neo4j_experiments.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Supply Chain mapping with neo4j"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [],
   "source": [
    "from xbbg import blp\n",
    "import neo4j\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from neo4j import GraphDatabase\n",
    "import nxneo4j as nnx\n",
    "import networkx as nx\n",
    "from typing import Union, Tuple, List, Optional, Set\n",
    "from typing import List, Tuple, Iterable, Dict\n",
    "from concurrent.futures import ThreadPoolExecutor, as_completed\n",
    "import logging\n",
    "import os\n",
    "from pathlib import Path\n",
    "\n",
    "\n",
    "uri = r\"bolt://localhost:7687/\"\n",
    "user = \"neo4j\"\n",
    "LOGPATH = Path(\"./log/\")\n",
    "if not LOGPATH.exists():\n",
    "    LOGPATH.mkdir()\n",
    "LOGFILE = LOGPATH.joinpath(\"log.txt\")\n",
    "logging.basicConfig(filename=LOGFILE.as_posix())\n",
    "\n",
    "METADATA_FLDS = ['name', 'short_name', 'security_name', 'long_comp_name',\n",
    "    'name_chinese_traditional', 'name_kanji', 'industry_sector',\n",
    "    'industry_group', 'industry_subgroup', \n",
    "    'name_chinese_simplified', 'ud_em_sector', 'ud_research_note_date',\n",
    "    'ud_msci_market_classification', 'ud_water_sector', 'ud_esg_score',\n",
    "    'pct_independent_directors', 'ud_esg_note_date',\n",
    "    'gics_sector_name', 'gics_industry_group_name', 'gics_iindustry_name', \n",
    "    'gics_sub_industry_name', 'cur_adj_mkt_cap', \n",
    "    'best_cur_ev_to_ebitda', 'best_pe_ratio', 'est_pe_nxt_yr', \n",
    "    'est_pe_cur_yr', 'five_yr_avg_price_earnings', 'best_px_sales_ratio',\n",
    "    'fcf_yield_with_cur_entp_val', 'px_to_book_ratio',\n",
    "    'crncy_adj_mkt_cap'\n",
    "    ]\n",
    "\n",
    "DEFAULT_NNX_CONFIG = {\"node_label\": \"Company\",\n",
    "    \"relationship_type\": \"supply\",\n",
    "    }\n",
    "\n",
    "class Neo4jQueries:\n",
    "    def create_database(driver, database_name: str='neo4j') -> None:\n",
    "        with driver.session(default_access_mode=neo4j.READ_ACCESS) as session:\n",
    "            session.run(f\"CREATE {database_name} IF NOT EXISTS\")\n",
    "        \n",
    "    def __init__(self, driver: GraphDatabase.driver, database_name: str=None):\n",
    "        self.driver = driver\n",
    "        if database_name:\n",
    "            self.create_graph(database_name=database_name)\n",
    "\n",
    "    def add_node():\n",
    "        raise NotImplementedError\n",
    "\n",
    "    \n",
    "\n",
    "class SupplyChainRelation:\n",
    "\n",
    "    @staticmethod\n",
    "    def _metadata(tickers: Iterable[str], max_len: int=100, max_workers: int=16) -> pd.DataFrame:\n",
    "        \"\"\"get the metadata of the tickers\n",
    "        :param tickers: iterable of the tickers\n",
    "        :param max_size: max no of tickers to be sent to the API at once\n",
    "        :param max_workers: max workers for multi threaded calculation\n",
    "        \"\"\"\n",
    "        if len(tickers) <= max_len:\n",
    "            res = blp.bdp(tickers, flds=METADATA_FLDS)\n",
    "        else:\n",
    "            chunks = [tickers[i: i+max_len] for i in range(0, len(tickers), max_len)]\n",
    "            if max_workers:\n",
    "                with ThreadPoolExecutor(max_workers=max_workers) as executor:\n",
    "                    futures = [executor.submit(blp.bdp, chunk, flds=METADATA_FLDS) for chunk in chunks]\n",
    "                    res = pd.concat([future.result() for future in as_completed(futures)])\n",
    "            else:\n",
    "                res = pd.concat([blp.bdp(chunk, flds=METADATA_FLDS) for chunk in chunks])\n",
    "        return res\n",
    "\n",
    "    def __init__(self, \n",
    "        tickerlist: Optional[Iterable[str]]=None, \n",
    "        max_workers: int=16,\n",
    "        neo4j_config: Optional[Dict[str, str]]=None):\n",
    "        self.tickerlist = tickerlist\n",
    "        self.__all__ = ['get_cutomers', 'get_suppliers'] # TODO - update this when done\n",
    "        self.max_workers = max_workers\n",
    "        self._driver = None\n",
    "        if neo4j_config:\n",
    "            self._driver = GraphDatabase.driver(uri=neo4j_config.get('uri'),\n",
    "                auth=(neo4j_config.get('username', 'neo4j'), \n",
    "                    neo4j_config.get('password')))\n",
    "\n",
    "    @property\n",
    "    def driver(self):\n",
    "        return self._driver\n",
    "\n",
    "    @driver.setter\n",
    "    def driver(self, new_driver: GraphDatabase):\n",
    "        self._driver = new_driver\n",
    "\n",
    "    @staticmethod\n",
    "    def _customer_list(ticker: str, \n",
    "        top_k: int=50,\n",
    "        ignore_error: bool=False) -> pd.DataFrame:\n",
    "        \"\"\"returns dataframe of the customers\n",
    "        :param ticker: takes the BBG ID or BBG ticker\n",
    "        :param top_k: top k relations to be returned\n",
    "        \"\"\"\n",
    "        try:\n",
    "            df = blp.bds(ticker,\"supply_chain_customers\",\n",
    "                        supply_chain_sum_count_override=top_k)\n",
    "            df.columns = ['partner_ticker']\n",
    "        except Exception as e:\n",
    "            if ignore_error:\n",
    "                logging.error(f\"The following happened while calling _rel_amount({ticker}, {top_k}):\\n{e}\\n\")\n",
    "                pass\n",
    "            else:\n",
    "                raise e\n",
    "        return df\n",
    "    \n",
    "    @staticmethod\n",
    "    def _supplier_list(ticker: str, \n",
    "        top_k: int=50,\n",
    "        ignore_error: bool=False) -> pd.DataFrame:\n",
    "        \"\"\"returns dataframe of the suppliers\n",
    "        :param ticker: takes the BBG ID or BBG ticker\n",
    "        :param top_k: top k relations to be returned\n",
    "        \"\"\"\n",
    "        try:\n",
    "            df = blp.bds(ticker, \"supply_chain_suppliers\",\n",
    "                        supply_chain_sum_count_override=top_k)\n",
    "            df.columns = ['partner_ticker']\n",
    "        except Exception as e:\n",
    "            if ignore_error:\n",
    "                logging.error(f\"The following happened while calling _rel_amount({ticker}, {top_k}):\\n{e}\\n\")\n",
    "                pass\n",
    "            else:\n",
    "                raise e\n",
    "        return df\n",
    "    \n",
    "    @staticmethod\n",
    "    def _rel_amount(head: str, tail: str, relationship: str='C',\n",
    "        ignore_error: bool=True):\n",
    "        \"\"\"\n",
    "        :param head: head of the relation\n",
    "        :param tail: tail of the relation\n",
    "        :param relationship: takes 'C' (customer) or 'S' (supplier). \n",
    "        \n",
    "        Note:\n",
    "            Order of head and tail matters. (head, tail, relationship) implies\n",
    "            that tail has_relationship with head. e.g. A, B, 'C' means B is \n",
    "            customer of A. Reversing A and B will result in returning None\n",
    "        \"\"\"\n",
    "        try:\n",
    "            tmp = blp.bdp(head, \"RELATIONSHIP_AMOUNT\",\n",
    "                        relationship_override=relationship,\n",
    "                        quantified_override='Y',\n",
    "                        eqy_fund_crncy='USD',\n",
    "                        related_company_override=tail)\n",
    "            tmp.index = [tail]\n",
    "            return tmp\n",
    "        except Exception as e:\n",
    "            if ignore_error:\n",
    "                logging.error(f\"The following happened while calling _rel_amount({head}, {tail}, {relationship}):\\n{e}\\n\")\n",
    "                pass\n",
    "            else:\n",
    "                raise e\n",
    "\n",
    "    @staticmethod\n",
    "    def _rel_perc(head: str, tail: str, \n",
    "        relationship: str='C',\n",
    "        ignore_error: bool=False):\n",
    "        \"\"\"\n",
    "        :param head: head of the relation\n",
    "        :param tail: tail of the relation\n",
    "        :param relationship: takes 'C' (customer) or 'S' (supplier). \n",
    "        \n",
    "        Note:\n",
    "            Order of head and tail matters. (head, tail, relationship) implies\n",
    "            that tail has_relationship with head. e.g. A, B, 'C' means B is \n",
    "            customer of A. Reversing A and B will result in returning None\n",
    "        \"\"\"\n",
    "        try:\n",
    "            tmp = blp.bdp(head, \"SUPPLY_CHAIN_REVENUE_PERCENTAGE\",\n",
    "                        relationship_override=relationship,\n",
    "                        quantified_override='Y',\n",
    "                        eqy_fund_crncy='USD',\n",
    "                        related_company_override=tail)\n",
    "            tmp.index = [tail]\n",
    "            return tmp\n",
    "        except Exception as e:\n",
    "            if ignore_error:\n",
    "                logging.error(f\"The following happened while calling _rel_amount({head}, {tail}, {relationship}):\\n{e}\\n\")\n",
    "                pass\n",
    "            else:\n",
    "                raise e\n",
    "        \n",
    "    def __contribution(self,\n",
    "        ticker: str, \n",
    "        top_k: int=50, \n",
    "        relationship: str='C',\n",
    "        return_type: str='amount') -> pd.DataFrame:\n",
    "        \"\"\"get contribution by customer\n",
    "        :param ticker: ticker to get information about\n",
    "        :param top_k: max number of relations to be returned\n",
    "        :param relationship: takes 'C' - customer or 'S' - supplier\n",
    "        :param return_type: str, takes 'amount' and 'percent'\n",
    "        \"\"\"\n",
    "        tmps = []\n",
    "        if relationship in ['C', 'customers']:\n",
    "            partners = self._customer_list(ticker, top_k=top_k).partner_ticker\n",
    "            if return_type in ['amount']:\n",
    "                with ThreadPoolExecutor(max_workers=self.max_workers) as executor:\n",
    "                    futures = [executor.submit(self._rel_amount, ticker, p, relationship) \n",
    "                        for p in partners]\n",
    "            elif return_type in ['percent']:\n",
    "                with ThreadPoolExecutor(max_workers=self.max_workers) as executor:\n",
    "                    futures = [executor.submit(self._rel_perc, ticker, p, relationship) \n",
    "                        for p in partners]\n",
    "            else: raise NotImplementedError\n",
    "            \n",
    "        elif relationship in ['S', 'suppliers']:\n",
    "            partners = self._supplier_list(ticker, top_k=top_k).partner_ticker\n",
    "            if return_type in ['amount']:\n",
    "                with ThreadPoolExecutor(max_workers=self.max_workers) as executor:\n",
    "                    futures = [executor.submit(self._rel_amount, ticker, p, relationship) \n",
    "                        for p in partners]\n",
    "            elif return_type in ['percent']:\n",
    "                with ThreadPoolExecutor(max_workers=self.max_workers) as executor:\n",
    "                    futures = [executor.submit(self._rel_perc, ticker, p, relationship) \n",
    "                        for p in partners]\n",
    "            else: raise NotImplementedError\n",
    "        else: raise NotImplementedError\n",
    "        tmps = [future.result() for future in as_completed(futures)]\n",
    "        df = pd.concat(tmps)\n",
    "        return df\n",
    "\n",
    "    def _customer_contribution(self, \n",
    "        ticker: str, \n",
    "        top_k: int=50, \n",
    "        return_type: str='amount') -> pd.DataFrame:\n",
    "        \"\"\"get contribution by customer\n",
    "        :param ticker: ticker to get information about\n",
    "        :param top_k: max number of relations to be returned\n",
    "        :param return_type: str, takes 'amount' and 'percent'\n",
    "        \"\"\"\n",
    "        return self.__contribution(ticker=ticker, top_k=top_k, \n",
    "            relationship='C', \n",
    "            return_type=return_type)\n",
    "\n",
    "    @classmethod\n",
    "    def get_customer_contribution(cls, ticker: str, \n",
    "        top_k: int=50, \n",
    "        return_type='amount', **kwargs):\n",
    "        \"\"\"classmethod version of _customer_contribution\"\"\"\n",
    "        return cls(**kwargs)._customer_contribution(\n",
