,4.125325249,4.125325398,4.12532538,4.125325354,4.125325296,4.125325391,4.125325345,4.125325401,4.125325319,4.125325289 +"14425","SH3BGR",3.895534841,3.895534878,3.895534884,3.895534883,3.895534867,3.89553486,3.895534868,3.895534888,3.89553488,3.895534856,3.89553487,3.895534905,3.895534845,3.895534848,3.895534863,3.895534866,3.895534897,3.89553489,3.895534843,3.895534873,3.895534869,3.895534878,3.895534861,3.895534862,3.895534844,3.895534884,3.895534876,3.895534861 +"14426","SH3BGRL",8.430999657,8.430999318,8.43099956,8.430999446,8.430999333,8.430999083,8.430999094,8.430999191,8.430999157,8.430999429,8.430999641,8.430998896,8.430999395,8.430999946,8.43099932,8.430999057,8.430999233,8.430999415,8.43099923,8.430999492,8.430999385,8.430999128,8.430999247,8.430999606,8.430999584,8.430999165,8.430999354,8.430999635 +"14427","SH3BGRL2",6.302647888,7.475612174,6.53286931,8.158653416,7.123995094,6.48395921,6.832465935,6.648027817,6.490901308,7.456630246,7.782367798,7.358784953,6.618211112,6.100098368,6.394333875,7.084032034,6.763940102,8.107455492,6.967576032,6.038132564,6.791367976,6.469778361,6.798152094,7.632129403,7.752017513,7.197332983,6.497910085,6.364651413 +"14428","SH3BGRL3",8.290006782,8.290006983,8.290007006,8.290006931,8.290007071,8.290007277,8.290006992,8.290007209,8.290006945,8.290007108,8.290006974,8.290007187,8.290006873,8.290006416,8.290006694,8.29000713,8.290007226,8.290006937,8.290006895,8.290006678,8.290006959,8.290007042,8.290006857,8.290006995,8.290006842,8.290007132,8.290006868,8.290006658 +"14429","SH3BP1",6.93968155,6.939681529,6.9396816,6.939681762,6.93968144,6.93968185,6.939681683,6.939681636,6.93968174,6.939681746,6.939681726,6.939681473,6.939681417,6.939681535,6.939681588,6.939681623,6.939681387,6.939681411,6.939681601,6.939681634,6.939681561,6.93968169,6.939681762,6.939681593,6.939681688,6.939681467,6.939681633,6.939681335 +"14430","SH3BP2",7.811079958,7.811079976,7.811079888,7.811080093,7.811079555,7.811080408,7.811079964,7.81107971,7.811079774,7.81107983,7.811080051,7.811079457,7.81107998,7.8110796,7.811079558,7.811079747,7.811079652,7.811079894,7.811079763,7.811080351,7.811079778,7.811079821,7.811079771,7.811079773,7.811079929,7.811079552,7.811080108,7.811079455 +"14431","SH3BP4",4.900094164,4.900094177,4.900094195,4.900094197,4.900094231,4.900094192,4.900094219,4.900094219,4.900094212,4.900094213,4.900094208,4.900094236,4.900094178,4.900094143,4.900094171,4.900094206,4.900094225,4.900094179,4.900094191,4.900094164,4.900094185,4.900094198,4.900094188,4.900094148,4.9000942,4.900094181,4.9000942,4.900094183 +"14432","SH3BP5",6.873861473,6.873861561,6.873861199,6.873861307,6.87386118,6.873860989,6.87386115,6.873861129,6.873860965,6.873861293,6.873861081,6.873860551,6.873861398,6.87386179,6.873861218,6.87386116,6.873861036,6.87386115,6.87386106,6.873861062,6.87386108,6.873860993,6.873861153,6.873861513,6.873860821,6.87386111,6.873861251,6.873861477 +"14433","SH3BP5L",7.023681282,7.023681626,7.023681511,7.023681816,7.023681429,7.023681522,7.023681555,7.023681461,7.023681372,7.02368129,7.023681561,7.023681297,7.023681457,7.023681222,7.023681606,7.023681652,7.023681559,7.023681635,7.023681536,7.023681494,7.023681576,7.023681532,7.023681626,7.023681622,7.023681795,7.023681547,7.023681418,7.023681418 +"14434","SH3D19",3.349596855,3.349596837,3.349596855,3.349596878,3.349596965,3.349596928,3.349596944,3.349596858,3.349596847,3.349596853,3.349597007,3.349596972,3.349596837,3.349596842,3.349596845,3.349596851,3.349596908,3.349596842,3.349596905,3.349596838,3.349596842,3.349596896,3.349596849,3.349596847,3.349596804,3.349596875,3.349596828,3.349596817 +"14435","SH3D21",5.460548323,5.460548372,5.460548462,5.460548469,5.460548457,5.460548323,5.460548424,5.46054842,5.46054835,5.460548392,5.46054847,5.46054843,5.460548432,5.460548332,5.460548472,5.460548462,5.460548557,5.460548538,5.460548416,5.460548411,5.460548507,5.460548432,5.460548308,5.460548364,5.460548436,5.460548439,5.460548412,5.460548322 +"14436","SH3GL1",7.91182944,7.911829978,7.911830521,7.911830113,7.911829605,7.911830441,7.911829937,7.911830014,7.911829905,7.911830083,7.911829935,7.911830513,7.911829911,7.911829589,7.911829748,7.911830017,7.911830156,7.911830153,7.911829468,7.911830114,7.911829554,7.911830343,7.911829775,7.91182999,7.911830078,7.911830424,7.911830034,7.91182938 +"14437","SH3GL2",5.499750153,5.49975016,5.499750201,5.499750166,5.499750205,5.499750139,5.499750181,5.499750214,5.499750185,5.499750183,5.499750205,5.499750181,5.499750186,5.499750144,5.499750206,5.499750228,5.499750215,5.499750199,5.499750177,5.499750194,5.499750213,5.499750226,5.499750148,5.499750164,5.499750178,5.499750193,5.499750151,5.499750194 +"14438","SH3GL3",4.035640628,4.035640622,4.035640657,4.035640664,4.035640675,4.035640647,4.035640669,4.035640636,4.035640637,4.035640654,4.035640644,4.035640694,4.035640637,4.035640633,4.035640646,4.035640635,4.035640672,4.035640689,4.035640664,4.035640645,4.035640661,4.035640663,4.035640661,4.035640642,4.03564064,4.035640646,4.035640641,4.035640658 +"14439","SH3GLB1",7.47035,7.470350111,7.470349004,7.470350128,7.470348417,7.470348104,7.470349143,7.470348309,7.470348434,7.470349046,7.4703487,7.470346892,7.470349112,7.470350289,7.470348816,7.470349395,7.470348402,7.470349635,7.470349549,7.470348858,7.470349533,7.470348545,7.47034956,7.470350483,7.470349435,7.470348167,7.47034878,7.470349628 +"14440","SH3GLB2",7.388894326,7.388894296,7.388894741,7.388894393,7.388894068,7.388894637,7.388894019,7.388894618,7.388894635,7.388894261,7.388894281,7.388894287,7.388894472,7.38889421,7.388893975,7.388894134,7.388894494,7.38889429,7.388894122,7.388894421,7.388893895,7.388894444,7.388894589,7.388894391,7.38889437,7.388894529,7.388894464,7.388894253 +"14441","SH3KBP1",8.896398548,8.896399087,8.896397972,8.896398874,8.896398052,8.896398884,8.896398501,8.89639834,8.896398742,8.896398482,8.896398222,8.896397762,8.896398661,8.896398886,8.896398524,8.896398854,8.896397657,8.896398695,8.896398415,8.896398905,8.896398553,8.896398188,8.896399056,8.896398761,8.896398674,8.896398463,8.896398554,8.896398217 +"14442","SH3PXD2A",5.158374445,5.158374388,5.158374427,5.158374399,5.158374474,5.158374473,5.158374414,5.158374466,5.15837446,5.158374527,5.158374416,5.158374521,5.158374423,5.158374439,5.158374477,5.158374428,5.158374492,5.158374354,5.158374443,5.15837447,5.158374449,5.158374508,5.15837447,5.158374473,5.158374464,5.158374436,5.15837446,5.158374471 +"14443","SH3PXD2B",5.251338834,5.251338857,5.251338881,5.251338849,5.251338882,5.251338854,5.251338839,5.251338856,5.251338847,5.251338852,5.251338853,5.251338866,5.251338842,5.251338841,5.25133885,5.251338841,5.251338859,5.251338875,5.251338826,5.251338877,5.25133887,5.251338811,5.251338845,5.251338846,5.251338849,5.251338861,5.251338833,5.251338875 +"14444","SH3RF1",5.154330807,5.154330813,5.154330838,5.154330779,5.154330798,5.15433084,5.15433084,5.154330729,5.15433079,5.15433089,5.15433079,5.154330855,5.154330897,5.154330851,5.154330799,5.154330778,5.154330847,5.154330719,5.154330807,5.15433089,5.154330814,5.154330818,5.15433076,5.15433087,5.154330806,5.154330849,5.154330896,5.154330825 +"14445","SH3RF2",5.130980318,5.130980302,5.13098041,5.130980311,5.130980433,5.130980325,5.130980335,5.130980399,5.130980392,5.130980371,5.130980428,5.130980405,5.130980374,5.130980248,5.130980388,5.130980386,5.130980433,5.130980395,5.130980411,5.13098036,5.130980372,5.1309804,5.130980313,5.130980359,5.130980365,5.130980348,5.130980309,5.13098035 +"14446","SH3RF3",6.74878297,6.748782928,6.748783286,6.748783088,6.748783351,6.748783113,6.748783217,6.748783193,6.748783171,6.748782911,6.748782798,6.748783397,6.748783082,6.748782905,6.748783097,6.748783039,6.748783373,6.748783149,6.748783265,6.748783187,6.748783209,6.748783034,6.748783055,6.748782954,6.748783113,6.748783276,6.748782975,6.748782969 +"14447","SH3TC1",6.561314009,6.561314052,6.561314094,6.561314047,6.561314115,6.561314064,6.561314123,6.561314073,6.561313998,6.561314062,6.561314157,6.561314,6.561314063,6.561314027,6.561314012,6.561313943,6.561314132,6.561314055,6.561314045,6.56131409,6.561314038,6.561314091,6.561313919,6.561314,6.561314009,6.561314046,6.561314091,6.561313891 +"14448","SH3TC2",4.918460281,4.918460338,4.918460331,4.918460454,4.918460446,4.918460311,4.918460382,4.918460319,4.918460323,4.918460488,4.91846051,4.918460411,4.918460347,4.918460327,4.918460315,4.918460349,4.918460277,4.918460435,4.918460276,4.918460263,4.918460323,4.918460286,4.918460341,4.918460336,4.918460451,4.918460377,4.918460286,4.918460298 +"14449","SH3YL1",5.937959335,5.937959361,5.937959198,5.937959161,5.937959217,5.937959229,5.937959224,5.937959305,5.937959328,5.937959339,5.937959168,5.93795933,5.937959323,5.937959413,5.937959263,5.937959305,5.937959175,5.937959142,5.937959303,5.937959205,5.937959234,5.937959305,5.937959295,5.937959293,5.937959183,5.937959314,5.937959322,5.937959372 +"14450","SHANK1",5.392416814,5.392416768,5.392416802,5.392416882,5.392417003,5.39241678,5.39241684,5.392416894,5.392416759,5.392416851,5.39241692,5.392416927,5.39241681,5.392416691,5.392416973,5.392416806,5.392416962,5.392416952,5.392416847,5.392416858,5.392416898,5.392416966,5.392416797,5.392416804,5.392416845,5.392416939,5.392416828,5.392416864 +"14451","SHANK2",4.597221851,4.597221892,4.597221891,4.597221902,4.597222,4.59722188,4.597221904,4.597221989,4.597221881,4.597221904,4.597221923,4.597221982,4.59722187,4.597221804,4.597221926,4.597221931,4.597222018,4.597221957,4.597221946,4.597221954,4.59722198,4.597221958,4.597221864,4.597221819,4.597221915,4.597221908,4.597221859,4.597221931 +"14452","SHANK2-AS3",5.935824711,5.93582472,5.935824799,5.935824701,5.935824844,5.935824707,5.935824769,5.935824836,5.935824745,5.935824763,5.935824788,5.935824874,5.935824769,5.93582469,5.935824823,5.935824791,5.935824863,5.935824819,5.93582473,5.935824779,5.935824816,5.935824863,5.93582469,5.935824723,5.935824798,5.935824802,5.935824763,5.935824769 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+"14961","SLCO4C1",6.707345783,6.707346436,6.707344553,6.7073462,6.707344234,6.707344243,6.707345795,6.70734542,6.70734468,6.70734438,6.707344952,6.70734421,6.707344504,6.707345435,6.707345996,6.707346582,6.707344466,6.707345649,6.707345674,6.707345012,6.707345699,6.707345333,6.707345844,6.707346179,6.707345814,6.707345468,6.707344187,6.707344501 +"14962","SLCO5A1",4.464194821,4.464194758,4.464195139,4.464194712,4.464195211,4.46419477,4.464195085,4.464195151,4.464195038,4.464195053,4.464195076,4.464195137,4.464194872,4.464194689,4.464195158,4.464195004,4.464195247,4.464195031,4.464195149,4.46419492,4.46419507,4.464195247,4.464194858,4.464194958,4.46419493,4.464195003,4.464194925,4.464195071 +"14963","SLCO6A1",2.771563155,2.771563338,2.771563217,2.77156327,2.771563285,2.771563219,2.77156321,2.771563252,2.771563303,2.771563253,2.771563359,2.77156333,2.771563271,2.771563188,2.771563356,2.771563262,2.771563302,2.771563292,2.771563269,2.771563279,2.771563251,2.771563221,2.771563261,2.771563196,2.771563301,2.771563255,2.771563357,2.771563337 +"14964","SLED1",6.965135473,6.965738104,6.964912965,6.966564568,6.964841215,6.965708913,6.965617935,6.965027261,6.965422046,6.964993502,6.965236266,6.964526323,6.964980541,6.96492694,6.965307078,6.965936207,6.965707179,6.966237148,6.965912985,6.966341836,6.965495727,6.965296215,6.965673,6.966041301,6.965987118,6.964807089,6.964739045,6.964340082 +"14965","SLF1",4.42586201,4.425861984,4.425861835,4.425861921,4.42586173,4.425861712,4.425861857,4.425861674,4.425861895,4.425861839,4.425861845,4.425861552,4.425861907,4.425862083,4.425861886,4.42586196,4.425861698,4.425861939,4.425861878,4.425861783,4.425861889,4.42586177,4.425862012,4.425861966,4.425861859,4.425861763,4.425861899,4.425861945 +"14966","SLF2",6.073076321,6.07307619,6.073076255,6.073076254,6.07307617,6.073076145,6.073076209,6.073076193,6.073076205,6.07307618,6.073076201,6.073076149,6.073076238,6.073076358,6.073076246,6.073076132,6.073076126,6.073076113,6.073076305,6.073075975,6.073076168,6.073076206,6.073076237,6.073076194,6.073076159,6.073076206,6.073076199,6.073076274 +"14967","SLFN11",6.564171937,6.564171486,6.564171266,6.564171455,6.564171723,6.564172078,6.564171826,6.564171513,6.564171292,6.56417179,6.564171219,6.56417114,6.564171821,6.564172155,6.564171784,6.564171277,6.5641707,6.564171098,6.564171771,6.564172246,6.564171803,6.564171601,6.564171478,6.564171719,6.564171642,6.564171476,6.564171826,6.564171691 +"14968","SLFN12",5.392524582,5.39252424,5.392524857,5.392524013,5.39252455,5.392525371,5.392523448,5.392523685,5.392524396,5.392524567,5.39252378,5.392523319,5.39252488,5.392525373,5.392524398,5.392524543,5.392524342,5.392522653,5.392524917,5.392525009,5.392523239,5.392523976,5.39252534,5.392524946,5.392524354,5.392523841,5.392524511,5.392524871 +"14969","SLFN12L",9.075287411,8.751669398,8.521621279,8.657587677,8.805498417,8.956861286,8.917214891,8.921124109,9.19019384,8.911572054,8.532445944,8.773370488,8.956418075,9.173480333,8.977517137,8.571475725,8.196866166,8.488931285,8.873735132,8.88381431,8.816024949,8.963972703,9.145555604,8.782773947,8.482894582,8.766496993,9.003009629,8.945092996 +"14970","SLFN13",6.430846777,6.430847058,6.430846722,6.430846566,6.430846756,6.430846671,6.430846868,6.430846777,6.430846901,6.430846652,6.430846799,6.43084643,6.430846864,6.430846857,6.430846608,6.430846957,6.43084655,6.4308465,6.430846851,6.43084688,6.430846857,6.430846718,6.430846888,6.430846791,6.43084668,6.430846739,6.430846774,6.430846828 +"14971","SLFN14",4.904210875,4.904211442,4.90421131,4.904211881,4.904211108,4.904211826,4.904211981,4.904210984,4.904211282,4.9042119,4.904211976,4.904211615,4.9042105,4.904210388,4.904210832,4.904211453,4.904211329,4.90421167,4.904210854,4.904211217,4.904211377,4.904210238,4.90421035,4.904211806,4.904211217,4.904211931,4.904211182,4.90421085 +"14972","SLFN5",8.818150567,8.818056322,8.81792095,8.817754555,8.817871748,8.818026476,8.817937628,8.817885924,8.81810723,8.817956324,8.817754174,8.817995514,8.818059407,8.81821429,8.81802624,8.817987249,8.817782447,8.817719022,8.817926662,8.817867651,8.817952527,8.817878017,8.818129388,8.81794057,8.817788447,8.818091101,8.81806089,8.818086295 +"14973","SLFNL1",5.441593014,5.441593085,5.441593367,5.441593452,5.441593732,5.441592991,5.441593287,5.441593363,5.44159348,5.441593315,5.441593496,5.441593454,5.441593249,5.441592884,5.441593534,5.441593083,5.441593791,5.441593332,5.441593464,5.441593389,5.441593593,5.4415935,5.441592993,5.44159297,5.441593225,5.44159345,5.441593283,5.441593314 +"14974","SLIRP",6.009170609,6.009170615,6.009170538,6.009170524,6.009170471,6.009170506,6.009170575,6.009170432,6.009170567,6.00917048,6.009170454,6.009170451,6.009170567,6.009170736,6.009170538,6.009170621,6.009170421,6.009170389,6.009170511,6.009170604,6.009170594,6.00917046,6.00917058,6.009170581,6.00917044,6.009170496,6.009170555,6.009170534 +"14975","SLIT2",3.719824574,3.719824571,3.719824576,3.719824592,3.719824588,3.719824599,3.719824608,3.719824594,3.719824577,3.719824575,3.719824594,3.719824597,3.719824586,3.719824579,3.719824594,3.719824593,3.71982461,3.719824599,3.719824589,3.719824609,3.719824614,3.719824598,3.719824568,3.719824586,3.719824598,3.719824575,3.71982459,3.719824588 +"14976","SLIT3",4.925990225,4.925990268,4.92599032,4.92599027,4.925990504,4.925990252,4.925990302,4.925990389,4.925990214,4.925990307,4.92599038,4.92599034,4.925990313,4.925990082,4.925990401,4.925990337,4.925990478,4.92599043,4.925990343,4.925990287,4.925990407,4.925990444,4.925990292,4.925990116,4.92599026,4.925990414,4.925990303,4.925990358 +"14977","SLITRK1",4.394890702,4.394890715,4.394890732,4.394890717,4.394890755,4.394890706,4.394890712,4.394890743,4.394890725,4.394890719,4.39489073,4.394890743,4.394890726,4.394890715,4.394890735,4.394890724,4.394890743,4.394890733,4.394890741,4.394890736,4.394890743,4.394890747,4.394890718,4.394890722,4.394890724,4.394890726,4.394890705,4.394890732 +"14978","SLITRK2",4.01290189,4.0129018965,4.0129018885,4.012901893,4.0129019195,4.012901888,4.012901907,4.012901902,4.012901898,4.012901908,4.0129018995,4.012901912,4.0129018915,4.012901881,4.0129019085,4.0129019115,4.0129019195,4.012901915,4.0129019,4.012901909,4.0129019145,4.0129019085,4.0129019025,4.012901873,4.0129018905,4.01290191,4.012901899,4.0129019075 +"14979","SLITRK3",3.325172621,3.325172659,3.325172678,3.32517269,3.325172685,3.325172635,3.325172644,3.325172652,3.325172658,3.325172668,3.325172715,3.325172601,3.325172666,3.325172585,3.325172683,3.325172671,3.325172703,3.325172691,3.325172659,3.325172695,3.325172658,3.325172633,3.325172686,3.325172599,3.325172645,3.32517261,3.325172652,3.325172683 +"14980","SLITRK4",4.33404249,4.334042535,4.334042521,4.334042531,4.334042525,4.334042514,4.334042553,4.334042475,4.334042466,4.334042565,4.334042523,4.334042518,4.334042517,4.334042554,4.334042539,4.334042528,4.334042535,4.334042547,4.334042529,4.334042584,4.334042534,4.334042541,4.334042499,4.334042537,4.334042555,4.334042478,4.334042512,4.334042526 +"14981","SLITRK5",5.268476143,5.268476138,5.268476181,5.268476141,5.268476202,5.268476167,5.268476167,5.268476173,5.268476167,5.268476175,5.268476141,5.268476192,5.268476152,5.268476112,5.268476182,5.268476154,5.268476175,5.268476166,5.268476154,5.268476152,5.268476187,5.268476161,5.268476143,5.268476135,5.268476146,5.268476168,5.268476141,5.268476165 +"14982","SLITRK6",2.697426948,2.697427024,2.697426961,2.69742702,2.697426943,2.697427006,2.697426974,2.697426962,2.697426971,2.697426863,2.697426927,2.697427014,2.697426937,2.697426893,2.697426952,2.697426958,2.697427061,2.697427157,2.697426928,2.697426983,2.697426904,2.697427003,2.69742694,2.697426953,2.697427014,2.697426926,2.697426902,2.697426933 +"14983","SLK",6.906114641,6.906114854,6.90611458,6.906114439,6.906114356,6.906114691,6.906114497,6.906114276,6.906114488,6.906114312,6.906114428,6.906113731,6.906114623,6.906115535,6.906114559,6.90611462,6.906114413,6.906114431,6.906114686,6.906114701,6.906114525,6.906114397,6.906114723,6.906114592,6.906114739,6.906114242,6.906114618,6.906115102 +"14984","SLMAP",6.599206148,6.599206138,6.59920595,6.599206238,6.599205931,6.599205842,6.599206016,6.599205669,6.599205824,6.599206039,6.599205933,6.59920549,6.599205997,6.599206485,6.59920595,6.599206076,6.59920572,6.599206038,6.599206155,6.599205828,6.599205952,6.599205735,6.599206144,6.599206201,6.599206068,6.599205936,6.599205863,6.599206095 +"14985","SLN",3.71486499,3.714864985,3.71486501,3.714865014,3.714865015,3.714865018,3.714865007,3.714865006,3.714864986,3.714864981,3.714865011,3.714865027,3.714865007,3.714865013,3.714864994,3.714865006,3.714865021,3.714865014,3.714865016,3.714865008,3.714865018,3.714865014,3.714864993,3.714864984,3.714865011,3.714864995,3.714865004,3.714865006 +"14986","SLPI",6.515321294,6.515321764,6.51532245,6.515322891,6.515321231,6.515321181,6.515321754,6.51532029,6.515320787,6.515320008,6.515322391,6.515319041,6.515320923,6.515319122,6.515320872,6.515322014,6.515322542,6.515321898,6.515320458,6.51532171,6.515321841,6.515320506,6.515321151,6.515320006,6.515322158,6.515318876,6.515320738,6.515318743 +"14987","SLTM",7.122964424,7.122964303,7.12296409,7.122963934,7.122963976,7.122963643,7.122964189,7.1229634,7.122964204,7.122964184,7.122963774,7.122963462,7.122964159,7.122965308,7.122964127,7.122964146,7.122963585,7.122963509,7.122964255,7.122963175,7.122964174,7.122963803,7.122964243,7.122964082,7.122964032,7.12296412,7.122964072,7.122964779 +"14988","SLU7",6.202737956,6.202738141,6.202737925,6.202738089,6.202737705,6.202737605,6.202737802,6.202737836,6.202737677,6.202737772,6.202737798,6.202737046,6.202737994,6.202738588,6.202737738,6.202737938,6.202737973,6.202738079,6.202738016,6.20273782,6.202737807,6.202737903,6.202738045,6.202737968,6.20273792,6.202737782,6.202737768,6.202738384 +"14989","SLURP1",5.906768991,5.906769008,5.906769099,5.906769036,5.906769098,5.906768972,5.906769056,5.906769126,5.906769001,5.90676905,5.906769131,5.906769155,5.906769071,5.906768939,5.90676911,5.906769075,5.906769126,5.906769129,5.906769056,5.906769045,5.906769106,5.90676908,5.906769033,5.906769017,5.906769101,5.906769122,5.906769028,5.906769051 +"14990","SLX4",5.917546559,5.917546583,5.917546582,5.917546576,5.917546588,5.917546569,5.917546609,5.917546627,5.917546591,5.917546584,5.917546549,5.917546604,5.917546607,5.917546585,5.917546588,5.917546569,5.917546575,5.917546604,5.917546598,5.91754662,5.91754661,5.917546589,5.917546584,5.917546569,5.917546613,5.917546593,5.917546585,5.91754658 +"14991","SLX4IP",6.212249106,6.212249062,6.212249005,6.212249087,6.212248979,6.212249072,6.212249093,6.212249039,6.212249121,6.212249101,6.212249057,6.212248992,6.212249091,6.212249097,6.212249092,6.212249014,6.212248991,6.21224901,6.212249086,6.212249053,6.212249035,6.212249038,6.212249069,6.212249105,6.212249056,6.212248986,6.212249118,6.212249088 +"14992","SLX9",6.6214337575,6.621432813,6.621435104,6.6214334275,6.6214358,6.6214348735,6.6214354925,6.621432199,6.621433487,6.621432546,6.621434931,6.6214345125,6.621433496,6.6214339495,6.6214345095,6.6214339255,6.621436091,6.621433427,6.6214359385,6.621434953,6.6214347685,6.621435065,6.6214356205,6.62143379,6.62143242,6.6214351785,6.6214336885,6.621433531 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+"15079","SMYD1",3.701166395,3.701166435,3.701166464,3.701166381,3.701166481,3.701166454,3.701166496,3.701166514,3.701166424,3.701166437,3.701166447,3.701166544,3.701166411,3.701166361,3.701166473,3.701166371,3.701166491,3.701166491,3.701166475,3.701166377,3.701166444,3.701166434,3.701166419,3.701166436,3.701166489,3.70116645,3.7011664,3.701166485 +"15080","SMYD2",5.575776947,5.575776778,5.575776695,5.575776695,5.575776683,5.575776715,5.575776745,5.575776693,5.575776961,5.575776756,5.575776565,5.575776712,5.575776965,5.575777084,5.57577682,5.575776692,5.575776577,5.575776635,5.575776812,5.575776645,5.575776723,5.57577677,5.575776861,5.575776749,5.575776517,5.575776812,5.575776896,5.575776884 +"15081","SMYD3",5.241524919,5.241524881,5.241524857,5.24152485,5.241524839,5.241524888,5.241524903,5.241524889,5.241524877,5.241524893,5.241524836,5.241524868,5.241524893,5.241524904,5.241524862,5.241524856,5.241524776,5.241524822,5.241524884,5.241524891,5.241524874,5.241524853,5.241524863,5.241524859,5.241524887,5.241524896,5.241524917,5.241524875 +"15082","SMYD4",6.557592153,6.557592365,6.557592266,6.55759202,6.557592163,6.557592235,6.557592234,6.557592267,6.557592346,6.557592377,6.557591893,6.557592453,6.557592339,6.557592512,6.557592213,6.557592234,6.557592086,6.557591954,6.557592255,6.557591823,6.557592162,6.557592217,6.557592359,6.557592414,6.557592104,6.55759221,6.5575923,6.557592415 +"15083","SMYD5",5.885590171,5.885590042,5.88559012,5.885590045,5.885590076,5.885590158,5.885590036,5.885589935,5.885590316,5.885590149,5.885589885,5.885590173,5.88559013,5.8855902,5.885590124,5.88559008,5.885589983,5.885589911,5.885590038,5.885590099,5.885590107,5.88559016,5.885590029,5.885590088,5.885589892,5.88559013,5.885590133,5.885590247 +"15084","SNAI1",4.586542406,4.586542332,4.586542366,4.586542627,4.586542686,4.58654239,4.586542493,4.586542439,4.586542201,4.586542583,4.586542434,4.586542578,4.586542382,4.586542221,4.586542514,4.586542389,4.586542617,4.586542567,4.586542401,4.586542394,4.586542469,4.586542476,4.586542342,4.586542232,4.586542365,4.586542488,4.586542582,4.586542372 +"15085","SNAI2",4.114841938,4.114841948,4.114842022,4.114841994,4.114841964,4.114841912,4.114841933,4.114842022,4.114841988,4.114841965,4.114842002,4.114841984,4.114841913,4.114841902,4.114842,4.114841981,4.11484201,4.114841998,4.114841942,4.114841955,4.114841972,4.114841993,4.114841906,4.114841983,4.114841938,4.11484201,4.114841937,4.114841969 +"15086","SNAI3",7.57655493,7.576554967,7.576555076,7.576555037,7.576555149,7.576554952,7.576554994,7.57655504,7.576555044,7.576555014,7.57655512,7.576555146,7.576555037,7.576554863,7.576555083,7.576555055,7.576555146,7.576555099,7.576555005,7.576554949,7.576555074,7.576555106,7.576554961,7.576554973,7.576555095,7.576555061,7.576555023,7.576555033 +"15087","SNAI3-AS1",5.287111417,5.287111073,5.28711079,5.287111266,5.287111027,5.287111059,5.287111358,5.287111095,5.287111395,5.287110729,5.287110569,5.287111906,5.287110412,5.287111405,5.287111196,5.287111599,5.28711139,5.287111388,5.28711084,5.287110769,5.287111413,5.287111508,5.287111204,5.287110609,5.287111836,5.287111177,5.287111318,5.287111155 +"15088","SNAP23",8.447871058,8.447871666,8.447870625,8.447872144,8.447870252,8.447870565,8.447870204,8.447870052,8.447870017,8.44787046,8.447871106,8.447869535,8.447870733,8.447871695,8.447870879,8.44787142,8.447869678,8.44787126,8.447871028,8.447871157,8.447870532,8.447869771,8.447870687,8.447871464,8.447871579,8.4478708,8.447870219,8.447870963 +"15089","SNAP25",4.298904048,4.298904087,4.298904103,4.298904071,4.298904141,4.298904086,4.298904092,4.298904079,4.29890409,4.29890413,4.298904076,4.298904127,4.298904109,4.298904014,4.298904109,4.298904102,4.298904103,4.298904115,4.298904057,4.298904102,4.298904107,4.298904109,4.298904072,4.298904064,4.298904103,4.298904087,4.298904065,4.298904103 +"15090","SNAP29",6.908296299,6.908296252,6.908296259,6.908296335,6.908296185,6.908296299,6.908296303,6.90829628,6.908296242,6.908296269,6.908296168,6.908296155,6.908296281,6.908296276,6.908296268,6.908296178,6.908296183,6.908296315,6.908296221,6.908296268,6.908296253,6.908296253,6.908296278,6.908296384,6.908296276,6.908296243,6.908296344,6.908296255 +"15091","SNAP91",4.46099693,4.460997072,4.460997045,4.46099702,4.460997039,4.46099699,4.460997067,4.460997039,4.46099694,4.460997022,4.46099702,4.460997037,4.460996965,4.460996966,4.460997096,4.460996976,4.460996964,4.460997148,4.460996986,4.460997138,4.460996969,4.460997014,4.460996953,4.460996923,4.46099706,4.460997021,4.460996916,4.460996992 +"15092","SNAPC1",4.508104764,4.508104737,4.50810464,4.508104644,4.508104567,4.508104678,4.508104804,4.508104673,4.508104771,4.508104781,4.508104587,4.508104588,4.508104845,4.508105106,4.508104703,4.508104664,4.508104763,4.508104619,4.508104656,4.508104706,4.508104712,4.508104736,4.508104688,4.508104738,4.508104775,4.508104665,4.508104779,4.508104997 +"15093","SNAPC2",6.830311715,6.830311732,6.830311777,6.83031173,6.830311792,6.830311751,6.830311734,6.830311756,6.83031175,6.830311759,6.830311771,6.830311771,6.830311749,6.830311706,6.830311762,6.830311754,6.830311773,6.830311766,6.830311746,6.830311717,6.830311734,6.83031177,6.83031173,6.830311739,6.830311757,6.830311743,6.830311731,6.830311753 +"15094","SNAPC3",7.056880778,7.056880439,7.056880047,7.056879631,7.056879979,7.056879696,7.056880108,7.056879541,7.056880138,7.056880355,7.056879634,7.056879509,7.056880454,7.056881465,7.056879997,7.056880099,7.056879323,7.056879009,7.0568803,7.056879371,7.056880263,7.056879969,7.056880217,7.056880544,7.056879667,7.05688012,7.056880515,7.056880828 +"15095","SNAPC4",6.1436151,6.143615075,6.143615127,6.143615092,6.143615175,6.143615128,6.143615141,6.143615138,6.14361516,6.14361511,6.143615136,6.14361516,6.143615121,6.143615052,6.143615141,6.14361515,6.143615168,6.143615166,6.143615136,6.14361511,6.143615153,6.143615154,6.143615079,6.143615105,6.143615113,6.143615171,6.143615089,6.143615103 +"15096","SNAPC5",6.196215391,6.196215392,6.19621539,6.19621537,6.196215381,6.196215384,6.19621539,6.196215388,6.196215394,6.19621538,6.196215374,6.196215395,6.196215396,6.196215401,6.196215392,6.196215361,6.196215374,6.196215368,6.196215394,6.196215372,6.19621539,6.196215395,6.196215405,6.196215381,6.196215372,6.196215389,6.196215386,6.196215405 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+"15099","SNCAIP",4.378576326,4.378576397,4.378576474,4.37857639,4.378576379,4.378576348,4.37857647,4.378576491,4.378576457,4.378576406,4.37857651,4.378576495,4.378576411,4.378576209,4.378576402,4.378576383,4.37857647,4.378576506,4.378576369,4.378576405,4.378576445,4.378576575,4.378576288,4.378576388,4.378576466,4.37857634,4.378576374,4.378576494 +"15100","SNCB",6.04007096,6.040070998,6.040071183,6.040071183,6.040071195,6.040070907,6.040071031,6.040071205,6.040071127,6.040071172,6.040071211,6.040071174,6.040071146,6.040070956,6.040071194,6.040071205,6.040071265,6.040071278,6.040071059,6.040071115,6.040071166,6.040071081,6.040070958,6.040071107,6.040071186,6.040071184,6.040071101,6.040071267 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+"15447","SPATA32",4.859275846,4.859275884,4.859275862,4.85927584,4.859275892,4.859275991,4.859275909,4.859275975,4.859275891,4.859275822,4.859275906,4.859275989,4.859275931,4.859275804,4.859275905,4.859275926,4.8592759,4.859275877,4.859275848,4.859275952,4.859275888,4.859275915,4.859275883,4.859275925,4.859275856,4.859275899,4.859275936,4.859275913 +"15448","SPATA33",4.858163738,4.858163789,4.858163788,4.858163781,4.858163805,4.858163759,4.858163792,4.858163833,4.858163774,4.858163795,4.858163773,4.858163819,4.85816377,4.858163758,4.858163788,4.858163781,4.858163824,4.858163795,4.858163768,4.858163766,4.858163801,4.858163801,4.858163782,4.85816378,4.858163783,4.858163784,4.858163741,4.858163786 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+"15825","STX8",6.178664963,6.178664993,6.178664846,6.178664806,6.178664895,6.178664868,6.178664966,6.178664753,6.178664861,6.178664869,6.178664563,6.178664573,6.178664884,6.178664974,6.178664945,6.178664881,6.178664723,6.178664786,6.17866495,6.178664896,6.178664905,6.17866488,6.178664944,6.178664874,6.178664666,6.178664866,6.178664874,6.178664738 +"15826","STXBP1",5.024885361,5.024885475,5.02488535,5.024885358,5.024885384,5.024885301,5.024885355,5.02488542,5.024885421,5.02488535,5.024885392,5.024885461,5.024885425,5.024885437,5.024885383,5.024885477,5.024885384,5.024885475,5.024885375,5.024885404,5.024885394,5.024885345,5.024885479,5.024885435,5.024885377,5.024885458,5.024885364,5.024885408 +"15827","STXBP2",8.894930167,8.894931074,8.894930468,8.894931549,8.894930724,8.894931417,8.894930722,8.894930584,8.894930361,8.894930714,8.894930713,8.894930163,8.894930711,8.894930092,8.894930357,8.894931085,8.894930478,8.894931048,8.894930796,8.894931242,8.894930707,8.894930568,8.89493055,8.89493095,8.894930882,8.894930409,8.894930632,8.894929866 +"15828","STXBP3",7.370569424,7.370569167,7.370568954,7.370569392,7.370567946,7.370567861,7.370568564,7.370568468,7.37056796,7.370568011,7.370568616,7.370567199,7.370568732,7.370570017,7.370569173,7.370569039,7.370568582,7.370568835,7.370569089,7.370567871,7.370568482,7.370568411,7.370568764,7.3705687,7.370568805,7.370568098,7.370568489,7.37056908 +"15829","STXBP4",4.462641461,4.462641418,4.46264143,4.462641363,4.462641389,4.462641371,4.462641401,4.462641363,4.462641419,4.462641402,4.462641308,4.462641365,4.462641411,4.462641509,4.462641427,4.462641416,4.46264139,4.462641369,4.462641399,4.46264136,4.462641411,4.462641399,4.462641441,4.462641394,4.462641378,4.462641403,4.462641411,4.462641451 +"15830","STXBP5",7.976424119,7.976429306,7.976413056,7.976429609,7.976414316,7.976399532,7.976420157,7.97640841,7.976409425,7.976411706,7.976420628,7.976406506,7.976413874,7.976429123,7.976418171,7.976425629,7.976407712,7.976423593,7.97642696,7.976406131,7.976420997,7.976408592,7.976422327,7.976421436,7.976426925,7.97641912,7.976412845,7.97641752 +"15831","STXBP5L",3.001008863,3.001008858,3.001008891,3.001008816,3.001008895,3.00100886,3.001008864,3.001008852,3.001008815,3.001008892,3.001008857,3.001008953,3.001008819,3.001008844,3.001008848,3.001008961,3.00100898,3.00100889,3.001008837,3.001008924,3.001008849,3.001008916,3.001008919,3.001008867,3.00100888,3.001008783,3.001008863,3.001008849 +"15832","STXBP6",3.940626335,3.940626409,3.940626436,3.940626368,3.940626648,3.940626357,3.940626447,3.940626565,3.940626482,3.94062647,3.940626458,3.940626577,3.940626332,3.940626377,3.940626575,3.940626501,3.940626626,3.940626574,3.94062648,3.94062644,3.940626588,3.940626552,3.940626322,3.940626349,3.940626607,3.940626554,3.940626438,3.940626428 +"15833","STYK1",4.160395444,4.160395381,4.160395452,4.160395364,4.160395436,4.160395398,4.160395407,4.160395461,4.160395406,4.160395444,4.160395419,4.160395381,4.160395384,4.16039537,4.16039545,4.160395421,4.160395434,4.160395387,4.160395421,4.160395387,4.160395416,4.160395471,4.160395424,4.160395415,4.160395455,4.160395398,4.160395346,4.160395412 +"15834","STYX",7.102520685,7.102520164,7.102519916,7.102519525,7.102519524,7.10251932,7.102519766,7.102519622,7.102520408,7.102520448,7.10251933,7.10251946,7.102520314,7.102521939,7.102520196,7.102519322,7.102519139,7.102519166,7.10252021,7.10251976,7.102519994,7.10251983,7.1025205,7.102520168,7.102519506,7.102519779,7.102520343,7.102521334 +"15835","STYXL1",6.298630672,6.298630921,6.298630139,6.298631346,6.298630699,6.298631674,6.29863029,6.298629743,6.298630227,6.29863048,6.298630232,6.298629526,6.298631264,6.298631396,6.298630231,6.298630624,6.298629565,6.298630713,6.29863055,6.29863225,6.298630097,6.298630101,6.298630586,6.298630614,6.298630356,6.298630396,6.298631276,6.298630484 +"15836","STYXL2",4.603189414,4.603189398,4.603189437,4.603189433,4.603189488,4.603189424,4.603189406,4.603189466,4.603189395,4.603189429,4.603189429,4.603189481,4.603189407,4.603189383,4.603189473,4.603189448,4.603189496,4.603189453,4.603189425,4.603189423,4.60318949,4.603189454,4.603189404,4.603189391,4.603189422,4.603189475,4.60318941,4.603189426 +"15837","SUB1",6.565760383,6.565759911,6.565759921,6.565759076,6.565759434,6.565758828,6.565759856,6.565759261,6.565759577,6.565759721,6.565759787,6.56575833,6.565759628,6.565762128,6.565760061,6.565758999,6.565759205,6.565759091,6.56575985,6.565758146,6.56575988,6.565759265,6.565760388,6.565759441,6.565759541,6.565759128,6.565759457,6.565761505 +"15838","SUCLA2",6.03851451,6.038514602,6.038514551,6.038514278,6.038514294,6.038514069,6.03851428,6.038514291,6.038514598,6.038514425,6.038514365,6.038514223,6.038514412,6.038515037,6.038514277,6.03851444,6.038514032,6.038514205,6.038514317,6.038514433,6.038514307,6.038514363,6.038514618,6.038514585,6.038514432,6.038514396,6.038514373,6.038514637 +"15839","SUCLG1",6.182515167,6.182515101,6.182515107,6.18251511,6.182515059,6.182515119,6.182515098,6.182515059,6.182515063,6.182515056,6.18251506,6.182514997,6.182515119,6.182515186,6.182515115,6.182515049,6.182515055,6.182515033,6.182515108,6.182515156,6.182515132,6.182515011,6.182515108,6.182515122,6.182515085,6.18251504,6.182515083,6.182515083 +"15840","SUCLG2",6.759865903,6.759865746,6.759865809,6.759865965,6.759865281,6.759865713,6.759865278,6.759865914,6.759866578,6.75986601,6.759864697,6.759865372,6.75986581,6.759866864,6.759865552,6.759865283,6.759864952,6.75986517,6.759865768,6.759865798,6.759865541,6.759865091,6.75986613,6.759865879,6.759865112,6.759866025,6.759865848,6.759866437 +"15841","SUCNR1",2.471034873,2.471034893,2.471034895,2.471034887,2.47103486,2.4710349,2.471034895,2.471034873,2.471034875,2.471034893,2.471034905,2.471034903,2.471034889,2.471034879,2.471034886,2.471034881,2.471034894,2.471034889,2.471034887,2.471034887,2.471034873,2.471034872,2.4710349,2.471034924,2.47103488,2.47103489,2.471034872,2.471034862 +"15842","SUCO",5.952618547,5.952618384,5.95261857,5.952618381,5.952618268,5.952618196,5.952618395,5.95261823,5.952618572,5.952618485,5.952618357,5.952618344,5.952618508,5.95261895,5.952618575,5.952618234,5.952618487,5.95261845,5.952618433,5.952617915,5.952618372,5.952618489,5.952618702,5.952618559,5.952618452,5.952618439,5.952618356,5.952618772 +"15843","SUDS3",7.3483979485,7.3483979555,7.348397948,7.3483980415,7.3483979005,7.348397912,7.3483978735,7.3483978965,7.348397947,7.3483978255,7.348397956,7.348397741,7.348397995,7.3483981045,7.348397855,7.3483979945,7.3483977145,7.3483980575,7.348397928,7.348397967,7.3483978975,7.348398003,7.3483979395,7.348398022,7.348398176,7.348398081,7.348398037,7.3483978355 +"15844","SUFU",5.97046482,5.9704649,5.970464876,5.970464872,5.970464834,5.970464869,5.970464791,5.970464861,5.970464871,5.970464888,5.970464907,5.970464746,5.970464889,5.970464863,5.970464804,5.970464763,5.970464847,5.970464855,5.97046482,5.970464783,5.970464816,5.970464837,5.970464842,5.970464866,5.970464826,5.970464839,5.970464812,5.970464847 +"15845","SUGCT",4.318296251,4.318296273,4.318296335,4.318296284,4.318296291,4.318296256,4.318296273,4.318296303,4.318296311,4.318296271,4.318296325,4.318296307,4.318296291,4.318296273,4.318296288,4.318296299,4.318296322,4.318296283,4.318296285,4.318296255,4.318296266,4.318296299,4.318296299,4.318296274,4.318296313,4.318296281,4.318296262,4.318296309 +"15846","SUGP1",6.905819112,6.905819244,6.905819136,6.905819174,6.905819245,6.905819336,6.905819189,6.905819156,6.905819306,6.905819167,6.905819144,6.905819161,6.905819217,6.90581923,6.905819211,6.905819141,6.905819109,6.905819174,6.905819223,6.905818923,6.905819216,6.905819262,6.905819263,6.905819262,6.905819287,6.905819238,6.905819203,6.905819081 +"15847","SUGP2",7.641425524,7.641425429,7.641425398,7.641425406,7.641425396,7.641425452,7.641425502,7.641425445,7.641425465,7.641425487,7.641425406,7.641425462,7.641425474,7.641425517,7.641425435,7.641425383,7.641425393,7.641425334,7.641425408,7.641425411,7.641425501,7.641425427,7.641425468,7.641425467,7.641425404,7.641425493,7.641425465,7.641425482 +"15848","SUGT1",6.128445886,6.128445657,6.128445435,6.128444879,6.128445361,6.128445207,6.128445331,6.128445104,6.128445739,6.128445321,6.12844532,6.128444823,6.128445668,6.12844631,6.128445644,6.128445415,6.128444769,6.128445075,6.128445317,6.128445266,6.128445517,6.128445108,6.128445586,6.12844554,6.128445241,6.128445546,6.128445614,6.128445694 +"15849","SUGT1P1",3.088153525,3.088153553,3.088153599,3.088153439,3.088153537,3.088153462,3.088153564,3.088153595,3.088153537,3.088153721,3.088153614,3.088153531,3.088153562,3.088153516,3.088153575,3.088153509,3.088153644,3.088153513,3.088153548,3.088153546,3.088153498,3.088153553,3.088153639,3.088153565,3.088153566,3.088153469,3.088153609,3.088153604 +"15850","SULF1",3.816334328,3.816334316,3.816334322,3.816334403,3.816334454,3.816334302,3.816334408,3.816334347,3.816334362,3.816334344,3.816334454,3.816334392,3.816334341,3.816334184,3.81633446,3.81633437,3.816334435,3.81633444,3.816334398,3.816334477,3.816334382,3.816334326,3.816334319,3.816334429,3.816334393,3.816334452,3.81633432,3.816334295 +"15851","SULF2",8.159401385,8.159401289,8.159401787,8.159403297,8.159400938,8.159401956,8.159401063,8.159401021,8.159400775,8.159402069,8.159401638,8.159401563,8.159400081,8.159401997,8.159402326,8.159402104,8.159402446,8.159402716,8.159402203,8.159402581,8.159401347,8.159400786,8.159401751,8.159402966,8.159402346,8.159402277,8.159400543,8.159401519 +"15852","SULT1A1",5.942881625,5.942881676,5.942882402,5.942881708,5.942881723,5.942881545,5.942881244,5.942881762,5.942881354,5.942881497,5.942882157,5.942881315,5.942881598,5.942881252,5.94288175,5.942881744,5.942882145,5.942881777,5.942881734,5.942881698,5.942881572,5.94288178,5.942881471,5.942881564,5.942882176,5.942880942,5.94288149,5.942881573 +"15853","SULT1A2",5.710106803,5.710106757,5.710106825,5.710106853,5.710106596,5.710106716,5.710106761,5.71010676,5.710106594,5.710106574,5.710106884,5.710106593,5.710106702,5.710106629,5.710106817,5.710106692,5.710106848,5.710106693,5.710106718,5.710106736,5.710106737,5.710106692,5.710106494,5.710106709,5.710106908,5.710106666,5.710106632,5.710106606 +"15854","SULT1B1",7.292770398,7.29368116,7.292798713,7.294491607,7.291468908,7.291983598,7.292921153,7.291333075,7.292380228,7.292429189,7.29327842,7.291077144,7.292550977,7.292436374,7.292508271,7.293846165,7.292665574,7.294053877,7.293144035,7.292250609,7.29305333,7.291977354,7.294006263,7.294184861,7.294048294,7.292264554,7.292929058,7.291095448 +"15855","SULT1C2",3.633698549,3.63369857,3.633698565,3.633698577,3.63369861,3.633698647,3.633698589,3.633698622,3.633698572,3.633698632,3.633698647,3.633698657,3.633698647,3.633698565,3.633698592,3.633698562,3.63369864,3.633698571,3.63369855,3.633698626,3.633698579,3.633698616,3.633698559,3.63369858,3.633698589,3.633698559,3.633698589,3.633698625 +"15856","SULT1C3",3.169055725,3.169055719,3.169055731,3.169055726,3.169055721,3.16905575,3.16905573,3.169055722,3.169055751,3.169055759,3.169055754,3.169055773,3.169055733,3.169055727,3.16905574,3.169055714,3.169055728,3.169055754,3.169055732,3.169055742,3.169055724,3.169055738,3.169055727,3.169055745,3.169055743,3.169055726,3.169055731,3.169055713 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+"16185","TCF4",6.093706782,6.093706455,6.093706567,6.093706597,6.093706705,6.093706517,6.093706564,6.093705989,6.093706373,6.093706796,6.093706323,6.093706423,6.093706581,6.093707062,6.093706613,6.093705983,6.093706244,6.093706473,6.093706657,6.093706349,6.093706414,6.093706043,6.09370623,6.093706847,6.093706309,6.093706667,6.093706664,6.093706875 +"16186","TCF7",7.945527949,7.945528,7.945527694,7.945527144,7.945528152,7.945527939,7.945527662,7.945528083,7.945529534,7.945528945,7.945527018,7.945528743,7.945528758,7.945528831,7.945527704,7.945527421,7.945526627,7.945527388,7.94552809,7.945527504,7.945527525,7.945527893,7.945528818,7.945528039,7.945526826,7.945528843,7.945528898,7.945528499 +"16187","TCF7L1",5.578908587,5.578908606,5.578908762,5.578908764,5.578908879,5.578908552,5.578908716,5.578908884,5.578908648,5.578908722,5.578908849,5.578908966,5.578908686,5.578908495,5.578908877,5.57890886,5.578908787,5.578908931,5.57890858,5.578908808,5.578908793,5.578908791,5.578908599,5.578908507,5.578908738,5.578908861,5.57890873,5.578908778 +"16188","TCF7L2",6.704616885,6.704616473,6.704617148,6.704616644,6.70461626,6.704618085,6.704616572,6.704616357,6.70461573,6.704616993,6.704616854,6.704615262,6.704616945,6.704616395,6.704616413,6.70461612,6.704616587,6.704616536,6.704615842,6.704618122,6.704616482,6.704616532,6.704615589,6.704616671,6.704616948,6.70461587,6.704616916,6.704615896 +"16189","TCFL5",6.7135606,6.713560587,6.713560618,6.713560579,6.713560627,6.713560613,6.713560637,6.713560612,6.71356061,6.713560641,6.713560642,6.713560652,6.713560588,6.713560586,6.713560641,6.713560612,6.71356065,6.713560615,6.713560619,6.71356061,6.71356062,6.713560624,6.713560586,6.7135606,6.7135606,6.713560612,6.713560608,6.71356064 +"16190","TCHH",4.646788764,4.64678881,4.646788804,4.646788793,4.646788924,4.646788803,4.646788835,4.646788888,4.646788841,4.646788839,4.646788869,4.646788914,4.64678885,4.646788793,4.646788919,4.646788873,4.64678891,4.646788947,4.64678888,4.646788888,4.646788929,4.646788891,4.646788819,4.646788797,4.646788821,4.646788867,4.646788792,4.646788883 +"16191","TCHHL1",4.387338223,4.387338259,4.387338303,4.387338243,4.387338285,4.387338221,4.387338251,4.387338278,4.387338231,4.387338279,4.387338244,4.387338289,4.38733821,4.387338182,4.387338285,4.387338246,4.38733829,4.387338262,4.387338242,4.387338277,4.387338296,4.387338263,4.387338235,4.387338227,4.387338248,4.387338283,4.387338264,4.38733828 +"16192","TCHP",6.643876187,6.643876313,6.643876138,6.643876153,6.643876144,6.643876197,6.64387622,6.643876097,6.643876299,6.643876203,6.643876109,6.643875964,6.643876216,6.643876348,6.643876177,6.643876327,6.643875954,6.643876077,6.643876119,6.64387609,6.643876327,6.643876106,6.643876326,6.643876265,6.64387617,6.643876194,6.643876172,6.643876341 +"16193","TCIM",3.744477602,3.744477614,3.744477758,3.744477667,3.744477747,3.744477902,3.744477623,3.744477615,3.744477728,3.744477645,3.744477827,3.744477802,3.744477611,3.744477362,3.744477599,3.744477666,3.744477649,3.744477694,3.744477663,3.744477823,3.744477615,3.744477509,3.744477733,3.744477613,3.74447761,3.744477646,3.744477523,3.744477782 +"16194","TCIRG1",8.823942553,8.823943283,8.823943188,8.823943606,8.823942132,8.823944199,8.823943522,8.823942944,8.823942349,8.823942575,8.823942788,8.823942235,8.823943444,8.823942527,8.823942397,8.823943363,8.82394331,8.823943236,8.82394249,8.823944171,8.823943412,8.823943138,8.82394266,8.823943147,8.823942928,8.823942668,8.823943403,8.823942213 +"16195","TCL1A",8.417024027,7.281573357,7.163029903,7.291141591,7.618308359,6.995891597,6.646219565,6.698712848,6.376158321,7.938094124,6.130043536,7.33460445,6.674242609,8.22867811,7.978189754,7.185589995,7.05136633,7.327574233,7.956208231,7.137352593,6.398532077,7.09993628,6.412541785,7.701440976,6.361754602,7.471736662,6.565465382,8.182847202 +"16196","TCL1B",4.659685498,4.659685501,4.65968551,4.659685517,4.659685525,4.659685504,4.659685505,4.659685519,4.659685512,4.659685513,4.659685504,4.659685526,4.659685498,4.659685479,4.659685517,4.659685526,4.659685538,4.659685518,4.659685501,4.659685505,4.659685531,4.659685523,4.659685506,4.659685486,4.659685525,4.65968552,4.659685493,4.659685526 +"16197","TCL6",4.541809364,4.541809273,4.541809287,4.541809336,4.541809332,4.541809347,4.541809276,4.541809269,4.541809282,4.541809333,4.541809329,4.541809314,4.541809314,4.541809312,4.541809333,4.541809284,4.541809339,4.54180935,4.541809332,4.541809346,4.541809317,4.541809297,4.5418093,4.541809317,4.54180927,4.541809277,4.541809286,4.54180932 +"16198","TCN1",4.707163255,4.707163084,4.707163341,4.707163334,4.707162819,4.70716275,4.707163665,4.707162532,4.70716288,4.707162161,4.707163317,4.707162654,4.707162428,4.707162284,4.707163171,4.707162788,4.707163453,4.707162872,4.70716291,4.707162996,4.707163412,4.707162662,4.707162723,4.707162507,4.707163018,4.707162771,4.70716253,4.707162941 +"16199","TCN2",5.609181927,5.609181809,5.609181874,5.609181975,5.609182149,5.609182282,5.609181654,5.60918164,5.609181398,5.609181748,5.609181725,5.609181958,5.609181816,5.609181425,5.60918211,5.609181795,5.609181989,5.609181771,5.609181925,5.609182327,5.609181956,5.609181886,5.609181441,5.609181749,5.609181771,5.609181621,5.609181793,5.609181754 +"16200","TCOF1",6.555747948,6.555747996,6.555748087,6.555748032,6.555748187,6.555748075,6.555748142,6.555748136,6.5557481,6.555748151,6.555748112,6.555748099,6.555748171,6.555748036,6.555748135,6.555748033,6.555748112,6.555748127,6.555747966,6.555748009,6.555748186,6.555748209,6.555748044,6.555748139,6.555748164,6.555748154,6.555748075,6.555748126 +"16201","TCP1",9.129837481,9.114891492,8.913347005,8.769261668,8.884152091,9.085677242,9.122942459,8.900087183,9.180326022,9.090307582,8.821622693,8.861022621,9.123232133,9.407854732,9.001079531,9.009493931,8.75142731,8.651990874,8.958686038,9.048212764,9.040477706,8.984778999,9.135384139,8.942835279,8.789942444,8.898382483,9.081186728,9.142789013 +"16202","TCP10L",4.7510346995,4.7510348445,4.7510348435,4.7510349765,4.7510350195,4.751034956,4.75103479,4.751035002,4.751034885,4.751034956,4.751034913,4.7510350695,4.751034861,4.7510346675,4.7510350175,4.7510350255,4.7510351195,4.7510349845,4.7510349545,4.7510349795,4.7510349535,4.7510350835,4.751034735,4.7510347955,4.751034898,4.751034761,4.7510348075,4.7510349455 +"16203","TCP11",4.771107558,4.771107749,4.771107836,4.77110789,4.77110809,4.771107766,4.77110784,4.77110786,4.771107792,4.771107903,4.771107803,4.771108119,4.771107818,4.771107469,4.771107938,4.771107831,4.771108139,4.771107784,4.771107767,4.771107801,4.771107928,4.771107942,4.771107766,4.771107677,4.771107735,4.771107877,4.771107639,4.77110802 +"16204","TCP11L1",5.907641564,5.907641328,5.907641257,5.907641465,5.907641237,5.907641276,5.907641545,5.907641319,5.9076412,5.907641259,5.907641266,5.907641377,5.907641375,5.90764163,5.907641489,5.907641145,5.907640961,5.907641371,5.907641285,5.907641127,5.907641434,5.90764131,5.907641367,5.907641375,5.907641116,5.907641326,5.907641466,5.907641371 +"16205","TCP11L2",8.836669603,8.83666945,8.836669554,8.836669673,8.836669124,8.836669207,8.836669238,8.836669551,8.836669272,8.836669235,8.836669573,8.836669495,8.836669497,8.836669244,8.836669392,8.83666915,8.8366692,8.836669732,8.836669364,8.836669155,8.83666937,8.836669042,8.836669326,8.836669628,8.836669745,8.836669892,8.836669649,8.83666905 +"16206","TCTA",7.215717555,7.215717593,7.215717568,7.215717567,7.215717527,7.215717545,7.215717548,7.215717552,7.215717546,7.21571755,7.215717528,7.215717546,7.215717553,7.215717556,7.215717534,7.215717578,7.215717529,7.215717559,7.215717546,7.215717524,7.215717515,7.215717552,7.215717544,7.21571758,7.215717579,7.215717543,7.215717544,7.215717564 +"16207","TCTE1",4.782594931,4.782594715,4.782595105,4.782594998,4.782595266,4.782594938,4.782595102,4.782595206,4.782595023,4.782595124,4.782595195,4.782595352,4.782595034,4.782594774,4.782595146,4.782595,4.782595485,4.7825952,4.782595181,4.782594969,4.7825953,4.782595238,4.782595032,4.782594917,4.782595067,4.782595178,4.782595113,4.782595126 +"16208","TCTN1",5.588218616,5.588218569,5.58821858,5.588218647,5.588218641,5.588218619,5.588218566,5.588218644,5.588218526,5.588218449,5.588218635,5.588218677,5.588218618,5.588218676,5.588218542,5.588218628,5.588218575,5.58821856,5.588218601,5.588218562,5.588218563,5.588218677,5.588218615,5.588218593,5.588218494,5.588218542,5.588218655,5.588218605 +"16209","TCTN2",5.055588356,5.05558833,5.055588327,5.055588283,5.055588316,5.055588164,5.055588312,5.055588294,5.055588376,5.055588259,5.055588265,5.055588329,5.055588307,5.055588365,5.055588307,5.055588296,5.055588258,5.055588301,5.055588291,5.055588219,5.055588297,5.05558828,5.055588317,5.055588268,5.05558831,5.055588337,5.055588334,5.055588343 +"16210","TCTN3",6.20098012,6.200979911,6.200979889,6.200979929,6.200979756,6.200979882,6.200980049,6.200979913,6.200979998,6.200980046,6.200979797,6.200979823,6.20098016,6.200980271,6.2009798,6.200979666,6.200979541,6.200979686,6.200979882,6.200979762,6.200980002,6.200979873,6.200980008,6.200980034,6.200979845,6.200979986,6.200980143,6.200980132 +"16211","TDG",4.593338311,4.593338319,4.593338431,4.593338403,4.593339047,4.593338253,4.59333878,4.593338495,4.593338449,4.593338318,4.593338006,4.593338472,4.593338401,4.593339626,4.593338911,4.593338598,4.593338939,4.593338178,4.59333869,4.593338328,4.593338942,4.593338577,4.593337806,4.593338316,4.593338467,4.593338041,4.593338378,4.593339281 +"16212","TDGF1",2.797631883,2.797631914,2.797632001,2.797631954,2.797632156,2.797632038,2.797632031,2.797632179,2.797631981,2.797631949,2.797632104,2.797632132,2.797631956,2.797631936,2.797632029,2.797632019,2.797632057,2.797632032,2.797632157,2.797631885,2.797631995,2.79763196,2.7976318,2.797631899,2.797632239,2.797631888,2.797632008,2.797631963 +"16213","TDGF1P3",3.675202093,3.675201922,3.675201784,3.675202018,3.675202213,3.675202201,3.675202296,3.675202272,3.675202093,3.675201994,3.675202357,3.675202391,3.675201703,3.67520181,3.675201842,3.675201966,3.675202039,3.67520232,3.675201806,3.675201607,3.675201696,3.675202186,3.675202003,3.675202014,3.675202129,3.675201883,3.675202147,3.675201725 +"16214","TDH",4.717389233,4.71738927,4.717389293,4.717389172,4.717389344,4.717389191,4.717389243,4.71738931,4.717389264,4.717389264,4.717389268,4.717389366,4.717389228,4.717389257,4.717389363,4.717389296,4.717389314,4.717389352,4.717389253,4.717389383,4.71738927,4.717389251,4.717389315,4.717389259,4.717389288,4.71738931,4.717389191,4.717389319 +"16215","TDO2",2.845057984,2.845057821,2.845057956,2.845058099,2.845058027,2.845058407,2.84505811,2.845057888,2.845057999,2.845058014,2.845058202,2.845058013,2.84505795,2.845057844,2.845058198,2.845057887,2.845058032,2.84505804,2.845058135,2.845058092,2.845058066,2.84505809,2.845057884,2.845057913,2.845058031,2.845057879,2.845057994,2.845057884 +"16216","TDP1",6.28466049,6.284660247,6.284659981,6.284660095,6.284660295,6.284660342,6.284660409,6.284660093,6.284660533,6.28466029,6.28465983,6.284660208,6.284660314,6.284660622,6.284660223,6.284660088,6.284659751,6.284659844,6.284660309,6.284660261,6.284660234,6.284660153,6.284660463,6.284660212,6.284659982,6.284660378,6.284660479,6.284660476 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+"16257","TENM3-AS1",5.247931551,5.247931704,5.24793174,5.247931632,5.247931758,5.24793164,5.247931694,5.24793163,5.247931627,5.247931617,5.247931765,5.247931853,5.24793168,5.247931505,5.247931674,5.247931804,5.247931817,5.247931796,5.247931688,5.24793159,5.247931612,5.247931623,5.247931618,5.247931565,5.247931715,5.247931676,5.247931594,5.247931692 +"16258","TENM4",4.957443752,4.957443739,4.957443828,4.957443767,4.957443869,4.957443741,4.957443805,4.957443863,4.957443776,4.957443786,4.957443837,4.957443862,4.957443778,4.957443729,4.957443818,4.957443809,4.957443864,4.957443827,4.95744382,4.957443797,4.957443835,4.957443835,4.957443766,4.957443767,4.957443777,4.957443812,4.957443737,4.957443794 +"16259","TENT2",7.663084359,7.663084189,7.663084063,7.663084095,7.663083939,7.66308414,7.663084125,7.663083965,7.663084107,7.663084068,7.663083986,7.663083858,7.66308422,7.663084488,7.663084115,7.663084103,7.663083953,7.663083939,7.663084198,7.663084063,7.663084199,7.663083935,7.663084196,7.663084213,7.663084085,7.663084101,7.663084205,7.663084315 +"16260","TENT4A",7.04804218,7.048042082,7.048041606,7.048041869,7.048041911,7.048042147,7.048042096,7.048041997,7.048042307,7.048042229,7.048041675,7.048042107,7.048042175,7.048042515,7.04804208,7.048042116,7.048041667,7.048041657,7.048041886,7.048042055,7.04804205,7.048042012,7.048042196,7.048042169,7.048041819,7.048042054,7.048042352,7.048042036 +"16261","TENT4B",5.468507378,5.46850731,5.468506733,5.468506838,5.468507145,5.468507228,5.468507158,5.468507003,5.468507254,5.468507336,5.468506469,5.468506688,5.46850741,5.468507741,5.468507088,5.46850689,5.468506721,5.468506784,5.468507301,5.468507265,5.468507106,5.468506918,5.468507248,5.468507585,5.46850694,5.468507246,5.468507471,5.468507267 +"16262","TENT5A",7.584304838,7.584304872,7.584304818,7.584304817,7.584304839,7.584304934,7.58430487,7.584304785,7.584304759,7.584304837,7.584304771,7.584304791,7.58430482,7.584304877,7.584304797,7.58430487,7.58430478,7.584304773,7.584304857,7.584304924,7.584304818,7.584304807,7.584304793,7.584304835,7.584304807,7.584304786,7.584304818,7.584304833 +"16263","TENT5B",5.844128432,5.844128406,5.84412855,5.844128452,5.844128627,5.844128374,5.844128445,5.844128623,5.844128479,5.844128514,5.844128524,5.844128624,5.844128519,5.844128383,5.844128575,5.844128486,5.844128601,5.844128557,5.844128518,5.844128477,5.844128621,5.844128583,5.844128431,5.84412848,5.844128555,5.844128588,5.844128486,5.844128512 +"16264","TENT5C",10.17263031,9.712228652,10.26205343,9.958241336,10.0388262,10.54465394,10.44269085,10.42038677,10.28879072,10.29830367,10.34638207,10.57228871,9.742623036,9.558869558,10.21033119,9.277869888,10.12765782,9.963367179,9.715603743,10.15901326,10.23032258,10.19709811,10.19193214,10.26015242,10.29706586,10.56812447,9.97971789,9.589069408 +"16265","TENT5D",3.1202863,3.120286323,3.120286508,3.120286494,3.120286453,3.120286431,3.120286433,3.12028648,3.120286353,3.120286491,3.120286406,3.120286536,3.120286366,3.120286288,3.120286427,3.120286386,3.12028653,3.120286362,3.120286556,3.120286418,3.120286369,3.120286419,3.120286417,3.120286308,3.120286463,3.120286421,3.120286375,3.120286361 +"16266","TEP1",7.440063331,7.4400632,7.44006262,7.440063084,7.440062744,7.440064326,7.440063214,7.440063147,7.44006296,7.440063212,7.44006287,7.440062447,7.44006323,7.440063383,7.440063074,7.4400628,7.440062493,7.440062855,7.44006302,7.440064131,7.44006317,7.44006335,7.440063078,7.440063375,7.440062809,7.440062941,7.440063351,7.440062739 +"16267","TEPP",5.717595852,5.717595844,5.717595864,5.717595833,5.717595873,5.717595859,5.717595837,5.717595869,5.717595865,5.717595865,5.717595875,5.717595888,5.717595847,5.717595841,5.717595882,5.717595884,5.717595879,5.717595864,5.717595849,5.717595851,5.717595874,5.71759586,5.717595841,5.717595852,5.717595858,5.717595867,5.717595848,5.717595878 +"16268","TEPSIN",6.596908356,6.596908421,6.596908373,6.596908453,6.596908384,6.5969084,6.596908397,6.596908429,6.596908364,6.596908377,6.596908394,6.596908436,6.596908436,6.596908334,6.596908404,6.596908331,6.596908402,6.596908411,6.596908404,6.596908307,6.596908425,6.596908432,6.596908318,6.596908358,6.596908448,6.596908407,6.596908402,6.596908353 +"16269","TERB1",2.61326881,2.613268792,2.613268936,2.613268751,2.61326878,2.613268956,2.613268828,2.613268773,2.613268809,2.61326883,2.61326883,2.613268982,2.61326879,2.613268834,2.613268815,2.613268917,2.613268777,2.613268895,2.613268904,2.613268831,2.613268723,2.613268807,2.613268874,2.61326886,2.613268869,2.613268846,2.613268863,2.613268853 +"16270","TERB2",3.041379159,3.041379158,3.041379158,3.041379191,3.041379176,3.041379172,3.041379164,3.041379167,3.04137917,3.041379163,3.041379184,3.041379182,3.041379159,3.041379168,3.041379177,3.041379174,3.041379163,3.04137917,3.041379161,3.041379178,3.041379158,3.041379178,3.041379151,3.041379181,3.041379188,3.041379159,3.041379157,3.04137916 +"16271","TERC",6.806921061,6.80692134,6.806921356,6.806920834,6.806920998,6.806921274,6.806921038,6.80692132,6.806921498,6.806921108,6.806921151,6.806921502,6.806921211,6.806920917,6.806920954,6.806921348,6.806921247,6.806920951,6.80692098,6.806921296,6.806921047,6.806921158,6.806921437,6.806921152,6.806921126,6.806921322,6.806921136,6.806921063 +"16272","TERF1",5.875005603,5.8750051605,5.875004598,5.87500469,5.8750042675,5.8750042115,5.8750048085,5.875004418,5.87500466,5.875004952,5.875004786,5.8750040505,5.875005328,5.8750062015,5.8750050355,5.875004502,5.8750043665,5.875004245,5.875004974,5.875003973,5.8750047445,5.875004149,5.875004784,5.8750050795,5.8750049975,5.8750047795,5.875004912,5.8750059095 +"16273","TERF2",7.194559987,7.194560073,7.194559853,7.194559865,7.194559816,7.194559895,7.194559918,7.194559842,7.194559995,7.194559941,7.194559767,7.194559925,7.194559939,7.194560098,7.194559879,7.194560003,7.194559756,7.194559807,7.194559905,7.194559931,7.194559856,7.194559744,7.194559941,7.194559956,7.194559893,7.194559894,7.194559992,7.194559997 +"16274","TERF2IP",7.530922854,7.530923022,7.530922451,7.530922835,7.530922592,7.530922572,7.530922982,7.530922712,7.530922805,7.530922933,7.530922614,7.530922234,7.530922789,7.530923143,7.530922814,7.530922692,7.530922597,7.530922746,7.530922664,7.530922507,7.530922757,7.530922766,7.530923044,7.530922899,7.53092282,7.530922563,7.530922733,7.530923012 +"16275","TERT",5.989639494,5.989639456,5.989639875,5.989639551,5.989640048,5.989639201,5.989639907,5.989639795,5.989639447,5.989639599,5.989639789,5.989639951,5.989639609,5.989639197,5.989639897,5.989639764,5.989640039,5.98964002,5.989639801,5.989639497,5.989640005,5.989639887,5.98963943,5.989639491,5.989639636,5.989639911,5.989639421,5.989639593 +"16276","TES",9.11121778,9.027050118,8.771752782,8.643539167,8.221127931,8.84855499,8.886897362,8.128380796,9.057966488,9.031951552,8.825865516,8.356113022,9.002177215,9.170650553,8.985776969,8.829264662,8.629927563,8.595928055,8.165370713,8.82236484,8.855053883,7.811132857,9.07760569,8.997367958,8.632826881,8.84812808,8.92724016,8.997896428 +"16277","TESC",7.916297593,7.777254207,8.807308889,8.00103087,7.866581118,8.77763926,8.019467345,8.710785862,8.431989568,8.366567842,8.743488675,8.544530149,7.476562438,6.95738924,7.996018771,7.20341357,8.56960042,8.111021628,7.621562094,8.496543074,7.875100617,8.58891349,8.4172592,8.322898314,8.609432365,8.377959168,7.624164239,7.333314876 +"16278","TESK1",7.551665342,7.55166536,7.551665318,7.55166528,7.55166533,7.551665351,7.551665332,7.551665381,7.551665328,7.551665375,7.551665299,7.551665313,7.55166537,7.551665343,7.551665368,7.551665336,7.551665299,7.551665335,7.551665288,7.551665285,7.551665335,7.551665388,7.551665314,7.551665298,7.551665348,7.55166534,7.55166534,7.551665309 +"16279","TESK2",6.832087208,6.832087351,6.832087112,6.832087292,6.832086996,6.832087435,6.832087197,6.832087118,6.832087076,6.832087195,6.832087229,6.832087037,6.832087235,6.832087337,6.832087027,6.832087343,6.832087029,6.832087052,6.832087046,6.832087491,6.832087035,6.832087165,6.832087248,6.832087307,6.832087278,6.832087047,6.832087218,6.832087136 +"16280","TESMIN",5.33992157,5.339921603,5.339921563,5.339921634,5.339921534,5.339921602,5.339921506,5.33992159,5.339921578,5.339921569,5.339921617,5.339921582,5.339921539,5.339921404,5.339921584,5.339921623,5.339921611,5.339921554,5.33992157,5.339921575,5.339921591,5.339921599,5.339921617,5.339921631,5.339921608,5.339921569,5.339921538,5.339921547 +"16281","TESPA1",7.23118507,7.231184518,7.231182641,7.231183295,7.231183512,7.231184402,7.231183506,7.231183763,7.23118729,7.231184457,7.231180954,7.231185497,7.231185547,7.23118654,7.231183581,7.231182132,7.231180624,7.231183022,7.231184495,7.231183617,7.231182464,7.231184667,7.231186197,7.23118396,7.23118228,7.231186596,7.231186164,7.231185387 +"16282","TET1",4.13627936,4.136279087,4.136279194,4.136279255,4.136279285,4.13627932,4.136279356,4.136279247,4.13627967,4.136279082,4.136279598,4.136279433,4.136279474,4.136279621,4.136279355,4.136279121,4.13627939,4.136279234,4.136279409,4.136279323,4.136279502,4.13627951,4.136279621,4.136279235,4.136279356,4.136279681,4.136279311,4.13627968 +"16283","TET2",8.367046184,8.3670464005,8.36704571,8.3670474935,8.3670454745,8.367045934,8.36704647,8.367045741,8.367045608,8.3670460905,8.367046391,8.367044245,8.3670462885,8.367046185,8.3670458195,8.367045818,8.367045505,8.3670469615,8.3670465665,8.3670454915,8.3670462275,8.367045411,8.3670463705,8.367046679,8.36704711,8.3670450415,8.3670460895,8.3670452615 +"16284","TET3",6.973354312,6.973354441,6.973354375,6.973354494,6.973354383,6.973354538,6.973354386,6.973354385,6.973354426,6.973354397,6.973354419,6.973354355,6.973354395,6.973354311,6.973354398,6.973354376,6.973354377,6.973354415,6.973354389,6.973354511,6.97335436,6.973354383,6.973354467,6.973354427,6.973354462,6.973354367,6.973354429,6.973354275 +"16285","TEX10",6.107658575,6.107658447,6.107658285,6.107658331,6.10765835,6.107658348,6.107658406,6.107658338,6.107658487,6.107658354,6.107658201,6.107658264,6.107658493,6.107658714,6.107658453,6.107658302,6.107658145,6.107658163,6.107658306,6.10765832,6.107658337,6.107658338,6.107658476,6.10765846,6.107658274,6.107658404,6.107658447,6.107658424 +"16286","TEX101",3.693105668,3.693105671,3.693105671,3.693105694,3.693105691,3.693105629,3.693105661,3.693105669,3.693105679,3.693105664,3.693105673,3.693105691,3.69310565,3.693105628,3.693105674,3.69310567,3.693105699,3.693105639,3.693105668,3.693105647,3.693105668,3.693105662,3.69310569,3.693105633,3.693105624,3.693105669,3.693105638,3.693105654 +"16287","TEX11",3.077686629,3.077686629,3.077686651,3.077686638,3.077686648,3.077686647,3.077686639,3.077686656,3.077686656,3.077686642,3.077686676,3.077686661,3.077686667,3.077686636,3.077686637,3.077686656,3.077686643,3.077686651,3.077686669,3.077686642,3.077686642,3.077686643,3.077686635,3.077686643,3.077686655,3.077686635,3.07768663,3.077686653 +"16288","TEX12",3.671260773,3.671260632,3.671260765,3.671260571,3.671260608,3.671260606,3.671260664,3.671260606,3.671260695,3.671260612,3.671260708,3.671260689,3.671260656,3.671260743,3.671260654,3.671260619,3.671260787,3.671260581,3.671260661,3.671260705,3.671260665,3.671260776,3.67126078,3.671260691,3.671260614,3.671260611,3.671260742,3.671260679 +"16289","TEX13A",4.865620758,4.865620768,4.865620977,4.865620663,4.865620921,4.865620702,4.86562076,4.865620996,4.865620893,4.865620844,4.865621015,4.865621065,4.865620726,4.865620488,4.86562094,4.865620921,4.865621096,4.865620994,4.8656209,4.865620835,4.865620792,4.865620837,4.8656207,4.865620853,4.865620995,4.865620786,4.865620735,4.86562095 +"16290","TEX13B",5.322017674,5.32201767,5.322017686,5.322017682,5.322017682,5.322017627,5.322017687,5.322017688,5.322017662,5.322017658,5.322017688,5.322017722,5.322017678,5.32201764,5.322017656,5.322017688,5.322017682,5.322017692,5.322017672,5.322017645,5.322017692,5.322017674,5.322017664,5.322017671,5.322017712,5.322017701,5.322017687,5.32201768 +"16291","TEX14",3.419409079,3.419409081,3.419409074,3.41940909,3.41940908,3.4194091,3.41940908,3.419409079,3.419409069,3.419409087,3.419409088,3.419409069,3.419409089,3.419409064,3.419409075,3.41940908,3.419409096,3.419409094,3.419409077,3.419409078,3.419409077,3.419409079,3.419409065,3.419409077,3.419409083,3.419409081,3.419409084,3.419409081 +"16292","TEX15",3.263694386,3.263694455,3.26369467,3.26369453,3.263694525,3.263694501,3.263694454,3.263694552,3.263694522,3.263694589,3.263694577,3.263694534,3.263694497,3.263694492,3.263694583,3.263694577,3.263694517,3.263694521,3.263694469,3.263694512,3.263694533,3.263694696,3.263694621,3.263694437,3.263694543,3.263694498,3.263694581,3.263694464 +"16293","TEX19",4.836187313,4.836187306,4.836187494,4.836187417,4.836187341,4.836187428,4.836187354,4.836187504,4.836187281,4.836187414,4.836187394,4.836187444,4.83618733,4.836187364,4.836187349,4.836187344,4.836187538,4.836187358,4.836187452,4.8361874,4.836187425,4.83618737,4.836187326,4.83618736,4.836187297,4.836187372,4.836187417,4.836187227 +"16294","TEX2",5.824242625,5.8242425,5.824242606,5.824242551,5.824242527,5.8242426,5.824242554,5.824242575,5.82424265,5.824242544,5.824242621,5.824242607,5.824242523,5.82424263,5.824242488,5.824242477,5.824242496,5.8242425,5.824242499,5.824242609,5.824242477,5.824242472,5.824242534,5.824242671,5.824242535,5.824242568,5.824242532,5.824242508 +"16295","TEX26",3.015209977,3.015209998,3.015210025,3.01521,3.015210027,3.015210013,3.015209989,3.015210012,3.015210002,3.015209992,3.015210039,3.015210028,3.015209999,3.015209987,3.015209992,3.01521001,3.015210021,3.015210011,3.015210004,3.015210004,3.015209986,3.015210018,3.015209997,3.015210018,3.015209995,3.015209991,3.015210002,3.015209999 +"16296","TEX261",7.227880229,7.227880239,7.22788015,7.227880032,7.227880068,7.22788034,7.227880123,7.227880204,7.227880291,7.227880226,7.227880125,7.22788005,7.227880228,7.227880262,7.227880095,7.227880085,7.227879999,7.227879945,7.227880101,7.227880274,7.227879963,7.227880084,7.227880221,7.227880262,7.227880123,7.227880119,7.22788019,7.227880159 +"16297","TEX264",6.914085786,6.914085694,6.914085711,6.914085678,6.914085706,6.914085692,6.914085722,6.914085694,6.914085766,6.914085732,6.914085508,6.914085669,6.91408574,6.91408569,6.914085693,6.91408568,6.914085687,6.914085693,6.914085693,6.914085546,6.914085746,6.914085753,6.914085706,6.914085714,6.914085578,6.914085707,6.914085709,6.91408565 +"16298","TEX28",4.576484748,4.576484757,4.576484831,4.576484745,4.576484894,4.576484904,4.576484799,4.576484837,4.57648483,4.576484837,4.576484804,4.576484907,4.576484769,4.57648469,4.576484817,4.57648485,4.57648493,4.57648484,4.576484823,4.576484804,4.576484823,4.576484856,4.576484877,4.576484772,4.576484826,4.57648481,4.576484719,4.576484841 +"16299","TEX29",5.177675334,5.177675309,5.177675346,5.177675338,5.177675387,5.177675312,5.177675358,5.177675359,5.177675349,5.177675354,5.177675327,5.177675352,5.177675328,5.177675307,5.177675376,5.177675347,5.177675356,5.177675369,5.177675348,5.177675346,5.177675372,5.177675341,5.177675329,5.177675319,5.177675331,5.177675364,5.177675311,5.17767534 +"16300","TEX30",3.803156422,3.803156419,3.803156401,3.803156388,3.803156388,3.803156375,3.803156411,3.803156373,3.803156395,3.80315641,3.803156444,3.803156382,3.803156372,3.803156458,3.803156361,3.803156394,3.803156421,3.803156383,3.803156405,3.803156384,3.803156378,3.803156378,3.803156429,3.803156397,3.803156404,3.80315638,3.803156405,3.803156424 +"16301","TEX33",3.941661161,3.941661187,3.941661298,3.941661228,3.941661372,3.941661177,3.941661354,3.941661257,3.941661196,3.941661371,3.941661385,3.941661281,3.941661181,3.941661172,3.941661337,3.941661286,3.941661315,3.941661339,3.941661175,3.941661397,3.941661357,3.941661408,3.941661257,3.941661182,3.941661284,3.941661265,3.941661163,3.941661305 +"16302","TEX35",3.526175229,3.526175254,3.526175281,3.526175281,3.526175289,3.526175241,3.526175264,3.526175264,3.526175254,3.526175244,3.526175261,3.52617529,3.526175268,3.526175277,3.526175238,3.526175225,3.526175254,3.526175254,3.526175282,3.526175275,3.526175251,3.526175321,3.526175268,3.526175274,3.526175305,3.526175267,3.526175234,3.526175234 +"16303","TEX36",2.954936131,2.954936178,2.954936152,2.95493624,2.954936223,2.95493627,2.954936177,2.954936248,2.954936214,2.954936163,2.954936305,2.954936218,2.954936224,2.954936232,2.954936168,2.954936241,2.954936198,2.954936199,2.954936191,2.95493618,2.954936141,2.954936281,2.954936137,2.954936205,2.954936175,2.954936179,2.954936249,2.954936266 +"16304","TEX37",5.128344913,5.128344946,5.128344983,5.128344959,5.128344978,5.12834495,5.128344939,5.128344965,5.128344981,5.128344973,5.128345007,5.128344989,5.128344957,5.128344913,5.128344978,5.12834496,5.128345013,5.128344997,5.128344982,5.128344971,5.128344961,5.128345007,5.128344967,5.128344914,5.128344963,5.128344968,5.128344932,5.128344981 +"16305","TEX38",4.11612121,4.116121144,4.116121267,4.116121179,4.116121317,4.116121184,4.116121262,4.11612123,4.116121183,4.116121152,4.116121272,4.116121201,4.116121221,4.116121158,4.116121263,4.116121264,4.116121311,4.116121307,4.116121276,4.116121284,4.116121262,4.116121256,4.116121198,4.11612116,4.116121176,4.116121274,4.116121115,4.116121295 +"16306","TEX43",3.319971711,3.319971749,3.319971685,3.319971725,3.31997173,3.319971736,3.319971725,3.319971684,3.319971723,3.319971708,3.319971707,3.319971797,3.319971738,3.319971714,3.319971759,3.319971731,3.319971793,3.319971708,3.319971751,3.319971732,3.319971739,3.319971732,3.319971757,3.31997173,3.319971716,3.319971705,3.319971716,3.319971758 +"16307","TEX44",4.97756091,4.97756091,4.977560894,4.977560874,4.977560996,4.977560952,4.977561008,4.977560955,4.977560903,4.977560888,4.977560929,4.977560967,4.977560859,4.977560823,4.977561025,4.977560974,4.97756099,4.977560922,4.977560918,4.977560922,4.977561012,4.977561016,4.977560883,4.977560881,4.977560881,4.977560964,4.977560849,4.97756093 +"16308","TEX45",4.814471992,4.814472009,4.81447204,4.814472043,4.814472104,4.814472097,4.814472051,4.814472087,4.8144721,4.814472093,4.814472114,4.814472265,4.814472022,4.814471975,4.814472052,4.814472039,4.814472182,4.81447207,4.814472057,4.814472102,4.814472076,4.814472079,4.814472032,4.814472012,4.814472071,4.814472006,4.814472008,4.814472064 +"16309","TEX47",4.289604335,4.289604436,4.289604445,4.289604485,4.289604272,4.289604114,4.289604236,4.289604494,4.289604361,4.289604346,4.289604374,4.289604389,4.289604388,4.289604324,4.289604311,4.289604411,4.289604465,4.289604617,4.289604336,4.289604354,4.289604279,4.289604464,4.289604283,4.289604524,4.289604526,4.289604364,4.289604332,4.2896044 +"16310","TEX49",2.871818645,2.871818559,2.87181858,2.87181866,2.871818635,2.871818615,2.871818611,2.871818583,2.871818597,2.871818632,2.871818693,2.871818615,2.871818636,2.871818581,2.871818599,2.871818588,2.871818637,2.871818713,2.871818678,2.871818571,2.871818678,2.871818591,2.871818672,2.871818573,2.871818636,2.871818645,2.871818594,2.871818667 +"16311","TEX55",2.759520077,2.759520075,2.75952009,2.759520121,2.759520087,2.759520142,2.759519951,2.759520083,2.759519953,2.75952003,2.759520067,2.759520013,2.759520027,2.759520158,2.759520003,2.759520079,2.759520011,2.759520018,2.759520005,2.759520007,2.759519991,2.759520019,2.759520041,2.759520083,2.759520115,2.75952006,2.759520085,2.759520088 +"16312","TEX56P",4.187595372,4.187595582,4.187595612,4.187595281,4.187595636,4.187595515,4.18759548,4.187595482,4.18759533,4.187595316,4.18759512,4.187595642,4.187595426,4.187595285,4.187595764,4.187595851,4.187595642,4.187595666,4.187595412,4.187595861,4.187595619,4.187595426,4.187595418,4.187595557,4.187595635,4.187595696,4.187595524,4.187595471 +"16313","TEX9",2.875633601,2.875633606,2.875633576,2.875633589,2.87563361,2.875633582,2.875633609,2.875633591,2.875633601,2.875633606,2.875633607,2.875633614,2.875633607,2.875633614,2.875633601,2.875633598,2.875633602,2.875633618,2.875633614,2.875633578,2.875633592,2.875633612,2.875633601,2.875633575,2.875633597,2.875633598,2.875633617,2.875633622 +"16314","TF",4.290732642,4.290732605,4.290732686,4.290732636,4.29073266,4.29073265,4.290732624,4.290732689,4.290732707,4.290732565,4.290732682,4.290732734,4.290732635,4.29073252,4.290732639,4.290732623,4.290732729,4.29073272,4.290732583,4.29073274,4.290732652,4.290732773,4.290732645,4.290732528,4.290732715,4.29073258,4.290732678,4.29073264 +"16315","TFAM",6.009983392,6.009983351,6.009983053,6.009982784,6.009981508,6.009981675,6.009982396,6.009981756,6.009983049,6.009982715,6.009981866,6.009981814,6.009982544,6.009984538,6.009982918,6.009983292,6.009982404,6.00998294,6.00998253,6.009981574,6.009982814,6.009982174,6.009982917,6.009982571,6.009982138,6.00998277,6.0099819,6.00998416 +"16316","TFAP2A",4.668529512,4.66852961,4.66852989,4.668529779,4.668530027,4.668529705,4.668529764,4.668529882,4.668529682,4.668529758,4.668529774,4.668530001,4.668529745,4.668529684,4.668529943,4.66852997,4.668530105,4.668529922,4.668530039,4.66852987,4.668529823,4.668529849,4.668529804,4.668529767,4.668529718,4.66852984,4.668529858,4.668529897 +"16317","TFAP2A-AS1",4.248114257,4.248114232,4.248114412,4.248114036,4.248114297,4.248114116,4.248114472,4.248114194,4.248114245,4.248114318,4.248114111,4.248114195,4.248114225,4.248114047,4.248114334,4.248114502,4.248114348,4.248114387,4.248114568,4.248114072,4.24811453,4.248114356,4.248113907,4.248114276,4.248114261,4.248114214,4.248114072,4.248114377 +"16318","TFAP2B",4.772227553,4.772227556,4.77222756,4.77222757,4.772227578,4.77222756,4.772227539,4.772227604,4.77222756,4.772227558,4.772227606,4.772227585,4.772227543,4.772227523,4.772227589,4.772227575,4.772227606,4.772227584,4.772227555,4.772227583,4.772227535,4.772227616,4.772227568,4.772227573,4.772227546,4.77222755,4.772227555,4.77222756 +"16319","TFAP2C",4.021012148,4.021012148,4.021012158,4.021012194,4.021012174,4.021012175,4.021012138,4.021012166,4.021012171,4.021012157,4.021012149,4.021012206,4.021012151,4.021012156,4.021012143,4.021012149,4.021012151,4.021012156,4.021012156,4.021012162,4.021012152,4.021012169,4.021012147,4.02101212,4.021012165,4.021012143,4.021012174,4.021012185 +"16320","TFAP2D",3.560557299,3.560557404,3.560557505,3.560557426,3.560557536,3.560557513,3.560557519,3.560557631,3.560557524,3.560557418,3.560557531,3.560557499,3.560557523,3.56055733,3.56055752,3.560557518,3.560557635,3.560557662,3.560557477,3.560557463,3.560557507,3.56055747,3.560557285,3.560557243,3.560557594,3.560557458,3.56055736,3.560557424 +"16321","TFAP2E",7.160378901,7.160378719,7.16037967,7.160379092,7.160380536,7.160379409,7.160379867,7.160380043,7.160379237,7.160379601,7.160379546,7.160380442,7.16037912,7.160377967,7.160380032,7.160378885,7.160380204,7.160379556,7.160379695,7.160379073,7.160379989,7.160380045,7.160379007,7.160378561,7.160379067,7.160379849,7.160379272,7.160379547 +"16322","TFAP4",5.916312965,5.916312981,5.916312972,5.916312979,5.916312972,5.916312978,5.91631295,5.91631298,5.916312988,5.916312996,5.916312935,5.916312982,5.916312985,5.916312963,5.916312992,5.916312977,5.916312969,5.916312983,5.916312967,5.916312975,5.91631296,5.916312986,5.916312985,5.916312974,5.916312966,5.916312984,5.916312987,5.916312979 +"16323","TFB1M",6.306160185,6.306160078,6.306159789,6.30615971,6.306159769,6.306159649,6.306159841,6.306159731,6.306160174,6.306159873,6.306159606,6.306159744,6.306159953,6.306160241,6.306159906,6.3061599,6.30615963,6.306159683,6.306159978,6.306159886,6.306159893,6.306159888,6.306160134,6.30615996,6.306159701,6.306159861,6.30615995,6.306160016 +"16324","TFB2M",5.490392638,5.490392616,5.490392609,5.490392605,5.490392628,5.490392604,5.490392629,5.490392616,5.490392624,5.490392611,5.490392609,5.490392633,5.490392629,5.490392638,5.490392631,5.490392615,5.490392617,5.49039261,5.490392624,5.490392618,5.490392623,5.490392633,5.490392631,5.490392617,5.490392623,5.490392631,5.490392611,5.490392634 +"16325","TFCP2",6.981574116,6.981574207,6.981573986,6.981574159,6.981573949,6.981574076,6.981573985,6.981574008,6.981574043,6.981574065,6.981574077,6.981573857,6.98157415,6.981574303,6.981574002,6.98157413,6.981573819,6.981574076,6.981573999,6.981574101,6.981574064,6.981573939,6.981574056,6.981574061,6.981574029,6.98157403,6.981574152,6.981574113 +"16326","TFCP2L1",5.036692831,5.036692973,5.036693284,5.036693047,5.036693257,5.036693011,5.036692983,5.036693097,5.036693075,5.036693324,5.036693006,5.036693233,5.036693006,5.036692813,5.03669318,5.03669303,5.03669322,5.036693177,5.036693031,5.036692959,5.036693097,5.036693155,5.036692838,5.036693302,5.03669318,5.036693039,5.036693047,5.036693114 +"16327","TFDP1",7.883319696,7.883319614,7.883319821,7.88331974,7.883319636,7.883319873,7.883319631,7.883319857,7.883319785,7.883319699,7.883319805,7.883319814,7.883319701,7.883319636,7.883319721,7.883319573,7.883319688,7.883319703,7.883319724,7.883319813,7.883319661,7.883319798,7.883319782,7.88331973,7.883319799,7.883319811,7.883319777,7.883319615 +"16328","TFDP2",6.261327901,6.261327677,6.261327941,6.261326842,6.261327416,6.261327262,6.261327827,6.261327756,6.26132798,6.261327811,6.261327687,6.261327651,6.261327628,6.261328111,6.261327883,6.261327165,6.26132728,6.261327363,6.261327352,6.261326163,6.261327697,6.261327496,6.261328048,6.261327692,6.261327814,6.261327829,6.261327751,6.261327897 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+"16635","TMEM186",5.926249799,5.92624983,5.926249792,5.926249711,5.926249762,5.926249705,5.926249743,5.926249732,5.926249763,5.926249848,5.92624972,5.926249672,5.926249807,5.926249853,5.926249701,5.9262497,5.926249699,5.92624968,5.926249772,5.926249711,5.926249743,5.926249727,5.926249823,5.926249771,5.926249743,5.926249734,5.926249725,5.926249732 +"16636","TMEM187",5.918972437,5.918972681,5.918972588,5.918972357,5.918972347,5.918972562,5.918972481,5.918972502,5.918972586,5.918972687,5.918972494,5.918972368,5.918972623,5.918972467,5.918972438,5.918972632,5.918972602,5.918972078,5.918972574,5.918972556,5.91897229,5.918972702,5.918972456,5.918972666,5.918972568,5.918972521,5.918972458,5.918972275 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+"17401","UBE2D2",7.633935939,7.633935388,7.633935618,7.633935627,7.633935187,7.633935405,7.633935684,7.63393523,7.633935465,7.633935437,7.63393523,7.633935414,7.633935706,7.633935816,7.633935388,7.6339351,7.633935176,7.633935086,7.633935642,7.633935166,7.633935613,7.633935593,7.633935783,7.633935316,7.633935302,7.633935784,7.633935565,7.63393568 +"17402","UBE2D3",8.60104213457143,8.60104370528571,8.60104157942857,8.60104334157143,8.60104231242857,8.601044411,8.60104261871429,8.60104302371429,8.60104291514286,8.60104299271429,8.60104072514286,8.60104110485714,8.60104356185714,8.60104342014286,8.60104281671429,8.60104346671429,8.601042774,8.60104360857143,8.60104284585714,8.60104406657143,8.60104220814286,8.601043971,8.60104335371429,8.60104297242857,8.60104270542857,8.60104210242857,8.60104356942857,8.60104254714286 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+"17481","UCMA",5.127049633,5.127049786,5.127049837,5.12704976,5.12704991,5.12704969,5.127049673,5.127049824,5.127049802,5.127049717,5.127049885,5.12704996,5.12704964,5.127049439,5.127049745,5.127049854,5.127049907,5.12704978,5.127049817,5.12704973,5.127049689,5.127049803,5.127049631,5.12704971,5.12704986,5.127049783,5.127049636,5.127049809 +"17482","UCN",6.629104064,6.629104389,6.629105605,6.629104772,6.629105079,6.629104414,6.629104311,6.629105222,6.629105108,6.629105035,6.629105035,6.62910515,6.62910464,6.629103928,6.629104746,6.629104744,6.629105217,6.629104898,6.62910428,6.629104605,6.629104393,6.629105218,6.629105007,6.629104738,6.629105078,6.629104701,6.629104657,6.629104736 +"17483","UCN3",5.552056474,5.552056762,5.552056761,5.552056633,5.552056843,5.552056132,5.552056553,5.55205681,5.552056655,5.552056397,5.552056814,5.552056709,5.552056696,5.552056384,5.55205664,5.552056902,5.552056784,5.552056775,5.552056523,5.552056594,5.552056636,5.552056741,5.552056574,5.552056688,5.552056838,5.552056706,5.552056511,5.552056686 +"17484","UCP1",4.283856987,4.283856784,4.283856797,4.28385672,4.28385732,4.283857044,4.283856976,4.283857131,4.28385699,4.283856938,4.283857152,4.283857126,4.283856833,4.283856781,4.283857073,4.28385685,4.283857226,4.283857113,4.283857141,4.283856885,4.283857048,4.283856941,4.283856828,4.28385678,4.283857025,4.283857002,4.283856924,4.283857054 +"17485","UCP2",9.202614683,9.202615661,9.202614766,9.202612581,9.202614446,9.202615132,9.202613738,9.202615056,9.20261523,9.202616422,9.202614548,9.202614536,9.202614572,9.202614405,9.202613092,9.202613951,9.202612641,9.202612325,9.202614231,9.202614344,9.202613317,9.202614213,9.202614518,9.202615586,9.202614238,9.20261515,9.202614899,9.202613699 +"17486","UCP3",5.608839133,5.608839131,5.608839136,5.60883914,5.608839147,5.608839125,5.608839135,5.608839143,5.608839128,5.608839134,5.608839146,5.60883913,5.608839145,5.608839107,5.608839149,5.608839133,5.608839151,5.608839147,5.608839145,5.60883914,5.608839152,5.60883914,5.608839104,5.608839105,5.608839124,5.608839157,5.60883913,5.608839132 +"17487","UEVLD",6.209845956,6.209845914,6.209845725,6.209845783,6.209845625,6.209845828,6.20984584,6.209845688,6.209845649,6.209845707,6.20984572,6.209845474,6.209845718,6.209845995,6.209845874,6.209845784,6.209845818,6.209845461,6.209845892,6.209845737,6.209845906,6.209845726,6.2098458,6.209845769,6.209845819,6.209845692,6.209845683,6.209845847 +"17488","UFC1",6.781061211,6.781061211,6.78106113,6.781061064,6.781061129,6.78106129,6.781061224,6.781061075,6.781061343,6.781061356,6.781061086,6.781061042,6.781061166,6.781061404,6.781061155,6.781061158,6.781060943,6.781060971,6.781061084,6.78106122,6.781061189,6.781061115,6.781061365,6.781061331,6.781060953,6.781061114,6.781061168,6.781061232 +"17489","UFD1",6.699430493,6.699430403,6.699430369,6.699430526,6.699430431,6.699430518,6.699430542,6.699430445,6.699430536,6.699430453,6.699430479,6.699430468,6.699430507,6.699430529,6.699430461,6.699430473,6.699430524,6.699430404,6.699430451,6.699430108,6.699430493,6.699430431,6.699430546,6.699430482,6.699430381,6.699430466,6.699430449,6.699430472 +"17490","UFL1",6.192090589,6.19209017,6.192089941,6.192089164,6.192089756,6.192089017,6.192089918,6.192088838,6.192090159,6.192089484,6.192089416,6.192088926,6.192090155,6.192092286,6.192089828,6.192089606,6.192089483,6.192089228,6.192090081,6.192088998,6.19209006,6.192089746,6.192090802,6.192090191,6.192089558,6.192089606,6.192090429,6.192091563 +"17491","UFM1",5.52740493,5.527404804,5.52740488,5.527404679,5.52740475,5.527404736,5.527404893,5.527404816,5.527404922,5.527404716,5.527404892,5.527404656,5.527404931,5.527405261,5.527404855,5.527404797,5.527404867,5.527404536,5.527404921,5.527404437,5.52740478,5.527404929,5.527404916,5.527404834,5.527404777,5.527404781,5.527404813,5.527405229 +"17492","UFSP1",6.499605171,6.499605136,6.499605465,6.499605217,6.499605713,6.499605386,6.499605367,6.499605574,6.499605357,6.499605376,6.499605596,6.499605677,6.499605399,6.499604806,6.49960555,6.499605108,6.499605603,6.499605453,6.499605446,6.499605366,6.499605499,6.499605609,6.499605243,6.49960509,6.499605315,6.499605417,6.499605339,6.499605217 +"17493","UFSP2",4.610349771,4.610349693,4.610349664,4.610349531,4.610349526,4.610349633,4.610349675,4.610349549,4.610349793,4.610349576,4.61034942,4.610349368,4.610349679,4.610349927,4.610349574,4.610349516,4.610349569,4.610349614,4.610349723,4.610349432,4.610349609,4.610349662,4.610349842,4.610349606,4.610349622,4.610349686,4.610349735,4.61034978 +"17494","UGCG",6.209376385,6.209376161,6.20937625,6.209376197,6.209376021,6.20937609,6.209376322,6.209375953,6.209376106,6.20937615,6.209375995,6.209375961,6.209376111,6.209376482,6.209376156,6.209375895,6.209376071,6.209375934,6.209376214,6.209376096,6.209376202,6.209375864,6.209376189,6.209376254,6.209375938,6.209376025,6.209376105,6.209376328 +"17495","UGDH",5.116790153,5.11679019,5.116789757,5.116789888,5.116789637,5.116789474,5.116789772,5.116789412,5.116789629,5.116789372,5.116789512,5.116789141,5.116789778,5.116790883,5.116789856,5.116789542,5.116789471,5.116789309,5.116789576,5.116789014,5.116789846,5.116789354,5.116790037,5.116789476,5.116789285,5.116789617,5.116789935,5.116790265 +"17496","UGGT1",7.796741123,7.796741193,7.796740968,7.796741332,7.796740855,7.796741043,7.79674127,7.796740961,7.796741073,7.796740995,7.796741067,7.796740932,7.796741072,7.796741347,7.796741002,7.796741224,7.796740748,7.796741074,7.796741207,7.796740909,7.796741193,7.796740887,7.796741179,7.796741241,7.796741191,7.796741094,7.796741149,7.79674104 +"17497","UGGT2",3.39885471,3.398854709,3.398854702,3.398854686,3.398854701,3.3988547,3.398854697,3.398854707,3.398854697,3.3988547,3.398854708,3.3988547,3.398854708,3.398854714,3.398854695,3.398854709,3.398854697,3.39885469,3.398854709,3.398854704,3.398854695,3.398854701,3.398854707,3.398854695,3.398854705,3.398854701,3.39885471,3.398854695 +"17498","UGP2",7.218772162,7.218771941,7.218771689,7.21877185,7.218771619,7.218771602,7.21877173,7.218771341,7.218771827,7.218771794,7.218771708,7.218771064,7.218771886,7.218772483,7.218771864,7.218771497,7.218771284,7.218771506,7.218771978,7.218771607,7.218771853,7.218771618,7.218772032,7.218771901,7.218771642,7.218771341,7.218771907,7.218772139 +"17499","UGT2A3",3.1965265475,3.1965267495,3.196526745,3.1965267435,3.196526833,3.19652655,3.1965267175,3.1965265995,3.196526683,3.1965268885,3.196526845,3.1965265825,3.196526681,3.1965268015,3.196526544,3.19652664,3.196526684,3.1965266765,3.1965268405,3.196526581,3.1965266855,3.1965265295,3.1965266005,3.1965266785,3.196526739,3.1965266055,3.1965266465,3.196526838 +"17500","UGT2B10",2.583707257,2.583707301,2.583707316,2.58370727,2.58370727,2.583707353,2.583707417,2.583707342,2.583707269,2.583707307,2.583707302,2.583707409,2.583707224,2.583707436,2.583707302,2.583707379,2.5837074,2.583707253,2.583707399,2.583707383,2.583707238,2.58370738,2.583707301,2.583707288,2.583707427,2.583707391,2.583707351,2.583707251 +"17501","UGT2B17",2.633738796,2.633738802,2.633739089,2.633739282,2.63373899,2.633739293,2.633739059,2.633739423,2.633738494,2.633738967,2.63373909,2.633739399,2.63373924,2.633738931,2.633739036,2.633739228,2.633740936,2.63374004,2.633740477,2.633739473,2.63373887,2.633739145,2.633739847,2.63373915,2.633740145,2.633738652,2.633740259,2.633740657 +"17502","UGT2B28",2.917251883,2.917251886,2.917252031,2.91725197,2.917252003,2.917252055,2.917251891,2.917251872,2.917251845,2.917252061,2.917252022,2.917251903,2.917251939,2.917251833,2.917251914,2.91725183,2.917251949,2.917251945,2.917252033,2.917251882,2.917251873,2.917251947,2.917251872,2.917251936,2.917251939,2.917251869,2.917252045,2.917251863 +"17503","UGT2B4",2.545664937,2.545665007,2.545665055,2.545665037,2.545664966,2.545665038,2.545665004,2.545664984,2.54566501,2.545665052,2.545664913,2.545664911,2.545664982,2.545664927,2.545665056,2.545665027,2.545665007,2.545665006,2.545665026,2.545664991,2.54566501,2.545665038,2.545665044,2.54566493,2.545664976,2.545664942,2.545664931,2.545665013 +"17504","UGT2B7",2.605625162,2.605625238,2.605625388,2.605625365,2.605625303,2.605625318,2.605625237,2.605625148,2.605625329,2.605625298,2.605625385,2.605625216,2.605625231,2.605625298,2.605625281,2.605625254,2.605625134,2.605625385,2.605625266,2.605625337,2.605625075,2.605625265,2.605625266,2.605625223,2.605625404,2.605625122,2.605625169,2.605625223 +"17505","UGT3A1",3.588544964,3.588544991,3.588545011,3.588545006,3.588544998,3.588544993,3.588544997,3.588545016,3.588544988,3.588544977,3.588545005,3.588544984,3.588544977,3.588544981,3.588545008,3.588545023,3.588545007,3.588544999,3.588545001,3.588544999,3.588544995,3.588545002,3.58854498,3.588544988,3.588544996,3.588544997,3.588544971,3.588545003 +"17506","UGT3A2",4.438993216,4.438993229,4.438993237,4.438993223,4.438993281,4.438993231,4.438993255,4.438993294,4.438993228,4.438993229,4.438993275,4.438993295,4.438993238,4.438993199,4.438993268,4.438993251,4.438993282,4.438993248,4.438993299,4.438993225,4.438993238,4.438993268,4.438993246,4.438993266,4.438993248,4.438993248,4.438993245,4.438993238 +"17507","UGT8",4.572014337,4.572014235,4.57201433,4.572014315,4.572014254,4.57201422,4.572014136,4.572014315,4.572014233,4.572014225,4.572014287,4.572014334,4.572014249,4.57201434,4.572014342,4.572014323,4.572014288,4.572014258,4.572014294,4.572014261,4.572014171,4.572014347,4.572014181,4.572014359,4.572014368,4.572014262,4.572014302,4.572014376 +"17508","UHMK1",8.252642991,8.252642543,8.252642493,8.252642299,8.252642403,8.252642393,8.252642603,8.252642206,8.252642754,8.252642774,8.252642102,8.252642096,8.252642692,8.252644014,8.252642879,8.252641868,8.252642303,8.252642073,8.252642657,8.252642494,8.252642633,8.252642568,8.252643146,8.252642935,8.252642026,8.252642472,8.252642597,8.252643531 +"17509","UHRF1",6.319370087,6.319370139,6.319370282,6.319370201,6.319370196,6.31937025,6.319370347,6.319370216,6.31937037,6.319370187,6.319370272,6.319370193,6.319370198,6.319370032,6.319370164,6.31937021,6.319370299,6.319370252,6.319370153,6.319370225,6.319370302,6.319370254,6.319370256,6.319370232,6.319370209,6.319370225,6.31937027,6.319370248 +"17510","UHRF2",6.93022808,6.930227628,6.930226862,6.93022656,6.930226815,6.930226404,6.93022721,6.930226473,6.930227398,6.930226922,6.93022655,6.930226569,6.93022729,6.930228508,6.930227096,6.930227421,6.930225991,6.930226359,6.930227371,6.93022644,6.93022719,6.930226579,6.930227461,6.930227112,6.93022635,6.930227354,6.930227308,6.930227747 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+"17659","UTS2",3.359719129,3.35971905,3.359719045,3.359719069,3.359719062,3.359719088,3.359719082,3.35971909,3.359719099,3.359719089,3.35971903,3.359719043,3.359719106,3.359719043,3.359719086,3.359719034,3.359719117,3.359719128,3.359719063,3.359719062,3.359719098,3.359719064,3.359719159,3.35971909,3.359719019,3.359719048,3.359719159,3.359719054 +"17660","UTS2B",2.743077811,2.743077877,2.743077858,2.743077873,2.74307782,2.743077912,2.743077817,2.743077813,2.743077828,2.743077894,2.743077811,2.743077946,2.743077875,2.743077923,2.743077887,2.743077845,2.743077839,2.743077808,2.743077891,2.74307781,2.743077833,2.743077883,2.74307797,2.743077822,2.743077845,2.743077817,2.743077816,2.743077857 +"17661","UTS2R",6.060353683,6.060353401,6.060353587,6.060353608,6.060353811,6.06035364,6.060353722,6.060353721,6.060353575,6.060353549,6.06035383,6.060353878,6.060353553,6.06035316,6.060353707,6.060353594,6.060353737,6.060353579,6.060353741,6.060353757,6.060353833,6.060353696,6.060353505,6.060353519,6.060353612,6.060353657,6.060353595,6.060353631 +"17662","UTY",3.397666071,3.37252077,8.401150053,3.325832173,3.497144533,8.489828978,3.15501306,8.598761441,3.351462876,3.224919413,3.301758015,8.253266076,3.472189425,3.346057236,3.068750844,3.356541585,8.147499281,3.293091696,3.212582527,8.739375116,3.460183106,8.61383981,3.012404899,3.208011361,3.559527059,8.699911303,3.003834819,3.5672286 +"17663","UVRAG",7.865761239,7.865760581,7.865759969,7.86575988,7.865759504,7.865760249,7.865759703,7.865759541,7.865759979,7.865760126,7.865759317,7.865758916,7.865760411,7.865761429,7.865760172,7.86576054,7.865759279,7.865759138,7.865760546,7.86576025,7.865759659,7.865759504,7.865760172,7.865760401,7.865759815,7.865759928,7.865760339,7.865760815 +"17664","UVSSA",6.570810721,6.570811045,6.570810809,6.570810891,6.570810736,6.570810822,6.570810809,6.570810827,6.570810798,6.570810805,6.570810759,6.570810918,6.570810995,6.570810791,6.570810774,6.570811079,6.570810765,6.570810841,6.570810741,6.570810964,6.570810749,6.570810766,6.570810757,6.570810822,6.570810817,6.570810826,6.570811023,6.570810715 +"17665","UXS1",7.34084157,7.340841625,7.340840446,7.340840955,7.34084091,7.34084077,7.340840782,7.340840482,7.340842364,7.340841896,7.340840829,7.340840883,7.340842029,7.340842742,7.34084097,7.34084087,7.340839615,7.34084122,7.340841122,7.340840503,7.340840876,7.340840272,7.340842343,7.340841616,7.340841046,7.340841459,7.340842218,7.340841933 +"17666","UXT",6.921671642,6.921671247,6.921671568,6.921671101,6.921671171,6.921671261,6.921671423,6.921671248,6.921671727,6.921671445,6.921671159,6.921671201,6.92167167,6.92167178,6.921671378,6.921670924,6.921671199,6.921670978,6.921671379,6.9216716,6.921671296,6.921671432,6.921671649,6.92167147,6.921671231,6.921671334,6.921671689,6.921671465 +"17667","VAC14",6.138561943,6.1385618115,6.1385618585,6.138561778,6.138561792,6.1385619715,6.1385617625,6.13856188,6.1385618365,6.1385618005,6.13856175,6.138561797,6.1385619025,6.138561751,6.138561738,6.1385616475,6.1385617185,6.138561597,6.138561827,6.1385618085,6.1385617775,6.138561881,6.1385617945,6.1385617675,6.138561714,6.1385618095,6.138561925,6.1385618045 +"17668","VAMP1",7.476122818,7.476122933,7.476122874,7.476122818,7.476122739,7.476122837,7.476122887,7.476122772,7.476123015,7.47612303,7.47612281,7.476122961,7.476122939,7.476122988,7.476122771,7.476122898,7.476122762,7.476122756,7.476122865,7.476122819,7.476122871,7.476122772,7.476122956,7.47612297,7.476122867,7.476122972,7.476122909,7.476122875 +"17669","VAMP2",7.482338145,7.48233805,7.48233803,7.48233818,7.482337937,7.482338205,7.482338129,7.482338201,7.482338184,7.482338039,7.482338063,7.482338055,7.482338166,7.482337974,7.482338083,7.482338017,7.482338024,7.482338156,7.482338004,7.482338286,7.482338067,7.482338157,7.482338084,7.482337994,7.482338055,7.482338061,7.482338184,7.4823379 +"17670","VAMP3",7.496471503,7.496471565,7.496470487,7.496471558,7.496470374,7.496472352,7.496470781,7.496470176,7.496470381,7.496470582,7.496470622,7.496469587,7.49647097,7.49647108,7.496470835,7.496470832,7.496469889,7.496471238,7.496470859,7.496472366,7.496470958,7.496470631,7.496470938,7.496471333,7.496470933,7.496470262,7.496470654,7.496470469 +"17671","VAMP4",5.994574323,5.9945738,5.994573402,5.994573265,5.994573315,5.994573226,5.994573542,5.994573031,5.994573649,5.994573637,5.994573427,5.994573023,5.994573958,5.994574855,5.994573771,5.994573595,5.994573276,5.994573278,5.994573825,5.994573393,5.994573536,5.994573521,5.99457392,5.994573741,5.99457359,5.994573576,5.994574085,5.99457434 +"17672","VAMP5",8.005120863,8.005121036,8.005120447,8.005120443,8.005120414,8.005121962,8.005120626,8.005120753,8.00512084,8.005120954,8.005120392,8.00512037,8.005120893,8.005120692,8.005120427,8.005120774,8.005120302,8.005120322,8.005120152,8.00512212,8.005120659,8.005120795,8.005120962,8.005121016,8.005120781,8.005120364,8.005120701,8.005120567 +"17673","VAMP7",6.672241371,6.672240779,6.672241046,6.672241132,6.672241067,6.67224094,6.672240924,6.672240414,6.672240994,6.672241001,6.67224103,6.672240328,6.672240787,6.672242709,6.672241008,6.672240338,6.672241398,6.672240962,6.672241152,6.672240544,6.672241278,6.672241009,6.672241048,6.672241124,6.672240934,6.672240617,6.6722406,6.672242421 +"17674","VAMP8",7.697988449,7.697988219,7.697988443,7.697987993,7.697988043,7.697988121,7.697988107,7.697987986,7.697988324,7.69798837,7.697988095,7.697987749,7.697988411,7.697988843,7.697988143,7.697988317,7.697988167,7.697987764,7.697988093,7.697988481,7.697988078,7.697988013,7.697988352,7.697988406,7.697988003,7.697987981,7.697988167,7.69798842 +"17675","VANGL1",4.566365994,4.566365973,4.566365979,4.566365989,4.566366002,4.566365989,4.566366008,4.566366057,4.566366001,4.566366012,4.566365989,4.566365992,4.566365981,4.566365983,4.566366023,4.56636599,4.566366004,4.566366002,4.566366001,4.56636598,4.566366008,4.566365979,4.566365987,4.566365992,4.566365992,4.566365999,4.566365976,4.566365995 +"17676","VANGL2",5.151718905,5.151718903,5.151718964,5.15171893,5.151718986,5.151718811,5.151718871,5.151718947,5.15171893,5.151718904,5.15171898,5.151718923,5.151718917,5.151718875,5.151718931,5.151718965,5.151718943,5.151718964,5.151718877,5.15171887,5.151718888,5.151718927,5.151718912,5.15171894,5.151718971,5.151718937,5.151718938,5.151718943 +"17677","VAPA",7.046399367,7.046399526,7.046399058,7.046399279,7.046398861,7.04639896,7.046399206,7.046398798,7.046399341,7.046399066,7.04639891,7.046398594,7.046399062,7.046399559,7.046399147,7.046399214,7.046398856,7.046398847,7.046399458,7.046399305,7.046399218,7.046398905,7.046399549,7.046399468,7.04639914,7.046398854,7.046398858,7.046399109 +"17678","VAPB",6.758339288,6.75833926,6.758339226,6.758339279,6.758339155,6.758339209,6.758339242,6.758339234,6.758339274,6.758339241,6.75833921,6.758339224,6.758339281,6.758339309,6.758339243,6.758339283,6.758339179,6.758339308,6.75833921,6.758339255,6.75833924,6.758339227,6.758339282,6.758339276,6.758339278,6.758339231,6.75833928,6.758339253 +"17679","VARS1",6.240979671,6.240979695,6.240979658,6.240979632,6.240979693,6.240979822,6.240979725,6.240979654,6.240979757,6.24097983,6.240979726,6.240979622,6.240979755,6.240979738,6.240979606,6.24097958,6.240979678,6.240979363,6.240979734,6.240979725,6.240979646,6.240979665,6.240979651,6.240979699,6.240979653,6.240979723,6.240979799,6.240979688 +"17680","VARS2",5.6794727965,5.679473816,5.6794732965,5.6794734315,5.679473105,5.679473211,5.6794733845,5.6794730805,5.679473589,5.6794738105,5.6794728795,5.6794737005,5.6794739085,5.6794734965,5.679473032,5.679473314,5.679472197,5.6794728275,5.6794727085,5.6794725385,5.679471871,5.6794737005,5.6794736895,5.6794730945,5.6794722195,5.6794725415,5.67947358,5.6794734805 +"17681","VASH1",6.471649454,6.471649176,6.471649513,6.471649192,6.471649499,6.471649655,6.471649164,6.471649459,6.471649179,6.471649368,6.471649644,6.471649544,6.471649107,6.471649056,6.47164926,6.471649108,6.471649522,6.471649166,6.471649314,6.471649555,6.471649188,6.471649429,6.471649221,6.471649239,6.471649605,6.471649381,6.47164917,6.471649197 +"17682","VASH2",5.308054931,5.3080549,5.308054948,5.308054937,5.308054978,5.308054938,5.308054942,5.308054977,5.308054938,5.308054938,5.308054969,5.308054966,5.308054952,5.308054891,5.30805497,5.308054918,5.308054966,5.308054943,5.30805496,5.308054933,5.308054967,5.308054962,5.308054925,5.308054927,5.308054944,5.308054953,5.308054935,5.308054926 +"17683","VASN",5.812070056,5.812069946,5.812070089,5.812069828,5.812070205,5.812069988,5.812070181,5.812070161,5.812069952,5.812070067,5.812070197,5.812070223,5.812069897,5.812069831,5.812070137,5.812069999,5.812070326,5.81207018,5.812070214,5.812070047,5.812070061,5.812070214,5.812069999,5.812069832,5.812070112,5.812070131,5.812070018,5.81207001 +"17684","VASP",8.535874959,8.535875268,8.535874983,8.535875441,8.535874972,8.535875475,8.535875095,8.535874982,8.535875008,8.535875222,8.535875321,8.535874636,8.535875104,8.535874906,8.53587499,8.535875134,8.535874976,8.535875388,8.535875138,8.535875277,8.535875062,8.535875015,8.535875128,8.535875256,8.53587533,8.535874954,8.535875057,8.535874906 +"17685","VAT1",6.872765954,6.872766005,6.87276594,6.872765891,6.872766047,6.872765923,6.872765982,6.872765945,6.872765963,6.872766016,6.872765989,6.872765951,6.872765935,6.872765939,6.872766043,6.872766029,6.872765964,6.872765922,6.872765941,6.872765927,6.872765967,6.872765894,6.872765907,6.872765946,6.872766016,6.872765961,6.872765951,6.872765983 +"17686","VAT1L",4.623647526,4.623647582,4.623647721,4.62364762,4.623647842,4.623647512,4.623647616,4.623647773,4.623647628,4.623647654,4.623647701,4.623647742,4.623647648,4.623647517,4.623647718,4.623647748,4.623647802,4.623647741,4.623647646,4.623647564,4.623647713,4.623647682,4.623647564,4.623647589,4.62364763,4.623647676,4.62364756,4.623647676 +"17687","VAV1",8.28777883,8.28777941,8.287778845,8.287779806,8.287778401,8.287779795,8.28777927,8.287778877,8.287779229,8.287779042,8.287779169,8.287778029,8.287779015,8.287779209,8.287778765,8.28777947,8.287778777,8.287779336,8.287779048,8.287779805,8.287779159,8.287778911,8.287779557,8.28777967,8.287779078,8.287778705,8.287779206,8.287778696 +"17688","VAV2",5.595206123,5.595206067,5.5952061,5.59520602,5.595206084,5.595206163,5.595206088,5.595206115,5.595206028,5.59520608,5.59520612,5.59520604,5.595206066,5.595206188,5.595206069,5.595206057,5.595206131,5.595206054,5.595206118,5.595206116,5.595206112,5.59520606,5.595206058,5.595206133,5.595206155,5.595206056,5.595206142,5.595206233 +"17689","VAV3",6.64202611,6.642025557,6.642025547,6.642025741,6.642024808,6.64202501,6.642025311,6.642024769,6.642025164,6.642025514,6.642025216,6.642024281,6.642025383,6.642025955,6.642025694,6.642025591,6.642024975,6.642025639,6.642025395,6.642025255,6.642025435,6.642025206,6.642025596,6.642025981,6.642025561,6.642025064,6.642025225,6.642025572 +"17690","VAX1",4.924587809,4.924587769,4.924587866,4.924587802,4.924587928,4.92458774,4.924587741,4.924587764,4.924587664,4.924587817,4.92458795,4.92458806,4.924587693,4.924587717,4.924587925,4.924587878,4.924587939,4.924587978,4.924587767,4.924587894,4.924587879,4.92458776,4.92458771,4.924587599,4.924587782,4.924587782,4.924587707,4.924587662 +"17691","VAX2",6.84684353,6.84684358,6.846843644,6.846843555,6.846843677,6.846843513,6.846843594,6.846843646,6.846843608,6.846843593,6.84684364,6.846843648,6.846843618,6.8468435,6.846843633,6.846843618,6.846843637,6.84684361,6.84684358,6.846843558,6.846843594,6.846843632,6.846843587,6.846843589,6.846843631,6.846843615,6.846843569,6.846843602 +"17692","VBP1",4.349679867,4.3496799,4.349679836,4.34967986,4.349679838,4.349679839,4.349679891,4.349679809,4.349679838,4.349679896,4.349679849,4.349679782,4.349679822,4.349680049,4.349679867,4.349679905,4.34967984,4.349679858,4.349679899,4.349679887,4.349679919,4.349679816,4.34967986,4.349679848,4.349679795,4.349679823,4.349679853,4.349679996 +"17693","VCAM1",3.646453073,3.646453082,3.646453079,3.646453116,3.646453195,3.646453297,3.646453144,3.646453194,3.646453237,3.646453232,3.646453154,3.646453313,3.646453069,3.646453187,3.646453192,3.646453266,3.646453288,3.646453176,3.646453122,3.646453325,3.646453092,3.64645325,3.646453067,3.646453111,3.64645324,3.646453031,3.646453115,3.646453144 +"17694","VCAN",9.773242439,9.64818452,9.718468661,9.878567958,9.771872182,9.800731078,9.771646074,9.220468632,9.017919375,9.57540419,9.87671378,9.206390853,9.380768687,9.744818499,9.540011195,9.312237102,9.634171342,9.469691966,9.596302084,9.824008526,9.736465389,9.264537615,8.875056311,9.392258894,9.510329261,9.260904009,9.33997719,9.1021901 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+"17775","VPS54",5.041199261,5.041199018,5.041198986,5.041199023,5.041198798,5.041199009,5.041199133,5.041198916,5.041199092,5.041198945,5.041198844,5.041198663,5.041199229,5.041199309,5.041199014,5.041198995,5.041198718,5.041198796,5.041199059,5.041198789,5.041199014,5.041199037,5.04119915,5.04119924,5.041198937,5.041198748,5.041199186,5.041199164 +"17776","VPS72",7.175438491,7.17543854,7.175438505,7.175438386,7.175438378,7.175438497,7.175438373,7.175438444,7.175438623,7.175438457,7.175438316,7.175438249,7.175438395,7.175438555,7.175438276,7.175438573,7.175438244,7.175438342,7.175438405,7.175438229,7.175438384,7.175438474,7.175438616,7.175438539,7.175438405,7.175438421,7.175438485,7.175438414 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+"17783","VSIG1",5.579283662,5.579283363,5.579282756,5.579283034,5.579283163,5.579282787,5.579282968,5.579282783,5.579283922,5.579283538,5.579283039,5.579283432,5.579283457,5.579284039,5.579282902,5.579282793,5.579282352,5.579283285,5.579283379,5.57928297,5.57928292,5.579283184,5.579283489,5.579283147,5.579282899,5.579283458,5.579283766,5.579283925 +"17784","VSIG10",4.959047081,4.959047083,4.959047064,4.959047054,4.959047082,4.959047143,4.959047073,4.959047055,4.959047076,4.959047086,4.959047053,4.959047086,4.959047053,4.959047029,4.959047093,4.95904709,4.959047091,4.959047036,4.959047064,4.959047142,4.95904707,4.959047082,4.959047084,4.959047074,4.959047063,4.959047054,4.959047041,4.959047086 +"17785","VSIG10L",5.777806312,5.777806286,5.777806318,5.777806278,5.777806354,5.777806271,5.777806323,5.777806353,5.777806293,5.777806297,5.777806338,5.77780635,5.777806309,5.777806263,5.777806331,5.777806327,5.777806335,5.777806345,5.777806332,5.77780631,5.777806341,5.777806353,5.777806281,5.77780629,5.777806342,5.777806335,5.777806302,5.777806283 +"17786","VSIG4",4.699033361,4.699033356,4.699033286,4.69903334,4.699033377,4.699033366,4.69903332,4.699033344,4.699033266,4.699033279,4.699033356,4.699033321,4.699033248,4.699033259,4.699033364,4.699033382,4.699033376,4.699033363,4.699033281,4.699033317,4.699033302,4.699033258,4.699033361,4.699033336,4.699033402,4.699033329,4.69903324,4.699033336 +"17787","VSIR",9.286729064,9.294909884,9.2893648,9.297256901,9.285887544,9.291583398,9.287523801,9.287801469,9.283621397,9.285414413,9.291637436,9.279798007,9.289018585,9.285130414,9.284890174,9.294363894,9.288862494,9.29285088,9.288030637,9.289927609,9.28496639,9.286909203,9.28675654,9.291411018,9.288982024,9.283184664,9.288356275,9.282920197 +"17788","VSNL1",3.549109495,3.54910951,3.54910958,3.549109531,3.549109518,3.549109544,3.549109476,3.54910949,3.549109578,3.549109486,3.549109452,3.549109485,3.549109491,3.549109555,3.549109551,3.54910951,3.549109517,3.549109586,3.549109547,3.549109578,3.549109494,3.549109571,3.549109497,3.549109517,3.549109571,3.54910951,3.549109587,3.549109545 +"17789","VSTM1",6.504196721,6.504199428,6.504195473,6.504196794,6.504198779,6.504197514,6.5041979,6.504196514,6.504198049,6.504197158,6.504198281,6.504196552,6.504197936,6.504199196,6.504195823,6.504198355,6.504195316,6.504195569,6.504198871,6.504197208,6.504197241,6.504195521,6.504197976,6.504197433,6.504197755,6.504196735,6.504197686,6.504198754 +"17790","VSTM2A",4.554380518,4.554380534,4.554380669,4.554380659,4.554380685,4.554380487,4.554380607,4.554380652,4.554380656,4.554380641,4.554380675,4.554380657,4.554380598,4.554380579,4.554380646,4.554380673,4.554380699,4.554380701,4.554380615,4.554380611,4.554380626,4.554380635,4.554380586,4.554380638,4.554380661,4.554380625,4.554380592,4.554380613 +"17791","VSTM2B",6.405289255,6.405289179,6.405289338,6.405289223,6.405289736,6.405289237,6.405289433,6.405289331,6.405289267,6.405289327,6.405289487,6.405289652,6.405289139,6.405288913,6.405289628,6.405289174,6.405289579,6.405289466,6.405289412,6.405289533,6.405289594,6.405289406,6.405289241,6.405289094,6.4052892,6.405289465,6.405289219,6.405289338 +"17792","VSTM2L",6.915566227,6.915566262,6.915566354,6.915566326,6.915566387,6.915566243,6.915566297,6.915566401,6.915566317,6.915566317,6.915566355,6.915566384,6.915566274,6.915566199,6.915566371,6.915566388,6.915566433,6.915566416,6.915566294,6.915566297,6.915566339,6.915566421,6.915566261,6.915566294,6.915566373,6.915566325,6.915566289,6.91556634 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+"17819","WAC",7.837552904,7.837552524,7.837552371,7.837552634,7.837551902,7.837552311,7.837552317,7.837552324,7.837552548,7.8375524,7.837552572,7.837551462,7.837552562,7.837553247,7.837552226,7.837552324,7.837551949,7.837552546,7.837552454,7.83755281,7.837552659,7.8375518,7.837552633,7.837553017,7.837552562,7.83755225,7.837552471,7.837552589 +"17820","WAPL",7.228251991,7.228251941,7.228251889,7.228251933,7.228251756,7.228251795,7.228251988,7.228251768,7.228251843,7.228251879,7.228251745,7.228251519,7.228251808,7.228252358,7.228251956,7.228251846,7.228251837,7.228251809,7.228251891,7.228251851,7.228251913,7.228251753,7.228252039,7.228251867,7.228251834,7.228251814,7.228251883,7.228252058 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+"17951","WNT7B",5.001166531,5.001166479,5.001166485,5.001166446,5.001166557,5.001166512,5.001166552,5.001166502,5.001166493,5.001166529,5.001166532,5.001166506,5.001166495,5.001166434,5.001166501,5.001166502,5.001166513,5.00116656,5.001166515,5.001166487,5.001166503,5.001166538,5.001166485,5.001166501,5.001166524,5.00116652,5.001166481,5.001166499 +"17952","WNT8A",4.900942849,4.900942857,4.900942862,4.900942863,4.90094294,4.90094277,4.900942879,4.900942888,4.900942828,4.900942838,4.900942893,4.900942964,4.900942858,4.900942795,4.900942862,4.900942864,4.90094293,4.900942903,4.900942856,4.900942801,4.900942883,4.900942907,4.900942828,4.900942874,4.900942911,4.900942878,4.900942858,4.900942855 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+"17955","WNT9B",6.588823191,6.58882318,6.588823809,6.588823294,6.588823751,6.588823074,6.588823424,6.588823687,6.588823511,6.588823616,6.588823805,6.588823764,6.588823569,6.588823135,6.588823406,6.588823036,6.588823857,6.58882374,6.588823475,6.588823575,6.588823675,6.588823559,6.588823449,6.588823388,6.588823851,6.588823505,6.588823415,6.588823575 +"17956","WRAP53",5.891850204,5.89185018,5.891850239,5.891850198,5.891850201,5.891850169,5.891850194,5.891850239,5.891850188,5.891850159,5.89185025,5.891850181,5.891850196,5.891850164,5.891850198,5.891850199,5.891850236,5.891850167,5.891850243,5.891850203,5.891850201,5.891850248,5.891850192,5.891850169,5.891850235,5.891850175,5.891850237,5.891850152 +"17957","WRAP73",5.946597002,5.946596972,5.946596994,5.946597082,5.946596876,5.94659706,5.946596948,5.946597011,5.946596995,5.946597112,5.946597105,5.946596918,5.946597022,5.946596947,5.946596925,5.946596973,5.946596952,5.946597077,5.946597052,5.946596967,5.946596879,5.946597019,5.946596995,5.946597055,5.946596997,5.946596852,5.946597056,5.946596876 +"17958","WRN",5.166087907,5.166087663,5.166087718,5.166087387,5.166087472,5.166087404,5.16608767,5.16608744,5.166087576,5.166087726,5.166087592,5.166087182,5.166087775,5.166088141,5.166087523,5.166087553,5.166087074,5.166087188,5.166087785,5.166087324,5.166087619,5.166087707,5.166087889,5.166087699,5.166087483,5.166087584,5.166087614,5.166088031 +"17959","WRNIP1",7.004516036,7.004516125,7.004515882,7.004516085,7.00451576,7.004516,7.004515904,7.004516061,7.004515913,7.004516032,7.004515815,7.00451602,7.004516135,7.004516131,7.004515946,7.004515906,7.00451586,7.004516038,7.0045159,7.004515979,7.004515804,7.00451602,7.00451604,7.004516031,7.004515785,7.004516014,7.004516056,7.004515991 +"17960","WSB1",8.838599325,8.838594866,8.838592719,8.83859307,8.838588157,8.838591746,8.838592527,8.838587361,8.838592565,8.838595424,8.838591438,8.838582696,8.838592297,8.838605774,8.838593688,8.838594382,8.838588293,8.838586657,8.838599585,8.838596124,8.838592194,8.838590092,8.838594789,8.838599554,8.838592997,8.838588839,8.838592163,8.838596394 +"17961","WSB2",7.42968343,7.429683839,7.42968203,7.429682253,7.429682118,7.429684795,7.429682306,7.429682162,7.429682754,7.429683045,7.42968161,7.429680864,7.429682351,7.429683435,7.429682848,7.429682399,7.429681198,7.429681362,7.429682529,7.429685226,7.429681885,7.429682182,7.429683409,7.42968349,7.429681877,7.429681267,7.42968232,7.429682907 +"17962","WSCD1",5.103226809,5.103226817,5.103226879,5.10322686,5.103226941,5.103226862,5.10322687,5.10322687,5.103226863,5.103226891,5.103226901,5.103226856,5.103226855,5.103226774,5.103226905,5.10322688,5.103226891,5.103226893,5.103226865,5.103226835,5.10322691,5.103226925,5.103226838,5.103226828,5.103226862,5.103226895,5.103226817,5.103226872 +"17963","WSCD2",4.761615149,4.761615219,4.761615238,4.761615236,4.761615305,4.761615196,4.761615271,4.761615248,4.761615263,4.76161523,4.76161527,4.761615296,4.761615241,4.761615202,4.761615245,4.761615245,4.761615295,4.761615232,4.761615259,4.761615257,4.761615286,4.761615337,4.761615208,4.761615197,4.761615231,4.761615264,4.76161527,4.761615226 +"17964","WT1",5.651596833,5.651596951,5.651597408,5.651596961,5.651597708,5.651597404,5.651597337,5.651597503,5.651597253,5.651597416,5.651597472,5.65159771,5.651597293,5.651596454,5.651597529,5.651596879,5.651597595,5.651597266,5.651597457,5.65159733,5.651597391,5.651597417,5.651597049,5.651596841,5.651597197,5.651597436,5.651597129,5.65159742 +"17965","WT1-AS",4.254468873,4.254468944,4.254469197,4.254468802,4.254469294,4.25446905,4.25446926,4.254469182,4.254468963,4.254469181,4.254468865,4.254469099,4.254469036,4.254468824,4.25446933,4.254469112,4.254469361,4.254469053,4.254469057,4.254469047,4.254469274,4.254469289,4.254469151,4.254468874,4.254469063,4.254469306,4.254468892,4.254469032 +"17966","WTAP",8.3972999975,8.397299489,8.3972992235,8.3972995735,8.3972992945,8.3972994405,8.397299627,8.397299426,8.3972994475,8.3972996045,8.3972993245,8.397299218,8.3972996155,8.397300305,8.397299701,8.397299603,8.397299016,8.3972995765,8.3972998125,8.3972999,8.3972998295,8.3972992825,8.3972996415,8.39729976,8.397299486,8.397299606,8.3972996255,8.3972999295 +"17967","WTIP",6.606655983,6.606655985,6.606656357,6.606656061,6.606656628,6.60665598,6.606656197,6.60665636,6.606655976,6.606656128,6.606656298,6.606656529,6.606656098,6.606655611,6.606656376,6.606656209,6.606656498,6.606656346,6.606656298,6.60665598,6.606656487,6.606656427,6.60665604,6.606655904,6.606656102,6.606656345,6.606655928,6.606656088 +"17968","WWC1",4.836918947,4.836919007,4.83691901,4.836919015,4.836919051,4.836918992,4.836918935,4.83691904,4.836919015,4.836919005,4.836919057,4.836919048,4.836918993,4.836918978,4.836919064,4.836918984,4.836919068,4.83691904,4.836919018,4.836919029,4.836918998,4.836918985,4.836918915,4.83691904,4.836919022,4.83691903,4.836919001,4.836918992 +"17969","WWC2",4.938498914,4.938498925,4.938498902,4.938498889,4.93849888,4.938498926,4.938498899,4.938498912,4.938498892,4.938498909,4.938498912,4.938498917,4.93849891,4.938498941,4.93849893,4.938498911,4.938498933,4.938498923,4.938498926,4.938498935,4.938498889,4.938498925,4.938498896,4.938498883,4.938498919,4.938498916,4.938498903,4.938498947 +"17970","WWC2-AS2",4.423427795,4.423427816,4.423427999,4.423427785,4.423428048,4.423428182,4.423428023,4.423428129,4.423427994,4.423428009,4.423428155,4.423428242,4.423427877,4.423427716,4.423428041,4.423427901,4.423428206,4.423428067,4.423427991,4.423428117,4.423428065,4.423428057,4.423427929,4.423427889,4.423427924,4.423427979,4.423427849,4.423427971 +"17971","WWC3",7.565836503,7.565836563,7.565836468,7.565836869,7.565836171,7.565836618,7.565836583,7.565836425,7.565836384,7.565836105,7.565836396,7.565836185,7.565836525,7.565836395,7.565836526,7.565836578,7.565836382,7.565836767,7.565836437,7.565836613,7.565836489,7.565836488,7.565836499,7.565836481,7.565836501,7.565836323,7.565836436,7.565836177 +"17972","WWOX",6.138880488,6.13888042,6.138880457,6.138880386,6.138880439,6.138880373,6.138880447,6.138880471,6.138880442,6.138880433,6.138880416,6.138880488,6.138880419,6.138880455,6.138880512,6.138880393,6.138880382,6.138880397,6.13888038,6.138880455,6.138880474,6.13888046,6.138880411,6.138880418,6.138880416,6.138880502,6.138880426,6.138880426 +"17973","WWP1",7.289004655,7.289004258,7.289003978,7.289003581,7.289003492,7.289003362,7.289004085,7.289003564,7.289004512,7.289003973,7.289003571,7.289003634,7.289004455,7.289005536,7.289004222,7.289003932,7.289003298,7.289003817,7.289004136,7.289003281,7.289004061,7.289003906,7.289004421,7.289003977,7.289003909,7.289004066,7.289004379,7.289005 +"17974","WWP2",8.081049218,8.081049784,8.081049287,8.081050198,8.081049006,8.08105006,8.081049538,8.081049444,8.081049308,8.081049273,8.081049492,8.081048996,8.081049494,8.08104937,8.081049339,8.081049683,8.081049038,8.081049813,8.08104954,8.08104984,8.081049251,8.081049185,8.081049257,8.081049713,8.081049749,8.081049282,8.081049605,8.081048782 +"17975","WWTR1",4.236454579,4.236454493,4.23645465,4.236454527,4.236454669,4.236454524,4.236454336,4.236454522,4.236454484,4.236454711,4.236454597,4.236454581,4.236454467,4.236454348,4.236454603,4.236454638,4.236454874,4.23645457,4.236454557,4.236454269,4.236454468,4.23645463,4.236454427,4.236454466,4.23645469,4.236454465,4.236454472,4.236454656 +"17976","XAB2",7.059044869,7.059044875,7.059044866,7.059044853,7.059044862,7.059044896,7.059044851,7.059044811,7.059044871,7.059044888,7.059044852,7.059044838,7.059044872,7.059044886,7.059044857,7.059044837,7.059044836,7.05904486,7.059044859,7.059044868,7.05904483,7.059044847,7.059044851,7.059044873,7.059044836,7.059044858,7.059044882,7.059044861 +"17977","XAF1",7.721089156,8.034433892,7.495476956,7.591381188,8.134857105,9.371425886,7.63902203,7.559387912,7.955296006,7.701708205,7.449355523,7.037279222,7.902405265,7.669407628,7.582992259,8.069585987,7.459235238,7.388277131,8.303465782,9.472160503,7.704702845,7.68089977,7.95310604,7.771560207,7.424426488,7.291995204,7.841718223,7.520075282 +"17978","XAGE-4",4.530622074,4.530622071,4.530621968,4.530621918,4.530622046,4.530622165,4.530622088,4.530622152,4.530622166,4.53062212,4.530622025,4.530622038,4.530621998,4.53062207,4.530622181,4.530622152,4.530622054,4.530622002,4.530622012,4.530622178,4.530622123,4.530622179,4.530622101,4.530621943,4.530621996,4.530622202,4.530622022,4.530622174 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+"17999","XPA",6.786188295,6.786188132,6.786187529,6.786186914,6.786187593,6.786185806,6.786187259,6.786187604,6.786188245,6.786187153,6.786187477,6.786187468,6.786187985,6.786188991,6.786187662,6.786187775,6.786186576,6.78618674,6.786187751,6.786186293,6.786187125,6.786187409,6.786188068,6.78618753,6.786187184,6.786187517,6.786187647,6.786188208 +"18000","XPC",6.923942804,6.923943508,6.923942382,6.92394335,6.923942141,6.923942895,6.923942668,6.923942227,6.923942725,6.923942584,6.92394269,6.92394211,6.923942511,6.923943159,6.923942665,6.923943024,6.923942258,6.923943014,6.923942768,6.923940786,6.923942366,6.923942539,6.923942677,6.923942828,6.923942963,6.923942305,6.923942877,6.923942632 +"18001","XPNPEP1",7.072601248,7.072601266,7.072601224,7.072601276,7.072601177,7.072601278,7.072601203,7.072601168,7.072601174,7.072601225,7.072601237,7.072601192,7.07260123,7.072601296,7.072601215,7.072601246,7.072601159,7.072601233,7.072601234,7.072601149,7.072601199,7.07260122,7.072601205,7.072601287,7.072601196,7.072601189,7.072601226,7.072601182 +"18002","XPNPEP2",4.843703918,4.843703701,4.843703986,4.843703777,4.843703953,4.843703821,4.843703776,4.843703886,4.843703892,4.843703741,4.843703746,4.843703996,4.843703824,4.843703717,4.843704037,4.843703879,4.843704067,4.843703964,4.843704023,4.843704,4.843704055,4.843703884,4.843703723,4.843703828,4.843703944,4.843703857,4.843703833,4.843703768 +"18003","XPNPEP3",5.625486082,5.625486074,5.625486069,5.625486055,5.62548603,5.625486082,5.625486049,5.625486063,5.625486075,5.625486079,5.625486058,5.625486051,5.625486068,5.625486075,5.625486061,5.625486039,5.625486023,5.625486056,5.625486051,5.625486054,5.625486028,5.625486048,5.625486066,5.625486072,5.625486054,5.625486073,5.625486068,5.625486045 +"18004","XPO1",7.398894818,7.398893303,7.398892829,7.398893092,7.398893168,7.398891938,7.398893354,7.398891419,7.398893259,7.39889211,7.398893304,7.398892231,7.398894493,7.398896006,7.398893978,7.398893378,7.398892256,7.398893121,7.398893882,7.398892314,7.398894392,7.398892122,7.398893666,7.398893673,7.39889282,7.398893633,7.398894496,7.398894639 +"18005","XPO4",5.909572356,5.90957221,5.909572237,5.909572119,5.90957218,5.909572104,5.909572231,5.909572157,5.909572228,5.909572179,5.909571911,5.909572148,5.909572235,5.909572438,5.909572215,5.909572128,5.909571992,5.909571998,5.909572244,5.909572116,5.909572192,5.909572108,5.909572297,5.909572236,5.909572124,5.909572276,5.909572327,5.909572232 +"18006","XPO5",6.064406302,6.06440631,6.064405919,6.064405828,6.064405846,6.064406341,6.064406106,6.064406181,6.064406306,6.064406238,6.064405878,6.064406147,6.064406316,6.064406395,6.064406076,6.064405969,6.064405657,6.06440552,6.06440577,6.06440624,6.064406082,6.064406039,6.064406297,6.064406234,6.06440592,6.064406159,6.064406325,6.064406012 +"18007","XPO6",11.11051961,11.38356239,10.82391613,11.4556755,10.87197544,11.29543127,11.17224981,10.99981221,10.98606247,10.87152554,11.0393089,10.67724514,11.04677788,11.05253023,11.09702382,11.27954384,10.90436864,11.2402604,11.17419204,11.42236228,11.11196756,11.05625073,11.2110109,11.12721807,11.09260343,10.77518919,10.95775457,10.82717831 +"18008","XPO7",7.987105641,7.987105505,7.987105948,7.987105619,7.987105389,7.987105783,7.987105798,7.987105672,7.987105629,7.987105771,7.987105785,7.987105859,7.987105216,7.987105334,7.987105477,7.987105031,7.98710564,7.98710544,7.98710535,7.987105292,7.98710569,7.987105315,7.987105826,7.987105869,7.987105892,7.987105824,7.987105372,7.98710536 +"18009","XPOT",6.526964855,6.526963881,6.526964281,6.526963456,6.526963966,6.526963387,6.526964251,6.526963875,6.526964264,6.526963479,6.526963192,6.526962186,6.526964081,6.526965398,6.526963051,6.526963683,6.526962915,6.52696225,6.526964233,6.526963212,6.526964475,6.526964129,6.526964428,6.526964728,6.52696419,6.526963735,6.526964293,6.526964684 +"18010","XPR1",7.051432353,7.051432257,7.05143218,7.051432324,7.051432161,7.051432195,7.051432276,7.051432192,7.05143216,7.051432252,7.051432189,7.051432058,7.051432183,7.051432485,7.051432272,7.051432184,7.051432192,7.051432262,7.051432213,7.051431991,7.05143216,7.051432228,7.05143227,7.051432341,7.051432185,7.051432151,7.051432255,7.051432356 +"18011","XRCC1",6.588528767,6.588528783,6.588528781,6.588528781,6.588528756,6.588528811,6.588528767,6.58852876,6.588528793,6.588528818,6.588528791,6.588528762,6.588528811,6.588528795,6.588528763,6.588528785,6.588528763,6.58852879,6.588528759,6.588528809,6.588528764,6.588528782,6.588528795,6.588528808,6.588528765,6.588528774,6.588528817,6.588528771 +"18012","XRCC2",3.788581877,3.7885818,3.788581976,3.788581807,3.788581736,3.788581414,3.788582243,3.788581769,3.788582021,3.788581864,3.788581776,3.788582132,3.788581807,3.788582029,3.788581745,3.78858178,3.788582378,3.788581635,3.788581688,3.788581912,3.788582079,3.788581922,3.78858169,3.788581825,3.788581725,3.788581714,3.788581594,3.78858229 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+"18309","ZNF148",6.612051465,6.612051234,6.612051032,6.612051364,6.612050728,6.612050861,6.612051051,6.612050672,6.61205106,6.612051058,6.612050856,6.612050115,6.61205102,6.612052168,6.612051224,6.612051329,6.61205098,6.612051268,6.612051182,6.612050844,6.612051164,6.612051115,6.612051387,6.612051236,6.61205131,6.612050826,6.612051058,6.612051778 +"18310","ZNF154",6.248479431,6.248479219,6.248479183,6.248479495,6.248479548,6.248479384,6.248479729,6.248478998,6.248479881,6.248479497,6.248478952,6.24847945,6.248480039,6.248479408,6.248479054,6.248479063,6.248479197,6.248479073,6.248479635,6.248479365,6.248479681,6.248479143,6.248479912,6.248479455,6.248478794,6.248479291,6.248479901,6.248478994 +"18311","ZNF155",4.497917898,4.497917801,4.497917793,4.497917839,4.497917831,4.497917768,4.497917841,4.497917853,4.49791787,4.497917822,4.497917778,4.497917813,4.497917848,4.497917878,4.497917868,4.497917793,4.497917829,4.497917793,4.497917865,4.497917831,4.497917871,4.497917844,4.497917891,4.497917828,4.497917869,4.49791783,4.497917856,4.497917914 +"18312","ZNF157",4.765639036,4.765639031,4.765639148,4.765638986,4.765638943,4.765639108,4.765638937,4.765639006,4.765639132,4.765639102,4.765639115,4.765639045,4.765639073,4.765639093,4.765639081,4.765639038,4.765639014,4.765639023,4.76563909,4.765639117,4.765638812,4.765639097,4.765639037,4.765639029,4.76563921,4.76563903,4.765639146,4.765639048 +"18313","ZNF16",5.129203482,5.129203431,5.129203381,5.129203474,5.129203502,5.129203424,5.129203491,5.129203473,5.129203474,5.129203414,5.129203466,5.129203497,5.129203514,5.129203501,5.12920354,5.129203499,5.129203451,5.129203554,5.129203497,5.129203486,5.12920355,5.12920354,5.129203456,5.129203488,5.129203518,5.129203552,5.12920348,5.129203537 +"18314","ZNF160",6.643580678,6.643580581,6.643580593,6.643580592,6.643580562,6.643580571,6.643580625,6.643580579,6.643580637,6.643580577,6.643580613,6.64358052,6.643580677,6.643580747,6.643580614,6.643580533,6.643580566,6.643580639,6.643580667,6.643580571,6.643580592,6.643580628,6.643580654,6.643580583,6.643580594,6.643580559,6.643580689,6.643580741 +"18315","ZNF165",3.873620907,3.873620602,3.873620932,3.873620762,3.873621073,3.87362044,3.87362088,3.873620748,3.873620817,3.873620942,3.873620854,3.873620893,3.873620753,3.873620825,3.873621243,3.87362118,3.873620934,3.873621038,3.87362082,3.873621098,3.873621105,3.873620876,3.873620917,3.873621006,3.873620947,3.873621035,3.873620723,3.873620901 +"18316","ZNF169",6.095656992,6.095656948,6.095656927,6.095656828,6.095656741,6.095656853,6.095656873,6.095656867,6.095656692,6.095656973,6.095656809,6.09565677,6.095657012,6.095657028,6.09565675,6.09565693,6.09565666,6.095656834,6.095656856,6.095656896,6.095656911,6.095656896,6.095656901,6.095656934,6.095656824,6.095656943,6.095656928,6.095656881 +"18317","ZNF17",5.107899463,5.107899478,5.107899459,5.107899347,5.107899429,5.107899388,5.10789941,5.107899402,5.107899466,5.107899395,5.107899401,5.107899345,5.107899475,5.107899553,5.107899437,5.107899424,5.107899411,5.107899407,5.107899392,5.10789939,5.107899392,5.107899412,5.107899465,5.107899459,5.107899347,5.107899387,5.10789947,5.10789952 +"18318","ZNF174",5.695291853,5.695291689,5.695291786,5.695291768,5.695291798,5.695291678,5.695291725,5.695291817,5.695291801,5.695291743,5.695291635,5.695291764,5.695291774,5.695291848,5.695291551,5.695291848,5.695291758,5.695291854,5.69529182,5.69529164,5.695291624,5.695291833,5.695291848,5.695291787,5.695291675,5.695291573,5.695291794,5.695291795 +"18319","ZNF175",4.970876948,4.970876824,4.970876779,4.970876793,4.970876785,4.970876828,4.970876813,4.970876829,4.970876933,4.970876924,4.97087673,4.970876912,4.970876901,4.970877001,4.970876837,4.970876807,4.970876707,4.97087679,4.97087691,4.970876822,4.970876824,4.970876878,4.970876909,4.970876936,4.97087685,4.970876906,4.970876915,4.970876933 +"18320","ZNF18",6.159915555,6.15991556,6.159915529,6.159915542,6.159915535,6.159915546,6.159915549,6.159915547,6.15991555,6.159915534,6.159915519,6.159915525,6.159915551,6.159915555,6.159915546,6.159915558,6.15991552,6.159915559,6.159915558,6.159915535,6.15991554,6.159915553,6.159915553,6.159915566,6.159915541,6.159915553,6.159915555,6.159915537 +"18321","ZNF180",6.432112569,6.432112583,6.432112663,6.432112596,6.432112599,6.432112468,6.432112573,6.432112643,6.432112612,6.432112598,6.432112656,6.432112603,6.432112612,6.432112664,6.432112638,6.432112627,6.432112643,6.432112623,6.432112581,6.432112603,6.432112579,6.43211258,6.432112613,6.432112614,6.432112626,6.432112609,6.432112599,6.432112647 +"18322","ZNF181",4.836415038,4.83641504,4.836414966,4.836414923,4.836414968,4.836414897,4.836414983,4.83641496,4.836415043,4.836414973,4.836414915,4.836414964,4.836414968,4.836415215,4.836414946,4.836414938,4.836414974,4.836414958,4.836414967,4.836414884,4.836414938,4.836414969,4.836415056,4.83641499,4.836414979,4.836415029,4.836414989,4.836415149 +"18323","ZNF182",5.710229843,5.710229835,5.710229768,5.710229838,5.710229645,5.710229862,5.710229798,5.71022981,5.710229873,5.710229737,5.71022976,5.710229768,5.710229799,5.710229958,5.710229809,5.710229874,5.710229787,5.710229751,5.71022986,5.710229849,5.710229825,5.710229739,5.710229762,5.710229861,5.710229692,5.710229779,5.710229835,5.710229779 +"18324","ZNF184",4.986556295,4.986556256,4.986556245,4.986556224,4.986556183,4.986556133,4.986556211,4.986556248,4.986556264,4.98655626,4.986556231,4.986556211,4.986556253,4.98655641,4.986556254,4.986556169,4.986556202,4.986556187,4.986556211,4.986556108,4.986556186,4.986556225,4.986556243,4.986556267,4.986556267,4.986556162,4.986556199,4.986556373 +"18325","ZNF185",6.762960482,6.7629624,6.762962258,6.762965101,6.762961753,6.762962169,6.762959979,6.762962131,6.762960496,6.762961546,6.762963229,6.762961095,6.762962883,6.762958266,6.762960648,6.762962089,6.762961641,6.762964311,6.762962174,6.762961099,6.762959417,6.762961579,6.762960745,6.762962931,6.762963781,6.762960958,6.762962334,6.762959049 +"18326","ZNF189",5.923876109,5.923875556,5.92387553,5.923875608,5.923875301,5.923875166,5.92387515,5.923875388,5.923875789,5.923875577,5.923875431,5.923875246,5.923875684,5.923876118,5.923875518,5.92387537,5.923875316,5.923875334,5.923875675,5.923875043,5.923875309,5.923875476,5.923875569,5.92387565,5.923875492,5.923875559,5.923875642,5.923875515 +"18327","ZNF19",5.268049274,5.268049252,5.268049285,5.268049212,5.268049269,5.268049228,5.268049218,5.26804929,5.268049248,5.268049247,5.268049163,5.26804927,5.268049274,5.26804926,5.268049319,5.268049234,5.268049335,5.268049259,5.268049299,5.268049193,5.268049274,5.26804931,5.268049238,5.26804919,5.268049189,5.268049243,5.268049207,5.268049279 +"18328","ZNF195",6.004527424,6.004526941,6.004526811,6.004526855,6.00452703,6.004526999,6.004526928,6.004526904,6.004526955,6.004526718,6.004526938,6.004526512,6.004527103,6.004527672,6.004527104,6.00452693,6.004526615,6.004526431,6.004527015,6.004526994,6.004527049,6.004526955,6.004527243,6.004526992,6.004526745,6.004527151,6.004526842,6.004527417 +"18329","ZNF197",4.293727078,4.29372691,4.293726976,4.293726862,4.293726869,4.29372697,4.293727056,4.293726996,4.293727026,4.293726916,4.293727052,4.293726867,4.293727014,4.293727175,4.293726966,4.293727054,4.293726979,4.293726923,4.293727029,4.293727017,4.293726954,4.293726901,4.293726965,4.293726941,4.293726918,4.293726919,4.293726945,4.29372717 +"18330","ZNF2",4.934232139,4.934232125,4.93423215,4.934232062,4.934232099,4.934232096,4.934232075,4.934232145,4.934232137,4.93423214,4.934232132,4.934232167,4.934232134,4.934232095,4.934232118,4.934232103,4.934232161,4.934232072,4.934232093,4.934232096,4.93423215,4.934232141,4.93423214,4.934232119,4.934232069,4.934232139,4.934232102,4.934232118 +"18331","ZNF200",6.350262696,6.350262894,6.350262532,6.350262859,6.350262453,6.350262916,6.350262746,6.350262854,6.350262769,6.350262604,6.350262676,6.350262557,6.350262804,6.350262863,6.350262699,6.350262949,6.350262653,6.350262893,6.350262732,6.350262907,6.350262696,6.350262803,6.350262884,6.350262813,6.350262917,6.350262719,6.350262686,6.350262732 +"18332","ZNF202",5.488285167,5.488285063,5.488285059,5.48828502,5.488284963,5.488285156,5.48828504,5.488285084,5.488285135,5.488284987,5.488284953,5.488285183,5.488285046,5.488285355,5.488285083,5.488284961,5.488285079,5.488284939,5.488284945,5.488285138,5.488285172,5.488285028,5.488285203,5.488285076,5.48828484,5.488285117,5.488285135,5.488285236 +"18333","ZNF204P",2.566740384,2.566740454,2.566740444,2.566740383,2.56674009,2.566740135,2.56674011,2.56674033,2.566740309,2.566740364,2.566740454,2.566740132,2.56674032,2.566740747,2.566740244,2.566740236,2.566740175,2.56674031,2.566740277,2.566740149,2.5667401,2.566740242,2.566740274,2.566740332,2.566740362,2.566740407,2.566740309,2.566740385 +"18334","ZNF205",6.023460953,6.023460904,6.023461078,6.023461064,6.023461283,6.02346096,6.023461108,6.023461138,6.023461113,6.023461126,6.023461129,6.023461246,6.023460991,6.023460832,6.023461235,6.023461175,6.023461235,6.0234612,6.023461075,6.02346114,6.0234612,6.023461221,6.023460868,6.023460936,6.023461097,6.023461127,6.023461023,6.023461133 +"18335","ZNF208",2.870257103,2.8702588505,2.8702547785,2.8702599475,2.8702604185,2.8702556395,2.8702566725,2.870254656,2.870254567,2.87025356,2.870253562,2.8702579,2.8702545055,2.8702559885,2.870254465,2.8702542215,2.8702593155,2.870255962,2.870254444,2.8702539865,2.870255042,2.8702541075,2.870257028,2.8702551855,2.8702579155,2.870254488,2.8702575355,2.870256422 +"18336","ZNF211",6.198444315,6.198444312,6.198444163,6.198444233,6.198444162,6.198444193,6.198444339,6.198444262,6.198444209,6.198444274,6.198444226,6.198444347,6.198444343,6.198444493,6.198444262,6.198444173,6.198444183,6.19844414,6.198444205,6.198444114,6.198444279,6.198444276,6.198444331,6.198444247,6.198444215,6.198444471,6.198444373,6.198444278 +"18337","ZNF212",6.946123314,6.946123297,6.946123313,6.946123331,6.94612331,6.946123261,6.946123292,6.946123337,6.946123295,6.946123299,6.94612331,6.946123349,6.946123345,6.946123279,6.946123293,6.94612334,6.946123334,6.946123327,6.946123294,6.946123302,6.946123295,6.946123339,6.946123307,6.946123327,6.946123334,6.946123313,6.946123327,6.946123363 +"18338","ZNF213",5.787439328,5.787439414,5.78743947,5.787439444,5.787439503,5.787439625,5.787439411,5.78743959,5.7874396,5.787439524,5.787439492,5.78743946,5.787439596,5.787439314,5.787439509,5.787439629,5.787439593,5.787439505,5.787439405,5.78743962,5.787439454,5.787439549,5.787439534,5.787439627,5.787439428,5.787439461,5.787439492,5.787439453 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+"18397","ZNF295-AS1",4.579855662,4.579855798,4.57985581,4.579855828,4.579855883,4.579855644,4.579855882,4.579855822,4.579855737,4.579855861,4.579855849,4.57985587,4.579855756,4.579855611,4.57985582,4.579855873,4.579856002,4.579855921,4.579855747,4.579855893,4.579855819,4.579855818,4.579855798,4.579855817,4.579855936,4.579855814,4.579855899,4.579855767 +"18398","ZNF296",6.849283541,6.849283742,6.849283857,6.849283803,6.849284377,6.849283984,6.849284153,6.84928374,6.849283844,6.849284182,6.849284183,6.849284177,6.849283903,6.849283329,6.849284191,6.849283747,6.849284414,6.849283937,6.849283854,6.849283891,6.849284002,6.849284229,6.849283757,6.84928359,6.849283825,6.849284146,6.849283818,6.849284009 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+"18539","ZNF528",4.797961713,4.797961637,4.797961546,4.797961568,4.797961661,4.797961624,4.797961604,4.797961604,4.7979617,4.797961625,4.797961658,4.797961697,4.797961726,4.797961753,4.797961638,4.797961588,4.797961535,4.797961651,4.797961708,4.797961614,4.797961575,4.797961597,4.797961738,4.797961578,4.79796158,4.797961587,4.79796177,4.797961793 +"18540","ZNF529",5.536371569,5.536371163,5.536371211,5.536370777,5.536371048,5.536371006,5.536370962,5.536370821,5.53637168,5.536371278,5.536370306,5.536370971,5.536371129,5.536372141,5.536371028,5.536370808,5.536370861,5.536370786,5.536371229,5.536370047,5.536370731,5.53637084,5.53637132,5.536371309,5.536370332,5.53637099,5.536371242,5.536371412 +"18541","ZNF530",5.00689411,5.006894129,5.006894165,5.00689416,5.006894108,5.006894087,5.006894065,5.006894108,5.006894121,5.006894087,5.006894117,5.006894086,5.006894141,5.006894123,5.006894085,5.006894109,5.006894106,5.006894124,5.006894119,5.006894124,5.006894086,5.006894108,5.006894123,5.006894135,5.006894129,5.006894133,5.006894151,5.006894111 +"18542","ZNF532",5.345484562,5.345484474,5.345484493,5.345484546,5.345484518,5.345484522,5.345484513,5.345484495,5.345484465,5.345484513,5.345484479,5.345484534,5.345484488,5.345484587,5.345484491,5.345484455,5.345484479,5.345484534,5.34548448,5.345484491,5.345484506,5.345484526,5.345484464,5.345484475,5.345484497,5.345484537,5.345484489,5.345484571 +"18543","ZNF534",4.407411195,4.407411215,4.407411256,4.407411265,4.407411267,4.407411203,4.407411246,4.407411258,4.407411247,4.407411259,4.40741132,4.407411289,4.407411216,4.407411162,4.407411275,4.407411245,4.407411268,4.407411286,4.407411257,4.407411291,4.407411245,4.407411256,4.407411236,4.407411256,4.407411303,4.407411248,4.407411196,4.407411246 +"18544","ZNF536",3.597356572,3.59735675,3.597356755,3.597356734,3.597356912,3.597356648,3.59735678,3.59735689,3.597356964,3.597356677,3.597356714,3.597356904,3.597356804,3.597356796,3.597356967,3.597356862,3.597356933,3.597356818,3.597356902,3.597357043,3.59735697,3.597356743,3.597356509,3.597356703,3.597356755,3.59735675,3.597356798,3.597357049 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+"18559","ZNF560",2.970873457,2.970873638,2.970873481,2.970873907,2.970873855,2.970873796,2.970873608,2.970873715,2.970873524,2.970873628,2.970873771,2.970873882,2.970873573,2.97087351,2.97087365,2.970873681,2.97087362,2.97087384,2.970873691,2.970873766,2.970873811,2.970873435,2.970873663,2.970873574,2.970873627,2.970873621,2.970873711,2.970873951 +"18560","ZNF561",5.100171487,5.100170577,5.100170885,5.100170583,5.100170141,5.100170196,5.100170386,5.100170335,5.100171113,5.100171004,5.100170813,5.100170419,5.100171002,5.100171079,5.100170918,5.100170451,5.100170202,5.100170418,5.100170656,5.100170938,5.100170636,5.10017086,5.100170941,5.100171192,5.100169755,5.10017081,5.100170841,5.100171547 +"18561","ZNF562",4.948210371,4.948210077,4.948210164,4.948210079,4.948210012,4.948210177,4.94820998,4.948210119,4.948210117,4.948210133,4.948210005,4.948209981,4.948210176,4.948210196,4.948210054,4.948209818,4.948209899,4.948209918,4.948210185,4.94820996,4.94820998,4.948210036,4.948210052,4.948210119,4.94820994,4.948210022,4.948210134,4.948210014 +"18562","ZNF563",4.029675518,4.029675512,4.029675529,4.029675513,4.029675528,4.029675525,4.029675507,4.029675529,4.029675532,4.029675534,4.029675532,4.029675528,4.029675536,4.029675552,4.029675527,4.029675519,4.029675527,4.029675547,4.029675522,4.029675507,4.029675528,4.029675529,4.029675536,4.029675517,4.02967552,4.029675529,4.029675533,4.029675536 +"18563","ZNF564",5.555739792,5.555739662,5.555739533,5.555739634,5.555739561,5.555739546,5.555739604,5.555739484,5.555739281,5.555739572,5.555739428,5.555739402,5.555739735,5.555740079,5.555739562,5.555739817,5.555739509,5.555739584,5.555739834,5.555739656,5.555739497,5.55573964,5.555739232,5.55573972,5.555739555,5.55573958,5.555739701,5.555739822 +"18564","ZNF565",4.185297986,4.185297852,4.185297923,4.185297874,4.185297893,4.185297865,4.185297878,4.185297819,4.185297871,4.185297925,4.185297928,4.185297862,4.185297849,4.18529787,4.185297918,4.185297908,4.185297937,4.185297853,4.185297886,4.185297908,4.185297871,4.185297847,4.185297845,4.185297868,4.185297832,4.185297892,4.185297947,4.18529782 +"18565","ZNF566",4.431054077,4.431053523,4.431053556,4.431053199,4.431053484,4.431053114,4.431053382,4.431053569,4.431054097,4.431053714,4.431053011,4.431053993,4.431054125,4.431054664,4.431053705,4.431053136,4.431053188,4.431053134,4.431053831,4.43105299,4.431053427,4.431053099,4.431054154,4.431053883,4.431053677,4.431053836,4.431053896,4.431054449 +"18566","ZNF567",3.694216847,3.69421635,3.694216429,3.694216464,3.694216666,3.694216597,3.694216516,3.694216356,3.694216881,3.694216991,3.694216394,3.694216433,3.694216755,3.694216798,3.694216306,3.694216379,3.694216591,3.694216546,3.694216506,3.694216333,3.694216485,3.694216509,3.69421684,3.694216517,3.694216403,3.694216661,3.694216817,3.694217038 +"18567","ZNF568",3.741839452,3.741839431,3.741839423,3.741839383,3.741839389,3.741839401,3.741839438,3.741839446,3.741839454,3.741839397,3.741839415,3.741839409,3.741839444,3.741839506,3.741839441,3.741839432,3.741839414,3.741839424,3.741839438,3.741839388,3.741839431,3.741839407,3.741839438,3.741839411,3.741839404,3.741839448,3.741839453,3.741839463 +"18568","ZNF569",4.268923579,4.268923503,4.268923617,4.268923553,4.268923631,4.268923583,4.268923611,4.268923596,4.268923599,4.268923637,4.268923601,4.268923637,4.268923583,4.268923656,4.268923559,4.268923623,4.268923513,4.268923565,4.268923616,4.26892359,4.268923534,4.268923557,4.268923557,4.268923644,4.268923606,4.26892352,4.268923575,4.268923674 +"18569","ZNF57",5.016009757,5.016009704,5.016010126,5.016009841,5.016010129,5.01600984,5.016009772,5.016009809,5.016010043,5.016010127,5.016010041,5.016009939,5.016009986,5.016009817,5.01600996,5.016009764,5.016010036,5.016010009,5.016009804,5.016009869,5.016009753,5.016009988,5.016009908,5.016009858,5.016009931,5.016010047,5.016009732,5.016009946 +"18570","ZNF570",4.853463842,4.853463901,4.853463863,4.853463785,4.853463785,4.853463769,4.853463886,4.853463886,4.853463852,4.853463837,4.853463771,4.85346371,4.853463858,4.853464077,4.853463783,4.853463813,4.853463833,4.85346373,4.853463804,4.853463796,4.853463801,4.853463859,4.853463894,4.853463816,4.853463678,4.853463813,4.853463901,4.853464019 +"18571","ZNF571",4.469200333,4.469200288,4.46920028,4.469200286,4.469200319,4.469200334,4.469200306,4.46920027,4.469200346,4.46920028,4.469200228,4.469200291,4.46920027,4.469200376,4.469200264,4.469200308,4.469200291,4.469200274,4.469200299,4.469200274,4.469200267,4.469200326,4.469200308,4.469200311,4.469200243,4.46920032,4.469200303,4.469200374 +"18572","ZNF572",4.040228354,4.040228372,4.040228363,4.040228335,4.040228351,4.040228335,4.040228332,4.040228344,4.040228315,4.040228342,4.040228354,4.040228328,4.040228342,4.040228355,4.040228342,4.040228355,4.040228358,4.040228348,4.040228319,4.040228348,4.040228344,4.040228363,4.040228336,4.040228343,4.040228335,4.040228361,4.040228342,4.040228368 +"18573","ZNF573",4.928600652,4.928600104,4.928599713,4.928599895,4.928600166,4.928599717,4.928600113,4.92860039,4.928600638,4.928600134,4.928599727,4.928600119,4.928600578,4.928600749,4.928600323,4.928600531,4.928600069,4.928600147,4.92860058,4.928599555,4.92859987,4.928600224,4.928600714,4.928600122,4.928600481,4.928600626,4.928600583,4.928600355 +"18574","ZNF574",5.97417024,5.974170326,5.974170178,5.97417029,5.974170249,5.974170238,5.974170155,5.974170271,5.974170261,5.974170238,5.974170221,5.974170216,5.974170233,5.974170241,5.974170227,5.974170245,5.97417021,5.974170291,5.974170216,5.974170245,5.974170187,5.974170269,5.974170257,5.974170228,5.974170276,5.974170242,5.97417024,5.97417025 +"18575","ZNF575",5.911723193,5.911723222,5.911723244,5.911723241,5.911723278,5.91172323,5.91172325,5.911723245,5.911723228,5.911723265,5.911723245,5.911723274,5.911723233,5.911723152,5.911723244,5.911723187,5.911723257,5.911723244,5.911723221,5.911723207,5.911723233,5.911723258,5.911723208,5.911723197,5.911723226,5.911723244,5.911723222,5.911723211 +"18576","ZNF576",5.612460603,5.612460625,5.612460667,5.61246062,5.612460671,5.612460613,5.612460646,5.61246068,5.612460637,5.612460623,5.612460635,5.612460644,5.612460633,5.612460608,5.612460652,5.612460615,5.612460675,5.612460687,5.612460628,5.612460662,5.612460646,5.612460655,5.612460625,5.612460635,5.612460648,5.612460641,5.612460639,5.612460623 +"18577","ZNF577",5.488522948,5.488522848,5.488522837,5.488522757,5.488522859,5.488522814,5.488522866,5.488522809,5.488522952,5.488522821,5.488522864,5.488522752,5.488523017,5.488522998,5.488522914,5.488522869,5.488522736,5.488522729,5.488522937,5.48852281,5.488522945,5.48852279,5.488522837,5.488522782,5.488522796,5.488522925,5.488522956,5.488522882 +"18578","ZNF578",2.217546381,2.2175469,2.21754679,2.21754676,2.21754718,2.217547087,2.217546628,2.217547116,2.217546555,2.217546974,2.21754624,2.217546627,2.217546744,2.217546677,2.217546277,2.217546832,2.217547028,2.217546833,2.217547044,2.217546968,2.217547143,2.217547135,2.217546641,2.217546777,2.217546516,2.217546762,2.217546823,2.217546835 +"18579","ZNF579",7.155781665,7.155781844,7.155782272,7.155781739,7.155782547,7.155781512,7.155781995,7.155782357,7.155782078,7.155781987,7.155782295,7.155782662,7.155781919,7.155781417,7.155782378,7.155782135,7.155782642,7.155782489,7.15578187,7.155781916,7.15578229,7.155782403,7.155781715,7.155781577,7.155782001,7.155782202,7.155781705,7.155782108 +"18580","ZNF581",6.508036541,6.50803667,6.508036629,6.508036707,6.508036616,6.508036777,6.508036486,6.508036646,6.508036829,6.508036793,6.508036449,6.508036589,6.508036795,6.508036719,6.50803653,6.508036542,6.508036664,6.508036718,6.508036704,6.508036808,6.508036455,6.508036671,6.508036707,6.508036741,6.50803658,6.508036628,6.50803667,6.508036736 +"18581","ZNF582",4.468948304,4.468948175,4.468948214,4.468948182,4.46894825,4.468948145,4.468948183,4.468948232,4.468948147,4.468948168,4.468948297,4.468948311,4.468948234,4.468948214,4.46894821,4.468948226,4.468948206,4.468948226,4.468948259,4.468948143,4.468948247,4.468948247,4.468948173,4.468948122,4.468948295,4.468948239,4.46894815,4.468948229 +"18582","ZNF583",4.523661928,4.523661818,4.523661516,4.52366179,4.523661627,4.523661628,4.523661915,4.523661597,4.523661819,4.52366159,4.52366171,4.523661616,4.523661724,4.523662061,4.523661602,4.523661733,4.523661486,4.523661706,4.52366173,4.523661661,4.523661741,4.523661711,4.523661762,4.523661824,4.523661714,4.523661814,4.523661641,4.523661802 +"18583","ZNF584",5.805202619,5.805202643,5.805202665,5.8052026,5.805202724,5.805202642,5.805202666,5.805202668,5.805202643,5.805202661,5.805202654,5.805202714,5.805202679,5.805202577,5.805202702,5.805202655,5.805202706,5.805202688,5.805202678,5.805202691,5.805202722,5.805202709,5.80520264,5.805202598,5.80520266,5.805202711,5.805202645,5.8052026 +"18584","ZNF585A",4.439574345,4.43957432,4.439574115,4.439574159,4.439574027,4.439574535,4.439574111,4.439574068,4.439574405,4.439574372,4.43957436,4.43957409,4.439574379,4.439574866,4.439574247,4.439574273,4.439574055,4.439574192,4.439574182,4.439574177,4.439574265,4.439574138,4.43957455,4.43957451,4.439574342,4.439574179,4.439574454,4.439574309 +"18585","ZNF585B",5.595455278,5.595454517,5.595453232,5.595453838,5.595453639,5.59545447,5.59545411,5.595453519,5.5954549,5.595454535,5.595453678,5.595454765,5.595455249,5.595455412,5.595454357,5.595453343,5.595453776,5.595453991,5.595455076,5.595454285,5.595453768,5.595453913,5.595454703,5.595454087,5.595454776,5.595454942,5.595455025,5.595454912 +"18586","ZNF586",7.643453137,7.643453203,7.643452831,7.643453413,7.643452313,7.643452512,7.643453089,7.643452783,7.643453028,7.643452714,7.643452737,7.643452602,7.643453086,7.643453387,7.643453055,7.643453413,7.643452744,7.643453199,7.643452874,7.643452629,7.643453174,7.643452925,7.643453386,7.643453256,7.643453097,7.643452955,7.643453168,7.643453265 +"18587","ZNF587B",8.1917393,8.191741699,8.191714584,8.191735684,8.191683944,8.191699801,8.19172554,8.191714754,8.191735618,8.191705227,8.19169388,8.191727618,8.191733006,8.19174284,8.191697433,8.191748172,8.191698573,8.191725897,8.191711078,8.191737495,8.191733925,8.191711898,8.19173245,8.191734702,8.191744585,8.191732655,8.191734799,8.191736393 +"18588","ZNF589",6.231093965,6.231093908,6.231093768,6.231093798,6.231093827,6.231093814,6.23109383,6.231093841,6.231093932,6.231093894,6.231093835,6.231093892,6.23109393,6.231093993,6.231093876,6.231093859,6.231093687,6.231093739,6.23109391,6.231093784,6.231093814,6.231093846,6.23109392,6.231093831,6.23109392,6.231093906,6.231093926,6.23109396 +"18589","ZNF592",8.057489783,8.057490094,8.057489877,8.057490276,8.057489946,8.057490341,8.057490089,8.057489827,8.057489812,8.057490049,8.057490016,8.057489783,8.057489977,8.057489888,8.057489749,8.057490068,8.057489765,8.057490114,8.057490013,8.057490032,8.057489896,8.057489634,8.057489933,8.05748999,8.057490203,8.057489851,8.057489917,8.057489734 +"18590","ZNF593",6.151901773,6.151901711,6.151901902,6.151901743,6.15190196,6.151901925,6.151901812,6.151901841,6.151901772,6.151901959,6.151902043,6.151901932,6.151901817,6.15190164,6.151901876,6.151901793,6.151901946,6.151901889,6.151901902,6.151901927,6.151901844,6.151901902,6.1519018,6.151901731,6.151901869,6.151901893,6.151901809,6.151901802 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+"18639","ZNF668",5.762192088,5.762192085,5.76219209,5.762192075,5.762192108,5.762192088,5.762192084,5.762192082,5.7621921,5.762192095,5.762192098,5.762192083,5.762192081,5.762192072,5.762192099,5.762192068,5.762192099,5.762192083,5.762192087,5.762192075,5.762192085,5.7621921,5.76219208,5.762192072,5.762192059,5.762192089,5.762192098,5.762192097 +"18640","ZNF669",5.386267448,5.386266987,5.386267168,5.386267087,5.386267239,5.386266953,5.386267366,5.386267088,5.386267233,5.386266996,5.386267159,5.386267064,5.386267201,5.386267542,5.386267074,5.386266911,5.386266897,5.386266839,5.386267294,5.386267154,5.386267243,5.386267063,5.386267352,5.386267127,5.386267251,5.386267003,5.386267181,5.386267582 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+"18657","ZNF69",6.036192604,6.036192861,6.036193303,6.036192886,6.03619309,6.03619292,6.036192995,6.036193006,6.036192898,6.036193047,6.036193097,6.036193064,6.036193008,6.036192694,6.036193161,6.036193076,6.036193398,6.036193267,6.036193274,6.036192889,6.036193086,6.036193058,6.036193266,6.036192953,6.036192976,6.036193063,6.036193033,6.036192964 +"18658","ZNF691",5.244342099,5.244342081,5.244342168,5.244342032,5.244342045,5.244342147,5.244342053,5.244342068,5.244342154,5.244342092,5.244342062,5.244342111,5.244342124,5.24434219,5.24434211,5.244342151,5.244341996,5.244342056,5.2443421,5.24434204,5.244342074,5.244342077,5.244342153,5.244342073,5.244342169,5.244342112,5.244342058,5.244341999 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+"18661","ZNF697",5.664925232,5.6649252,5.664925278,5.664925186,5.664925384,5.664925165,5.664925239,5.664925316,5.664925156,5.664925219,5.664925308,5.664925352,5.664925187,5.664925049,5.664925324,5.664925254,5.664925353,5.664925334,5.664925283,5.664925227,5.664925311,5.664925307,5.664925106,5.664925134,5.664925275,5.664925336,5.664925175,5.664925187 +"18662","ZNF699",4.418038052,4.418038048,4.418038035,4.418038032,4.41803803,4.418038013,4.418038026,4.418038021,4.418038028,4.418038041,4.418038027,4.418038014,4.418038042,4.418038077,4.418038031,4.418038028,4.418038027,4.418038034,4.41803804,4.41803802,4.418038033,4.418038031,4.41803803,4.418038043,4.418038033,4.41803803,4.418038051,4.418038054 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+"18677","ZNF713",3.928724474,3.928724823,3.92872469,3.928724722,3.928724771,3.928724869,3.928724366,3.92872463,3.92872459,3.928724716,3.928724396,3.928725049,3.928725027,3.928724821,3.92872473,3.928724484,3.92872469,3.928724658,3.928724591,3.928724789,3.928724652,3.928724522,3.92872471,3.92872455,3.928724616,3.92872493,3.928724604,3.928724879 +"18678","ZNF714",4.964949157,4.964949123,4.964949149,4.964949098,4.964949147,4.964949093,4.964949132,4.964949133,4.964949132,4.964949159,4.964949115,4.964949141,4.96494915,4.964949196,4.964949135,4.964949105,4.964949133,4.964949146,4.964949113,4.964949112,4.964949144,4.964949114,4.964949129,4.964949167,4.964949166,4.964949134,4.964949151,4.964949198 +"18679","ZNF716",3.925676541,3.925676407,3.925676562,3.92567652,3.92567648,3.925676571,3.925676493,3.925676532,3.925676574,3.92567655,3.925676619,3.925676476,3.925676532,3.925676508,3.925676431,3.925676556,3.925676566,3.925676526,3.925676501,3.92567658,3.925676454,3.92567649,3.925676368,3.925676556,3.925676448,3.925676493,3.925676559,3.92567655 +"18680","ZNF717",6.010786623,6.010787497,6.010786272,6.010785615,6.010786512,6.010786364,6.010786579,6.010785699,6.010786373,6.010787002,6.010786297,6.010786982,6.010787004,6.010787308,6.010785997,6.010786771,6.010785125,6.010786679,6.010785041,6.010786808,6.010786733,6.010786528,6.010786362,6.010787277,6.010786905,6.010786659,6.01078669,6.010787103 +"18681","ZNF718",4.96471826,4.964716822,4.964715816,4.964716583,4.964714948,4.964716984,4.96471658,4.964716441,4.964717464,4.964717157,4.96471641,4.964715111,4.964718013,4.964719914,4.964716781,4.96471733,4.964715013,4.964716749,4.964716525,4.964716818,4.964716283,4.964715322,4.964717185,4.964717484,4.964716286,4.964716004,4.964718356,4.9647191 +"18682","ZNF724",3.659343952,3.659343992,3.659344304,3.659344015,3.659344137,3.659343701,3.659343822,3.659344109,3.659344163,3.65934405,3.659343899,3.65934404,3.659343959,3.659344109,3.65934414,3.659344138,3.65934391,3.659344052,3.659343804,3.659343865,3.659343993,3.659343957,3.65934397,3.659344112,3.659344039,3.659344264,3.659343868,3.659344283 +"18683","ZNF726",3.263949037,3.263949161,3.263949125,3.263949023,3.263948943,3.263949094,3.263949168,3.263948981,3.263949147,3.263948866,3.263949048,3.263949052,3.263949042,3.263949012,3.263948886,3.263949039,3.263949045,3.263948997,3.263949022,3.263949127,3.263948825,3.26394895,3.263949061,3.263948981,3.263949084,3.263948831,3.263949043,3.26394913 +"18684","ZNF729",2.602384791,2.602384818,2.602384815,2.602384782,2.602384792,2.602384781,2.602384803,2.602384811,2.60238477,2.602384797,2.602384814,2.602384805,2.602384801,2.602384791,2.602384784,2.602384814,2.602384794,2.602384806,2.602384811,2.602384815,2.602384796,2.602384804,2.602384802,2.602384805,2.602384813,2.602384796,2.602384825,2.602384813 +"18685","ZNF730",2.945062663,2.945063791,2.945063454,2.945062988,2.945063453,2.945063983,2.945062877,2.94506298,2.945063863,2.94506333,2.945063512,2.94506322,2.945063002,2.945062722,2.945063103,2.945062794,2.945063258,2.945063159,2.945063786,2.945063526,2.945063405,2.945063337,2.945063193,2.945062913,2.945063502,2.945062905,2.945064056,2.945063314 +"18686","ZNF732",3.794263064,3.794263028,3.794262929,3.794263023,3.794262881,3.794262995,3.794263107,3.794262983,3.79426295,3.79426292,3.794263123,3.794262929,3.794263122,3.794263315,3.794262981,3.794263075,3.794262836,3.794263021,3.794262846,3.794263002,3.794262963,3.794262955,3.794262999,3.794262936,3.794263135,3.794262979,3.794263103,3.79426303 +"18687","ZNF737",6.315710561,6.314661506,6.307801052,6.308095235,6.308717141,6.305528978,6.311654328,6.309699398,6.313988382,6.316345991,6.305415317,6.303147172,6.317890274,6.326932526,6.311933849,6.31575918,6.30790632,6.308384706,6.312437619,6.304450937,6.30987627,6.312406253,6.312358437,6.314710691,6.312363188,6.30799382,6.315623077,6.326632057 +"18688","ZNF738",5.117438031,5.117437968,5.117437991,5.117437926,5.117437845,5.117437951,5.11743794,5.117437986,5.117437885,5.117438029,5.117437912,5.117437992,5.117438019,5.117438193,5.117437949,5.117437998,5.117437919,5.117437929,5.117438077,5.117437827,5.117437992,5.117437907,5.117438,5.117438066,5.117438019,5.117438004,5.117438108,5.117438061 +"18689","ZNF74",6.838627424,6.83862743,6.838627447,6.838627437,6.838627462,6.838627415,6.838627431,6.838627455,6.83862744,6.838627436,6.838627439,6.838627457,6.838627443,6.838627421,6.838627454,6.838627441,6.838627455,6.838627441,6.83862744,6.83862742,6.838627434,6.838627446,6.838627433,6.83862744,6.83862745,6.838627445,6.83862744,6.838627457 +"18690","ZNF740",7.691562917,7.691562913,7.691562762,7.691562824,7.691562761,7.69156284,7.691562811,7.6915628,7.691562927,7.691562928,7.691562818,7.691562761,7.691562956,7.691562985,7.69156281,7.691562821,7.691562715,7.691562716,7.691562842,7.691562832,7.691562847,7.691562863,7.691562898,7.691562874,7.69156276,7.69156289,7.691562983,7.691563006 +"18691","ZNF746",9.039261047,9.039261408,9.039261294,9.039261504,9.039261037,9.03926119,9.039261069,9.039261301,9.039261029,9.039261202,9.039261312,9.039261058,9.039261278,9.03926098,9.039261082,9.039261295,9.03926106,9.039261492,9.039261194,9.039260899,9.039261049,9.039261215,9.039261164,9.039261385,9.039261486,9.03926114,9.039261248,9.039260915 +"18692","ZNF747",7.269995879,7.269995958,7.269996288,7.269995909,7.269996509,7.269995945,7.26999625,7.269996306,7.269996136,7.269996053,7.2699963,7.269996542,7.269996107,7.26999567,7.269996437,7.269996236,7.269996619,7.269996213,7.269996241,7.269996108,7.269996282,7.269996408,7.269996003,7.269995897,7.269996146,7.269996282,7.269995964,7.269996398 +"18693","ZNF749",4.554825085,4.5548236,4.554822578,4.554823599,4.554824028,4.554823818,4.55482428,4.554823679,4.554825037,4.554824468,4.554823651,4.554824178,4.554824669,4.554824527,4.55482439,4.554824205,4.554823096,4.5548241,4.554823309,4.554822735,4.554823812,4.554824153,4.554825071,4.554824718,4.554824225,4.554823984,4.554825372,4.554824403 +"18694","ZNF750",4.685667995,4.685667789,4.68566803,4.68566799,4.685668166,4.685668035,4.685667954,4.685668066,4.685667814,4.685668026,4.685668183,4.685668098,4.685668014,4.685667652,4.685668147,4.685667691,4.685668122,4.685668156,4.685667949,4.685667962,4.685668049,4.685668165,4.685667831,4.685667996,4.685668165,4.685667842,4.685667989,4.685667982 +"18695","ZNF75A",5.750627944,5.7506279795,5.750627666,5.750627467,5.7506273785,5.7506276555,5.7506273775,5.7506276445,5.7506278645,5.7506277055,5.750627524,5.750627391,5.7506278475,5.750628237,5.750627476,5.750627652,5.7506273435,5.75062727,5.7506275975,5.750627428,5.750627305,5.75062772,5.7506278425,5.7506276525,5.750627415,5.7506276195,5.7506279215,5.7506279725 +"18696","ZNF75D",5.300545075,5.300545066,5.300545064,5.300545033,5.300545065,5.30054509,5.300545068,5.300545072,5.300545066,5.300545076,5.300545052,5.30054505,5.300545083,5.300545103,5.300545067,5.300545051,5.300545058,5.300545052,5.300545059,5.300545048,5.300545043,5.300545042,5.300545087,5.300545083,5.300545056,5.300545064,5.300545075,5.300545064 +"18697","ZNF76",6.607225065,6.607225032,6.607225047,6.60722504,6.607225038,6.607225059,6.607225075,6.60722505,6.607225048,6.607225059,6.607225051,6.607225075,6.607225067,6.607225065,6.60722506,6.607224999,6.607225028,6.607225047,6.607225044,6.607225039,6.607225071,6.607225071,6.607225051,6.607225048,6.607225005,6.607225076,6.60722507,6.607225071 +"18698","ZNF761",4.882036592,4.882036253,4.882036232,4.882036239,4.882036256,4.882036165,4.882036129,4.882036193,4.882036322,4.882036145,4.882035886,4.8820358,4.882036186,4.882036654,4.882036359,4.882036263,4.882036002,4.882036061,4.882036162,4.882035765,4.882036039,4.882036301,4.882036289,4.882036265,4.882036092,4.882036273,4.882036388,4.882036666 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+"18811","ZSCAN31",3.942936792,3.942936821,3.942936814,3.942936834,3.94293681,3.942936783,3.942936819,3.942936802,3.942936804,3.942936791,3.94293677,3.94293684,3.942936806,3.942936764,3.942936808,3.942936846,3.94293685,3.942936807,3.942936783,3.942936811,3.942936798,3.942936823,3.9429368,3.942936814,3.942936803,3.942936819,3.942936806,3.942936815 +"18812","ZSCAN32",5.883333796,5.883333783,5.883333846,5.883333787,5.883333774,5.883333754,5.883333778,5.883333801,5.883333835,5.8833338,5.883333748,5.883333875,5.883333851,5.883333818,5.883333792,5.883333761,5.88333386,5.883333834,5.883333772,5.883333814,5.883333788,5.883333839,5.883333836,5.88333384,5.883333824,5.883333799,5.883333829,5.883333815 +"18813","ZSCAN4",3.17518849,3.175188511,3.175188566,3.175188569,3.175188504,3.175188567,3.175188483,3.175188517,3.175188533,3.175188518,3.175188517,3.175188538,3.175188527,3.175188477,3.175188545,3.17518853,3.175188606,3.175188534,3.17518851,3.17518851,3.175188505,3.1751885,3.175188532,3.175188518,3.175188599,3.175188521,3.17518852,3.175188511 +"18814","ZSCAN5A",4.273830345,4.273830325,4.273830336,4.273830332,4.273830343,4.273830343,4.273830351,4.273830332,4.273830337,4.273830332,4.273830346,4.273830349,4.273830333,4.273830339,4.273830344,4.273830332,4.273830353,4.273830342,4.273830329,4.273830336,4.273830346,4.273830337,4.273830334,4.273830332,4.273830333,4.273830344,4.273830337,4.273830325 +"18815","ZSCAN5B",3.944831337,3.94483154,3.944831498,3.944831405,3.944831456,3.944831582,3.944831584,3.944831733,3.944831551,3.944831435,3.944831645,3.944831909,3.944831482,3.9448315,3.944831605,3.944831513,3.944831772,3.944831599,3.944831474,3.944831498,3.944831631,3.944831686,3.944831573,3.944831522,3.944831753,3.944831571,3.944831514,3.944831522 +"18816","ZSCAN9",5.099740934,5.099740915,5.099740895,5.099740904,5.099740895,5.099740934,5.099740912,5.099740914,5.099740902,5.0997409,5.099740912,5.099740887,5.099740919,5.099740936,5.099740914,5.099740895,5.099740902,5.099740915,5.099740904,5.099740936,5.099740916,5.099740912,5.099740897,5.0997409,5.099740897,5.099740916,5.0997409,5.099740906 +"18817","ZSWIM1",6.00207881,6.002078819,6.002078812,6.002078806,6.002078787,6.002078826,6.002078798,6.002078792,6.002078804,6.002078814,6.002078778,6.002078803,6.002078813,6.002078805,6.002078795,6.002078798,6.002078791,6.002078804,6.002078827,6.002078834,6.002078778,6.002078799,6.002078802,6.002078797,6.002078796,6.00207879,6.00207881,6.002078782 +"18818","ZSWIM2",3.055371642,3.055371756,3.055371742,3.055371714,3.055371742,3.05537174,3.055371731,3.05537165,3.055371822,3.055371702,3.055371816,3.055371842,3.055371661,3.055371636,3.055371709,3.055371784,3.055371751,3.055371783,3.055371815,3.055371771,3.055371696,3.055371756,3.05537172,3.05537172,3.055371966,3.055371657,3.055371785,3.055371922 +"18819","ZSWIM3",5.054049211,5.054049197,5.054049277,5.054049206,5.054049344,5.054049037,5.054049041,5.054049161,5.054049188,5.054048966,5.054049029,5.054049011,5.054049175,5.05404924,5.054049233,5.05404913,5.054048891,5.05404899,5.054049175,5.05404919,5.054049118,5.054049035,5.054048961,5.054049156,5.054049229,5.054049165,5.054049208,5.054049287 +"18820","ZSWIM4",6.075409507,6.075409509,6.075409513,6.075409502,6.075409524,6.075409498,6.075409504,6.075409511,6.075409509,6.075409507,6.075409529,6.075409513,6.075409502,6.075409486,6.075409513,6.075409507,6.075409522,6.07540952,6.075409508,6.075409512,6.075409506,6.075409514,6.075409499,6.075409503,6.075409523,6.075409517,6.075409512,6.075409506 +"18821","ZSWIM5",5.42742222,5.427422108,5.427422136,5.427422171,5.427422157,5.427422147,5.4274222,5.427422223,5.427422154,5.427422159,5.42742217,5.427422218,5.427422109,5.427422095,5.427422175,5.427422156,5.427422134,5.427422143,5.427422176,5.427422181,5.427422097,5.427422203,5.427422085,5.427422083,5.427422053,5.427422152,5.427422174,5.427422073 +"18822","ZSWIM6",8.429574285,8.429574442,8.429573696,8.429574841,8.429573768,8.429574293,8.429574292,8.429573822,8.429573649,8.429573843,8.429573844,8.429573299,8.429574118,8.429573932,8.42957416,8.429574229,8.429573737,8.429574655,8.429574351,8.429574247,8.429574093,8.429574024,8.42957429,8.429574237,8.429574251,8.429573593,8.429574192,8.429573439 +"18823","ZSWIM8",6.5355452335,6.5355453075,6.535545353,6.535545327,6.5355453845,6.5355454975,6.535545416,6.5355453985,6.535545241,6.5355453,6.535545395,6.5355454305,6.5355452975,6.5355451335,6.5355453225,6.535545347,6.5355454195,6.535545375,6.5355453535,6.535545359,6.5355453945,6.535545424,6.535545233,6.535545231,6.5355452965,6.535545369,6.5355453015,6.5355452765 +"18824","ZSWIM9",6.694807357,6.69480746,6.694807913,6.694807644,6.694807819,6.694806857,6.694807464,6.694807903,6.694807639,6.694807585,6.694807785,6.694807787,6.694807702,6.694807426,6.69480761,6.694807791,6.694807748,6.694807862,6.69480743,6.694807483,6.69480768,6.694807818,6.694807619,6.694807696,6.694807809,6.694807695,6.694807536,6.694807777 +"18825","ZUP1",4.098564156,4.098564123,4.098564127,4.098564055,4.098564041,4.098563923,4.09856412,4.098564143,4.098564135,4.098564158,4.098564075,4.098563917,4.098564113,4.098564301,4.098564097,4.098563867,4.09856404,4.098564022,4.098564144,4.098564071,4.098564087,4.098564067,4.098564254,4.098564071,4.098564035,4.098564042,4.098564087,4.098564196 +"18826","ZW10",5.277353607,5.277353386,5.277353531,5.277353182,5.277353325,5.277353385,5.277353537,5.277353374,5.277353308,5.277353282,5.2773534,5.277353264,5.277353355,5.277353731,5.277353508,5.277353165,5.277353237,5.277353334,5.277353492,5.277353411,5.277353438,5.277353473,5.277353561,5.277353394,5.277352894,5.27735345,5.277353531,5.277353536 +"18827","ZWILCH",4.693220496,4.693220014,4.693220303,4.693219924,4.6932202,4.693220253,4.693220678,4.693220272,4.693220337,4.693220411,4.693220273,4.69322038,4.693220351,4.693220437,4.693220512,4.693220337,4.693220244,4.693220301,4.693220451,4.69322014,4.693220489,4.693220443,4.693220565,4.693220428,4.693220246,4.693220448,4.693220337,4.693220555 +"18828","ZWINT",4.965534163,4.965534124,4.965534217,4.965534158,4.965534278,4.965534201,4.965534288,4.965534184,4.965534226,4.9655342,4.965534165,4.965534286,4.96553418,4.965534203,4.9655342,4.965534181,4.96553423,4.965534251,4.965534167,4.965534257,4.965534305,4.965534243,4.965534251,4.965534166,4.965534185,4.965534205,4.96553419,4.965534203 +"18829","ZXDA",7.542124544,7.542124674,7.542125002,7.542124626,7.542125599,7.542124825,7.542125207,7.542125081,7.542124808,7.542124847,7.542125009,7.542125548,7.542124978,7.542124334,7.542125341,7.542124919,7.542125716,7.542124876,7.542124914,7.542125045,7.542125443,7.542125401,7.542124803,7.542124529,7.542124795,7.54212541,7.542124673,7.542124914 +"18830","ZXDB",6.030294225,6.030293636,6.030293689,6.030294151,6.03029416,6.030293622,6.030294241,6.030294172,6.030294449,6.030294311,6.030294017,6.030294573,6.030294179,6.030294325,6.030294493,6.030293761,6.030294104,6.030293275,6.030294058,6.030293983,6.030294014,6.030294114,6.030294199,6.030294201,6.030293855,6.030294317,6.030294313,6.030294693 +"18831","ZXDC",7.490814632,7.4908149845,7.49081399,7.4908147455,7.4908140525,7.490814479,7.4908144115,7.4908144265,7.490814548,7.490814386,7.4908142555,7.490814323,7.4908145765,7.490814631,7.4908141955,7.490814773,7.490813662,7.4908144355,7.490814532,7.490814657,7.490814315,7.4908142975,7.490814609,7.490814585,7.4908144455,7.4908142825,7.4908145975,7.4908142405 +"18832","ZYG11A",3.737218033,3.737218028,3.737218114,3.737218075,3.737218068,3.737218142,3.737218142,3.737218093,3.737218077,3.73721809,3.7372182,3.737218133,3.737218048,3.737218067,3.737218064,3.737218103,3.737218132,3.737218061,3.737218053,3.737218067,3.737218089,3.737218085,3.73721806,3.737218038,3.737218062,3.737218052,3.737218071,3.737218167 +"18833","ZYG11B",7.141155473,7.141155399,7.141155456,7.141155715,7.141155073,7.141155376,7.14115553,7.141155338,7.141155351,7.141155534,7.14115525,7.141155254,7.141155366,7.141155571,7.141155476,7.141155328,7.141155336,7.141155572,7.141155552,7.141155311,7.141155489,7.141155351,7.141155503,7.141155741,7.141155322,7.141155408,7.141155394,7.141155322 +"18834","ZYX",9.164295258,9.168552148,9.163064739,9.169227386,9.163845754,9.166366705,9.164470915,9.164581823,9.164734104,9.167348569,9.165550844,9.161954237,9.163018341,9.16482248,9.164498317,9.167437415,9.163050858,9.167832525,9.165617741,9.167769996,9.163872432,9.164426235,9.165228773,9.168278912,9.166468393,9.163150495,9.163121888,9.163180425 +"18835","ZZEF1",7.773249559,7.77324958,7.773249504,7.773249599,7.773249472,7.773249612,7.773249578,7.773249517,7.773249485,7.773249514,7.773249491,7.773249477,7.773249562,7.773249575,7.773249511,7.773249562,7.773249412,7.773249546,7.773249563,7.773249598,7.773249557,7.773249478,7.773249522,7.773249567,7.773249555,7.773249535,7.773249574,7.773249439 +"18836","ZZZ3",6.240181351,6.24018033,6.240180471,6.24017923,6.240180113,6.240179548,6.240180257,6.240180238,6.240180959,6.240180754,6.240179881,6.240179581,6.240180643,6.240182487,6.240180436,6.240179424,6.240179576,6.240179593,6.240180654,6.24017896,6.240180007,6.240180367,6.240181361,6.240180585,6.240179538,6.240180636,6.240180784,6.240181678 diff --git a/run/rawData/GSE40240_patients.csv b/run/rawData/GSE40240_patients.csv new file mode 100644 index 00000000..86b5f874 --- /dev/null +++ b/run/rawData/GSE40240_patients.csv @@ -0,0 +1,28 @@ +GSM989153,0 +GSM989154,0 +GSM989155,0 +GSM989156,0 +GSM989157,0 +GSM989158,0 +GSM989159,0 +GSM989160,0 +GSM989161,0 +GSM989162,0 +GSM989163,0 +GSM989164,0 +GSM989165,0 +GSM989166,0 +GSM989167,1 +GSM989168,1 +GSM989169,1 +GSM989170,1 +GSM989171,1 +GSM989172,1 +GSM989173,1 +GSM989174,1 +GSM989175,1 +GSM989176,1 +GSM989177,1 +GSM989178,1 +GSM989179,1 +GSM989180,1 \ No newline at end of file From 52038e7593fce6aa40886dfd05d80ccc58b3cf40 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Thu, 9 Nov 2023 16:21:53 -0800 Subject: [PATCH 42/47] Processing cyto data --- run/generation.py | 49 +++++++++++++++++++++++++++++++++++++++++++++-- 1 file changed, 47 insertions(+), 2 deletions(-) diff --git a/run/generation.py b/run/generation.py index d273ba55..a854f76f 100644 --- a/run/generation.py +++ b/run/generation.py @@ -19,6 +19,51 @@ dim_inner = 137 max_epoch = 400 + +def process_graphs(blood_only): + if(blood_only): + graph_folder_path = "Modified Graphs" + else: + graph_folder_path = "Graphs" + + cyto_list = [] + cyto_adjacency_dict = dict() # maps a cytokine's name to their adjacency matrix + cyto_tissue_dict = dict() # maps a cytokine's name to the tissues they need + + for filename in os.listdir(graph_folder_path): + cyto_name = filename[:-10] + cyto_list.append(cyto_name) # drop the _graph.csv + graph_file_path = os.path.join(graph_folder_path, filename) + if (filename == '__pycache__'): + continue + graphAdjacency = [] + tissue_set = set() + + f = open(graph_file_path, 'r') + graphLines = f.read().splitlines() + + for line in graphLines: + parts = line.upper().split(",") # remove newline, capitalize, and remove spaces + graphAdjacency.append(parts) + newParts = [parts[1], parts[0]] + tissue_set.update(newParts) + + graphAdjacency.append(newParts) + + + # put the tissues into a list, and then sort them + tissue_list = [] + for tissue in tissue_set: + tissue_list.append(tissue) + + tissue_list.sort() + + cyto_adjacency_dict[cyto_name] = graphAdjacency + cyto_tissue_dict[cyto_name] = tissue_list + + + return cyto_list,cyto_adjacency_dict,cyto_tissue_dict + def process_patients(patients): patient_file = open(patients, 'r') patient_dict = dict() @@ -57,5 +102,5 @@ def write_lines_to_file(self, input_file, output_file_name): #get patient data patient_dict, patient_list = process_patients(patients) # a dict that matches a patient name to their classification -print(patient_dict) -print(patient_list) \ No newline at end of file +# process graph data +cyto_list,cyto_adjacency_dict,cyto_tissue_dict = process_graphs(blood_only) # list of cytokines, maps a cytokine's name to their adjacency matrix, maps a cytokine's name to the tissues they need From 1d15f8630155472e2702138a9230556f8a7ec323 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Thu, 9 Nov 2023 16:34:38 -0800 Subject: [PATCH 43/47] Add gene and tissue processing --- run/GenesToTissues.csv | 86 ++++++++++++++++++++++++++++++++++ run/generation.py | 102 ++++++++++++++++++++++++++++++++++++++++- 2 files changed, 186 insertions(+), 2 deletions(-) create mode 100644 run/GenesToTissues.csv diff --git a/run/GenesToTissues.csv b/run/GenesToTissues.csv new file mode 100644 index 00000000..7163b0f8 --- /dev/null +++ b/run/GenesToTissues.csv @@ -0,0 +1,86 @@ +ADIPOSE TISSUE,N 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+CLASSICAL MONOCYTE,Y +ALOX5AP,BASP1,CD11A,CD11B,CD11C,CD123,CD14,CD15,CD16,CD33,CD45,CD61,CD66B,CD68,CD74,CD88,CD89,CD9,CD93,CDKN1A,CXCL8,CYP1B1,DR,EPSTI1,FCGR3A,FCN1,GPR183,HLADPA1,HLADPB1,HLADQA1,HLADQB1,HLADR,HLADRA,HLADRB1,IFI44L,IFI6,IFIT2,IFIT3,IFITM3,ISG15,ITGA4,LYZ,MX1,PADI4,PLBD1,QAS3,S100A12,S100A8,S100A9,VCAN,VNN2,XAF1 +ENDOMETRIUM 1,N +ABCG2,APOD,AQP1,AXIN2,BCL6,BHLHE40,CD105,CD106,CD117,CD127,CD133,CD138,CD14,CD140B,CD144,CD146,CD15,CD16,CD166,CD2,CD25,CD29,CD3,CD31,CD34,CD3D,CD3E,CD3G,CD4,CD44,CD45,CD49D,CD54,CD66,CD68,CD73,CD79A,CD90,CDH1,CDH5,CEACAM1,CNN1,COL1A1,COL1A2,COL3A1,CTH,CXCR4,CXCR6,EPCAM,FLT4,FOXP3,FOXP31,GNLY,HLAABC,HLADR,HMGB2,ICOS,IL2R,IPO13,KIF4,KLRC1,KRT15,KRT18,KRT19,KRT5,KRT7,LGR5,LYVE1,MHCCLASSI,MKI67,MS4A4A,MS4A7,MSI1,MUSASHI1,MYCT1,MZB1,NANOG,NESTIN,NKG7,OCT4,PECAM1,PRDM1,PROX1,RSPH4A,SELL,SMOC2,SOX2,SSEA1,SSEA4,SSR4,TCL1A,TNFSRF18,TNFSRF4,TNFSRF9,TPSAB1,TPSB2,TRDC,VWF,XBP1 +EOSINOPHIL,Y +ABHD2,ACACB,C3AR,C9ORF156,CAT,CCL11,CCL13,CCL5,CCR3,CD114,CD116,CD11B,CD11C,CD123,CD124,CD125,CD126,CD129,CD14,CD15,CD16,CD183,CD191,CD193,CD23,CD24,CD244,CD25,CD294,CD305,CD33,CD35,CD43,CD44,CD45,CD48,CD49D,CD52,CD53,CD54,CD64,CD66B,CD66E,CD68,CD69,CD81,CD88,CD9,CLC,CORO1A,CYSLTR2,ECP,EMBP,EMR1,EPO,F480,FCEPSILONRIALPHA,GALC,GALECTIN9,GPR44,HES1,HIST1H1C,HLADR,HRH4,IGSF2,IL13,IL3RALPHA,IL3RECEPTORALPHASUBUNIT,IL4,IL5,IL5R,IL5RA,IL5RALPHA,IL8,KBTBD11,KCNH2,LRP5L,LYZ,MRP14,MYO15B,RCOR3,RETN,RNASE2,RRP12,S100A8,S100A9,SIAH1,SIGLEC10,SIGLEC8,SMPD3,SORL1,SSC,SSCA,SSEA1,SYNJ1,TGIF1,THBS1,THBS4,TIPARP,TKTL1 +ESOPHAGUS,N 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S1,SPEF1,SPEF2,SPNS2,SPRR2A,SPRR3,SSBP4,SSUH2,ST3GAL4,ST6GALNAC2,STARD9,STAT5B,STEAP4,STK33,STMND1,STOML3,STX2,STX7,SVEP1,SVOPL,SYBU,SYNE1,SYNE3,SYT1,SYT10,SYTL3,TADA2B,TAGLN,TARSL2,TBC1D2,TBC1D31,TBC1D8B,TCF7,TCL1A,TCTEX1D1,TCTN1,TEKT2,TEKT3,TEKT4,TENM4,TET1,TFF1,TFF2,TFF3,TGFBR3,TGM2,TGM3,THBS2,TIMM10B,TMC5,TMEM132A,TMEM133,TMEM144,TMEM151B,TMEM183A,TMEM190,TMEM231,TMEM232,TMEM234,TMEM45B,TMEM67,TMPRSS11B,TMPRSS11D,TMPRSS11E,TMSB15B,TNFAIP6,TNFRSF13B,TNFRSF19,TOR1B,TP63,TP73,TPGS1,TPSAB1,TPSB2,TRAF1,TRBC2,TRERF1,TRIM37,TRIM6,TRIM65,TRIO,TRMT1,TROAP,TRPC1,TRYPTASE,TSNAXIP1,TSPAN15,TSPAN19,TSPAN4,TTC16,TTC21A,TTC23L,TTC25,TTC26,TTC30A,TTK,TTLL6,TTLL7,TTLL9,TUBA4B,TXNDC11,U2AF2,UBE3D,UBXN10,UBXN11,USP2,USP24,USP32P2,USP49,USP51,USP6NL,VASN,VCAM1,VCAN,VCPKMT,VIL1,VIM,VIMENTIN,VSTM4,VWA3A,VWA3B,VWF,WARS,WARS2,WBSCR27,WDR19,WDR38,WDR54,WDR5B,WDR63,WDR78,WDR90,WFDC3,WNT16,WNT2B,XDH,XPNPEP2,ZBBX,ZBED4,ZBED5AS1,ZBTB17,ZDHHC8,ZEB1,ZFAND2A,ZFHX4,ZKSCAN3,ZMYND10,ZMYND12,ZNF142,ZNF273,ZNF322,ZNF354A,ZNF436,ZNF440,ZNF462,ZNF503AS1,ZNF512,ZNF546,ZNF587,ZNF628,ZNF674,ZNF688,ZNF700,ZNF710,ZNF761,ZNF773,ZNF799,ZSCAN22,ZZEF1 +GALLBLADDER,N +APOBEC3A,CD133,CD14,CD163,CD206,CD34,CD79A,COL1A1,CTLA4,EPCAM,FOXP3,IL10,KIT,LAG3,LIN28,MZB1,NANOG,NESTIN,OCT4,PDCD1,PDGFRB,PECAM1,S100A7,SOX2,TP63,TPSAB1 +GDT-CELL,Y +C1ORF61,CCL5,CCR5,CD160,CD1A,CD2,CD28,CD3,CD3D,CD3E,CD4,CD5,CD56,CD69,CD7,CD8,CD8A,CD8AA,CD8B,CXCR6,FEZ1,FFAR4,FXYD2,GNLY,GZMH,IL17A,KLRB1,NCAM1,NCR1,NKG7,SERTM1,SLC4A10,STMN2,STYK1,TCR,TCRD,TCRG,TCRGD,TCRGV6,TRD,TRDC,TRDV2,TRDV4,TRGC,TRGC1,TRGC2,TRGV9,V,V1,V2,V9 +HEART MUSCLE,N +ACTC1,APOE,CD163,CD20,CD209A,CD3,CD68,CLEC9A,F13A1,IL17A,IRF8,IRX4,ISL1,MGL2,MYH7,MYL2,MYL7,NPTX1,PDGFRA,PF4,SCN5A,SIRPA,TCRGV6,TNNT2,TRDV4,XCR1 +INTERMEDIATE MONOCYTE,Y +CD11B,CD11C,CD123,CD14,CD15,CD16,CD33,CD66B,DR,HLADR,S100A8 +INTESTINE,N +AADAC,ABCA1,ABCA4,ABCA7,ABCC2,ABCG1,ABCG2,ABI3,ABRACL,ACAD10,ACBD4,ACE,ACE2,ACHE,ACKR1,ACP5,ACSM1,ACSS2,ACTA2,ACTRT3,ACVR1C,ACVRL1,ADAM28,ADAMDEC1,ADAMTS1,ADAMTS16,ADAMTS2,ADAMTS4,ADAMTSL3,ADAP2,ADCY7,ADCY9,ADCYAP1,ADGRF5,ADGRG5,ADGRG6,ADH1C,ADIRF,AFG1L,AFP,AGT,AICDA,AIF1,AIRE,AKR1D1,ALCAM,ALDEFLUOR,ALDH1,ALDH1A1,ALDOB,ALK3,ALKAL2,ALPI,AMER3,ANKRD20A9P,ANKRD28,ANLN,ANO7,ANPEP,ANXA4,AOAH,AOC1,AOX1,APCDD1,APLNR,APOA1,APOA4,APOB,APOBEC3A,APOC3,APOE,APOLD1,APOLIPOPROTEINS,AQP1,AQP8,ARAP3,ARG1,ARG2,ARHGAP29,ARHGAP4,ARHGDIB,ARHGEF6,ARL14,ARL4C,ARMC9,ARRB2,ARSE,ARSI,ASAH1,ASB8,ASCL2,ASPM,ASPN,ATAD5,ATF5,ATG5,ATOH1,ATP10B,ATP11A,ATP1B3,ATP2A1,ATP2C2,ATP6V1B2,ATP6V1H,AURKB,AXIN2,AZIN2,B3GNT6,BANK1,BASP1,BATF,BATF3,BCAM,BCAN,BCAS1,BCL11A,BCL2A1,BCL6,BCYRN1,BDCA2,BDCA4,BEND4,BEST4,BETA2MICROGLOBULINB2M,BGN,BHLHE40,BIRC3,BIRC5,BMI1,BMP2,BMP3,BMP4,BMPER,BOC,BOP1,BREAS1,BRG1,BTK,C10ORF126,C11ORF86,C12ORF71,C14ORF37,C16ORF87,C16ORF89,C17ORF78,C1ORF174,C1QA,C1QB,C1QC,C1QS,C1QTNF3,C1QTNF6,C1R,C1S,C2,C20ORF197,C20ORF78,C21ORF62,C3,C5AR1,C6ORF136,C7,C7ORF66,C8G,C8ORF44,CA1,CA12,CA125,CA153,CA199,CA2,CA3,CA4,CA7,CACNB4,CALB2,CALCRL,CALD1,CALPROTECTIN,CAMKV,CAPN8,CAR1,CASC2,CASP1,CASP10,CASZ1,CC2D2A,CCBE1,CCDC134,CCDC146,CCDC160,CCDC50,CCDC80,CCDC88B,CCL11,CCL13,CCL2,CCL20,CCL21,CCL25,CCL3,CCL4,CCL5,CCL7,CCNA2,CCNB1,CCNB2,CCR1,CCR2,CCR4,CCR5,CCR6,CCR7,CCT6A,CD10,CD103,CD113,CD11B,CD11C,CD122,CD123,CD127,CD133,CD133A,CD134,CD14,CD141,CD144,CD147,CD15,CD16,CD160,CD161,CD163,CD163L1,CD166,CD169,CD180,CD19,CD197,CD1A,CD1B,CD1C,CD1D,CD20,CD200,CD200R1,CD205,CD206,CD207,CD209,CD22,CD24,CD244,CD248,CD25,CD26,CD27,CD273,CD28,CD29,CD298,CD3,CD300A,CD300E,CD304,CD31,CD33,CD335,CD336,CD34,CD36,CD37,CD38,CD39,CD3D,CD3E,CD3G,CD4,CD40,CD44,CD44V6,CD45,CD45RA,CD45RO,CD48,CD49A,CD49B,CD49D,CD49F,CD53,CD54,CD56,CD57,CD58,CD62L,CD63,CD64,CD66C,CD68,CD69,CD71,CD73,CD74,CD79A,CD8,CD80,CD83,CD84,CD86,CD88,CD8A,CD8B,CD9,CD90,CD93,CD94,CDC20,CDC25C,CDCA7,CDH1,CDH2,CDH3,CDH5,CDH9,CDHR5,CDK1,CDK5,CDK6,CDKN3,CDX2,CEA,CEACAM1,CEACAM5,CEACAM6,CEACAM7,CEBPB,CEBPD,CECR1,CELP,CENPF,CENPM,CENPW,CERCAM,CERS6,CFB,CFHR4,CFI,CFP,CFTR,CGA,CH17340M243,CHCHD10,CHD5,CHD7,CHGA,CHGB,CHI3L1,CHI3L2,CHKB,CHM,CHMP1B2P,CHMP4C,CHP2,CHROMOGRANIN,CHST1,CHST13,CHST5,CK20,CKB,CKIT,CLAUDIN1,CLCA1,CLDN11,CLDN15,CLDN18,CLDN2,CLDN23,CLDN4,CLDN5,CLDN8,CLEC10A,CLEC11A,CLEC12A,CLEC14A,CLEC2B,CLEC3B,CLEC4G,CLEC7A,CLEC9A,CLPS,CMKLR1,CNEP1R1,CNKSR1,COL1,COL14A1,COL16A1,COL17A1,COL1A1,COL1A2,COL28A1,COL3A1,COL5A1,COL5A2,COL6A5,COL6A6,COL8A1,COL9A3,COLEC12,COMMD1,CORO7,COTL1,CPA1,CPA3,CPA6,CPE,CPVL,CPXM1,CPZ,CR1,CRABP1,CREG1,CRTH2,CSF1,CSF1R,CSF2,CSF2RB,CSF3R,CSN2,CST3,CST7,CTGF,CTHRC1,CTLA4,CTSA,CTSC,CTSD,CTSL,CTSS,CTSZ,CUEDC2,CX3CR1,CXCL10,CXCL13,CXCL14,CXCL16,CXCL2,CXCL3,CXCL8,CXCL9,CXCR3,CXCR4,CXCR5,CXCR6,CXORF36,CXORF40A,CYBB,CYBRD1,CYGB,CYP2J2,CYP2W1,CYP3A5,CYTH4,CYTOKERATIN,CYTOKERATIN20,CYYR1,DAB1,DAB2,DAPK2,DARC,DCAMKL1,DCLK1,DCN,DDC,DEFA5,DEFA6,DERL3,DESMIN,DGAT1,DGKG,DHRS9,DHX9,DLGAP5,DLK1,DLL1,DLL3,DLL4,DMBT1,DNAJA4,DNAJC14,DNASE1L3,DOCK2,DOK2,DOK7,DPEP1,DPP4,DPT,DRG2,DUS3L,DUSP1,DUSP2,DUSP6,EBF1,EBF2,EBF3,EBI3,ECADHERIN,ECM1,ECSCR,EDEM1,EDNRB,EFNA2,EFNA3,EGFL7,EIF4A3,ELANE,ELAVL4,EMB,EMCN,ENG,ENPEP,ENPP4,ENPP7,ENTPD2,ENTPD8,EOMES,EPCAM,EPHA10,EPHB2,EPHX2,EPS8L3,EPYC,ERBB3,ERG,ERN2,ESAM,ESR1,ETNK2,ETV1,EVC2,EVI2B,EVPL,EYA2,EZH1,F13A1,F2R,F2RL1,F480,FABP1,FABP2,FABP4,FABP5,FABP6,FABP7,FADS6,FAH,FAM110A,FAM110C,FAM126A,FAM162B,FAM168A,FAM175B,FAM193B,FAM26F,FAM3B,FAM49A,FAM64A,FAM65A,FAN1,FAP,FBLN1,FBLN2,FBP1,FBXL7,FBXO2,FCER1A,FCER1G,FCER2,FCGBP,FCGR1A,FCGR2A,FCGR3A,FCN1,FCR1,FER1L6,FERMT3,FES,FFAR4,FGB,FGD2,FGFBP2,FGG,FGL2,FKBP1A,FLI1,FLJ32255,FLJ46066,FLRT2,FLT1,FMNL1,FNDC1,FOLR2,FOS,FOXA3,FOXC1,FOXD2,FOXD2AS1,FOXP3,FOXQ1,FPR1,FRAS1,FUK,FUT6,FYB,FZD1,FZD4,G0S2,GABRB2,GAD2,GALECTIN9,GALNT3,GALNT5,GARP,GATA6,GATA6AS1,GATM,GBP1,GBP1P1,GBP5,GCHFR,GCNT1,GDF10,GDF15,GFRA2,GFRA3,GGTA1P,GHRL,GIMAP4,GIMAP6,GIMAP7,GINS2,GITR,GJA5,GJB1,GJB2,GJC1,GLA,GLI1,GLIS3,GLRX,GLUL,GM2A,GMFG,GNAO1,GNG11,GNL3,GNLY,GNPDA1,GOLT1A,GP2,GPA33,GPANK1,GPAT2,GPC3,GPC6,GPR132,GPR137B,GPR15,GPR34,GPR49,GPR65,GPRIN2,GPSM3,GPX2,GPX3,GPX7,GR1,GREM1,GREM2,GRIA4,GRPEL2,GSN,GSS,GSTA1,GSTA2,GSTCD,GSTM5,GUCA2A,GUCA2B,GZMA,GZMB,GZMH,GZMK,H1F0,H1FXAS1,HAND1,HAPLN3,HAVCR2,HCAR2,HCAR3,HCK,HCLS1,HCN1,HCST,HCT116,HDDC3,HEBP1,HEG1,HELIOS,HEPACAM2,HES1,HEY1,HHLA2,HIP1,HIST1H4C,HLAA,HLAB,HLAC,HLADMA,HLADMB,HLADOB,HLADP,HLADPA1,HLADPB1,HLADQ,HLADQA1,HLADQB1,HLADR,HLADRA,HLADRB1,HLAF,HMCN1,HMGA2,HMGB2,HMGB3,HMGCS2,HMOX1,HNF1A,HOPX,HOXA5,HOXC11,HPGD,HPGDS,HRAT56,HSD17B2,HSPA12B,HSPA6,HTATIP2,HTR1D,HTR2B,HTRA1,HYAL2,IAE,IBA1,ICA1,ICAM1,ICAM4,ICOS,ID1,ID2,IER3,IFI27,IFI30,IFI6,IFIT2,IFIT3,IFNG,IFNGR1,IGA,IGF2BP2,IGFBP3,IGFBP5,IGFBP7,IGHA1,IGM,IGSF6,IKZF1,IL10,IL11RA,IL17,IL17AGFP,IL18,IL1A,IL1B,IL1R2,IL1RN,IL2,IL21,IL22RA1,IL23A,IL2RA,IL32,IL3RA,IL4I1,IL6,IL7A,IL7R,IL8,IL9,INHBA,INPP5D,INSC,IPMK,IQGAP3,IRF7,IRF8,IRS2,ISLR,ITGAE,ITGAM,ITGAX,ITGB2,ITGB2AS1,ITGB4,ITIH4AS1,ITLN1,ITLN2,ITM2A,ITPKC,JAG2,JAM2,JCHAIN,JMY,KCNAB1AS1,KCNJ5,KCNQ2,KCNT2,KCTD16,KDR,KEL,KI67,KIAA0226L,KIAA0930,KIAA1161,KIAA1324,KIAA1524,KIF1A,KIF20B,KIF26B,KIR3DL1,KIR3DL2,KIRS,KIT,KLF5,KLHDC7B,KLK1,KLRB1,KLRC1,KLRD1,KLRF1,KLRG1,KNSTRN,KRT13,KRT14,KRT15,KRT19,KRT20,KRT4,KRT8,KYNU,L3MBTL2,LAD1,LAG3,LAMA1,LAMA2,LAMP3,LAMP5,LAPTM5,LAT2,LAYN,LCN2,LCP1,LCP2,LDB2,LDHB,LEF1,LEFTY1,LGALS1,LGALS9C,LGMN,LGR5,LHFP,LHFPL3AS2,LHX9,LILRA4,LILRB1,LILRB2,LILRB4,LILRB5,LINC00996,LINC01279,LIPA,LIPG,LMCD1,LMO2,LOC100130357,LOC100130476,LOC100288911,LOC101929549,LOC646214,LOC729732,LOX,LPAR1,LPAR5,LPAR6,LPCAT1,LRG1,LRG5,LRRC17,LRRC2,LRRC32,LRRC57,LRRC8C,LSAMPAS1,LSP1,LST1,LUM,LXN,LY6C,LY6G6D,LY86,LYN,LYPD3,LYPD8,LYVE1,LYZ,MADCAM1,MAF,MAFB,MAGEF1,MAGEH1,MALL,MAMDC4,MANBA,MAP7,MAPK10,MAR1,MATN1AS1,MATN2,MBP,MBTPS1,MCF2L2,MCM3APAS1,MCM5,MCOLN1,MDK,MECOM,MEF2B,MEI4,MEIS3,MEOX1,MEOX2,MEP1A,MERTK,METAP1D,METRNL,METTL1,METTL7B,MFAP4,MFAP5,MFSD1,MFSD11,MFSD2A,MGP,MGST1,MHCCLASSII,MHCII,MKI67,MLPH,MLXIPL,MMP11,MMP2,MMP7,MMP9,MMRN1,MMRN2,MND1,MOGAT2,MPEG1,MPO,MRC1,MRC2,MS4A1,MS4A4A,MS4A6A,MS4A7,MS4A8,MSANTD2,MSC,MSI1,MSLN,MST1,MT1M,MTHFD2,MUC13,MUC2,MUC20,MUC4,MUC5B,MUSASHI1,MX1,MXD3,MYC,MYCT1,MYH11,MYO1A,MYO1F,MYOM3,MZB1,NAGS,NAIP,NAMPT,NANOG,NANOS1,NBEAL1,NCADHERIN,NCAM1,NCAPD3,NCF1,NCF1B,NCF2,NCF4,NCKAP1L,NCOA7,NDC80,NDST2,NECAP1,NEURL1,NEUROD1,NEUROD6,NEUROG3,NF,NFAM1,NFATC1,NFATC2,NFATC3,NFKBIA,NFKBIE,NFX1,NGFR,NGN3,NINJ1,NINJ2,NK11,NKG2DLS,NKG7,NKP46,NKP80,NLRP12,NLRP3,NNMT,NOS1,NOS2,NOS3,NOX1,NOXA1,NPL,NPY,NPY2R,NR0B2,NR1H4,NR1I2,NR2F1,NR4A2,NR4A3,NR5A2,NRIP2,NRN1,NRP1,NSMAF,NTF3,NTS,NUF2,NUFIP1,NUSAP1,OCIAD2,OCT34,OCT4,ODF3B,OGFRL1,OGN,OLFM3,OLFM4,OLFML1,ONECUT2,OR4N3P,OSBPL7,OSGIN1,OSM,OSR2,OTOP2,OX40,P4HA2AS1,PALMD,PAMR1,PANCK,PANKERATIN,PARP12,PART1,PAX3,PBK,PCAT19,PCDH8,PCLAF,PCNA,PCOLCE,PCSK9,PCYOX1L,PD1,PDCD1,PDE4B,PDGFR,PDGFRA,PDGFRL,PDL1,PDLIM3,PDPN,PDX1,PDZD3,PECAM1,PELI1,PENK,PEX14,PFKFB3,PGD,PHC1,PHF19,PHLDA1,PHOX2B,PI15,PIEZO2,PIGH,PIK3AP1,PJA1,PKP2,PLA2G2A,PLA2G7,PLAC8,PLAC9,PLAGL1,PLAGL2,PLAU,PLAUR,PLCB2,PLCD1,PLCG2,PLD3,PLEK,PLEK2,PLEKHA6,PLEKHG6,PLEKHH1,PLIN2,PLS1,PLSCR5,PLVAP,PLXNC1,PLXND1,PNCK,PNP,PODXL,POF1B,POMGNT2,PON2,POSTN,POU2AF1,PP7080,PPIF,PPM1G,PPP1R18,PPP1R1B,PRAF2,PRAP1,PRC1,PRCP,PRDM1,PRDM14,PRDX5,PRF1,PRICKLE1,PRKCB,PRMT9,PRND,PROCR,PROM1,PROX1,PRR15,PRR15L,PRRX1,PRSS3,PSMB9,PTAFR,PTCRA,PTGDR,PTGDS,PTGER2,PTGER4,PTGES3L,PTGS2,PTN,PTPN13,PTPRB,PTPRC,PTPRE,PTPRN2,PTTG1,PURA,PWARSN,PYY,QSER1,RAB23,RAB25,RAB9B,RAC2,RAMP1,RAMP2,RAMP3,RAP2B,RARRES1,RASA1,RASAL2AS1,RASEF,RASGEF1B,RASSF5,RBP2,RBP4,RBP7,RCN3,REG4,RELN,REP15,RERG,RFX3AS1,RGAG4,RGCC,RGMB,RGN,RGS19,RGS5,RHBDD1,RHBDF2,RHOH,RIC1,RILPL2,RIPK2,RNASE1,RNASE6,RNF128,RNF144B,RNF157,RNF186,RNPC3,ROBO4,RORA,RORC,RPL23AP82,RPS18P9,RRM2,RSAD2,RSPO3,RUNX2,RUNX3,RXRG,S100,S100A8,S100A9,S100B,S100G,S1PR1,SACS,SAMHD1,SAMSN1,SATB2,SBNO1,SCARNA2,SCGN,SCN7A,SCNN1A,SCUBE2,SEC11C,SEC14L1,SECTM1,SELL,SERPINA4,SERPINE2,SERPINF1,SERPING1,SFMBT2,SFN,SFRP1,SFRP2,SFXN1,SGCA,SGK1,SGPP1,SH2B3,SH3GL1P1,SHE,SHISA3,SI,SIGLEC1,SIGLEC11,SIRP,SIRT1,SKAP2,SLA,SLAMF6,SLAMF7,SLAMF8,SLC12A2,SLC13A1,SLC13A2,SLC15A1,SLC15A3,SLC17A5,SLC1A4,SLC23A2,SLC25A37,SLC26A2,SLC26A3,SLC27A2,SLC2A1,SLC34A3,SLC35A4,SLC35C2,SLC35D2,SLC35F6,SLC36A4,SLC37A1,SLC37A2,SLC38A1,SLC38A4,SLC39A7,SLC40A1,SLC41A2,SLC46A3,SLC4A10,SLC51B,SLC5A9,SLC6A19,SLC7A5,SLC7A7,SLC8B1,SLC9A9,SLCO2A1,SLCO2B1,SLFN11,SLPI,SMA,SMIM1,SMIM24,SMOC2,SNAIL,SNN,SNX10,SNX20,SOD2,SORL1,SOX10,SOX11,SOX17,SOX18,SOX2,SOX4,SOX6,SOX9,SP5,SPARC,SPDEF,SPI1,SPIB,SPIC,SPINK4,SPON1,SPON2,SPP1,SPPL2A,SPRY1,SPTLC3,SRGN,SRP72,SRPX,SRPX2,SSCA,SST,SSTR2,ST20,ST3GAL5,ST6GALNAC1,STAB1,STARD10,STARD13AS,STARD5,STEAP1,STK26,STMN1,STX11,STX2,STXBP5AS1,SULT1B1,SV2B,SVEP1,SYNE1,SYP,SYT16,SYT7,SYTL2,TAC1,TACC3,TAF4B,TAGLN,TAGLN2,TAL1,TANC1,TATDN1,TAU,TBC1D22AAS1,TBX21,TBXAS1,TCEANC2,TCF4,TCF7,TCRSS,TELOMERASEINHIBITORS,TESC,TF,TFAP2B,TFEC,TFF1,TFF3,TFPI,TFPI2,TGM2,THBD,THBS1,THBS2,THBS4,THY1,TIE1,TIGIT,TIM3,TIMP2,TK1,TLR1,TLR2,TLR4,TLR8,TM4SF1,TM4SF20,TMEM144,TMEM171,TMEM201,TMEM206,TMEM37,TMEM45B,TMEM59L,TMEM86B,TNC,TNF,TNFAIP2,TNFAIP3,TNFAIP6,TNFR1,TNFR2,TNFRSF11A,TNFRSF18,TNFRSF19,TNFRSF1B,TNFSF11,TNFSF13B,TNXIP,TOE1,TOMATO,TONSL,TOP2A,TOX,TOX2,TOX3,TOX4,TPH1,TPM2,TPP1,TPSAB1,TPSB2,TPST1,TPX2,TRABD2A,TRAF1,TRAIP,TRBC2,TRDC,TREH,TRGC,TRIM31,TRIM62,TRIQK,TROAP,TROY,TRPC3,TRPM5,TSC2,TSPAN1,TSPAN13,TSPAN15,TSPAN33,TSPAN6,TSPAN7,TSPAN8,TSPYL5,TTLL3,TTR,TTYH2,TUBA1B,TUBA8,TUJ1,TYMP,TYMS,TYROBP,UAP1L1,UBD,UBE2C,UBE2T,UCP2,UGT2B7,UGT3A1,UNC5B,UPAR,URB1AS1,UVRAG,VAMP4,VASN,VAV1,VCAM1,VCAN,VECADHERIN,VEGFA,VEGFB,VIM,VIMENTIN,VIP,VISTA,VPREB3,VPS26B,VPS9D1,VTN,VWA1,VWF,WAS,WASH1,WASH3P,WDFY2,WDFY4,WFDC2,WHAMMP3,WIPF1,WNT10A,WNT2B,WNT4,WNT5B,WNT6,XCR1,XPB1,XPNPEP2,YARS,ZBBX,ZBED9,ZBTB24,ZDHHC12,ZEB2,ZFP36,ZG16,ZG16B,ZMYND8,ZNF23,ZNF264,ZNF267,ZNF296,ZNF331,ZNF385B,ZNF469,ZNF503AS1,ZNF586,ZNF608,ZNF609,ZNF662,ZO1 +KIDNEY,N 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1,LENG8,LEP,LEPR,LEPREL4,LFNG,LGALS7,LGALS7B,LGALS9,LGMN,LGR4,LGR6,LIAS,LILRA4,LILRA5,LILRB1,LILRB3,LILRB4,LIMA1,LIMCH1,LIMD1,LIMS3,LIMS3L,LIN52,LINC00094,LINC00311,LINC00476,LINC00483,LINC00574,LINC00696,LINC00926,LINC01187,LMOD3,LOC101927318,LOC158960,LOC388780,LOC644172,LOC644961,LOC645638,LOC728392,LONP2,LOXL4,LPAL2,LPCAT1,LPIN1,LPL,LPO,LPP,LRAT,LRIG1,LRMP,LRRC10B,LRRC2,LRRC23,LRRC26,LRRC27,LRRC34,LRRC36,LRRC42,LRRC45,LRRC46,LRRC57,LRRC58,LRRC6,LRRC73,LRRC8B,LRRN3,LRWD1,LTB,LTBP2,LTBP4,LTC4S,LTF,LUM,LUN,LXN,LY6C,LY6D,LY6G,LYN,LYPD2,LYPD3,LYPLA2,LYPLA2P2,LYRM7,LYVE1,LYZ,MA4A1,MAB21L3,MACC1,MAF,MAFB,MAFF,MAFK,MAGEB10,MAGEH1,MAGI3,MAL,MALAT1,MAN1B1AS1,MAN2A1,MANEAL,MAOA,MAP3K3,MAP3K6,MAP3K9,MAP4K1,MAPK10,MAPK14,MAPK8IP1,MAPK8IP3,MAPRE3,MAR1,MARCO,MARVELD3,MAT1A,MAVS,MAZ,MBD4,MBOAT2,MCAM,MCEMP1,MCHR2,MCIDAS,MCPH1,MCTS1,MCU,MDGA1,MDH1B,MDK,MDM4,MED15P9,MED18,MED29,MEF2D,MEFV,MEGF9,MERTK,MET,METTL13,METTL16,METTL17,METTL21A,METTL2A,METTL2B,METTL6,METTL8,MFAP5,MFHAS1,MFSD11,MFSD8,MFSD9,MGAT4A,MGAT5,MGC16275,MGMT,MGP,MHCCLASSII,MHCI2,MHCII,MIA,MIAT,MICAL3,MID1,MIEF1,MIF,MINI80,MINOS1P1,MIR17HG,MIRLET7BHG,MKI67,MKRN2OS,MLF1,MLLT10,MLLT11,MLLT4,MLLT4AS1,MLPH,MMAA,MMACHC,MME,MMP12,MMP14,MMP19,MMP28,MMP7,MMP9,MOCS3,MOG,MOGAT3,MOK,MORN2,MORN5,MOV10,MPC1,MPPED2,MR1,MRC1,MRFAP1L1,MRI1,MRP14,MRPL34,MRPS26,MS4A1,MS4A2,MS4A4A,MS4A6A,MSL1,MSLN,MSMB,MSR1,MSRA,MSRB1,MSRB3,MT1X,MTA1,MTAP,MTCO,MTG2,MTHFD1L,MTHFR,MTMR9,MTND,MTND2,MTSS1L,MTX3,MUC1,MUC4,MUC5AC,MUC5B,MUSASHI1,MYC,MYCBP,MYCL,MYCL1,MYCNOS,MYEF2,MYH11,MYL12A,MYL12B,MYLK,MYLK3,MYO10,MYO19,MYO1D,MYO1F,MYO3B,MYO5A,MYO6,MYSM1,MZB1,MZF1,N4BP2,N4BP2L2,NAA40,NABP2,NANOG,NAPEPLD,NAPSA,NAT14,NAV1,NCADHERIN,NCALD,NCAM1,NCCRP1,NCKAP5,NCR1,NCR3,NCR3LG1,NCRUPAR,NDC1,NDST1,NDUFA4,NEAT1,NEBL,NEDD4L,NEIL1,NEK11,NEK2,NEK3,NEK8,NES,NESTIN,NETO2,NEURL1,NFAT5,NFATC2IP,NFATC3,NFKBIB,NFKBIZ,NFS1,NFYCAS1,NGAL,NGFR,NHLRC4,NIF3L1,NIFK,NIP7,NIPAL1,NKD1,NKG7,NKP46,NKX21,NKX31,NLN,NLRP12,NME5,NME6,NME7,NMNAT1,NMRK1,NOL9,NOM1,NONO,NOP16,NOS1,NOS2,NOTCH1,NOX4,NPHP3,NPHP3ACAD11,NPIPA2,NPIPA5,NPIPB3,NPIPB5,NPIPB6,NPIPB9,NPTNIT1,NPTXR,NQO1,NR2C1,NR2F1,NR2F2,NR3C2,NR4A2,NRARP,NREP,NRGN,NRIP3,NRP1,NSMCE1,NSUN6,NSUN7,NT5C,NT5DC3,NTRK2,NUDT16L1,NUMBL,NUP50AS1,NUPR1,NXF2,NXF2B,NXN,NXNL1,NXPE3,NYAP2,OAT,OCLN,OCT3,OCT4,OCT4A,ODC1,ODF2L,ODF3B,OLAH,OLFML2B,OMA1,OPA3,OPHN1,OR8B3,ORAI2,ORC4,ORMDL2,OSBPL1A,OSER1AS1,OSM,OSR1,OST4,OTC4,OVGP1,OX40,P2RX7,P2RX7B,P2X7,P4HA1,P63,PABPC1L,PABPC1P2,PACRG,PAFAH1B2,PAIP2,PALLD,PALM2,PALM2AKAP2,PANK2,PANNP63,PAPL,PAQR4,PARK2,PAXBP1,PBOV1,PBX4,PCBP4,PCD1,PCDH11X,PCDH11Y,PCDH17,PCED1BAS1,PCMTD1,PCSK5,PCSK6,PCX3CR1,PD1,PDCD1,PDCD7,PDDC1,PDE1C,PDE2A,PDE4C,PDE6A,PDGFR,PDGFRA,PDGFRALPHA,PDGFRB,PDGFRBETA,PDGRB,PDK3,PDL1,PDP2,PDPN,PDPR,PDXDC2P,PDXP,PDZK1IP1,PECAM1,PEPSINOGENC,PERIOSTIN,PEX26,PF4,PFKFB3,PFLT3,PGC,PGLYRP4,PGM2,PGP,PGR,PHACTR4,PHB,PHF23,PHIP,PHKG1,PHKG2,PHLDA3,PHOSPHO2KLHL23,PHYKPL,PI3,PI4KB,PIFO,PIGM,PIGO,PIGR,PIGU,PIGW,PIGX,PIH1D2,PIH1D3,PIK3C2A,PILRB,PINK1AS,PIPOX,PITPNM1,PITX2,PIWIL2,PKD1,PKIB,PKP1,PKP3,PLA2G16,PLA2G4C,PLA2G6,PLA2G7,PLAC8,PLAT,PLAUR,PLCB4,PLCG2,PLD4,PLEKHA5,PLEKHB1,PLEKHF2,PLEKHG3,PLEKHG4B,PLEKHG6,PLEKHG7,PLIN2,PLK2,PLK4,PLN,PLP2,PLXDC1,PLXDC2,PLXNB1,PLZF,PMEL,PMS1,PNMA1,PNMAL1,PNOC,PNPLA6,PNPLA7,PNPT1,PODOPLANIN,PODXL,PODXL1,POFUT2,POLH,POLR2I,POLR2J3,POLR2L,POM121,POM121L8P,POSTN,POU2F3,POU5F1,PPARG,PPARGC1A,PPBP,PPCT1625,PPIL6,PPM1B,PPM1G,PPOX,PPP1R12B,PPP1R13B,PPP1R13L,PPP1R14B,PPP1R14C,PPP1R16B,PPP1R18,PPP1R3B,PPP1R7,PPP2CA,PPP2R3A,PQLC2,PRAX1,PRDM1,PRDM4,PRDX1,PRDX5,PRELID2,PRELP,PRF1,PRK2,PRKAA1,PRKAG2,PRKAR1A,PRKD2,PRKX,PRKXP1,PRORY,PROX1,PRPF38A,PRPS1,PRPS2,PRR11,PRR4,PRR5ARHGAP8,PRR5L,PRRT3,PRRX1,PRSS12,PRSS2,PRSS23,PRX,PSCA,PSD3,PSEN2,PSENEN,PSIP1,PSMB10,PSMC3,PTAFR,PTAR1,PTGDS,PTGES3,PTGFRN,PTGS1,PTK2,PTK6,PTK7,PTMA,PTPLAD1,PTPLAD2,PTPN14,PTPN2,PTPRC,PTPRCAP,PTPRM,PTTG1,PURB,PVRL1,PWARSN,PXDN,PXMP4,PXN,PYCRL,PYGB,PYGO2,QPCTL,QPRT,QRFPR,QRSL1,QSOX1,RAB17,RAB27A,RAB37,RAB38,RAB42,RABGGTA,RAD51AS1,RAD51C,RAD51L3RFFL,RAD9A,RALA,RALGDS,RAMP2,RAMP2AS1,RAMP3,RANBP1,RAPGEF5,RARG,RARRES1,RARRES2,RARRES3,RASA3,RASEF,RASSF6,RASSF8,RAX2,RB1,RBBP5,RBKS,RBM25,RBM34,RBM41,RBM6,RBMS2,RBMXL1,RBPJ,RC3H1,RCAN2,RCC2,RCOR1,RECQL,REL,REPIN1,RERG,RET,RFC2,RFD7,RFFL,RFK,RFPL1S,RGCC,RGL1,RGMA,RGS13,RGS5,RHPN2,RIIAD1,RIMKLA,RINL,RITA1,RNASEH1,RNASEH1AS1,RND2,RNF139AS1,RNF14,RNF149,RNF170,RNF183,RNF207,RNF34,RNF41,RNPC3,ROBO1,ROBO4,ROPN1L,ROR1AS1,ROS1,RP1,RPA3,RPF1,RPL21P44,RPL7L1,RPLP0P2,RPS18,RPS6KC1,RPUSD2,RRAD,RRAGA,RRM2B,RRP7A,RRP7B,RSAD2,RSPH1,RSPH4A,RSRP1,RTCB,RTDR1,RTP4,RTTN,RUNX3,RUVBL1,RUVBL2,RYR2,S100A10,S100A12,S100A14,S100A16,S100A2,S100A4,S100A8,S100A9,S1PR1,S1PR3,SAA1,SAA2,SAA2SAA4,SAA3P,SAA4,SAMD4B,SAMD7,SART1,SAV1,SBNO1,SBS3,SC5D,SCAF11,SCAND2P,SCAP,SCARB2,SCG2,SCGB1A1,SCGB2A1,SCGB3A1,SCGB3A2,SCIMP,SCIN,SCN11A,SCN2B,SCNN1B,SCNN1D,SDC1,SDC2,SDHC,SEC11C,SEC14L4,SEC22C,SEC23B,SELL,SELM,SELP,SEMA3C,SEMA3E,SEMA3G,SEMA4F,SEMA5A,SENP7,SERPINA3,SERPINB1,SERPINB13,SERPINB2,SERPINB3,SERPINB5,SERPINB7,SERPING1,SERTAD4AS1,SETD1B,SETD4,SFN,SFSWAP,SFTA3,SFTPA,SFTPA1,SFTPA2,SFTPB,SFTPC,SFTPD,SGK1,SGK3,SGK494,SGOL1,SGSM1,SGTB,SH3BGRL3,SH3BP4,SH3D19,SH3GLB1,SHCBP1,SHE,SHISA2,SHISA9,SHROOM1,SHROOM4,SIAH3,SIDT1,SIGLEC1,SIGLEC11,SIGLEC16,SIGLEC8,SIGLEC9,SIRPB2,SIRT2,SKAP2,SKIV2L,SLAIN2,SLAMF6,SLAMF7,SLC12A2,SLC12A6,SLC14A1,SLC14A2,SLC16A1,SLC16A7,SLC22A3,SLC22A5,SLC22A9,SLC25A15,SLC25A23,SLC25A29,SLC25A36,SLC26A2,SLC26A8,SLC28A2,SLC29A1,SLC29A3,SLC2A11,SLC2A12,SLC2A3,SLC31A1,SLC34A2,SLC35B4,SLC35E1,SLC35E2,SLC35F3,SLC37A3,SLC45A2,SLC4A1,SLC4A4,SLC4A8,SLC50A1,SLC6A14,SLC6A20,SLC6A4,SLC7A11AS1,SLC7A14,SLC7A5P2,SLC7A6,SLC9A7,SLC9A7P1,SLFN11,SLFN13,SLIT1,SLPI,SLUG,SMA,SMA5,SMAGP,SMAP1,SMARCA4,SMARCB1,SMCR5,SMG1,SMG7AS1,SMIM11,SMIM22,SMOC1,SMYD2,SMYD4,SNAI1,SNAI2,SNAIL,SNAP25,SNAP29,SNAPC1,SNAPC4,SNHG1,SNHG12,SNHG21,SNHG7,SNRPG,SNTB1,SNTN,SNX29,SOCS3,SOD1,SOGA3,SORL1,SOSTDC1,SOX15,SOX17,SOX2,SOX4,SOX9,SP110,SPA17,SPAG16,SPAG17,SPAG6,SPARC,SPATS2,SPC25,SPDEF,SPEF2,SPG20,SPG7,SPI1,SPIB,SPINK5,SPLI,SPN,SPP1,SPRR1A,SPRR1B,SPRR2A,SPRR3,SPRYD7,SPTAN1,SPTSSB,SRCAP,SRCIN1,SREK1,SREK1IP1,SRFBP1,SRGAP3,SRI,SRSF11,SSB,SSEA4,SSEA5,SSFA2,SSH1,SSTR2,ST14,ST6GAL2,ST6GALNAC3,STAB1,STAC2,STAG3L5PPVRIG2PPILRB,STAP1,STAT1,STAT2,STAT6,STAU2AS1,STEAP4,STIL,STK11,STK33,STK36,STMN1,STMND1,STOML1,STOML3,STRN4,STX16,STX2,STXBP4,STYXL1,SUCLG1,SUGP2,SULT1C2,SULT2A1,SUSD2,SUSD3,SUV39H2,SVIL,SVOPL,SYNAPTOPHYSIN,SYNE1,SYNGAP1,SYNPO2L,SYNRG,SYP,SYT7,TACC1,TADA2B,TAF1,TAF11,TAF1A,TAF8,TAGAP,TAGLN,TAP2,TARBP1,TARS2,TBC1D1,TBC1D14,TBC1D2B,TBC1D3,TBC1D32,TBC1D4,TBC1D8,TBC1D9,TBX1,TCEA3,TCEANC2,TCEB1,TCF19,TCF21,TCF7,TCL1A,TCTEX1D1,TCTEX1D2,TCTEX1D4,TCTN1,TDP1,TDRD3,TECPR1,TEK,TEKT1,TEKT4P2,TERT,TFCP2L1,TFDP2,TFF3,TFG,TFPI,TGF1,TGF2,TGFB1,TGFB2,TGFB3,TGFBR2,TGM2,THBD,THBS1,THEM4,THEMIS,THUMPD3AS1,THY1,TIA1,TIE1,TIE2,TIGD1,TIGIT,TIMP1,TIRAP,TJP1,TLCD2,TLDC1,TLK2,TLL1,TLR10,TLR2,TLR3,TLR4,TLR7,TM4SF1,TM4SF19TCTEX1D2,TM7SF3,TM9SF1,TMC5,TMEM106C,TMEM107,TMEM120B,TMEM156,TMEM160,TMEM168,TMEM17,TMEM185B,TMEM190,TMEM198B,TMEM212,TMEM231,TMEM236,TMEM254,TMEM254AS1,TMEM43,TMEM45A,TMEM51,TMEM61,TMEM67,TMG2,TMIGD2,TMPRSS11B,TMPRSS11E,TMPRSS13,TMPRSS7,TMSB4X,TMTC3,TMUB1,TNF,TNFAIP3,TNFAIP6,TNFRSF10B,TNFRSF17,TNFRSF18,TNFRSF25,TNFRSF4,TNFRSF9,TNFSF15,TNIP3,TNRC6A,TNRC6B,TNS4,TOMM20,TOMM34,TONSL,TOP2A,TOP3A,TOX,TOX2,TP53TG1,TP63,TP73,TPD52,TPM1,TPPP,TPPP3,TPSAB1,TPSB2,TPT1AS1,TPTE2P1,TRAC,TRAF3IP2,TRAF6,TRBC1,TRBC2,TRDC,TREM1,TREM2,TRIM3,TRIM32,TRIM41,TRIM47,TRIM52,TRIM52AS1,TRIM58,TRIM65,TRIM7,TRIM72,TRIM8,TRIP11,TRIP13,TRMU,TRP63,TRPC6,TRPM7,TSC22D1AS1,TSHZ2,TSIX,TSLP,TSN,TSNARE1,TSPAN1,TSPAN14,TSPAN19,TSPYL4,TSR1,TSSC1,TSTD1,TSTD3,TTC12,TTC14,TTC18,TTC23,TTC25,TTC30A,TTC40,TTF1,TTLL3,TTPAL,TUB1A1,TUBA1A,TUBA3FP,TUBA4B,TUBB1,TUBB2B,TUBB3,TUBB4B,TUBB6,TUBD1,TUBGCP4,TUBULIN,TWIST,TWIST1,TWIST2,TWSG1,TXLNGY,TYMS,TYROBP,TYW5,UBD,UBE2G2,UBE2MP1,UBE2Q2P1,UBE2T,UBIAD1,UBN2,UBOX5,UBXN2B,UCKL1AS1,UCP2,UFC1,UGDH,UGDHAS1,UGGT1,UGT1A9,UGT2B15,UHRF1BP1L,ULK4,UNC119B,UNC5BAS1,UNC5C,UNKL,UPK3B,UPK3BL,USF2,USP13,USP2,USP28,USP34,USP40,USP43,USP49,USP53,USP54,UST,UTEROGLOBIN,UTP23,UTRN,UVSSA,V1N1,VAT1,VBP1,VCAM1,VCAN,VECADHERIN,VEGFA,VEGFB,VEN,VGLL1,VGLL4,VIM,VIMENTIN,VIT,VMO1,VN1R10P,VNN1,VNN3,VONWILLEBRANDFACTOR,VOTCH3,VPS11,VPS13A,VPS13B,VPS33A,VPS39,VPS53,VRK3,VSIG1,VSTM4,VWA1,VWA3A,VWA3B,VWA5A,VWDE,VWF,VWFRS73049469,WBSCR27,WDPCP,WDR1,WDR16,WDR17,WDR27,WDR38,WDR45,WDR52,WDR54,WDR61,WDR66,WDR73,WDR78,WDR86AS1,WDR92,WDR93,WHSC1,WIF1,WLS,WNT10A,WNT2,WRB,WSB1,WT1,WWOX,XAF1,XBP1,XCR1,XIAP,XPA,XPC,XPO5,XRCC2,XRN1,YARS2,YBX1,YEATS2,YM1,YTHDC1,YWHAH,ZAR1,ZBBX,ZBED5AS1,ZBP1,ZBTB11AS1,ZBTB16,ZBTB8A,ZC3H12D,ZC3H3,ZC3H6,ZCWPW1,ZDHHC1,ZDHHC15,ZDHHC21,ZDHHC3,ZEB1,ZEB2,ZFP14,ZFYVE16,ZFYVE27,ZG16B,ZKSCAN1,ZMAT3,ZMYM5,ZMYND12,ZNF106,ZNF114,ZNF124,ZNF135,ZNF154,ZNF169,ZNF23,ZNF234,ZNF250,ZNF251,ZNF264,ZNF273,ZNF277,ZNF3,ZNF302,ZNF316,ZNF320,ZNF321P,ZNF33B,ZNF34,ZNF343,ZNF365,ZNF37A,ZNF385A,ZNF398,ZNF410,ZNF417,ZNF426,ZNF429,ZNF440,ZNF445,ZNF454,ZNF461,ZNF483,ZNF493,ZNF514,ZNF519,ZNF526,ZNF540,ZNF549,ZNF551,ZNF554,ZNF555,ZNF556,ZNF561,ZNF563,ZNF587,ZNF606,ZNF608,ZNF621,ZNF625,ZNF655,ZNF665,ZNF669,ZNF683,ZNF688,ZNF692,ZNF696,ZNF704,ZNF713,ZNF714,ZNF716,ZNF728,ZNF737,ZNF749,ZNF761,ZNF763,ZNF766,ZNF773,ZNF785,ZNF791,ZNF793,ZNF816ZNF321P,ZNF83,ZNF841,ZNF862,ZNF865,ZNHIT2,ZNRF3AS1,ZO1,ZYX +MAIT T-CELL,Y +CCR6,CD103,CD161,CD26,CD28,CD3,CD40LG,CD69,COLQ,DPP4,GZMK,IL17R,IL23R,IL7R,KIT,KLRB1,ME1,NCR3,RORC,SLC4A10,TLE1,TMIGD2,TRAV12,TRAV12TRAJ12,TRAV12TRAJ20,TRAV12TRAJ33,TRGV9,V72,ZBTB16 +MEMORY B-CELL,Y +A549,AIM2,AQP5,ARID1A,CBF1,CC19,CC27,CCR2,CCR6,CCR7,CD11C,CD19,CD20,CD21,CD22,CD24,CD27,CD38,CD44,CD69,CD70,CD72,CD79A,CD8,CD86,CD95,CEACAM21,CLECL1,CNAS,CNLOH,CXCR3,DRP6,DSAP,EBI3,FCRECEPTORLIKEPROTEINS,FCRL5,GCT,GCTS,GPR183,IGD,IGG,IGHA1,IGHG1,IGM,JCHAIN,KI67,KIF16B,KIR2DL1,KLF10,KLK1,MS4A1,NEDD4L,PAX5,RB,RTICB,SELL,SMAD4,SPIB,TCF7,TCL1A,TCR,TFEC,TLR1,TLR10,TLR2,TLR6,TLR7,TLRS,TSC2,ZBTB32 +MEMORY CD4 T-CELL,Y +ANXA1,AQP3,CCR6,CCR7,CD127,CD161,CD25,CD26,CD27,CD28,CD3,CD38,CD3D,CD3E,CD4,CD45RO,CD69,CD7,CD8,CD95,COTL1,CXCR5,GPR183,GZMK,HLADR,IL7R,LDHB,S100A4,S1PR1 +MEMORY CD8 T-CELL,Y +CD8A +MYELOID DC,Y +BATF3,BDCA1,CCR7,CD11B,CD11C,CD123,CD197,CD1A,CD1B,CD1C,CD1E,CD205,CD207,CD209,CD273,CD304,CD4,CD40,CD49D,CD80,CD83,CD86,CDC2,CLEC10A,CLEC4A,CLEC9A,CLIC2,F480,FCER1A,HLADR,ID2,IRF4,ITGAX,KLF4,LAMP3,LYZ,MHCCLASSII,SIRPA,WFDC21P,ZEB2 +NAIVE B-CELL,Y +APLP2,BCL7A,CC19,CCR7,CD10,CD11C,CD19,CD20,CD22,CD24,CD27,CD37,CD38,CD45,CD72,CD74,CD79A,CD83,CXCR4,FCER2,FCRL5,GCNT1,HOXB2,IGD,IGHD,IGHM,IGIG,IGM,IL21R,IL4R,MS4A1,PAX5,PCDH9,PLPP5,RNAPNOC,SATB1,SELL,SEMA4A,TCL1A,TCL1B,YBX3 +NAIVE CD4 T-CELL,Y +CCR7,CD3D,CD3G,CD4,LEF1,LTB,MAL,MYC,NOSIP,SELL,SOCS3,TCF7,TSHZ2 +NAIVE CD8 T-CELL,Y +CCR7,LEF1,MAL,MYC,NOSIP,RCAN3,SELL,SOCS3,TCF7,TSHZ2 +NEUTROPHIL,Y 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+NON-CLASSICAL MONOCYTE,N +CD11B,CD11C,CD123,CD14,CD15,CD16,CD33,CD45,CD66B,CDKN1C,CSF1R,CX3CR1,DR,FCGR3A,FCN1,HLADR,LYZ,SLAN,TNFRFA1,TNFRFB2 +OVARY,N 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+PANCREAS,N 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diff --git a/run/generation.py b/run/generation.py index a854f76f..7eb970c1 100644 --- a/run/generation.py +++ b/run/generation.py @@ -1,10 +1,10 @@ import os - +import numpy as np # A file that is meant to generate all the files needed to run the underlying graphgym. # things we need to be provided -GSE = os.path.join("rawData", "GSE40240_ESET") +eset = os.path.join("rawData", "GSE40240_ESET.csv") patients = os.path.join("rawData", "GSE40240_patients.csv") CYTOKINE = "CCL2" @@ -19,6 +19,97 @@ dim_inner = 137 max_epoch = 400 +def normalize_vector(vector): + min_val = np.min(vector) + max_val = np.max(vector) + normalized_vector = (vector - min_val) / (max_val - min_val) + return normalized_vector + +def process_tissues(blood_only): + tissue_gene_dict = dict() # maps tissues to the genes associated with them + + gene_set = set() + + tissue_file = open("GenesToTissues.csv") + + tissue_lines = tissue_file.read().splitlines() + + for i in range(0, len(tissue_lines), 2): + tissue_line = tissue_lines[i] + + tissue_line_arr = tissue_line.split(",") + + if (blood_only and (tissue_line_arr[1] == "N")): + continue + + tissue = tissue_line_arr[0] + genes_array = tissue_lines[i + 1].split(',') + + tissue_gene_dict[tissue] = genes_array + + gene_set.update(genes_array) + + return tissue_gene_dict, gene_set + +def process_eset(eset, gene_set, patient_dict, tissue_gene_dict): + eset_file = open(eset, 'r') + + eset_lines = eset_file.read().splitlines() + + + # read the first line, and see if it matches with the patient file provided + patients = eset_lines[0].replace("\"", "").split(",")[2:] + + patient_set = set(patient_dict.keys()) + + for patient in patients: + try: + patient_set.remove(patient) + except(KeyError): + raise(ValueError("{} is not found in the patients file.".format(patient))) + + + if (len(patient_set) != 0): + raise(ValueError("The eset file does not contain {}".format(patient_set))) + + + gene_to_patient = dict() # maps the name of a gene to a dict of patients + for line_num in range(1, len(eset_lines)): + line = eset_lines[line_num].replace("\"", "") + parts = line.split(",") + new_gene = parts[1] + + + if (new_gene not in gene_set): + continue + # get all the gene expression numbers, and then normalize them + gene_nums = parts[2:] + gene_nums = [float(gene_num) for gene_num in gene_nums] + gene_nums = normalize_vector(gene_nums) + + + + patient_gene_data_dict = dict() # maps the patients code to their gene expression data of this one specific gene + for index, patient in enumerate(patients): + patient_gene_data_dict[patient] = gene_nums[index] + + gene_to_patient[new_gene] = patient_gene_data_dict + + # make a new tissue_gene_dict + + active_tissue_gene_dict = dict() + + for tissue in tissue_gene_dict.keys(): + gene_array = [] + + original_genes = tissue_gene_dict[tissue] + + for gene in original_genes: + if gene in gene_to_patient.keys(): + gene_array.append(gene) + + active_tissue_gene_dict[tissue] = gene_array + return (gene_to_patient, active_tissue_gene_dict) def process_graphs(blood_only): if(blood_only): @@ -104,3 +195,10 @@ def write_lines_to_file(self, input_file, output_file_name): # process graph data cyto_list,cyto_adjacency_dict,cyto_tissue_dict = process_graphs(blood_only) # list of cytokines, maps a cytokine's name to their adjacency matrix, maps a cytokine's name to the tissues they need + +tissue_gene_dict, gene_set = process_tissues(blood_only) # dict that matches tissues to the genes associated with them, a set of all genes we have + + +gene_to_patient, active_tissue_gene_dict = process_eset(eset, gene_set, patient_dict, tissue_gene_dict) # 2 layer deep dict. First layer maps gene name to a dict. Second layer matches patient code to gene expresion data of the given gene. + + From ceab48bd346f3f3082c10196d64a0a5e4a40cdbc Mon Sep 17 00:00:00 2001 From: luciancahil Date: Thu, 9 Nov 2023 19:46:38 -0800 Subject: [PATCH 44/47] Added ability to generate single sh --- run/CytokinesDataSet.py | 5 +- run/data/processed/pre_filter.pt | Bin 0 -> 431 bytes run/data/processed/pre_transform.pt | Bin 0 -> 431 bytes run/generation.py | 189 +++++++++++++++++++++++++++- run/run_custom_GSE40240_CCL2.sh | 3 + 5 files changed, 191 insertions(+), 6 deletions(-) create mode 100644 run/data/processed/pre_filter.pt create mode 100644 run/data/processed/pre_transform.pt create mode 100644 run/run_custom_GSE40240_CCL2.sh diff --git a/run/CytokinesDataSet.py b/run/CytokinesDataSet.py index 306e60c0..92d4b7ca 100644 --- a/run/CytokinesDataSet.py +++ b/run/CytokinesDataSet.py @@ -51,9 +51,9 @@ def download(self): pass def process(self): - name = self.graphName[:-10] + name = self.graphName print(self.graphName) - self.new_dir = "datasets/" + name + "/processed/"# "datasets\\" + name + "\\processed" # new processed dir + self.new_dir = os.path.join("datasets", name, "processed")# "datasets\\" + name + "\\processed" # new processed dir train_data = Data() train_slices = dict() test_data = Data() @@ -175,7 +175,6 @@ def process(self): all_data.y = all_y_tensor all_data.edge_index = all_edge_index_tensor - torch.save(self.divisions, os.path.join(self.new_dir, 'divisions.pt')) # states which genes belong to which cytokine torch.save(self.nodeNames, os.path.join(self.new_dir, 'nodeNames.pt')) torch.save(train_tuple, os.path.join(self.new_dir, 'train_data.pt')) diff --git a/run/data/processed/pre_filter.pt b/run/data/processed/pre_filter.pt new file mode 100644 index 0000000000000000000000000000000000000000..cf1603672897f0e98373cefc2118a7eebc3ca95e GIT binary patch literal 431 zcmWIWW@cev;NW1u00Im`42ea_8JT6N`YDMeiFyUuIc`pT3{fbcfhhv0pTRFbFSU?C zFTk6fgMn}JH$I>c2nXOaou9!JZhBd2QE_H|o|}^)n&BumVdofgf$Y3EFFlkAXdeg% zcr$`1grAVyBLI>>0q8zN*Ntp4KZ?#cAP=S+>Vp7pHZ~ooA~|MVxN@+2fIJvo4VAeB crGfg`K}=sphyaKR@MdKL@tA-Rq#mLc0I(uOi2wiq literal 0 HcmV?d00001 diff --git a/run/data/processed/pre_transform.pt b/run/data/processed/pre_transform.pt new file mode 100644 index 0000000000000000000000000000000000000000..cf1603672897f0e98373cefc2118a7eebc3ca95e GIT binary patch literal 431 zcmWIWW@cev;NW1u00Im`42ea_8JT6N`YDMeiFyUuIc`pT3{fbcfhhv0pTRFbFSU?C zFTk6fgMn}JH$I>c2nXOaou9!JZhBd2QE_H|o|}^)n&BumVdofgf$Y3EFFlkAXdeg% zcr$`1grAVyBLI>>0q8zN*Ntp4KZ?#cAP=S+>Vp7pHZ~ooA~|MVxN@+2fIJvo4VAeB crGfg`K}=sphyaKR@MdKL@tA-Rq#mLc0I(uOi2wiq literal 0 HcmV?d00001 diff --git a/run/generation.py b/run/generation.py index 7eb970c1..3fcd99cd 100644 --- a/run/generation.py +++ b/run/generation.py @@ -1,12 +1,21 @@ import os +import torch import numpy as np +from CytokinesDataSet import CytokinesDataSet +import sys # A file that is meant to generate all the files needed to run the underlying graphgym. # things we need to be provided -eset = os.path.join("rawData", "GSE40240_ESET.csv") -patients = os.path.join("rawData", "GSE40240_patients.csv") -CYTOKINE = "CCL2" +eset = sys.argv[1] +eset = os.path.join("rawData", eset + ".csv") + +patients = sys.argv[2] + +patients = os.path.join("rawData", patients + ".csv") +cyto = sys.argv[3] +grid = bool(sys.arggv[4]) + # general configs that we can keep as they are, unless changed. @@ -19,6 +28,147 @@ dim_inner = 137 max_epoch = 400 +def makeConfigFile(name, batch_size, eval_period, layers_pre_mp, layers_mp, + layers_post_mp, dim_inner, max_epoch): + if (not os.path.exists(os.path.abspath("configs"))): + os.makedirs(os.path.abspath("configs")) + + # using with statement + with open(os.path.join('configs', name + ".yaml"), 'w') as file: + file.write('out_dir: results\n') + file.write('dataset:\n') + file.write(' format: PyG\n') + file.write(' name: Custom,' + name + ',,\n') + file.write(' task: graph\n') + file.write(' task_type: classification\n') + file.write(' transductive: True\n') + file.write(' split: [0.8, 0.2]\n') + file.write(' augment_feature: []\n') + file.write(' augment_feature_dims: [0]\n') + file.write(' augment_feature_repr: position\n') + file.write(' augment_label: \'\'\n') + file.write(' augment_label_dims: 0\n') + file.write(' transform: none\n') + file.write('train:\n') + file.write(' batch_size: ' + str(batch_size) + '\n' ) + file.write(' eval_period: ' + str(eval_period) + '\n') + file.write(' ckpt_period: 100\n') + file.write('model:\n') + file.write(' type: gnn\n') + file.write(' loss_fun: cross_entropy\n') + file.write(' edge_decoding: dot\n') + file.write(' graph_pooling: add\n') + file.write('gnn:\n') + file.write(' layers_pre_mp: ' + str(layers_pre_mp) + '\n') + file.write(' layers_mp: ' + str(layers_mp) + '\n') + file.write(' layers_post_mp: ' + str(layers_post_mp) + '\n') + file.write(' dim_inner: ' + str(dim_inner) + '\n') + file.write(' layer_type: generalconv\n') + file.write(' stage_type: skipsum\n') + file.write(' batchnorm: True\n') + file.write(' act: prelu\n') + file.write(' dropout: 0.0\n') + file.write(' agg: add\n') + file.write(' normalize_adj: False\n') + file.write('optim:\n') + file.write(' optimizer: adam\n') + file.write(' base_lr: 0.01\n') + file.write(' max_epoch: ' + str(max_epoch) + '\n') + + return name + ".yaml" + + + +def create_cyto_database(cyto, eset, cyto_tissue_dict, active_tissue_gene_dict, patient_list, + patient_dict, gene_to_patient, cyto_adjacency_dict): + + # creates graphname + graphName = cyto + "_" + eset[:eset.index(".")] + + #create patientArray + patientArray = [] + + # count the number of active genes in each tissue. + tissues = cyto_tissue_dict[cyto] + + gene_count = [] + for tissue in tissues: + count = len(active_tissue_gene_dict[tissue]) + + gene_count.append(count) + + total_genes = sum(gene_count) + + + for patient in patient_list: + patient_data = {} + + patient_data["DISEASE"] = str(patient_dict[patient]) + + + data = [] + # create the information that goes into each node + for i, tissue in enumerate(tissues): + tissue_data = [0]*total_genes + start = sum(gene_count[:i]) + + tissue_genes = active_tissue_gene_dict[tissue] + + offset = 0 + for gene in tissue_genes: + tissue_data[start + offset] = gene_to_patient[gene][patient] / 20 + offset += 1 + + data.append(tissue_data) + + patient_data["data"] = data + patientArray.append(patient_data) + + + nodeList = cyto_tissue_dict[cyto] + graphAdjacency = cyto_adjacency_dict[cyto] + + nodeIntMap = {} + i = 0 + + for node in nodeList: + nodeIntMap[node] = i + i += 1 + + intAdjacency = [] + # turn the adjacency names into int + for edge in graphAdjacency: + newEdge = [nodeIntMap[edge[0]], nodeIntMap[edge[1]]] + intAdjacency.append(newEdge) + + try: + os.mkdir(os.path.join("datasets")) + except OSError: + pass + + try: + os.mkdir(os.path.join("datasets", graphName)) + except OSError: + pass + + try: + os.mkdir(os.path.join("datasets", graphName ,"raw")) + except OSError: + pass + + try: + os.mkdir(os.path.join("datasets", graphName, "processed")) + except OSError: + pass + + full_dataset = CytokinesDataSet(root="data/", graphName=graphName, filename="full.csv", + test=True, patients=patientArray, adjacency=intAdjacency, + nodeNames = nodeIntMap, divisions = gene_count) + + + torch.save(full_dataset, (os.path.join("datasets", graphName, "raw", graphName + ".pt"))) + + def normalize_vector(vector): min_val = np.min(vector) max_val = np.max(vector) @@ -187,6 +337,20 @@ def write_lines_to_file(self, input_file, output_file_name): print(f"Error: An unexpected error occurred - {e}") +def make_grid(): + pass + +def make_grid_sh(): + pass + +def make_single_sh(eset_name, cyto, config_name): + # using with statement + with open("run_custom_" + eset_name + "_" + cyto + ".sh", 'w') as file: + file.write('#!/usr/bin/env bash\n') + file.write('\n') + escaped_path = os.path.join("configs",config_name).replace("\\", "/") + file.write('python main.py --cfg ' + escaped_path + ' --repeat 1') + #MAIN @@ -201,4 +365,23 @@ def write_lines_to_file(self, input_file, output_file_name): gene_to_patient, active_tissue_gene_dict = process_eset(eset, gene_set, patient_dict, tissue_gene_dict) # 2 layer deep dict. First layer maps gene name to a dict. Second layer matches patient code to gene expresion data of the given gene. +eset_name = os.path.basename(eset) + +create_cyto_database(cyto, eset_name, cyto_tissue_dict, active_tissue_gene_dict, patient_list, + patient_dict, gene_to_patient, cyto_adjacency_dict) + +name = cyto + "_" + os.path.basename(eset_name)[:eset_name.index(".")] + + +config_name = makeConfigFile(name, batch_size, eval_period, layers_pre_mp, layers_mp, + layers_post_mp, dim_inner, max_epoch) + + +short_name = eset_name[:eset_name.index("_")] +if (grid) : + make_grid_sh() + make_grid() +else: + make_single_sh(short_name, cyto, config_name) +#also need to make the grid file and the sh file \ No newline at end of file diff --git a/run/run_custom_GSE40240_CCL2.sh b/run/run_custom_GSE40240_CCL2.sh new file mode 100644 index 00000000..632a0138 --- /dev/null +++ b/run/run_custom_GSE40240_CCL2.sh @@ -0,0 +1,3 @@ +#!/usr/bin/env bash + +python main.py --cfg configs/CCL2_GSE40240_ESET.yaml --repeat 1 \ No newline at end of file From 3933fdf9e4c8d60d6fbaff3e5003d3ebcafdb507 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Thu, 9 Nov 2023 20:36:56 -0800 Subject: [PATCH 45/47] Added custom.sh script --- run/custom.sh | 9 +++++++++ run/generation.py | 15 +++++++++++---- run/run_custom_GSE40240_eset_CCL2.sh | 3 +++ 3 files changed, 23 insertions(+), 4 deletions(-) create mode 100644 run/custom.sh create mode 100644 run/run_custom_GSE40240_eset_CCL2.sh diff --git a/run/custom.sh b/run/custom.sh new file mode 100644 index 00000000..d531a3a8 --- /dev/null +++ b/run/custom.sh @@ -0,0 +1,9 @@ +ESET=$1 +PATIENT=$2 +CYTO=$3 +GRID=$4 + +python generation.py ${ESET} ${PATIENT} ${CYTO} ${GRID} +wait + +bash run_custom_${ESET}_${CYTO}.sh \ No newline at end of file diff --git a/run/generation.py b/run/generation.py index 3fcd99cd..138b7451 100644 --- a/run/generation.py +++ b/run/generation.py @@ -7,6 +7,7 @@ # A file that is meant to generate all the files needed to run the underlying graphgym. # things we need to be provided + eset = sys.argv[1] eset = os.path.join("rawData", eset + ".csv") @@ -14,8 +15,13 @@ patients = os.path.join("rawData", patients + ".csv") cyto = sys.argv[3] -grid = bool(sys.arggv[4]) +print(sys.argv[4]) +grid = sys.argv[4] +if grid[0] == "F": + grid = False +else: + grid = bool(grid) # general configs that we can keep as they are, unless changed. @@ -83,7 +89,7 @@ def create_cyto_database(cyto, eset, cyto_tissue_dict, active_tissue_gene_dict, patient_dict, gene_to_patient, cyto_adjacency_dict): # creates graphname - graphName = cyto + "_" + eset[:eset.index(".")] + graphName = cyto + "_" + eset #create patientArray patientArray = [] @@ -378,10 +384,11 @@ def make_single_sh(eset_name, cyto, config_name): -short_name = eset_name[:eset_name.index("_")] if (grid) : make_grid_sh() make_grid() else: - make_single_sh(short_name, cyto, config_name) + print("name") + print(sys.argv[1]) + make_single_sh(sys.argv[1], cyto, config_name) #also need to make the grid file and the sh file \ No newline at end of file diff --git a/run/run_custom_GSE40240_eset_CCL2.sh b/run/run_custom_GSE40240_eset_CCL2.sh new file mode 100644 index 00000000..b41e8d72 --- /dev/null +++ b/run/run_custom_GSE40240_eset_CCL2.sh @@ -0,0 +1,3 @@ +#!/usr/bin/env bash + +python main.py --cfg configs/CCL2_GSE40240_eset.yaml --repeat 1 \ No newline at end of file From 26b0b69876dd637e0c499be7f987697a9a265ba9 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Thu, 9 Nov 2023 21:03:36 -0800 Subject: [PATCH 46/47] Added Parallel Ability --- run/custom.sh | 7 ++- run/generation.py | 54 ++++++++++++++++++---- run/grids/CCL2_GSE40240_eset.txt | 11 +++++ run/run_custom_batch_GSE40240_eset_CCL2.sh | 24 ++++++++++ 4 files changed, 87 insertions(+), 9 deletions(-) create mode 100644 run/grids/CCL2_GSE40240_eset.txt create mode 100644 run/run_custom_batch_GSE40240_eset_CCL2.sh diff --git a/run/custom.sh b/run/custom.sh index d531a3a8..9f93d51b 100644 --- a/run/custom.sh +++ b/run/custom.sh @@ -6,4 +6,9 @@ GRID=$4 python generation.py ${ESET} ${PATIENT} ${CYTO} ${GRID} wait -bash run_custom_${ESET}_${CYTO}.sh \ No newline at end of file + +if [ $GRID = "True" ]; then + bash run_custom_batch_${ESET}_${CYTO}.sh +elif [ $GRID = "False" ]; then + bash run_custom_${ESET}_${CYTO}.sh +fi \ No newline at end of file diff --git a/run/generation.py b/run/generation.py index 138b7451..010de8d8 100644 --- a/run/generation.py +++ b/run/generation.py @@ -343,11 +343,51 @@ def write_lines_to_file(self, input_file, output_file_name): print(f"Error: An unexpected error occurred - {e}") -def make_grid(): - pass +def make_grid(name): + if (not os.path.exists(os.path.abspath("grids"))): + os.makedirs(os.path.abspath("grids")) + + # using with statement + with open(os.path.join('grids', name + ".txt"), 'w') as file: + file.write("dataset.format format ['PyG']\n") + file.write("dataset.name dataset ['Custom," + name + ",','Custom," + name + ",']\n") + file.write("dataset.task task ['graph']\n") + file.write("dataset.transductive trans [False]\n") + file.write("dataset.augment_feature feature [[]]\n") + file.write("dataset.augment_label label ['']\n") + file.write("gnn.layers_pre_mp l_pre [1,2]\n") + file.write("gnn.layers_mp l_mp [2,4,6,8]\n") + file.write("gnn.layers_post_mp l_post [2,3]\n") + file.write("gnn.stage_type stage ['skipsum','skipconcat']\n") + file.write("gnn.agg agg ['add','mean']\n") + +def make_grid_sh(eset_name, cyto, name): + with open("run_custom_batch_" + eset_name + "_" + cyto + ".sh", 'w') as file: + file.write("#!/usr/bin/env bash\n") + file.write("\n") + file.write("CONFIG=" + name + "\n") + file.write("GRID=" + name + "\n") + file.write("REPEAT=1\n") + file.write("MAX_JOBS=20\n") + file.write("\n") + file.write("# generate configs (after controlling computational budget)\n") + file.write("# please remove --config_budget, if don't control computational budget\n") + file.write("python configs_gen.py --config configs/${CONFIG}.yaml \\\n") + file.write(" --config_budget configs/${CONFIG}.yaml \\\n") + file.write(" --grid grids/${GRID}.txt \\\n") + file.write(" --out_dir configs\n") + file.write("#python configs_gen.py --config configs/ChemKG/${CONFIG}.yaml --config_budget configs/ChemKG/${CONFIG}.yaml --grid grids/ChemKG/${GRID}.txt --out_dir configs\n") + file.write("# run batch of configs\n") + file.write("# Args: config_dir, num of repeats, max jobs running\n") + file.write("bash parallel.sh configs/${CONFIG}_grid_${GRID} $REPEAT $MAX_JOBS\n") + file.write("# rerun missed / stopped experiments\n") + file.write("bash parallel.sh configs/${CONFIG}_grid_${GRID} $REPEAT $MAX_JOBS\n") + file.write("# rerun missed / stopped experiments\n") + file.write("bash parallel.sh configs/${CONFIG}_grid_${GRID} $REPEAT $MAX_JOBS\n") + file.write("\n") + file.write("# aggregate results for the batch\n") + file.write("python agg_batch.py --dir results/${CONFIG}_grid_${GRID}\n") -def make_grid_sh(): - pass def make_single_sh(eset_name, cyto, config_name): # using with statement @@ -385,10 +425,8 @@ def make_single_sh(eset_name, cyto, config_name): if (grid) : - make_grid_sh() - make_grid() + make_grid_sh(sys.argv[1], cyto, name) + make_grid(name) else: - print("name") - print(sys.argv[1]) make_single_sh(sys.argv[1], cyto, config_name) #also need to make the grid file and the sh file \ No newline at end of file diff --git a/run/grids/CCL2_GSE40240_eset.txt b/run/grids/CCL2_GSE40240_eset.txt new file mode 100644 index 00000000..f55a8fee --- /dev/null +++ b/run/grids/CCL2_GSE40240_eset.txt @@ -0,0 +1,11 @@ +dataset.format format ['PyG'] +dataset.name dataset ['Custom,CCL2_GSE40240_eset,','Custom,CCL2_GSE40240_eset,'] +dataset.task task ['graph'] +dataset.transductive trans [False] +dataset.augment_feature feature [[]] +dataset.augment_label label [''] +gnn.layers_pre_mp l_pre [1,2] +gnn.layers_mp l_mp [2,4,6,8] +gnn.layers_post_mp l_post [2,3] +gnn.stage_type stage ['skipsum','skipconcat'] +gnn.agg agg ['add','mean'] diff --git a/run/run_custom_batch_GSE40240_eset_CCL2.sh b/run/run_custom_batch_GSE40240_eset_CCL2.sh new file mode 100644 index 00000000..61d48099 --- /dev/null +++ b/run/run_custom_batch_GSE40240_eset_CCL2.sh @@ -0,0 +1,24 @@ +#!/usr/bin/env bash + +CONFIG=CCL2_GSE40240_eset +GRID=CCL2_GSE40240_eset +REPEAT=1 +MAX_JOBS=20 + +# generate configs (after controlling computational budget) +# please remove --config_budget, if don't control computational budget +python configs_gen.py --config configs/${CONFIG}.yaml \ + --config_budget configs/${CONFIG}.yaml \ + --grid grids/${GRID}.txt \ + --out_dir configs +#python configs_gen.py --config configs/ChemKG/${CONFIG}.yaml --config_budget configs/ChemKG/${CONFIG}.yaml --grid grids/ChemKG/${GRID}.txt --out_dir configs +# run batch of configs +# Args: config_dir, num of repeats, max jobs running +bash parallel.sh configs/${CONFIG}_grid_${GRID} $REPEAT $MAX_JOBS +# rerun missed / stopped experiments +bash parallel.sh configs/${CONFIG}_grid_${GRID} $REPEAT $MAX_JOBS +# rerun missed / stopped experiments +bash parallel.sh configs/${CONFIG}_grid_${GRID} $REPEAT $MAX_JOBS + +# aggregate results for the batch +python agg_batch.py --dir results/${CONFIG}_grid_${GRID} From d4288de97a11dd01255f691ac3e0b561945466a0 Mon Sep 17 00:00:00 2001 From: luciancahil Date: Thu, 9 Nov 2023 21:36:34 -0800 Subject: [PATCH 47/47] FInished --- run/generation.py | 5 ++--- run/run_custom_GSE40240_CCL2.sh | 3 --- run/run_custom_GSE40240_eset_CCL2.sh | 3 --- run/run_custom_batch_GSE40240_eset_CCL2.sh | 24 ---------------------- 4 files changed, 2 insertions(+), 33 deletions(-) delete mode 100644 run/run_custom_GSE40240_CCL2.sh delete mode 100644 run/run_custom_GSE40240_eset_CCL2.sh delete mode 100644 run/run_custom_batch_GSE40240_eset_CCL2.sh diff --git a/run/generation.py b/run/generation.py index 010de8d8..52e716c0 100644 --- a/run/generation.py +++ b/run/generation.py @@ -15,7 +15,6 @@ patients = os.path.join("rawData", patients + ".csv") cyto = sys.argv[3] -print(sys.argv[4]) grid = sys.argv[4] if grid[0] == "F": @@ -411,12 +410,12 @@ def make_single_sh(eset_name, cyto, config_name): gene_to_patient, active_tissue_gene_dict = process_eset(eset, gene_set, patient_dict, tissue_gene_dict) # 2 layer deep dict. First layer maps gene name to a dict. Second layer matches patient code to gene expresion data of the given gene. -eset_name = os.path.basename(eset) +eset_name = sys.argv[1] create_cyto_database(cyto, eset_name, cyto_tissue_dict, active_tissue_gene_dict, patient_list, patient_dict, gene_to_patient, cyto_adjacency_dict) -name = cyto + "_" + os.path.basename(eset_name)[:eset_name.index(".")] +name = cyto + "_" + eset_name config_name = makeConfigFile(name, batch_size, eval_period, layers_pre_mp, layers_mp, diff --git a/run/run_custom_GSE40240_CCL2.sh b/run/run_custom_GSE40240_CCL2.sh deleted file mode 100644 index 632a0138..00000000 --- a/run/run_custom_GSE40240_CCL2.sh +++ /dev/null @@ -1,3 +0,0 @@ -#!/usr/bin/env bash - -python main.py --cfg configs/CCL2_GSE40240_ESET.yaml --repeat 1 \ No newline at end of file diff --git a/run/run_custom_GSE40240_eset_CCL2.sh b/run/run_custom_GSE40240_eset_CCL2.sh deleted file mode 100644 index b41e8d72..00000000 --- a/run/run_custom_GSE40240_eset_CCL2.sh +++ /dev/null @@ -1,3 +0,0 @@ -#!/usr/bin/env bash - -python main.py --cfg configs/CCL2_GSE40240_eset.yaml --repeat 1 \ No newline at end of file diff --git a/run/run_custom_batch_GSE40240_eset_CCL2.sh b/run/run_custom_batch_GSE40240_eset_CCL2.sh deleted file mode 100644 index 61d48099..00000000 --- a/run/run_custom_batch_GSE40240_eset_CCL2.sh +++ /dev/null @@ -1,24 +0,0 @@ -#!/usr/bin/env bash - -CONFIG=CCL2_GSE40240_eset -GRID=CCL2_GSE40240_eset -REPEAT=1 -MAX_JOBS=20 - -# generate configs (after controlling computational budget) -# please remove --config_budget, if don't control computational budget -python configs_gen.py --config configs/${CONFIG}.yaml \ - --config_budget configs/${CONFIG}.yaml \ - --grid grids/${GRID}.txt \ - --out_dir configs -#python configs_gen.py --config configs/ChemKG/${CONFIG}.yaml --config_budget configs/ChemKG/${CONFIG}.yaml --grid grids/ChemKG/${GRID}.txt --out_dir configs -# run batch of configs -# Args: config_dir, num of repeats, max jobs running -bash parallel.sh configs/${CONFIG}_grid_${GRID} $REPEAT $MAX_JOBS -# rerun missed / stopped experiments -bash parallel.sh configs/${CONFIG}_grid_${GRID} $REPEAT $MAX_JOBS -# rerun missed / stopped experiments -bash parallel.sh configs/${CONFIG}_grid_${GRID} $REPEAT $MAX_JOBS - -# aggregate results for the batch -python agg_batch.py --dir results/${CONFIG}_grid_${GRID}

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