    "            ticker, top_k=top_k, return_type=return_type)\n",
    "\n",
    "    def _supplier_contribution(self, \n",
    "        ticker: str, \n",
    "        top_k: int=50, \n",
    "        return_type: str='amount') -> pd.DataFrame:\n",
    "        \"\"\"get contribution by customer\n",
    "        :param ticker: ticker to get information about\n",
    "        :param top_k: max number of relations to be returned\n",
    "        :param return_type: str, takes 'amount' and 'percent'\n",
    "        \"\"\"\n",
    "        return self.__contribution(ticker=ticker, top_k=top_k, \n",
    "            relationship='S', \n",
    "            return_type=return_type)\n",
    "\n",
    "    @classmethod\n",
    "    def get_supplier_contribution(cls, ticker: str, \n",
    "        top_k: int=50, \n",
    "        return_type='amount', **kwargs):\n",
    "        \"\"\"classmethod version of _supplier_contribution\"\"\"\n",
    "        return cls(**kwargs)._supplier_contribution(\n",
    "            ticker, top_k=top_k, return_type=return_type)\n",
    "\n",
    "    def __add_ticker_partners(self, ticker: str, \n",
    "        edges: List[Dict], \n",
    "        top_k: int=50,\n",
    "        nodes: Set=set(),\n",
    "        verbose: bool=False,\n",
    "        ignore_error: bool=True):\n",
    "        \"\"\"add relations to graph and return new nodes\n",
    "        :param ticker: ticker to be processed\n",
    "        :param G: graph object\n",
    "        :param top_k: top_k relations to be returned\n",
    "        :param nodes: unique nodes in the graph\n",
    "        :param verbose: print which ticker is being processed\n",
    "        \"\"\"\n",
    "        nodes.add(ticker)\n",
    "        if verbose: print(ticker)\n",
    "        suppliers_amount = self._supplier_contribution(ticker, top_k=top_k).reset_index()\n",
    "        suppliers_percent = self._supplier_contribution(ticker, top_k=top_k, return_type='percent').reset_index()\n",
    "        suppliers = suppliers_amount.merge(suppliers_percent, on=['index']).set_index('index')\n",
    "        for supplier, row in suppliers.iterrows():\n",
    "            try:\n",
    "                if verbose: print(ticker, supplier)\n",
    "                nodes.add(supplier)\n",
    "                edges.append(dict(node1=supplier, node2=ticker, \n",
    "                    type='supply', label='supply',\n",
    "                    source='Bloomberg',\n",
    "                    percent_of_supplier=row.supply_chain_revenue_percentage,\n",
    "                    amount=row.relationship_amount))\n",
    "            except Exception as e:\n",
    "                if ignore_error:\n",
    "                    logging.error(e)\n",
    "                    pass\n",
    "                else:\n",
    "                    raise e\n",
    "        customers_amount = self._customer_contribution(ticker, top_k=top_k).reset_index()\n",
    "        customers_percent = self._customer_contribution(ticker, top_k=top_k, return_type='percent').reset_index()\n",
    "        customers = customers_amount.merge(customers_percent, on=['index']).set_index('index')\n",
    "        for customer, row in customers.iterrows():\n",
    "            if verbose: print(ticker, customer)\n",
    "            try:\n",
    "                nodes.add(customer)\n",
    "                edges.append(dict(node1=ticker, node2=customer, \n",
    "                    type='supply', label='supply',\n",
    "                    source='Bloomberg',\n",
    "                    percent_of_supplier=row.supply_chain_revenue_percentage,\n",
    "                    amount=row.relationship_amount))\n",
    "            except Exception as e:\n",
    "                if ignore_error:\n",
    "                    logging.error(e)\n",
    "                    pass\n",
    "                else:\n",
    "                    raise e\n",
    "        \n",
    "        return edges, nodes\n",
    "\n",
    "    def get_graph(self, top_k=50, \n",
    "        max_workers: int=16,\n",
    "        with_metadata: bool=True,\n",
    "        verbose: bool=True,\n",
    "        to_neo4j: bool=False,\n",
    "        ignore_error: bool=True,\n",
    "        nxneo4j_config: Dict=DEFAULT_NNX_CONFIG):\n",
    "        \"\"\"returns a graph object of the supply chain relationship\n",
    "        :param useAmount: is True, will use the amount of the relationship as \n",
    "            weight of edges\n",
    "        :param top_k: Max # of partners retrieves. 50 by default\n",
    "        \"\"\"\n",
    "        \n",
    "        if to_neo4j:\n",
    "            G = nnx.DiGraph(self.driver, config=nxneo4j_config) \n",
    "        else:\n",
    "            G = nx.DiGraph()\n",
    "        nodes, edges = set(), list()\n",
    "        \n",
    "        if max_workers:\n",
    "            with ThreadPoolExecutor(max_workers=max_workers) as executor:\n",
    "                futures = [executor.submit(self.__add_ticker_partners, ticker, edges, top_k, nodes, verbose, ignore_error)\n",
    "                    for ticker in self.tickerlist]\n",
    "                for future in as_completed(futures):\n",
    "                    try:\n",
    "                        new_edges, new_nodes = future.result()\n",
    "                        nodes.add(new_nodes)\n",
    "                        edges.append(new_edges)\n",
    "                    except Exception as e:\n",
    "                        if ignore_error: \n",
    "                            logging.error(f\"\"\"The following error happened while calling get_graph(top_k={top_k}, with_metadata={with_metadata}, verbose={verbose}, to_neo4j={to_neo4j}, ignore_error={ignore_error}))\n",
    "                            {e}\n",
    "                            \"\"\")\n",
    "            \n",
    "                        else: raise e\n",
    "        else:\n",
    "            for ticker in self.tickerlist:\n",
    "                try:\n",
    "                    edges, nodes = self.__add_ticker_partners(ticker, edges, top_k, nodes, verbose, ignore_error)\n",
    "                except Exception as e:\n",
    "                    if ignore_error: \n",
    "                        logging.error(f\"\"\"The following error happened while calling get_graph(top_k={top_k}, with_metadata={with_metadata}, verbose={verbose}, to_neo4j={to_neo4j}, ignore_error={ignore_error}))\n",
    "                        {e}\n",
    "                        \"\"\")\n",
    "            \n",
    "                    else: raise e\n",
    "        metadata = self._metadata(list(nodes))\n",
    "        for node, row in metadata.iterrows():\n",
    "            G.add_node(node, node_label='Company', labels=['Company', row.industry_sector, row.industry_group, row.industry_subgroup], \n",
    "                data_source='Bloomberg', **row.to_dict())\n",
    "        for edge in edges:\n",
    "            G.add_edge(data_source='Bloomberg', relationship_type='supply', \n",
    "                name='supply', **edge)\n",
    "        return G, metadata\n",
    "\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [],
   "source": [
    "tickers = np.unique([f\"{t} Equity\" for t in \n",
    "    blp.bds(\"SOX Index\", \"indx_members\").member_ticker_and_exchange_code] + \\\n",
    "        [f\"{t} Equity\" for t in \n",
    "    blp.bds(\"S5INFT Index\", \"indx_members\").member_ticker_and_exchange_code])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AAPL UW Equity\n",
      "AAPL UW Equity 2382 TT Equity\n",
      "AAPL UW Equity 2330 TT Equity\n",
      "AAPL UW Equity 005930 KS Equity\n",
      "AAPL UW Equity 4958 TT Equity\n",
      "AAPL UW Equity SWKS US Equity\n",
      "AAPL UW Equity 3711 TT Equity\n",
      "AAPL UW Equity 2317 TT Equity\n",
      "AAPL UW Equity QCOM US Equity\n",
      "AAPL UW Equity 034220 KS Equity\n",
      "AAPL UW Equity 011070 KS Equity\n",
      "AAPL UW Equity 002475 CH Equity\n",
      "AAPL UW Equity 4938 TT Equity\n",
      "AAPL UW Equity STM FP Equity\n",
      "AAPL UW Equity 000660 KS Equity\n",
      "AAPL UW Equity 300433 CH Equity\n",
      "AAPL UW Equity AVGO US Equity\n",
      "AAPL UW Equity 002241 CH Equity\n",
      "AAPL UW Equity 6753 JP Equity\n",
      "AAPL UW Equity 2324 TT Equity\n",
      "AAPL UW Equity JBL US Equity\n",
      "AAPL UW Equity BT/A LN Equity\n",
      "AAPL UW Equity T CN Equity\n",
      "AAPL UW Equity 9984 JP Equity\n",
      "AAPL UW Equity 9433 JP Equity\n",
      "AAPL UW Equity TEF SM Equity\n",
      "AAPL UW Equity T US Equity\n",
      "AAPL UW Equity VOD LN Equity\n",
      "AAPL UW Equity ORA FP Equity\n",
      "AAPL UW Equity CEC GR Equity\n",
      "AAPL UW Equity RCI/B CN Equity\n",
      "AAPL UW Equity 762 HK Equity\n",
      "AAPL UW Equity TMUS US Equity\n",
      "AAPL UW Equity EN FP Equity\n",
      "AAPL UW Equity ERAA IJ Equity\n",
      "AAPL UW Equity BBY US Equity\n",
      "AAPL UW Equity VZ US Equity\n",
      "AAPL UW Equity 941 HK Equity\n",
      "AAPL UW Equity 728 HK Equity\n",
      "AAPL UW Equity BCE CN Equity\n",
      "AAPL UW Equity DTE GR Equity\n",
      "ACN UN Equity\n",
      "ACN UN Equity TEMN SW Equity\n",
      "ACN UN Equity JBGS US Equity\n",
      "ACN UN Equity CRES IM Equity\n",
      "ACN UN Equity NTAP US Equity\n",
      "ACN UN Equity 1971448D LN Equity\n",
      "ACN UN Equity MHH US Equity\n",
      "ACN UN Equity CAI AV Equity\n",
      "ACN UN Equity 0731989D US Equity\n",
      "ACN UN Equity HLIT US Equity\n",
      "ACN UN Equity ADBE US Equity\n",
      "ACN UN Equity 1023727D US Equity\n",
      "ACN UN Equity BALI IJ Equity\n",
      "ACN UN Equity DLN LN Equity\n",
      "ACN UN Equity ORCL US Equity\n",
      "ACN UN Equity 1502052D US Equity\n",
      "ACN UN Equity HPE US Equity\n",
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      "ADBE UW Equity\n",
      "ADBE UW Equity DLN LN Equity\n",
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      "ADBE UW Equity NVDA US Equity\n",
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      "ADBE UW Equity 3788 JP Equity\n",
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      "ADI UW Equity\n",
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      "APH UN Equity\n",
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      "APH UN Equity 6442 TT Equity\n",
      "APH UN Equity 600255 CH Equity\n",
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      "APH UN Equity ZBRA US Equity\n",
      "APH UN Equity AQN CN Equity\n",
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      "APH UN Equity 2233 TT Equity\n",
      "APH UN Equity 603703 CH Equity\n",
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      "BR UN Equity\n",
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      "BR UN Equity ASUR US Equity\n",
      "BR UN Equity BTV CN Equity\n",
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      "CDNS UW Equity\n",
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      "CDNS UW Equity RMBS US Equity\n",
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      "CSCO UW Equity\n",
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      "CTSH UW Equity JDAS US Equity\n",
      "CTSH UW Equity ZURN SW Equity\n",
      "CTSH UW Equity RHT CN Equity\n",
      "CTSH UW Equity ORI AU Equity\n",
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      "CTSH UW Equity PAYX US Equity\n",
      "CTSH UW Equity CLGX US Equity\n",
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      "CTXS UW Equity\n",
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      "CTXS UW Equity WDC US Equity\n",
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      "CTXS UW Equity NTAP US Equity\n",
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      "CTXS UW Equity NOW US Equity\n",
      "CTXS UW Equity CRM US Equity\n",
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      "CTXS UW Equity ADBE US Equity\n",
      "CTXS UW Equity FLEX US Equity\n",
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      "CTXS UW Equity NSIT US Equity\n",
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      "CTXS UW Equity SNX US Equity\n",
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      "CTXS UW Equity PLUS US Equity\n",
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      "DXC UN Equity\n",
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      "FFIV UW Equity NG/ LN Equity\n",
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      "FFIV UW Equity ZUO US Equity\n",
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      "FFIV UW Equity OPI US Equity\n",
      "FFIV UW Equity XEL US Equity\n",
      "FFIV UW Equity NVDA US Equity\n",
      "FFIV UW Equity OTEX CN Equity\n",
      "FFIV UW Equity 596 HK Equity\n",
      "FFIV UW Equity ANET US Equity\n",
      "FFIV UW Equity ZM US Equity\n",
      "FFIV UW Equity UTL US Equity\n",
      "FFIV UW Equity IBM US Equity\n",
      "FFIV UW Equity EQIX US Equity\n",
      "FFIV UW Equity DELL US Equity\n",
      "FFIV UW Equity ORCL US Equity\n",
      "FFIV UW Equity AMZN US Equity\n",
      "FFIV UW Equity CSCO US Equity\n",
      "FFIV UW Equity CNXN US Equity\n",
      "FFIV UW Equity NSIT US Equity\n",
      "FFIV UW Equity CCC LN Equity\n",
      "FFIV UW Equity SCSC US Equity\n",
      "FFIV UW Equity BABA US Equity\n",
      "FFIV UW Equity SNX US Equity\n",
      "FFIV UW Equity GOOGL US Equity\n",
      "FFIV UW Equity DTC SJ Equity\n",
      "FFIV UW Equity NRO FP Equity\n",
      "FFIV UW Equity 728 HK Equity\n",
      "FFIV UW Equity HPE US Equity\n",
      "FFIV UW Equity ARW US Equity\n",
      "FFIV UW Equity MSFT US Equity\n",
      "FFIV UW Equity MELI US Equity\n",
      "FIS UN Equity\n",
      "FIS UN Equity DFS US Equity\n",
      "FIS UN Equity PRGS US Equity\n",
      "FIS UN Equity ELRN IT Equity\n",
      "FIS UN Equity VRE US Equity\n",
      "FIS UN Equity PUB FP Equity\n",
      "FIS UN Equity ADBE US Equity\n",
      "FIS UN Equity CRM US Equity\n",
      "FIS UN Equity GILT IT Equity\n",
      "FIS UN Equity VNET LN Equity\n",
      "FIS UN Equity AX-U CN Equity\n",
      "FIS UN Equity MITK US Equity\n",
      "FIS UN Equity QMCI US Equity\n",
      "FIS UN Equity V US Equity\n",
      "FIS UN Equity NUAN US Equity\n",
      "FIS UN Equity MA US Equity\n",
      "FIS UN Equity AXP US Equity\n",
      "FIS UN Equity BOKU LN Equity\n",
      "FIS UN Equity PCIP LN Equity\n",
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      "FIS UN Equity FLT US Equity\n",
      "FIS UN Equity OGD CN Equity\n",
      "FIS UN Equity SNX US Equity\n",
      "FIS UN Equity BMO CN Equity\n",
      "FIS UN Equity LITB US Equity\n",
      "FIS UN Equity AIR FP Equity\n",
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      "FIS UN Equity ACIW US Equity\n",
      "FISV UW Equity\n",
      "FISV UW Equity GBG LN Equity\n",
      "FISV UW Equity ATGN US Equity\n",
      "FISV UW Equity MCRO LN Equity\n",
      "FISV UW Equity ING FP Equity\n",
      "FISV UW Equity MITK US Equity\n",
      "FISV UW Equity APPS US Equity\n",
      "FISV UW Equity AFRM US Equity\n",
      "FISV UW Equity ADBE US Equity\n",
      "FISV UW Equity BOKU LN Equity\n",
      "FISV UW Equity 5490 TT Equity\n",
      "FISV UW Equity CLPS US Equity\n",
      "FISV UW Equity MA US Equity\n",
      "FISV UW Equity EMBASSY IN Equity\n",
      "FISV UW Equity VRE US Equity\n",
      "FISV UW Equity 3664 TT Equity\n",
      "FISV UW Equity DLX US Equity\n",
      "FISV UW Equity KEYS US Equity\n",
      "FISV UW Equity PDM US Equity\n",
      "FISV UW Equity ACIW US Equity\n",
      "FISV UW Equity 004800 KS Equity\n",
      "FISV UW Equity TBK US Equity\n",
      "FISV UW Equity CABK SM Equity\n",
      "FISV UW Equity NAB AU Equity\n",
      "FISV UW Equity CTLP US Equity\n",
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      "FISV UW Equity 1314951D US Equity\n",
      "FISV UW Equity CNHU US Equity\n",
      "FISV UW Equity HSBK KZ Equity\n",
      "FISV UW Equity MULN US Equity\n",
      "FISV UW Equity GOOGL US Equity\n",
      "FLT UN Equity\n",
      "FLT UN Equity MA US Equity\n",
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      "FLT UN Equity SPLK US Equity\n",
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      "FLT UN Equity VEA AU Equity\n",
      "FLT UN Equity CRNC US Equity\n",
      "FTNT UW Equity\n",
      "FTNT UW Equity 6166 TT Equity\n",
      "FTNT UW Equity KEYS US Equity\n",
      "FTNT UW Equity 6875 JP Equity\n",
      "FTNT UW Equity 2303 TT Equity\n",
      "FTNT UW Equity WDC US Equity\n",
      "FTNT UW Equity 900938 CH Equity\n",
      "FTNT UW Equity 3035 TT Equity\n",
      "FTNT UW Equity 6723 JP Equity\n",
      "FTNT UW Equity 3260 TT Equity\n",
      "FTNT UW Equity 2330 TT Equity\n",
      "FTNT UW Equity NVDA US Equity\n",
      "FTNT UW Equity 3558 TT Equity\n",
      "FTNT UW Equity 6502 JP Equity\n",
      "FTNT UW Equity 2377 TT Equity\n",
      "FTNT UW Equity AMD US Equity\n",
      "FTNT UW Equity FLEX US Equity\n",
      "FTNT UW Equity 8050 TT Equity\n",
      "FTNT UW Equity ANET US Equity\n",
      "FTNT UW Equity 005930 KS Equity\n",
      "FTNT UW Equity 3231 TT Equity\n",
      "FTNT UW Equity 6486 TT Equity\n",
      "FTNT UW Equity 4068773Z FP Equity\n",
      "FTNT UW Equity 046110 KS Equity\n",
      "FTNT UW Equity 2480 TT Equity\n",
      "FTNT UW Equity 6163 TT Equity\n",
      "FTNT UW Equity PLUS US Equity\n",
      "FTNT UW Equity ARW US Equity\n",
      "FTNT UW Equity 3147 TT Equity\n",
      "FTNT UW Equity 1523397D US Equity\n",
      "FTNT UW Equity SNX US Equity\n",
      "FTNT UW Equity 3352Z US Equity\n",
      "FTNT UW Equity CNXN US Equity\n",
      "FTNT UW Equity CCC LN Equity\n",
      "FTNT UW Equity NSIT US Equity\n",
      "FTNT UW Equity 2453 TT Equity\n",
      "FTNT UW Equity SCSC US Equity\n",
      "FTNT UW Equity 222810 KS Equity\n",
      "FTNT UW Equity 2468 TT Equity\n",
      "FTNT UW Equity 2427 TT Equity\n",
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      "GLW UN Equity\n",
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      "GLW UN Equity ZBRA US Equity\n",
      "GLW UN Equity 002426 CH Equity\n",
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      "GLW UN Equity 200725 CH Equity\n",
      "GLW UN Equity KMCACZ CH Equity\n",
      "GLW UN Equity 992 HK Equity\n",
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      "GPN UN Equity\n",
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      "GPN UN Equity CNXN US Equity\n",
      "GPN UN Equity NVEI CN Equity\n",
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      "HPE UN Equity AMD US Equity\n",
      "HPE UN Equity 992 HK Equity\n",
      "HPE UN Equity 3231 TT Equity\n",
      "HPE UN Equity 2324 TT Equity\n",
      "HPE UN Equity ALSN SW Equity\n",
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      "HPE UN Equity DOX US Equity\n",
      "HPE UN Equity GIB/A CN Equity\n",
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      "HPE UN Equity MSFT US Equity\n",
      "HPE UN Equity SNX US Equity\n",
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      "IBM UN Equity\n",
      "IBM UN Equity INTC US Equity\n",
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      "IBM UN Equity FLEX US Equity\n",
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      "IBM UN Equity MPC US Equity\n",
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      "IBM UN Equity MAERSKB DC Equity\n",
      "IBM UN Equity 992 HK Equity\n",
      "IBM UN Equity T US Equity\n",
      "IIVI UW Equity\n",
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      "INTC UW Equity 2330 TT Equity\n",
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      "INTC UW Equity ASML NA Equity\n",
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      "INTC UW Equity 2382 TT Equity\n",
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      "INTC UW Equity 900938 CH Equity\n",
      "INTC UW Equity HPE US Equity\n",
      "INTC UW Equity META US Equity\n",
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      "INTC UW Equity DELL US Equity\n",
      "INTC UW Equity 992 HK Equity\n",
      "INTC UW Equity AVT US Equity\n",
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      "INTC UW Equity JD US Equity\n",
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      "INTC UW Equity MSFT US Equity\n",
      "INTU UW Equity\n",
      "INTU UW Equity MA US Equity\n",
      "INTU UW Equity META US Equity\n",
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      "INTU UW Equity 6944761Z SP Equity\n",
      "INTU UW Equity SPSC US Equity\n",
      "INTU UW Equity PNM US Equity\n",
      "INTU UW Equity ADBE US Equity\n",
      "INTU UW Equity BRK/A US Equity\n",
      "INTU UW Equity SWCH US Equity\n",
      "INTU UW Equity HPE US Equity\n",
      "INTU UW Equity MCRO LN Equity\n",
      "INTU UW Equity CNXN US Equity\n",
      "INTU UW Equity TNET US Equity\n",
      "INTU UW Equity AAPL US Equity\n",
      "INTU UW Equity BBY US Equity\n",
      "INTU UW Equity 8233297Z US Equity\n",
      "INTU UW Equity NSIT US Equity\n",
      "INTU UW Equity ACIW US Equity\n",
      "INTU UW Equity NEGG US Equity\n",
      "INTU UW Equity GOOGL US Equity\n",
      "IPGP UW Equity\n",
      "IPGP UW Equity GHH LN Equity\n",
      "IPGP UW Equity SRE US Equity\n",
      "IPGP UW Equity PCG US Equity\n",
      "IPGP UW Equity ES US Equity\n",
      "IPGP UW Equity UTL US Equity\n",
      "IPGP UW Equity VECO US Equity\n",
      "IPGP UW Equity 327260 KS Equity\n",
      "IPGP UW Equity NG/ LN Equity\n",
      "IPGP UW Equity 002222 CH Equity\n",
      "IPGP UW Equity SO US Equity\n",
      "IPGP UW Equity PNM US Equity\n",
      "IPGP UW Equity NEE US Equity\n",
      "IPGP UW Equity DUK US Equity\n",
      "IPGP UW Equity AQN CN Equity\n",
      "IPGP UW Equity DTE US Equity\n",
      "IPGP UW Equity XEL US Equity\n",
      "IPGP UW Equity BIOL US Equity\n",
      "IPGP UW Equity 300220 CH Equity\n",
      "IPGP UW Equity GE US Equity\n",
      "IPGP UW Equity GM US Equity\n",
      "IPGP UW Equity 002008 CH Equity\n",
      "IPGP UW Equity LMT US Equity\n",
      "IPGP UW Equity PRI IM Equity\n",
      "IPGP UW Equity KLAC US Equity\n",
      "IPGP UW Equity BA US Equity\n",
      "IPGP UW Equity AM3D GR Equity\n",
      "IPGP UW Equity ESI FP Equity\n",
      "IPGP UW Equity F US Equity\n",
      "IPGP UW Equity ATEC US Equity\n",
      "IPGP UW Equity 7011 JP Equity\n",
      "IPGP UW Equity BMW GR Equity\n",
      "IPGP UW Equity 1262316D RU Equity\n",
      "IPGP UW Equity VOW GR Equity\n",
      "IPGP UW Equity 002559 CH Equity\n",
      "IPGP UW Equity VECO US Equity\n",
      "IPGP UW Equity 6503 JP Equity\n",
      "IPGP UW Equity BYS SW Equity\n",
      "IT UN Equity\n",
      "IT UN Equity WLN FP Equity\n",
      "IT UN Equity EXC US Equity\n",
      "IT UN Equity ES US Equity\n",
      "IT UN Equity VNO US Equity\n",
      "IT UN Equity 0834326D US Equity\n",
      "IT UN Equity LANZ CH Equity\n",
      "IT UN Equity 1972 HK Equity\n",
      "IT UN Equity SAP GR Equity\n",
      "IT UN Equity 000977 CH Equity\n",
      "IT UN Equity IBE SM Equity\n",
      "IT UN Equity BABA US Equity\n",
      "IT UN Equity 600718 CH Equity\n",
      "IT UN Equity JBGS US Equity\n",
      "IT UN Equity ALFRE FP Equity\n",
      "IT UN Equity NEE US Equity\n",
      "IT UN Equity PDM US Equity\n",
      "IT UN Equity RMCS IN Equity\n",
      "IT UN Equity FAA GR Equity\n",
      "IT UN Equity CRC US Equity\n",
      "IT UN Equity ITX SM Equity\n",
      "IT UN Equity 1515 TT Equity\n",
      "IT UN Equity AWTC MK Equity\n",
      "IT UN Equity 2480 TT Equity\n",
      "IT UN Equity 3352Z US Equity\n",
      "JKHY UW Equity\n",
      "JKHY UW Equity 7751 JP Equity\n",
      "JKHY UW Equity IBM US Equity\n",
      "JKHY UW Equity 142859Z IM Equity\n",
      "JKHY UW Equity 992 HK Equity\n",
      "JKHY UW Equity SAP GR Equity\n",
      "JKHY UW Equity DGCKZ JP Equity\n",
      "JKHY UW Equity DELL US Equity\n",
      "JKHY UW Equity HPQ US Equity\n",
      "JKHY UW Equity PRGS US Equity\n",
      "JKHY UW Equity MSFT US Equity\n",
      "JKHY UW Equity MA US Equity\n",
      "JKHY UW Equity ORCL US Equity\n",
      "JKHY UW Equity ACIW US Equity\n",
      "JKHY UW Equity 6724 JP Equity\n",
      "JKHY UW Equity MA US Equity\n",
      "JKHY UW Equity ACIW US Equity\n",
      "JKHY UW Equity 283936Z US Equity\n",
      "JKHY UW Equity 7350074Z US Equity\n",
      "JKHY UW Equity 2137412Z US Equity\n",
      "JKHY UW Equity 0194322D US Equity\n",
      "JKHY UW Equity OLB US Equity\n",
      "JKHY UW Equity NUE US Equity\n",
      "JKHY UW Equity 1786285D US Equity\n",
      "JKHY UW Equity 4165 JP Equity\n",
      "JKHY UW Equity 467600Z US Equity\n",
      "JNPR UN Equity\n",
      "JNPR UN Equity IFX GR Equity\n",
      "JNPR UN Equity AVGO US Equity\n",
      "JNPR UN Equity 002851 CH Equity\n",
      "JNPR UN Equity MEI US Equity\n",
      "JNPR UN Equity BELFA US Equity\n",
      "JNPR UN Equity CTS US Equity\n",
      "JNPR UN Equity CLS CN Equity\n",
      "JNPR UN Equity INTC US Equity\n",
      "JNPR UN Equity BABA US Equity\n",
      "JNPR UN Equity LSCC US Equity\n",
      "JNPR UN Equity MXL US Equity\n",
      "JNPR UN Equity KEYS US Equity\n",
      "JNPR UN Equity FLEX US Equity\n",
      "JNPR UN Equity CDNS US Equity\n",
      "JNPR UN Equity MU US Equity\n",
      "JNPR UN Equity ORCL US Equity\n",
      "JNPR UN Equity TSEM IT Equity\n",
      "JNPR UN Equity TTMI US Equity\n",
      "JNPR UN Equity 3380 TT Equity\n",
      "JNPR UN Equity 2345 TT Equity\n",
      "JNPR UN Equity RTX US Equity\n",
      "JNPR UN Equity 6701 JP Equity\n",
      "JNPR UN Equity DTE GR Equity\n",
      "JNPR UN Equity ORA FP Equity\n",
      "JNPR UN Equity MSFT US Equity\n",
      "JNPR UN Equity T US Equity\n",
      "JNPR UN Equity GOOGL US Equity\n",
      "JNPR UN Equity META US Equity\n",
      "JNPR UN Equity CMCSA US Equity\n",
      "JNPR UN Equity AMZN US Equity\n",
      "JNPR UN Equity SNX US Equity\n",
      "JNPR UN Equity 2347 TT Equity\n",
      "JNPR UN Equity LDOS US Equity\n",
      "JNPR UN Equity 9432 JP Equity\n",
      "JNPR UN Equity GD US Equity\n",
      "JNPR UN Equity LMT US Equity\n",
      "JNPR UN Equity 6501 JP Equity\n",
      "JNPR UN Equity VZ US Equity\n",
      "JNPR UN Equity 6702 JP Equity\n",
      "JNPR UN Equity 9984 JP Equity\n",
      "KEYS UN Equity\n",
      "KEYS UN Equity AEP US Equity\n",
      "KEYS UN Equity 9719 JP Equity\n",
      "KEYS UN Equity PNM US Equity\n",
      "KEYS UN Equity INTT US Equity\n",
      "KEYS UN Equity EIX US Equity\n",
      "KEYS UN Equity APH US Equity\n",
      "KEYS UN Equity PCTI US Equity\n",
      "KEYS UN Equity TTMI US Equity\n",
      "KEYS UN Equity BRK/A US Equity\n",
      "KEYS UN Equity MKSI US Equity\n",
      "KEYS UN Equity EXC US Equity\n",
      "KEYS UN Equity DUK US Equity\n",
      "KEYS UN Equity ES US Equity\n",
      "KEYS UN Equity MTSI US Equity\n",
      "KEYS UN Equity PPL US Equity\n",
      "KEYS UN Equity PCG US Equity\n",
      "KEYS UN Equity PNW US Equity\n",
      "KEYS UN Equity JBL US Equity\n",
      "KEYS UN Equity SO US Equity\n",
      "KEYS UN Equity 9503 JP Equity\n",
      "KEYS UN Equity SNX US Equity\n",
      "KEYS UN Equity 066570 KS Equity\n",
      "KEYS UN Equity 2454 TT Equity\n",
      "KEYS UN Equity CSCO US Equity\n",
      "KEYS UN Equity MBG GR Equity\n",
      "KEYS UN Equity BA US Equity\n",
      "KEYS UN Equity INTC US Equity\n",
      "KEYS UN Equity GOOGL US Equity\n",
      "KEYS UN Equity RTX US Equity\n",
      "KEYS UN Equity LMT US Equity\n",
      "KEYS UN Equity NVDA US Equity\n",
      "KEYS UN Equity 7203 JP Equity\n",
      "KEYS UN Equity AIR FP Equity\n",
      "KEYS UN Equity LDO IM Equity\n",
      "KEYS UN Equity AVGO US Equity\n",
      "KEYS UN Equity QCOM US Equity\n",
      "KEYS UN Equity 005930 KS Equity\n",
      "KEYS UN Equity META US Equity\n",
      "KEYS UN Equity NOKIA FH Equity\n",
      "KEYS UN Equity 941 HK Equity\n",
      "KLAC UW Equity\n",
      "KLAC UW Equity LITE US Equity\n",
      "KLAC UW Equity MKSI US Equity\n",
      "KLAC UW Equity CYBE US Equity\n",
      "KLAC UW Equity PLXS US Equity\n",
      "KLAC UW Equity UCTT US Equity\n",
      "KLAC UW Equity VACN SW Equity\n",
      "KLAC UW Equity 1972 HK Equity\n",
      "KLAC UW Equity PCG US Equity\n",
      "KLAC UW Equity IIVI US Equity\n",
      "KLAC UW Equity AZTA US Equity\n",
      "KLAC UW Equity HPE US Equity\n",
      "KLAC UW Equity PPL US Equity\n",
      "KLAC UW Equity SSREIT SP Equity\n",
      "KLAC UW Equity VPG US Equity\n",
      "KLAC UW Equity ES US Equity\n",
      "KLAC UW Equity IPGP US Equity\n",
      "KLAC UW Equity 2303 TT Equity\n",
      "KLAC UW Equity 4958 TT Equity\n",
      "KLAC UW Equity IFX GR Equity\n",
      "KLAC UW Equity 3711 TT Equity\n",
      "KLAC UW Equity SWKS US Equity\n",
      "KLAC UW Equity TXN US Equity\n",
      "KLAC UW Equity 6762 JP Equity\n",
      "KLAC UW Equity WOLF US Equity\n",
      "KLAC UW Equity MU US Equity\n",
      "KLAC UW Equity QCOM US Equity\n",
      "KLAC UW Equity 000660 KS Equity\n",
      "KLAC UW Equity STM FP Equity\n",
      "KLAC UW Equity 005930 KS Equity\n",
      "KLAC UW Equity 200725 CH Equity\n",
      "KLAC UW Equity 2330 TT Equity\n",
      "KLAC UW Equity 6600 JP Equity\n",
      "KLAC UW Equity INTC US Equity\n",
      "KLAC UW Equity 002185 CH Equity\n",
      "KLAC UW Equity 6981 JP Equity\n",
      "KLAC UW Equity AMKR US Equity\n",
      "LRCX UW Equity\n",
      "LRCX UW Equity CLS CN Equity\n",
      "LRCX UW Equity SNR LN Equity\n",
      "LRCX UW Equity ICHR US Equity\n",
      "LRCX UW Equity 064760 KS Equity\n",
      "LRCX UW Equity 6856 JP Equity\n",
      "LRCX UW Equity 074600 KS Equity\n",
      "LRCX UW Equity PLXS US Equity\n",
      "LRCX UW Equity ENTG US Equity\n",
      "LRCX UW Equity AZTA US Equity\n",
      "LRCX UW Equity 178320 KS Equity\n",
      "LRCX UW Equity VACN SW Equity\n",
      "LRCX UW Equity PTC US Equity\n",
      "LRCX UW Equity BHE US Equity\n",
      "LRCX UW Equity 166090 KS Equity\n",
      "LRCX UW Equity 7012 JP Equity\n",
      "LRCX UW Equity CYBE US Equity\n",
      "LRCX UW Equity UCTT US Equity\n",
      "LRCX UW Equity 6890 JP Equity\n",
      "LRCX UW Equity AEIS US Equity\n",
      "LRCX UW Equity MKSI US Equity\n",
      "LRCX UW Equity MU US Equity\n",
      "LRCX UW Equity 000660 KS Equity\n",
      "LRCX UW Equity 2330 TT Equity\n",
      "LRCX UW Equity 005930 KS Equity\n",
      "LRCX UW Equity 6298 JP Equity\n",
      "LRCX UW Equity 1577197D CH Equity\n",
      "LRCX UW Equity 2408 TT Equity\n",
      "LRCX UW Equity 1519337D JP Equity\n",
      "LRCX UW Equity INTC US Equity\n",
      "LSCC UW Equity\n",
      "LSCC UW Equity 005930 KS Equity\n",
      "LSCC UW Equity AMKR US Equity\n",
      "LSCC UW Equity POR US Equity\n",
      "LSCC UW Equity MU US Equity\n",
      "LSCC UW Equity 6702 JP Equity\n",
      "LSCC UW Equity 3711 TT Equity\n",
      "LSCC UW Equity 2454 TT Equity\n",
      "LSCC UW Equity PCG US Equity\n",
      "LSCC UW Equity 2330 TT Equity\n",
      "LSCC UW Equity 2449 TT Equity\n",
      "LSCC UW Equity INTC US Equity\n",
      "LSCC UW Equity CDNS US Equity\n",
      "LSCC UW Equity SOI FP Equity\n",
      "LSCC UW Equity RMBS US Equity\n",
      "LSCC UW Equity 2303 TT Equity\n",
      "LSCC UW Equity 6724 JP Equity\n",
      "LSCC UW Equity 093520 KS Equity\n",
      "LSCC UW Equity 3048 TT Equity\n",
      "LSCC UW Equity 2357 TT Equity\n",
      "LSCC UW Equity 6758 JP Equity\n",
      "LSCC UW Equity NOKIA FH Equity\n",
      "LSCC UW Equity 005930 KS Equity\n",
      "LSCC UW Equity 2760 JP Equity\n",
      "LSCC UW Equity 7751 JP Equity\n",
      "LSCC UW Equity AMZN US Equity\n",
      "LSCC UW Equity HPE US Equity\n",
      "LSCC UW Equity 6752 JP Equity\n",
      "LSCC UW Equity RBOS GR Equity\n",
      "LSCC UW Equity 3033 TT Equity\n",
      "LSCC UW Equity 992 HK Equity\n",
      "LSCC UW Equity AVT US Equity\n",
      "LSCC UW Equity DELL US Equity\n",
      "LSCC UW Equity ARW US Equity\n",
      "LSCC UW Equity 3702 TT Equity\n",
      "LSCC UW Equity 1211 HK Equity\n",
      "LSCC UW Equity HPQ US Equity\n",
      "LSCC UW Equity MSFT US Equity\n",
      "MA UN Equity\n",
      "MA UN Equity 600242 CH Equity\n",
      "MA UN Equity ACC LN Equity\n",
      "MA UN Equity CAR US Equity\n",
      "MA UN Equity CSGS US Equity\n",
      "MA UN Equity 7602163Z US Equity\n",
      "MA UN Equity DEC FP Equity\n",
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      "MA UN Equity PEGA US Equity\n",
      "MA UN Equity ADNTEL BD Equity\n",
      "MA UN Equity 4847 JP Equity\n",
      "MA UN Equity PDM US Equity\n",
      "MA UN Equity EONX CN Equity\n",
      "MA UN Equity ADBE US Equity\n",
      "MA UN Equity 43694Z US Equity\n",
      "MA UN Equity ATO FP Equity\n",
      "MA UN Equity 1655814D CH Equity\n",
      "MA UN Equity DLO US Equity\n",
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      "MA UN Equity AMS SM Equity\n",
      "MA UN Equity 1304654D LN Equity\n",
      "MA UN Equity 1583122D GR Equity\n",
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      "MA UN Equity 0217918Z US Equity\n",
      "MA UN Equity 0515789D US Equity\n",
      "MA UN Equity 1288 HK Equity\n",
      "MA UN Equity 1578754D US Equity\n",
      "MA UN Equity 0799336D US Equity\n",
      "MA UN Equity 1450489D LN Equity\n",
      "MA UN Equity 1041078D CN Equity\n",
      "MA UN Equity 0170016D US Equity\n",
      "MA UN Equity 1545Z SP Equity\n",
      "MA UN Equity 005930 KS Equity\n",
      "MA UN Equity 1433728D US Equity\n",
      "MA UN Equity 0570663D US Equity\n",
      "MA UN Equity 1004Z GA Equity\n",
      "MA UN Equity 1045207D US Equity\n",
      "MA UN Equity 1517316D US Equity\n",
      "MCHP UW Equity\n",
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      "MCHP UW Equity 033170 KS Equity\n",
      "MCHP UW Equity PNM US Equity\n",
      "MCHP UW Equity PPL US Equity\n",
      "MCHP UW Equity PEG US Equity\n",
      "MCHP UW Equity COHU US Equity\n",
      "MCHP UW Equity MU US Equity\n",
      "MCHP UW Equity 6488 TT Equity\n",
      "MCHP UW Equity CCMP US Equity\n",
      "MCHP UW Equity EIX US Equity\n",
      "MCHP UW Equity ES US Equity\n",
      "MCHP UW Equity SOI FP Equity\n",
      "MCHP UW Equity KLAC US Equity\n",
      "MCHP UW Equity PCG US Equity\n",
      "MCHP UW Equity AMKR US Equity\n",
      "MCHP UW Equity 002362 CH Equity\n",
      "MCHP UW Equity TER US Equity\n",
      "MCHP UW Equity UTL US Equity\n",
      "MCHP UW Equity WDC US Equity\n",
      "MCHP UW Equity 2449 TT Equity\n",
      "MCHP UW Equity SIE GR Equity\n",
      "MCHP UW Equity RTX US Equity\n",
      "MCHP UW Equity BA US Equity\n",
      "MCHP UW Equity GE US Equity\n",
      "MCHP UW Equity 4901 JP Equity\n",
      "MCHP UW Equity 3702 TT Equity\n",
      "MCHP UW Equity RBOS GR Equity\n",
      "MCHP UW Equity EMR US Equity\n",
      "MCHP UW Equity AAPL US Equity\n",
      "MCHP UW Equity 3036 TT Equity\n",
      "MCHP UW Equity DELL US Equity\n",
      "MCHP UW Equity 3033 TT Equity\n",
      "MCHP UW Equity JCI US Equity\n",
      "MCHP UW Equity 005930 KS Equity\n",
      "MCHP UW Equity AVT US Equity\n",
      "MCHP UW Equity ARW US Equity\n",
      "MCHP UW Equity 8140 JP Equity\n",
      "MCHP UW Equity ABBN SW Equity\n",
      "MCHP UW Equity 066570 KS Equity\n",
      "MCHP UW Equity PHIA NA Equity\n",
      "MPWR UW Equity\n",
      "MPWR UW Equity BESI NA Equity\n",
      "MPWR UW Equity PCG US Equity\n",
      "MPWR UW Equity 002185 CH Equity\n",
      "MPWR UW Equity COHU US Equity\n",
      "MPWR UW Equity 000062 CH Equity\n",
      "MPWR UW Equity MG CN Equity\n",
      "MPWR UW Equity 1211 HK Equity\n",
      "MPWR UW Equity 6902 JP Equity\n",
      "MPWR UW Equity SERL SP Equity\n",
      "MPWR UW Equity AVT US Equity\n",
      "MPWR UW Equity 012330 KS Equity\n",
      "MPWR UW Equity 3036 TT Equity\n",
      "MPWR UW Equity 8068 JP Equity\n",
      "MPWR UW Equity 005930 KS Equity\n",
      "MPWR UW Equity LEA US Equity\n",
      "MPWR UW Equity 6758 JP Equity\n",
      "MPWR UW Equity APTV US Equity\n",
      "MPWR UW Equity SMCI US Equity\n",
      "MPWR UW Equity CON GR Equity\n",
      "MPWR UW Equity 3702 TT Equity\n",
      "MPWR UW Equity RBOS GR Equity\n",
      "MPWR UW Equity 1003Z GR Equity\n",
      "MPWR UW Equity 3048 TT Equity\n",
      "MPWR UW Equity FR FP Equity\n",
      "MPWR UW Equity MSFT US Equity\n",
      "MRVL UW Equity\n",
      "MRVL UW Equity 4979 TT Equity\n",
      "MRVL UW Equity 058470 KS Equity\n",
      "MRVL UW Equity AEHR US Equity\n",
      "MRVL UW Equity 6271 TT Equity\n",
      "MRVL UW Equity 2449 TT Equity\n",
      "MRVL UW Equity TER US Equity\n",
      "MRVL UW Equity 3711 TT Equity\n",
      "MRVL UW Equity 2330 TT Equity\n",
      "MRVL UW Equity 3264 TT Equity\n",
      "MRVL UW Equity 3105 TT Equity\n",
      "MRVL UW Equity GFS US Equity\n",
      "MRVL UW Equity 3564 TT Equity\n",
      "MRVL UW Equity 3644559Z US Equity\n",
      "MRVL UW Equity 2456 TT Equity\n",
      "MRVL UW Equity 600584 CH Equity\n",
      "MRVL UW Equity 002079 CH Equity\n",
      "MRVL UW Equity 6857 JP Equity\n",
      "MRVL UW Equity 002156 CH Equity\n",
      "MRVL UW Equity 0345879Z US Equity\n",
      "MRVL UW Equity 005930 KS Equity\n",
      "MRVL UW Equity MSFT US Equity\n",
      "MRVL UW Equity 1519337D JP Equity\n",
      "MRVL UW Equity 000660 KS Equity\n",
      "MRVL UW Equity ARW US Equity\n",
      "MRVL UW Equity 6088 HK Equity\n",
      "MRVL UW Equity 000938 CH Equity\n",
      "MRVL UW Equity 000063 CH Equity\n",
      "MRVL UW Equity 005930 KS Equity\n",
      "MRVL UW Equity 992 HK Equity\n",
      "MRVL UW Equity 3048 TT Equity\n",
      "MRVL UW Equity 300308 CH Equity\n",
      "MRVL UW Equity DELL US Equity\n",
      "MRVL UW Equity 5289 TT Equity\n",
      "MRVL UW Equity 6416 TT Equity\n",
      "MRVL UW Equity 3036 TT Equity\n",
      "MRVL UW Equity KMCACZ CH Equity\n",
      "MRVL UW Equity 3352Z US Equity\n",
      "MRVL UW Equity 6113 TT Equity\n",
      "MRVL UW Equity EXTR US Equity\n",
      "MRVL UW Equity AVT US Equity\n",
      "MSFT UW Equity\n",
      "MSFT UW Equity 6501 JP Equity\n",
      "MSFT UW Equity GLW US Equity\n",
      "MSFT UW Equity TTWO US Equity\n",
      "MSFT UW Equity WDC US Equity\n",
      "MSFT UW Equity AMD US Equity\n",
      "MSFT UW Equity 4938 TT Equity\n",
      "MSFT UW Equity ANET US Equity\n",
      "MSFT UW Equity CSCO US Equity\n",
      "MSFT UW Equity INTC US Equity\n",
      "MSFT UW Equity NVDA US Equity\n",
      "MSFT UW Equity EA US Equity\n",
      "MSFT UW Equity 2357 TT Equity\n",
      "MSFT UW Equity 000660 KS Equity\n",
      "MSFT UW Equity 2317 TT Equity\n",
      "MSFT UW Equity 005930 KS Equity\n",
      "MSFT UW Equity 2382 TT Equity\n",
      "MSFT UW Equity STX US Equity\n",
      "MSFT UW Equity HPE US Equity\n",
      "MSFT UW Equity 2392 TT Equity\n",
      "MSFT UW Equity ORCL US Equity\n",
      "MSFT UW Equity TGT US Equity\n",
      "MSFT UW Equity CDW US Equity\n",
      "MSFT UW Equity WMT US Equity\n",
      "MSFT UW Equity GME US Equity\n",
      "MSFT UW Equity 2353 TT Equity\n",
      "MSFT UW Equity SNX US Equity\n",
      "MSFT UW Equity ARW US Equity\n",
      "MSFT UW Equity 005930 KS Equity\n",
      "MSFT UW Equity BBY US Equity\n",
      "MSFT UW Equity 992 HK Equity\n",
      "MSFT UW Equity 7552 JP Equity\n",
      "MSFT UW Equity HPQ US Equity\n",
      "MSFT UW Equity NSIT US Equity\n",
      "MSFT UW Equity CCC LN Equity\n",
      "MSFT UW Equity CEC GR Equity\n",
      "MSFT UW Equity 6702 JP Equity\n",
      "MSFT UW Equity 2377 TT Equity\n",
      "MSFT UW Equity DELL US Equity\n",
      "MSFT UW Equity COST US Equity\n",
      "MSFT UW Equity 2357 TT Equity\n",
      "MSI UN Equity\n",
      "MSI UN Equity SANM US Equity\n",
      "MSI UN Equity ATEX US Equity\n",
      "MSI UN Equity 2454 TT Equity\n",
      "MSI UN Equity ZBRA US Equity\n",
      "MSI UN Equity AVGO US Equity\n",
      "MSI UN Equity CTS US Equity\n",
      "MSI UN Equity KOPN US Equity\n",
      "MSI UN Equity CRUS US Equity\n",
      "MSI UN Equity MTSI US Equity\n",
      "MSI UN Equity QRVO US Equity\n",
      "MSI UN Equity 2317 TT Equity\n",
      "MSI UN Equity AVNW US Equity\n",
      "MSI UN Equity APH US Equity\n",
      "MSI UN Equity CBL US Equity\n",
      "MSI UN Equity FLEX US Equity\n",
      "MSI UN Equity 4958 TT Equity\n",
      "MSI UN Equity ORCL US Equity\n",
      "MSI UN Equity SWKS US Equity\n",
      "MSI UN Equity 2327 TT Equity\n",
      "MSI UN Equity 698 HK Equity\n",
      "MSI UN Equity BBY US Equity\n",
      "MSI UN Equity 1398Z AU Equity\n",
      "MSI UN Equity 0946357D LN Equity\n",
      "MSI UN Equity 13210MF US Equity\n",
      "MSI UN Equity 0214197D US Equity\n",
      "MSI UN Equity 1014472D US Equity\n",
      "MSI UN Equity 0219682Z US Equity\n",
      "MSI UN Equity 0998880D US Equity\n",
      "MSI UN Equity CEC GR Equity\n",
      "MSI UN Equity 1241628D US Equity\n",
      "MSI UN Equity CNXN US Equity\n",
      "MSI UN Equity 049470 KS Equity\n",
      "MSI UN Equity 14105MF US Equity\n",
      "MSI UN Equity 10207MF US Equity\n",
      "MSI UN Equity 039980 KS Equity\n",
      "MSI UN Equity 14014MF US Equity\n",
      "MSI UN Equity 0228856Z US Equity\n",
      "MSI UN Equity SNX US Equity\n",
      "MSI UN Equity 3352Z US Equity\n",
      "MSI UN Equity 201MF US Equity\n",
      "MU UW Equity\n",
      "MU UW Equity 8035 JP Equity\n",
      "MU UW Equity AMAT US Equity\n",
      "MU UW Equity LRCX US Equity\n",
      "MU UW Equity TER US Equity\n",
      "MU UW Equity 3436 JP Equity\n",
      "MU UW Equity ONTO US Equity\n",
      "MU UW Equity WAF GR Equity\n",
      "MU UW Equity CCMP US Equity\n",
      "MU UW Equity KLIC US Equity\n",
      "MU UW Equity 6239 TT Equity\n",
      "MU UW Equity ASML NA Equity\n",
      "MU UW Equity 6488 TT Equity\n",
      "MU UW Equity 6857 JP Equity\n",
      "MU UW Equity 8150 TT Equity\n",
      "MU UW Equity 036710 KS Equity\n",
      "MU UW Equity SIMO US Equity\n",
      "MU UW Equity 222800 KS Equity\n",
      "MU UW Equity KLAC US Equity\n",
      "MU UW Equity 089030 KS Equity\n",
      "MU UW Equity PLXS US Equity\n",
      "MU UW Equity NVDA US Equity\n",
      "MU UW Equity INTC US Equity\n",
      "MU UW Equity AAPL US Equity\n",
      "MU UW Equity HPQ US Equity\n",
      "MU UW Equity 2356 TT Equity\n",
      "MU UW Equity SNX US Equity\n",
      "MU UW Equity HPE US Equity\n",
      "MU UW Equity 6902 JP Equity\n",
      "MU UW Equity 992 HK Equity\n",
      "MU UW Equity 3132 JP Equity\n",
      "MU UW Equity 1810 HK Equity\n",
      "MU UW Equity CSCO US Equity\n",
      "MU UW Equity 2357 TT Equity\n",
      "MU UW Equity 066570 KS Equity\n",
      "MU UW Equity 3702 TT Equity\n",
      "MU UW Equity QCOM US Equity\n",
      "MU UW Equity 000977 CH Equity\n",
      "MU UW Equity ARW US Equity\n",
      "MU UW Equity DELL US Equity\n",
      "MU UW Equity 307574Z US Equity\n",
      "NLOK UW Equity\n",
      "NLOK UW Equity NTAP US Equity\n",
      "NLOK UW Equity PATH US Equity\n",
      "NLOK UW Equity CMW AU Equity\n",
      "NLOK UW Equity TTGT US Equity\n",
      "NLOK UW Equity EEFT US Equity\n",
      "NLOK UW Equity AVGO US Equity\n",
      "NLOK UW Equity HPE US Equity\n",
      "NLOK UW Equity RHP AU Equity\n",
      "NLOK UW Equity SPLK US Equity\n",
      "NLOK UW Equity BNFT US Equity\n",
      "NLOK UW Equity 600718 CH Equity\n",
      "NLOK UW Equity AMZN US Equity\n",
      "NLOK UW Equity SSH1V FH Equity\n",
      "NLOK UW Equity ENV US Equity\n",
      "NLOK UW Equity ZUO US Equity\n",
      "NLOK UW Equity 033230 KS Equity\n",
      "NLOK UW Equity 354 HK Equity\n",
      "NLOK UW Equity TDC US Equity\n",
      "NLOK UW Equity CHKP US Equity\n",
      "NLOK UW Equity ASGR IJ Equity\n",
      "NLOK UW Equity 3021 TT Equity\n",
      "NLOK UW Equity CNXN US Equity\n",
      "NLOK UW Equity 728 HK Equity\n",
      "NLOK UW Equity CA FP Equity\n",
      "NLOK UW Equity 3682 TT Equity\n",
      "NLOK UW Equity ARW US Equity\n",
      "NLOK UW Equity 3147 TT Equity\n",
      "NLOK UW Equity SNX US Equity\n",
      "NLOK UW Equity 002024 CH Equity\n",
      "NLOK UW Equity CCC LN Equity\n",
      "NLOK UW Equity PLUS US Equity\n",
      "NLOK UW Equity 3029 TT Equity\n",
      "NLOK UW Equity 041460 KS Equity\n",
      "NLOK UW Equity 0955485D US Equity\n",
      "NLOK UW Equity CEC GR Equity\n",
      "NLOK UW Equity BBY US Equity\n",
      "NLOK UW Equity 2468 TT Equity\n",
      "NLOK UW Equity 2480 TT Equity\n",
      "NLOK UW Equity SCSC US Equity\n",
      "NLOK UW Equity NSIT US Equity\n",
      "NOW UN Equity\n",
      "NOW UN Equity BB CN Equity\n",
      "NOW UN Equity 9432 JP Equity\n",
      "NOW UN Equity 1739701D US Equity\n",
      "NOW UN Equity CFLT US Equity\n",
      "NOW UN Equity EGHT US Equity\n",
      "NOW UN Equity 5091Z US Equity\n",
      "NOW UN Equity OPI US Equity\n",
      "NOW UN Equity DXC US Equity\n",
      "NOW UN Equity ORCL US Equity\n",
      "NOW UN Equity CVLT US Equity\n",
      "NOW UN Equity ABST CN Equity\n",
      "NOW UN Equity DVT FP Equity\n",
      "NOW UN Equity BTSB SS Equity\n",
      "NOW UN Equity 0408962Z US Equity\n",
      "NOW UN Equity EPR IM Equity\n",
      "NOW UN Equity BT/A LN Equity\n",
      "NOW UN Equity ANET US Equity\n",
      "NOW UN Equity EGAN US Equity\n",
      "NOW UN Equity ADBE US Equity\n",
      "NOW UN Equity DT US Equity\n",
      "NOW UN Equity CTG US Equity\n",
      "NOW UN Equity 1739701D US Equity\n",
      "NOW UN Equity ASGN US Equity\n",
      "NOW UN Equity CNXN US Equity\n",
      "NOW UN Equity ACN US Equity\n",
      "NOW UN Equity BT/A LN Equity\n",
      "NOW UN Equity 0716116D US Equity\n",
      "NOW UN Equity CTXS US Equity\n",
      "NOW UN Equity CDW US Equity\n",
      "NOW UN Equity ATO FP Equity\n",
      "NOW UN Equity DTE GR Equity\n",
      "NOW UN Equity 1035176Z US Equity\n",
      "NOW UN Equity 9613 JP Equity\n",
      "NOW UN Equity 0390920D LN Equity\n",
      "NOW UN Equity DTC SJ Equity\n",
      "NOW UN Equity 1710Z SW Equity\n",
      "NOW UN Equity 3352Z US Equity\n",
      "NOW UN Equity BLTG LN Equity\n",
      "NOW UN Equity CFLT US Equity\n",
      "NOW UN Equity CCC LN Equity\n",
      "NTAP UW Equity\n",
      "NTAP UW Equity STX US Equity\n",
      "NTAP UW Equity 005930 KS Equity\n",
      "NTAP UW Equity ADBE US Equity\n",
      "NTAP UW Equity DUK US Equity\n",
      "NTAP UW Equity 600718 CH Equity\n",
      "NTAP UW Equity MU US Equity\n",
      "NTAP UW Equity ZBRA US Equity\n",
      "NTAP UW Equity 601138 CH Equity\n",
      "NTAP UW Equity 1972 HK Equity\n",
      "NTAP UW Equity EGG AU Equity\n",
      "NTAP UW Equity NVDA US Equity\n",
      "NTAP UW Equity 6231 TT Equity\n",
      "NTAP UW Equity AVGO US Equity\n",
      "NTAP UW Equity FRT US Equity\n",
      "NTAP UW Equity CSCO US Equity\n",
      "NTAP UW Equity AMZN US Equity\n",
      "NTAP UW Equity PTC US Equity\n",
      "NTAP UW Equity ANET US Equity\n",
      "NTAP UW Equity CVLT US Equity\n",
      "NTAP UW Equity JBL US Equity\n",
      "NTAP UW Equity 3107 JP Equity\n",
      "NTAP UW Equity AMZN US Equity\n",
      "NTAP UW Equity 6501 JP Equity\n",
      "NTAP UW Equity CAP FP Equity\n",
      "NTAP UW Equity ARW US Equity\n",
      "NTAP UW Equity TCS IN Equity\n",
      "NTAP UW Equity DXC US Equity\n",
      "NTAP UW Equity CCC LN Equity\n",
      "NTAP UW Equity MSFT US Equity\n",
      "NTAP UW Equity ACN US Equity\n",
      "NTAP UW Equity INTC US Equity\n",
      "NTAP UW Equity CTSH US Equity\n",
      "NTAP UW Equity ATO FP Equity\n",
      "NTAP UW Equity SNX US Equity\n",
      "NTAP UW Equity 900938 CH Equity\n",
      "NTAP UW Equity PLUS US Equity\n",
      "NTAP UW Equity 6701 JP Equity\n",
      "NTAP UW Equity VZ US Equity\n",
      "NTAP UW Equity CDW US Equity\n",
      "NTAP UW Equity GOOGL US Equity\n",
      "NVDA UW Equity\n",
      "NVDA UW Equity 095340 KS Equity\n",
      "NVDA UW Equity 2408 TT Equity\n",
      "NVDA UW Equity 2382 TT Equity\n",
      "NVDA UW Equity 000660 KS Equity\n",
      "NVDA UW Equity 992 HK Equity\n",
      "NVDA UW Equity 2449 TT Equity\n",
      "NVDA UW Equity 2327 TT Equity\n",
      "NVDA UW Equity WDC US Equity\n",
      "NVDA UW Equity 3189 TT Equity\n",
      "NVDA UW Equity TTMI US Equity\n",
      "NVDA UW Equity ADBE US Equity\n",
      "NVDA UW Equity 2330 TT Equity\n",
      "NVDA UW Equity 4062 JP Equity\n",
      "NVDA UW Equity 1211 HK Equity\n",
      "NVDA UW Equity 3711 TT Equity\n",
      "NVDA UW Equity MU US Equity\n",
      "NVDA UW Equity SMIN LN Equity\n",
      "NVDA UW Equity 6857 JP Equity\n",
      "NVDA UW Equity AMKR US Equity\n",
      "NVDA UW Equity KEYS US Equity\n",
      "NVDA UW Equity KMCACZ CH Equity\n",
      "NVDA UW Equity 2356 TT Equity\n",
      "NVDA UW Equity SNX US Equity\n",
      "NVDA UW Equity 6758 JP Equity\n",
      "NVDA UW Equity SMCI US Equity\n",
      "NVDA UW Equity 2357 TT Equity\n",
      "NVDA UW Equity HPE US Equity\n",
      "NVDA UW Equity 000977 CH Equity\n",
      "NVDA UW Equity AMZN US Equity\n",
      "NVDA UW Equity META US Equity\n",
      "NVDA UW Equity 2377 TT Equity\n",
      "NVDA UW Equity 2376 TT Equity\n",
      "NVDA UW Equity ATO FP Equity\n",
      "NVDA UW Equity HPQ US Equity\n",
      "NVDA UW Equity 2353 TT Equity\n",
      "NVDA UW Equity 6669 TT Equity\n",
      "NVDA UW Equity DELL US Equity\n",
      "NVDA UW Equity CSCO US Equity\n",
      "NVDA UW Equity GOOGL US Equity\n",
      "NVDA UW Equity 992 HK Equity\n",
      "NXPI UW Equity\n",
      "NXPI UW Equity SOI FP Equity\n",
      "NXPI UW Equity DSY FP Equity\n",
      "NXPI UW Equity COHU US Equity\n",
      "NXPI UW Equity TER US Equity\n",
      "NXPI UW Equity 3711 TT Equity\n",
      "NXPI UW Equity KEYS US Equity\n",
      "NXPI UW Equity WAF GR Equity\n",
      "NXPI UW Equity 002156 CH Equity\n",
      "NXPI UW Equity 8140 JP Equity\n",
      "NXPI UW Equity 6488 TT Equity\n",
      "NXPI UW Equity KLAC US Equity\n",
      "NXPI UW Equity BESI NA Equity\n",
      "NXPI UW Equity 6182 TT Equity\n",
      "NXPI UW Equity MU US Equity\n",
      "NXPI UW Equity 3436 JP Equity\n",
      "NXPI UW Equity 2330 TT Equity\n",
      "NXPI UW Equity 2449 TT Equity\n",
      "NXPI UW Equity GFS US Equity\n",
      "NXPI UW Equity ONTO US Equity\n",
      "NXPI UW Equity AMKR US Equity\n",
      "NXPI UW Equity AAPL US Equity\n",
      "NXPI UW Equity 005930 KS Equity\n",
      "NXPI UW Equity 2760 JP Equity\n",
      "NXPI UW Equity 1810 HK Equity\n",
      "NXPI UW Equity 8015 JP Equity\n",
      "NXPI UW Equity RBOS GR Equity\n",
      "NXPI UW Equity APTV US Equity\n",
      "NXPI UW Equity VC US Equity\n",
      "NXPI UW Equity 6752 JP Equity\n",
      "NXPI UW Equity 3036 TT Equity\n",
      "NXPI UW Equity 6902 JP Equity\n",
      "NXPI UW Equity 3702 TT Equity\n",
      "NXPI UW Equity PCAR US Equity\n",
      "NXPI UW Equity ARW US Equity\n",
      "NXPI UW Equity 012330 KS Equity\n",
      "NXPI UW Equity 066570 KS Equity\n",
      "NXPI UW Equity 3048 TT Equity\n",
      "NXPI UW Equity CON GR Equity\n",
      "NXPI UW Equity AVT US Equity\n",
      "NXPI UW Equity ERICB SS Equity\n",
      "ON UW Equity\n",
      "ON UW Equity 2330 TT Equity\n",
      "ON UW Equity 4063 JP Equity\n",
      "ON UW Equity 033170 KS Equity\n",
      "ON UW Equity AEHR US Equity\n",
      "ON UW Equity TSEM IT Equity\n",
      "ON UW Equity COHU US Equity\n",
      "ON UW Equity ORCL US Equity\n",
      "ON UW Equity KLAC US Equity\n",
      "ON UW Equity CCMP US Equity\n",
      "ON UW Equity 2303 TT Equity\n",
      "ON UW Equity 6146 JP Equity\n",
      "ON UW Equity KEYS US Equity\n",
      "ON UW Equity WAF GR Equity\n",
      "ON UW Equity AMKR US Equity\n",
      "ON UW Equity 6488 TT Equity\n",
      "ON UW Equity WOLF US Equity\n",
      "ON UW Equity 2449 TT Equity\n",
      "ON UW Equity GFS US Equity\n",
      "ON UW Equity HEN3 GR Equity\n",
      "ON UW Equity 600584 CH Equity\n",
      "ON UW Equity CON GR Equity\n",
      "ON UW Equity LMT US Equity\n",
      "ON UW Equity JBL US Equity\n",
      "ON UW Equity AAPL US Equity\n",
      "ON UW Equity 012330 KS Equity\n",
      "ON UW Equity KMCACZ CH Equity\n",
      "ON UW Equity 009150 KS Equity\n",
      "ON UW Equity 6501 JP Equity\n",
      "ON UW Equity 3132 JP Equity\n",
      "ON UW Equity 3036 TT Equity\n",
      "ON UW Equity 3702 TT Equity\n",
      "ON UW Equity AVT US Equity\n",
      "ON UW Equity FR FP Equity\n",
      "ON UW Equity FLEX US Equity\n",
      "ON UW Equity MG CN Equity\n",
      "ON UW Equity 6902 JP Equity\n",
      "ON UW Equity RBOS GR Equity\n",
      "ON UW Equity ARW US Equity\n",
      "ON UW Equity GE US Equity\n",
      "ON UW Equity 2317 TT Equity\n",
      "ORCL UN Equity\n",
      "ORCL UN Equity ANET US Equity\n",
      "ORCL UN Equity PBI US Equity\n",
      "ORCL UN Equity AVGO US Equity\n",
      "ORCL UN Equity BELFA US Equity\n",
      "ORCL UN Equity DLR US Equity\n",
      "ORCL UN Equity 600601 CH Equity\n",
      "ORCL UN Equity AMD US Equity\n",
      "ORCL UN Equity 600718 CH Equity\n",
      "ORCL UN Equity NVDA US Equity\n",
      "ORCL UN Equity FFIV US Equity\n",
      "ORCL UN Equity NTAP US Equity\n",
      "ORCL UN Equity WDC US Equity\n",
      "ORCL UN Equity EMBASSY IN Equity\n",
      "ORCL UN Equity CLS CN Equity\n",
      "ORCL UN Equity KEYS US Equity\n",
      "ORCL UN Equity CIEN US Equity\n",
      "ORCL UN Equity ZBRA US Equity\n",
      "ORCL UN Equity INTC US Equity\n",
      "ORCL UN Equity STX US Equity\n",
      "ORCL UN Equity OFSS IN Equity\n",
      "ORCL UN Equity 857 HK Equity\n",
      "ORCL UN Equity PSX US Equity\n",
      "ORCL UN Equity TCS IN Equity\n",
      "ORCL UN Equity WMT US Equity\n",
      "ORCL UN Equity VLO US Equity\n",
      "ORCL UN Equity GOOGL US Equity\n",
      "ORCL UN Equity MSFT US Equity\n",
      "ORCL UN Equity ELV US Equity\n",
      "ORCL UN Equity CTSH US Equity\n",
      "ORCL UN Equity ACN US Equity\n",
      "ORCL UN Equity PFE US Equity\n",
      "ORCL UN Equity 4716 JP Equity\n",
      "ORCL UN Equity XOM US Equity\n",
      "ORCL UN Equity HD US Equity\n",
      "ORCL UN Equity CVS US Equity\n",
      "ORCL UN Equity UNH US Equity\n",
      "ORCL UN Equity SNX US Equity\n",
      "ORCL UN Equity ABC US Equity\n",
      "ORCL UN Equity ARW US Equity\n",
      "ORCL UN Equity AMZN US Equity\n",
      "PAYC UN Equity\n",
      "PAYX UW Equity\n",
      "PAYX UW Equity RHT US Equity\n",
      "PAYX UW Equity CIO US Equity\n",
      "PAYX UW Equity DELL US Equity\n",
      "PAYX UW Equity CTSH US Equity\n",
      "PAYX UW Equity IBE SM Equity\n",
      "PAYX UW Equity WEX US Equity\n",
      "PAYX UW Equity PATH US Equity\n",
      "PAYX UW Equity OTEX CN Equity\n",
      "PAYX UW Equity SPLS US Equity\n",
      "POWI UW Equity\n",
      "POWI UW Equity 6963 JP Equity\n",
      "POWI UW Equity 6724 JP Equity\n",
      "POWI UW Equity 002185 CH Equity\n",
      "POWI UW Equity UNI MK Equity\n",
      "POWI UW Equity PCG US Equity\n",
      "POWI UW Equity KXS CN Equity\n",
      "POWI UW Equity XFA GR Equity\n",
      "POWI UW Equity AVT US Equity\n",
      "POWI UW Equity KEIKOZ CH Equity\n",
      "POWI UW Equity KMCACZ CH Equity\n",
      "POWI UW Equity 6474 TT Equity\n",
      "POWI UW Equity 1912 HK Equity\n",
      "POWI UW Equity 000063 CH Equity\n",
      "POWI UW Equity ARW US Equity\n",
      "POWI UW Equity 0388075D CH Equity\n",
      "PTC UW Equity\n",
      "PTC UW Equity DDD US Equity\n",
      "PTC UW Equity 1238463D US Equity\n",
      "PTC UW Equity NVDA US Equity\n",
      "PTC UW Equity 1440661D US Equity\n",
      "PTC UW Equity 1540877D US Equity\n",
      "PTC UW Equity MLKN US Equity\n",
      "PTC UW Equity MSFT US Equity\n",
      "PTC UW Equity GFI FP Equity\n",
      "PTC UW Equity KNL US Equity\n",
      "PTC UW Equity 0747436D CN Equity\n",
      "PTC UW Equity 5457Z US Equity\n",
      "PTC UW Equity 1938521D CN Equity\n",
      "PTC UW Equity 1255131D US Equity\n",
      "PTC UW Equity HPE US Equity\n",
      "PTC UW Equity LTI IN Equity\n",
      "PTC UW Equity LT IN Equity\n",
      "PTC UW Equity ATO FP Equity\n",
      "PTC UW Equity ANSS US Equity\n",
      "PTC UW Equity 000851 CH Equity\n",
      "PTC UW Equity 6501 JP Equity\n",
      "PTC UW Equity VOW GR Equity\n",
      "PTC UW Equity 7011 JP Equity\n",
      "PTC UW Equity NKE US Equity\n",
      "PTC UW Equity ROK US Equity\n",
      "PTC UW Equity MCK US Equity\n",
      "PTC UW Equity JBL US Equity\n",
      "PTC UW Equity BA US Equity\n",
      "PTC UW Equity ABBN SW Equity\n",
      "PTC UW Equity 7203 JP Equity\n",
      "PTC UW Equity STLA US Equity\n",
      "PTC UW Equity RTX US Equity\n",
      "PTC UW Equity LMT US Equity\n",
      "PTC UW Equity BMW GR Equity\n",
      "PTC UW Equity TKA GR Equity\n",
      "PTC UW Equity DE US Equity\n",
      "PTC UW Equity LDO IM Equity\n",
      "PTC UW Equity BA/ LN Equity\n",
      "PTC UW Equity 6702 JP Equity\n",
      "PTC UW Equity CAT US Equity\n",
      "PTC UW Equity 2357 TT Equity\n",
      "PYPL UW Equity\n",
      "PYPL UW Equity BOKU LN Equity\n",
      "PYPL UW Equity DSY FP Equity\n",
      "PYPL UW Equity DEC FP Equity\n",
      "PYPL UW Equity 600850 CH Equity\n",
      "PYPL UW Equity ACIW US Equity\n",
      "PYPL UW Equity EEFT US Equity\n",
      "PYPL UW Equity TEMN SW Equity\n",
      "PYPL UW Equity BIGC US Equity\n",
      "PYPL UW Equity ENV US Equity\n",
      "PYPL UW Equity AKAM US Equity\n",
      "PYPL UW Equity CFLT US Equity\n",
      "PYPL UW Equity CLPS US Equity\n",
      "PYPL UW Equity 0218485D US Equity\n",
      "PYPL UW Equity SWCH US Equity\n",
      "PYPL UW Equity 2656 JP Equity\n",
      "PYPL UW Equity DFIN US Equity\n",
      "PYPL UW Equity ADBE US Equity\n",
      "PYPL UW Equity ADYEN NA Equity\n",
      "PYPL UW Equity PEGA US Equity\n",
      "PYPL UW Equity ELIOR FP Equity\n",
      "PYPL UW Equity EB US Equity\n",
      "PYPL UW Equity 799 HK Equity\n",
      "PYPL UW Equity EVCM US Equity\n",
      "PYPL UW Equity AVT US Equity\n",
      "PYPL UW Equity ELF US Equity\n",
      "PYPL UW Equity MULN US Equity\n",
      "PYPL UW Equity BIKE GR Equity\n",
      "PYPL UW Equity CHGG US Equity\n",
      "PYPL UW Equity 302 HK Equity\n",
      "PYPL UW Equity LITB US Equity\n",
      "PYPL UW Equity ISHA GR Equity\n",
      "PYPL UW Equity GDDY US Equity\n",
      "PYPL UW Equity FLYW US Equity\n",
      "PYPL UW Equity CMG US Equity\n",
      "PYPL UW Equity ACIW US Equity\n",
      "PYPL UW Equity ING FP Equity\n",
      "PYPL UW Equity COIN US Equity\n",
      "PYPL UW Equity BIGC US Equity\n",
      "PYPL UW Equity HNST US Equity\n",
      "PYPL UW Equity 1655490D CH Equity\n",
      "QCOM UW Equity\n",
      "QCOM UW Equity 2303 TT Equity\n",
      "QCOM UW Equity 2330 TT Equity\n",
      "QCOM UW Equity 2449 TT Equity\n",
      "QCOM UW Equity TER US Equity\n",
      "QCOM UW Equity AKAM US Equity\n",
      "QCOM UW Equity KEYS US Equity\n",
      "QCOM UW Equity ORCL US Equity\n",
      "QCOM UW Equity 095340 KS Equity\n",
      "QCOM UW Equity 600584 CH Equity\n",
      "QCOM UW Equity MU US Equity\n",
      "QCOM UW Equity 058470 KS Equity\n",
      "QCOM UW Equity AMKR US Equity\n",
      "QCOM UW Equity CAP FP Equity\n",
      "QCOM UW Equity KLAC US Equity\n",
      "QCOM UW Equity 3711 TT Equity\n",
      "QCOM UW Equity COHU US Equity\n",
      "QCOM UW Equity HPP US Equity\n",
      "QCOM UW Equity GFS US Equity\n",
      "QCOM UW Equity 011070 KS Equity\n",
      "QCOM UW Equity DSY FP Equity\n",
      "QCOM UW Equity 992 HK Equity\n",
      "QCOM UW Equity AVT US Equity\n",
      "QCOM UW Equity 005930 KS Equity\n",
      "QCOM UW Equity 3702 TT Equity\n",
      "QCOM UW Equity 700 HK Equity\n",
      "QCOM UW Equity GOOGL US Equity\n",
      "QCOM UW Equity HPQ US Equity\n",
      "QCOM UW Equity 2357 TT Equity\n",
      "QCOM UW Equity ERICB SS Equity\n",
      "QCOM UW Equity ARW US Equity\n",
      "QCOM UW Equity BABA US Equity\n",
      "QCOM UW Equity 762 HK Equity\n",
      "QCOM UW Equity 2317 TT Equity\n",
      "QCOM UW Equity 1810 HK Equity\n",
      "QCOM UW Equity 2454 TT Equity\n",
      "QCOM UW Equity AAPL US Equity\n",
      "QCOM UW Equity 3036 TT Equity\n",
      "QCOM UW Equity 728 HK Equity\n",
      "QCOM UW Equity FLEX US Equity\n",
      "QCOM UW Equity KMCACZ CH Equity\n",
      "QRVO UW Equity\n",
      "QRVO UW Equity KLAC US Equity\n",
      "QRVO UW Equity BESI NA Equity\n",
      "QRVO UW Equity ES US Equity\n",
      "QRVO UW Equity 9501 JP Equity\n",
      "QRVO UW Equity GFS US Equity\n",
      "QRVO UW Equity LNT US Equity\n",
      "QRVO UW Equity 2454 TT Equity\n",
      "QRVO UW Equity EIX US Equity\n",
      "QRVO UW Equity 2303 TT Equity\n",
      "QRVO UW Equity PCG US Equity\n",
      "QRVO UW Equity VECO US Equity\n",
      "QRVO UW Equity DUK US Equity\n",
      "QRVO UW Equity TSEM IT Equity\n",
      "QRVO UW Equity INTT US Equity\n",
      "QRVO UW Equity BRK/A US Equity\n",
      "QRVO UW Equity PNM US Equity\n",
      "QRVO UW Equity SOI FP Equity\n",
      "QRVO UW Equity KEYS US Equity\n",
      "QRVO UW Equity 3105 TT Equity\n",
      "QRVO UW Equity 042700 KS Equity\n",
      "QRVO UW Equity LMT US Equity\n",
      "QRVO UW Equity CSCO US Equity\n",
      "QRVO UW Equity 000063 CH Equity\n",
      "QRVO UW Equity NOC US Equity\n",
      "QRVO UW Equity AVT US Equity\n",
      "QRVO UW Equity BA/ LN Equity\n",
      "QRVO UW Equity CON GR Equity\n",
      "QRVO UW Equity 066570 KS Equity\n",
      "QRVO UW Equity AAPL US Equity\n",
      "QRVO UW Equity KMCACZ CH Equity\n",
      "QRVO UW Equity GOOGL US Equity\n",
      "QRVO UW Equity RTX US Equity\n",
      "QRVO UW Equity ERICB SS Equity\n",
      "QRVO UW Equity 1810 HK Equity\n",
      "QRVO UW Equity NOKIA FH Equity\n",
      "QRVO UW Equity 005930 KS Equity\n",
      "QRVO UW Equity 941 HK Equity\n",
      "QRVO UW Equity 992 HK Equity\n",
      "QRVO UW Equity MSFT US Equity\n",
      "QRVO UW Equity UEIC US Equity\n",
      "ROP UN Equity\n",
      "ROP UN Equity EXC US Equity\n",
      "ROP UN Equity STL LN Equity\n",
      "ROP UN Equity CNP US Equity\n",
      "ROP UN Equity SWP FP Equity\n",
      "ROP UN Equity LNT US Equity\n",
      "ROP UN Equity PEG US Equity\n",
      "ROP UN Equity PNM US Equity\n",
      "ROP UN Equity 9501 JP Equity\n",
      "ROP UN Equity PCG US Equity\n",
      "ROP UN Equity ETR US Equity\n",
      "ROP UN Equity SO US Equity\n",
      "ROP UN Equity BRK/A US Equity\n",
      "ROP UN Equity VPG US Equity\n",
      "ROP UN Equity ACAD US Equity\n",
      "ROP UN Equity ANIP US Equity\n",
      "ROP UN Equity POR US Equity\n",
      "ROP UN Equity ES US Equity\n",
      "ROP UN Equity XEL US Equity\n",
      "ROP UN Equity FTS CN Equity\n",
      "ROP UN Equity UTL US Equity\n",
      "ROP UN Equity QHCCQ US Equity\n",
      "ROP UN Equity AKSO NO Equity\n",
      "ROP UN Equity MCCS QD Equity\n",
      "ROP UN Equity XPER US Equity\n",
      "ROP UN Equity HPQ US Equity\n",
      "ROP UN Equity 039860 KS Equity\n",
      "ROP UN Equity GNTX US Equity\n",
      "ROP UN Equity WMT US Equity\n",
      "ROP UN Equity TMO US Equity\n",
      "ROP UN Equity ELIOR FP Equity\n",
      "ROP UN Equity 1893345D US Equity\n",
      "ROP UN Equity SNX US Equity\n",
      "ROP UN Equity CNXN US Equity\n",
      "SEDG UW Equity\n",
      "SEDG UW Equity 2478 TT Equity\n",
      "SEDG UW Equity FLEX US Equity\n",
      "SEDG UW Equity 2327 TT Equity\n",
      "SEDG UW Equity 006400 KS Equity\n",
      "SEDG UW Equity IFX GR Equity\n",
      "SEDG UW Equity AOSL US Equity\n",
      "SEDG UW Equity JBL US Equity\n",
      "SEDG UW Equity 040480 KF Equity\n",
      "SEDG UW Equity 3027 TT Equity\n",
      "SEDG UW Equity WCC US Equity\n",
      "SEDG UW Equity NOVA US Equity\n",
      "SEDG UW Equity 3693804Z US Equity\n",
      "SEDG UW Equity ENGI FP Equity\n",
      "SEDG UW Equity 040480 KF Equity\n",
      "SEDG UW Equity RUN US Equity\n",
      "SLAB UW Equity\n",
      "SLAB UW Equity 981 HK Equity\n",
      "SLAB UW Equity 2330 TT Equity\n",
      "SLAB UW Equity XPER US Equity\n",
      "SLAB UW Equity DGII US Equity\n",
      "SLAB UW Equity QUIK US Equity\n",
      "SLAB UW Equity COHU US Equity\n",
      "SLAB UW Equity CDNS US Equity\n",
      "SLAB UW Equity ADBE US Equity\n",
      "SLAB UW Equity AIRG US Equity\n",
      "SLAB UW Equity DBX US Equity\n",
      "SLAB UW Equity 9984 JP Equity\n",
      "SLAB UW Equity TER US Equity\n",
      "SLAB UW Equity SIE GR Equity\n",
      "SLAB UW Equity ARW US Equity\n",
      "SLAB UW Equity ETN US Equity\n",
      "SLAB UW Equity 3048 TT Equity\n",
      "SLAB UW Equity 3209 TT Equity\n",
      "SLAB UW Equity GOOGL US Equity\n",
      "SLAB UW Equity AVT US Equity\n",
      "SLAB UW Equity 1810 HK Equity\n",
      "SLAB UW Equity NOKIA FH Equity\n",
      "SLAB UW Equity AYI US Equity\n",
      "SLAB UW Equity 000063 CH Equity\n",
      "SLAB UW Equity AMZN US Equity\n",
      "SLAB UW Equity DELL US Equity\n",
      "SLAB UW Equity 005930 KS Equity\n",
      "SLAB UW Equity GE US Equity\n",
      "SLAB UW Equity EMR US Equity\n",
      "SLAB UW Equity 066570 KS Equity\n",
      "SLAB UW Equity CSCO US Equity\n",
      "SLAB UW Equity SU FP Equity\n",
      "SLAB UW Equity KMCACZ CH Equity\n",
      "SNPS UW Equity\n",
      "SNPS UW Equity AMD US Equity\n",
      "SNPS UW Equity ADBE US Equity\n",
      "SNPS UW Equity MSFT US Equity\n",
      "SNPS UW Equity KRC US Equity\n",
      "SNPS UW Equity 002362 CH Equity\n",
      "SNPS UW Equity RMBS US Equity\n",
      "SNPS UW Equity IZMO IN Equity\n",
      "SNPS UW Equity 002635 CH Equity\n",
      "SNPS UW Equity POR US Equity\n",
      "SNPS UW Equity PCG US Equity\n",
      "SNPS UW Equity 000660 KS Equity\n",
      "SNPS UW Equity BABA US Equity\n",
      "SNPS UW Equity ANSS US Equity\n",
      "SNPS UW Equity 6423 TT Equity\n",
      "SNPS UW Equity AMZN US Equity\n",
      "SNPS UW Equity XPER US Equity\n",
      "SNPS UW Equity PTC US Equity\n",
      "SNPS UW Equity 9880 JP Equity\n",
      "SNPS UW Equity STL LN Equity\n",
      "SNPS UW Equity GOOGL US Equity\n",
      "SNPS UW Equity GFS US Equity\n",
      "SNPS UW Equity 000670 CH Equity\n",
      "SNPS UW Equity ARW US Equity\n",
      "SNPS UW Equity 3443 TT Equity\n",
      "SNPS UW Equity 0219682Z US Equity\n",
      "SNPS UW Equity 688256 CH Equity\n",
      "SNPS UW Equity ANSS US Equity\n",
      "SNPS UW Equity 4312 JP Equity\n",
      "SNPS UW Equity 2454 TT Equity\n",
      "SNPS UW Equity CON GR Equity\n",
      "SNPS UW Equity INTC US Equity\n",
      "SNPS UW Equity 8299 TT Equity\n",
      "SNPS UW Equity 6198 TT Equity\n",
      "SNPS UW Equity 1571354D LN Equity\n",
      "SNPS UW Equity 0053963D US Equity\n",
      "SNPS UW Equity 3352Z US Equity\n",
      "SNPS UW Equity AMBA US Equity\n",
      "SNPS UW Equity 300613 CH Equity\n",
      "SNPS UW Equity 6723 JP Equity\n",
      "SNPS UW Equity 8054 TT Equity\n",
      "STX UW Equity\n",
      "STX UW Equity VSH US Equity\n",
      "STX UW Equity 043590 KS Equity\n",
      "STX UW Equity ON US Equity\n",
      "STX UW Equity 2312 TT Equity\n",
      "STX UW Equity TER US Equity\n",
      "STX UW Equity 5991 JP Equity\n",
      "STX UW Equity 002635 CH Equity\n",
      "STX UW Equity 1586 TT Equity\n",
      "STX UW Equity 4551 TT Equity\n",
      "STX UW Equity 012450 KS Equity\n",
      "STX UW Equity 3060 TT Equity\n",
      "STX UW Equity 025100 KF Equity\n",
      "STX UW Equity AVGO US Equity\n",
      "STX UW Equity 3305 TT Equity\n",
      "STX UW Equity VECO US Equity\n",
      "STX UW Equity 2069 TT Equity\n",
      "STX UW Equity 4545 TT Equity\n",
      "STX UW Equity STM FP Equity\n",
      "STX UW Equity IVAC US Equity\n",
      "STX UW Equity 140860 KS Equity\n",
      "STX UW Equity 992 HK Equity\n",
      "STX UW Equity SNX US Equity\n",
      "STX UW Equity AMZN US Equity\n",
      "STX UW Equity 900938 CH Equity\n",
      "STX UW Equity 601138 CH Equity\n",
      "STX UW Equity 2357 TT Equity\n",
      "STX UW Equity ARW US Equity\n",
      "STX UW Equity CSCO US Equity\n",
      "STX UW Equity 2382 TT Equity\n",
      "STX UW Equity JD US Equity\n",
      "STX UW Equity HPQ US Equity\n",
      "STX UW Equity META US Equity\n",
      "STX UW Equity 2353 TT Equity\n",
      "STX UW Equity WMT US Equity\n",
      "STX UW Equity MSFT US Equity\n",
      "STX UW Equity 000977 CH Equity\n",
      "STX UW Equity KMCACZ CH Equity\n",
      "STX UW Equity 6701 JP Equity\n",
      "STX UW Equity HPE US Equity\n",
      "STX UW Equity DELL US Equity\n",
      "SWKS UW Equity\n",
      "SWKS UW Equity 2449 TT Equity\n",
      "SWKS UW Equity 042700 KS Equity\n",
      "SWKS UW Equity BESI NA Equity\n",
      "SWKS UW Equity KLAC US Equity\n",
      "SWKS UW Equity 7609 JP Equity\n",
      "SWKS UW Equity 217190 KS Equity\n",
      "SWKS UW Equity 009150 KS Equity\n",
      "SWKS UW Equity 2454 TT Equity\n",
      "SWKS UW Equity 8086 TT Equity\n",
      "SWKS UW Equity COHU US Equity\n",
      "SWKS UW Equity 353200 KS Equity\n",
      "SWKS UW Equity KEYS US Equity\n",
      "SWKS UW Equity 3105 TT Equity\n",
      "SWKS UW Equity GFS US Equity\n",
      "SWKS UW Equity 6387 JP Equity\n",
      "SWKS UW Equity 011070 KS Equity\n",
      "SWKS UW Equity KLIC US Equity\n",
      "SWKS UW Equity 008060 KS Equity\n",
      "SWKS UW Equity 2478 TT Equity\n",
      "SWKS UW Equity TSEM IT Equity\n",
      "SWKS UW Equity GE US Equity\n",
      "SWKS UW Equity 1810 HK Equity\n",
      "SWKS UW Equity MSFT US Equity\n",
      "SWKS UW Equity NOKIA FH Equity\n",
      "SWKS UW Equity ERICB SS Equity\n",
      "SWKS UW Equity NOC US Equity\n",
      "SWKS UW Equity 992 HK Equity\n",
      "SWKS UW Equity 2357 TT Equity\n",
      "SWKS UW Equity GOOGL US Equity\n",
      "SWKS UW Equity AVT US Equity\n",
      "SWKS UW Equity ARW US Equity\n",
      "SWKS UW Equity 005930 KS Equity\n",
      "SWKS UW Equity 2317 TT Equity\n",
      "SWKS UW Equity 3036 TT Equity\n",
      "SWKS UW Equity 3702 TT Equity\n",
      "SWKS UW Equity CSCO US Equity\n",
      "SWKS UW Equity RTX US Equity\n",
      "SWKS UW Equity KMCACZ CH Equity\n",
      "SWKS UW Equity AMZN US Equity\n",
      "SWKS UW Equity AAPL US Equity\n",
      "TDY UN Equity\n",
      "TDY UN Equity 0343287Z US Equity\n",
      "TDY UN Equity TSEM IT Equity\n",
      "TDY UN Equity ON US Equity\n",
      "TDY UN Equity HEI US Equity\n",
      "TDY UN Equity ETR US Equity\n",
      "TDY UN Equity ES US Equity\n",
      "TDY UN Equity D US Equity\n",
      "TDY UN Equity VIAV US Equity\n",
      "TDY UN Equity EMKR US Equity\n",
      "TDY UN Equity FTG CN Equity\n",
      "TDY UN Equity EIX US Equity\n",
      "TDY UN Equity FE US Equity\n",
      "TDY UN Equity NVDA US Equity\n",
      "TDY UN Equity AQN CN Equity\n",
      "TDY UN Equity EXC US Equity\n",
      "TDY UN Equity CNP US Equity\n",
      "TDY UN Equity DUK US Equity\n",
      "TDY UN Equity AMBA US Equity\n",
      "TDY UN Equity CW US Equity\n",
      "TDY UN Equity EMBASSY IN Equity\n",
      "TDY UN Equity 6752 JP Equity\n",
      "TDY UN Equity 079550 KS Equity\n",
      "TDY UN Equity BBY US Equity\n",
      "TDY UN Equity AIR FP Equity\n",
      "TDY UN Equity LTM CI Equity\n",
      "TDY UN Equity HON US Equity\n",
      "TDY UN Equity CNXN US Equity\n",
      "TDY UN Equity GD US Equity\n",
      "TDY UN Equity WCC US Equity\n",
      "TDY UN Equity LHX US Equity\n",
      "TDY UN Equity HO FP Equity\n",
      "TDY UN Equity HD US Equity\n",
      "TDY UN Equity NOC US Equity\n",
      "TDY UN Equity 3352Z US Equity\n",
      "TDY UN Equity BA US Equity\n",
      "TDY UN Equity VSAT US Equity\n",
      "TDY UN Equity LDO IM Equity\n",
      "TDY UN Equity LMT US Equity\n",
      "TDY UN Equity RTX US Equity\n",
      "TDY UN Equity BA/ LN Equity\n",
      "TEL UN Equity\n",
      "TEL UN Equity ADBE US Equity\n",
      "TEL UN Equity CAP FP Equity\n",
      "TEL UN Equity LITE US Equity\n",
      "TEL UN Equity 300240 CH Equity\n",
      "TEL UN Equity NNBR US Equity\n",
      "TEL UN Equity CTS US Equity\n",
      "TEL UN Equity 6279 TT Equity\n",
      "TEL UN Equity AVGO US Equity\n",
      "TEL UN Equity 4720 TT Equity\n",
      "TEL UN Equity 600255 CH Equity\n",
      "TEL UN Equity MXL US Equity\n",
      "TEL UN Equity 2476 TT Equity\n",
      "TEL UN Equity 107640 KS Equity\n",
      "TEL UN Equity 049070 KS Equity\n",
      "TEL UN Equity MCHP US Equity\n",
      "TEL UN Equity 032940 KS Equity\n",
      "TEL UN Equity 1964632D US Equity\n",
      "TEL UN Equity 6272 TT Equity\n",
      "TEL UN Equity 603045 CH Equity\n",
      "TEL UN Equity 6258 JP Equity\n",
      "TEL UN Equity 019180 KS Equity\n",
      "TEL UN Equity BA US Equity\n",
      "TEL UN Equity 000062 CH Equity\n",
      "TEL UN Equity 0751831D US Equity\n",
      "TEL UN Equity CNXN US Equity\n",
      "TEL UN Equity ARW US Equity\n",
      "TEL UN Equity PCAR US Equity\n",
      "TEL UN Equity MSFT US Equity\n",
      "TEL UN Equity 066570 KS Equity\n",
      "TEL UN Equity 000977 CH Equity\n",
      "TEL UN Equity 7537 JP Equity\n",
      "TEL UN Equity 000651 CH Equity\n",
      "TEL UN Equity 002242 CH Equity\n",
      "TEL UN Equity AVT US Equity\n",
      "TEL UN Equity 073070 KS Equity\n",
      "TEL UN Equity 049070 KS Equity\n",
      "TEL UN Equity 000063 CH Equity\n",
      "TEL UN Equity 005930 KS Equity\n",
      "TEL UN Equity AIR FP Equity\n",
      "TEL UN Equity BBD/B CN Equity\n",
      "TER UW Equity\n",
      "TER UW Equity INTT US Equity\n",
      "TER UW Equity 131290 KS Equity\n",
      "TER UW Equity CDNS US Equity\n",
      "TER UW Equity ES US Equity\n",
      "TER UW Equity AES US Equity\n",
      "TER UW Equity PCG US Equity\n",
      "TER UW Equity B US Equity\n",
      "TER UW Equity NVDA US Equity\n",
      "TER UW Equity EXC US Equity\n",
      "TER UW Equity GVTL SP Equity\n",
      "TER UW Equity NG/ LN Equity\n",
      "TER UW Equity FLEX US Equity\n",
      "TER UW Equity TTMI US Equity\n",
      "TER UW Equity KXS CN Equity\n",
      "TER UW Equity AMD US Equity\n",
      "TER UW Equity ADI US Equity\n",
      "TER UW Equity 6407 JP Equity\n",
      "TER UW Equity EIX US Equity\n",
      "TER UW Equity PLXS US Equity\n",
      "TER UW Equity VPG US Equity\n",
      "TER UW Equity WDC US Equity\n",
      "TER UW Equity QCOM US Equity\n",
      "TER UW Equity ADI US Equity\n",
      "TER UW Equity AMKR US Equity\n",
      "TER UW Equity LEA US Equity\n",
      "TER UW Equity 2330 TT Equity\n",
      "TER UW Equity MU US Equity\n",
      "TER UW Equity 7201 JP Equity\n",
      "TER UW Equity 3711 TT Equity\n",
      "TER UW Equity IFX GR Equity\n",
      "TER UW Equity STX US Equity\n",
      "TER UW Equity 042380 KF Equity\n",
      "TER UW Equity 8150 TT Equity\n",
      "TER UW Equity MCHP US Equity\n",
      "TER UW Equity CON GR Equity\n",
      "TER UW Equity 6239 TT Equity\n",
      "TER UW Equity 005930 KS Equity\n",
      "TER UW Equity 2449 TT Equity\n",
      "TER UW Equity NXPI US Equity\n",
      "TER UW Equity TXN US Equity\n",
      "TRMB UW Equity\n",
      "TRMB UW Equity DDOG US Equity\n",
      "TRMB UW Equity 0133437D US Equity\n",
      "TRMB UW Equity EGHT US Equity\n",
      "TRMB UW Equity MXL US Equity\n",
      "TRMB UW Equity 3023 TT Equity\n",
      "TRMB UW Equity HEI US Equity\n",
      "TRMB UW Equity 0060621Z US Equity\n",
      "TRMB UW Equity PTC US Equity\n",
      "TRMB UW Equity BHE US Equity\n",
      "TRMB UW Equity D US Equity\n",
      "TRMB UW Equity AVD US Equity\n",
      "TRMB UW Equity ACCB BB Equity\n",
      "TRMB UW Equity FLEX US Equity\n",
      "TRMB UW Equity CAMP US Equity\n",
      "TRMB UW Equity 002383 CH Equity\n",
      "TRMB UW Equity DGII US Equity\n",
      "TRMB UW Equity DUK US Equity\n",
      "TRMB UW Equity AES US Equity\n",
      "TRMB UW Equity JBL US Equity\n",
      "TRMB UW Equity BRK/A US Equity\n",
      "TRMB UW Equity 603528 CH Equity\n",
      "TRMB UW Equity 5067317Z US Equity\n",
      "TRMB UW Equity CAT US Equity\n",
      "TRMB UW Equity QCOM US Equity\n",
      "TRMB UW Equity DE US Equity\n",
      "TRMB UW Equity 4131589Z US Equity\n",
      "TRMB UW Equity SNX US Equity\n",
      "TRMB UW Equity 4513291Z NO Equity\n",
      "TRMB UW Equity 0494901D SW Equity\n",
      "TRMB UW Equity PCAR US Equity\n",
      "TRMB UW Equity FERREYC1 PE Equity\n",
      "TRMB UW Equity AHT LN Equity\n",
      "TRMB UW Equity 3352Z US Equity\n",
      "TRMB UW Equity CMI US Equity\n",
      "TRMB UW Equity ARKA IJ Equity\n",
      "TRMB UW Equity CNHI US Equity\n",
      "TRMB UW Equity CNXN US Equity\n",
      "TRMB UW Equity 0089886Z SW Equity\n",
      "TRMB UW Equity 7731 JP Equity\n",
      "TRMB UW Equity 9894609Z US Equity\n",
      "TSM UN Equity\n",
      "TSM UN Equity ASML NA Equity\n",
      "TSM UN Equity AI FP Equity\n",
      "TSM UN Equity 4186 JP Equity\n",
      "TSM UN Equity 6361 JP Equity\n",
      "TSM UN Equity AMAT US Equity\n",
      "TSM UN Equity WAF GR Equity\n",
      "TSM UN Equity 6488 TT Equity\n",
      "TSM UN Equity LRCX US Equity\n",
      "TSM UN Equity KLAC US Equity\n",
      "TSM UN Equity 5201 JP Equity\n",
      "TSM UN Equity 7731 JP Equity\n",
      "TSM UN Equity 4063 JP Equity\n",
      "TSM UN Equity TER US Equity\n",
      "TSM UN Equity DOW US Equity\n",
      "TSM UN Equity 6146 JP Equity\n",
      "TSM UN Equity 4005 JP Equity\n",
      "TSM UN Equity ENTG US Equity\n",
      "TSM UN Equity 7735 JP Equity\n",
      "TSM UN Equity AMKR US Equity\n",
      "TSM UN Equity 8035 JP Equity\n",
      "TSM UN Equity QCOM US Equity\n",
      "TSM UN Equity CRUS US Equity\n",
      "TSM UN Equity NVDA US Equity\n",
      "TSM UN Equity 2454 TT Equity\n",
      "TSM UN Equity ADI US Equity\n",
      "TSM UN Equity MRVL US Equity\n",
      "TSM UN Equity HIMX US Equity\n",
      "TSM UN Equity AAPL US Equity\n",
      "TSM UN Equity ON US Equity\n",
      "TSM UN Equity AMD US Equity\n",
      "TSM UN Equity STM FP Equity\n",
      "TSM UN Equity TXN US Equity\n",
      "TSM UN Equity INTC US Equity\n",
      "TSM UN Equity 6723 JP Equity\n",
      "TSM UN Equity IFX GR Equity\n",
      "TSM UN Equity 8299 TT Equity\n",
      "TSM UN Equity NXPI US Equity\n",
      "TSM UN Equity AMS SW Equity\n",
      "TSM UN Equity AVGO US Equity\n",
      "TSM UN Equity 6758 JP Equity\n",
      "TXN UW Equity\n",
      "TXN UW Equity 600584 CH Equity\n",
      "TXN UW Equity 2330 TT Equity\n",
      "TXN UW Equity TER US Equity\n",
      "TXN UW Equity 000990 KS Equity\n",
      "TXN UW Equity 6488 TT Equity\n",
      "TXN UW Equity 3711 TT Equity\n",
      "TXN UW Equity ATCOA SS Equity\n",
      "TXN UW Equity 4186 JP Equity\n",
      "TXN UW Equity KLAC US Equity\n",
      "TXN UW Equity KLIC US Equity\n",
      "TXN UW Equity COHU US Equity\n",
      "TXN UW Equity 8035 JP Equity\n",
      "TXN UW Equity 3436 JP Equity\n",
      "TXN UW Equity AMKR US Equity\n",
      "TXN UW Equity ADBE US Equity\n",
      "TXN UW Equity CCMP US Equity\n",
      "TXN UW Equity MU US Equity\n",
      "TXN UW Equity WAF GR Equity\n",
      "TXN UW Equity 2303 TT Equity\n",
      "TXN UW Equity 002156 CH Equity\n",
      "TXN UW Equity VC US Equity\n",
      "TXN UW Equity 7212 JP Equity\n",
      "TXN UW Equity AAPL US Equity\n",
      "TXN UW Equity ARW US Equity\n",
      "TXN UW Equity 3323 TT Equity\n",
      "TXN UW Equity 992 HK Equity\n",
      "TXN UW Equity AVT US Equity\n",
      "TXN UW Equity 2760 JP Equity\n",
      "TXN UW Equity WLN FP Equity\n",
      "TXN UW Equity MSFT US Equity\n",
      "TXN UW Equity HPQ US Equity\n",
      "TXN UW Equity 8141 JP Equity\n",
      "TXN UW Equity 2464 TT Equity\n",
      "TXN UW Equity 2360 TT Equity\n",
      "TXN UW Equity 3036 TT Equity\n",
      "TXN UW Equity 3702 TT Equity\n",
      "TXN UW Equity 300184 CH Equity\n",
      "TXN UW Equity CEC GR Equity\n",
      "TXN UW Equity 3132 JP Equity\n",
      "TXN UW Equity 3105 JP Equity\n",
      "TYL UN Equity\n",
      "TYL UN Equity ACIW US Equity\n",
      "TYL UN Equity MRC CN Equity\n",
      "TYL UN Equity AMZN US Equity\n",
      "TYL UN Equity 3352Z US Equity\n",
      "TYL UN Equity 8762MF US Equity\n",
      "TYL UN Equity STOOK1 US Equity\n",
      "TYL UN Equity 9375MF US Equity\n",
      "TYL UN Equity 0891420D US Equity\n",
      "TYL UN Equity STOHI1 US Equity\n",
      "TYL UN Equity 8467MF US Equity\n",
      "TYL UN Equity STODE1 US Equity\n",
      "TYL UN Equity STOCO1 US Equity\n",
      "TYL UN Equity STOAR1 US Equity\n",
      "TYL UN Equity 0220114Z US Equity\n",
      "TYL UN Equity 0191294Z US Equity\n",
      "TYL UN Equity 10169MF US Equity\n",
      "TYL UN Equity 1013189D US Equity\n",
      "TYL UN Equity STOMS1 US Equity\n",
      "TYL UN Equity 7662Z US Equity\n",
      "TYL UN Equity 10197MF US Equity\n",
      "TYL UN Equity 4131721Z US Equity\n",
      "TYL UN Equity 3656MF US Equity\n",
      "V UN Equity\n",
      "V UN Equity ATO FP Equity\n",
      "V UN Equity DLO US Equity\n",
      "V UN Equity 002070 CH Equity\n",
      "V UN Equity DEC FP Equity\n",
      "V UN Equity AIM CN Equity\n",
      "V UN Equity FDC US Equity\n",
      "V UN Equity 8 HK Equity\n",
      "V UN Equity IATA IJ Equity\n",
      "V UN Equity 1972 HK Equity\n",
      "V UN Equity BCG IN Equity\n",
      "V UN Equity GBG LN Equity\n",
      "V UN Equity GDOT US Equity\n",
      "V UN Equity GPN US Equity\n",
      "V UN Equity KEYS US Equity\n",
      "V UN Equity AYX US Equity\n",
      "V UN Equity ADBE US Equity\n",
      "V UN Equity BLND LN Equity\n",
      "V UN Equity 6277 TT Equity\n",
      "V UN Equity APPS US Equity\n",
      "V UN Equity FINGB SS Equity\n",
      "V UN Equity EVCM US Equity\n",
      "V UN Equity FIS US Equity\n",
      "V UN Equity BIKE GR Equity\n",
      "V UN Equity 3086 JP Equity\n",
      "V UN Equity DESTQ US Equity\n",
      "V UN Equity DLO US Equity\n",
      "V UN Equity ACIW US Equity\n",
      "V UN Equity 4755 JP Equity\n",
      "V UN Equity GDOT US Equity\n",
      "V UN Equity ALHYP FP Equity\n",
      "V UN Equity COIN US Equity\n",
      "V UN Equity 1786115D NA Equity\n",
      "V UN Equity EVTC US Equity\n",
      "V UN Equity 259206Z SL Equity\n",
      "V UN Equity ARAMCO AB Equity\n",
      "V UN Equity CTLP US Equity\n",
      "V UN Equity CLA FP Equity\n",
      "V UN Equity EB US Equity\n",
      "V UN Equity EXPE US Equity\n",
      "V UN Equity EEFT US Equity\n",
      "VRSN UW Equity\n",
      "WDC UW Equity\n",
      "WDC UW Equity 6502 JP Equity\n",
      "WDC UW Equity 6594 JP Equity\n",
      "WDC UW Equity 000660 KS Equity\n",
      "WDC UW Equity APH US Equity\n",
      "WDC UW Equity VECO US Equity\n",
      "WDC UW Equity 4004 JP Equity\n",
      "WDC UW Equity STM FP Equity\n",
      "WDC UW Equity IVAC US Equity\n",
      "WDC UW Equity 6857 JP Equity\n",
      "WDC UW Equity 007810 KS Equity\n",
      "WDC UW Equity SIMO US Equity\n",
      "WDC UW Equity BESI NA Equity\n",
      "WDC UW Equity 089030 KS Equity\n",
      "WDC UW Equity 5985 JP Equity\n",
      "WDC UW Equity CCMP US Equity\n",
      "WDC UW Equity 6988 JP Equity\n",
      "WDC UW Equity AVGO US Equity\n",
      "WDC UW Equity TER US Equity\n",
      "WDC UW Equity ON US Equity\n",
      "WDC UW Equity CLS CN Equity\n",
      "WDC UW Equity 992 HK Equity\n",
      "WDC UW Equity ALSN SW Equity\n",
      "WDC UW Equity 000977 CH Equity\n",
      "WDC UW Equity AVGO US Equity\n",
      "WDC UW Equity SNX US Equity\n",
      "WDC UW Equity INTC US Equity\n",
      "WDC UW Equity AMD US Equity\n",
      "WDC UW Equity REDI IN Equity\n",
      "WDC UW Equity 2382 TT Equity\n",
      "WDC UW Equity AVT US Equity\n",
      "WDC UW Equity MSFT US Equity\n",
      "WDC UW Equity AAPL US Equity\n",
      "WDC UW Equity 2357 TT Equity\n",
      "WDC UW Equity ARW US Equity\n",
      "WDC UW Equity HPQ US Equity\n",
      "WDC UW Equity CSCO US Equity\n",
      "WDC UW Equity KMCACZ CH Equity\n",
      "WDC UW Equity HPE US Equity\n",
      "WDC UW Equity DELL US Equity\n",
      "WDC UW Equity 856 HK Equity\n",
      "WOLF UN Equity\n",
      "WOLF UN Equity 327260 KS Equity\n",
      "WOLF UN Equity SOI FP Equity\n",
      "WOLF UN Equity KLAC US Equity\n",
      "WOLF UN Equity 600703 CH Equity\n",
      "WOLF UN Equity PCG US Equity\n",
      "WOLF UN Equity EIX US Equity\n",
      "WOLF UN Equity DIOD US Equity\n",
      "WOLF UN Equity 0345599Z US Equity\n",
      "WOLF UN Equity COHU US Equity\n",
      "WOLF UN Equity AEP US Equity\n",
      "WOLF UN Equity 3714 TT Equity\n",
      "WOLF UN Equity 300346 CH Equity\n",
      "WOLF UN Equity DUK US Equity\n",
      "WOLF UN Equity WEC US Equity\n",
      "WOLF UN Equity 092190 KS Equity\n",
      "WOLF UN Equity ABBN SW Equity\n",
      "WOLF UN Equity 8053 JP Equity\n",
      "WOLF UN Equity 600066 CH Equity\n",
      "WOLF UN Equity GM US Equity\n",
      "WOLF UN Equity CTHR US Equity\n",
      "WOLF UN Equity 000062 CH Equity\n",
      "WOLF UN Equity STM FP Equity\n",
      "WOLF UN Equity BRK/A US Equity\n",
      "WOLF UN Equity AVT US Equity\n",
      "WOLF UN Equity ARW US Equity\n",
      "WOLF UN Equity GE US Equity\n",
      "WOLF UN Equity 218410 KS Equity\n",
      "WOLF UN Equity HD US Equity\n",
      "WOLF UN Equity BWA US Equity\n",
      "WOLF UN Equity 3702 TT Equity\n",
      "WOLF UN Equity IFX GR Equity\n",
      "WOLF UN Equity 000063 CH Equity\n",
      "WOLF UN Equity ON US Equity\n",
      "WOLF UN Equity 1003Z GR Equity\n",
      "WOLF UN Equity 1184 HK Equity\n",
      "ZBRA UW Equity\n",
      "ZBRA UW Equity 3023 TT Equity\n",
      "ZBRA UW Equity MCHP US Equity\n",
      "ZBRA UW Equity 103660 KS Equity\n",
      "ZBRA UW Equity 3545 TT Equity\n",
      "ZBRA UW Equity AEP US Equity\n",
      "ZBRA UW Equity BOSC US Equity\n",
      "ZBRA UW Equity 300151 CH Equity\n",
      "ZBRA UW Equity 002383 CH Equity\n",
      "ZBRA UW Equity ABST CN Equity\n",
      "ZBRA UW Equity NXPI US Equity\n",
      "ZBRA UW Equity 6146 TT Equity\n",
      "ZBRA UW Equity 093920 KS Equity\n",
      "ZBRA UW Equity PTC US Equity\n",
      "ZBRA UW Equity 040160 KS Equity\n",
      "ZBRA UW Equity 1534447D US Equity\n",
      "ZBRA UW Equity ADBE US Equity\n",
      "ZBRA UW Equity 066310 KS Equity\n",
      "ZBRA UW Equity 601231 CH Equity\n",
      "ZBRA UW Equity JBL US Equity\n",
      "ZBRA UW Equity DLG GR Equity\n",
      "ZBRA UW Equity LOW US Equity\n",
      "ZBRA UW Equity ARW US Equity\n",
      "ZBRA UW Equity NSIT US Equity\n",
      "ZBRA UW Equity XOM US Equity\n",
      "ZBRA UW Equity WBA US Equity\n",
      "ZBRA UW Equity SNX US Equity\n",
      "ZBRA UW Equity BC8 GR Equity\n",
      "ZBRA UW Equity CCC LN Equity\n",
      "ZBRA UW Equity TGT US Equity\n",
      "ZBRA UW Equity 861 HK Equity\n",
      "ZBRA UW Equity F US Equity\n",
      "ZBRA UW Equity 2414 TT Equity\n",
      "ZBRA UW Equity WMT US Equity\n",
      "ZBRA UW Equity SCSC US Equity\n",
      "ZBRA UW Equity COST US Equity\n",
      "ZBRA UW Equity HUN US Equity\n",
      "ZBRA UW Equity KR US Equity\n",
      "ZBRA UW Equity AAPL US Equity\n",
      "ZBRA UW Equity AMZN US Equity\n",
      "ZBRA UW Equity HD US Equity\n"
     ]
    }
   ],
   "source": [
    "sc = SupplyChainRelation(tickers,\n",
    "    neo4j_config={'uri': r\"bolt://localhost:7687\", \n",
    "        \"password\": input(\"password\"),\n",
    "        \"username\": \"neo4j\"})\n",
    "G, metadata = sc.get_graph(verbose=True, max_workers=0, to_neo4j=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(list(G.edges()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Keyword mapping with neo4j"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sqlite3\n",
    "import pandas as pd\n",
    "conn = sqlite3.connect(r\"C:\\Users\\p.peng\\FinancialModelingPrep\\data\\tickers.db\")\n",
    "df = pd.read_sql(\"SELECT * FROM `all_company_profiles`\", conn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keybert import KeyBERT\n",
    "from typing import Tuple, Union, Optional, Set, Dict\n",
    "model = KeyBERT()\n",
    "\n",
    "STOPWORDS = ['company', 'holdings', 'limited', 'ltd',\n",
    "    'group']\n",
    "\n",
    "def extract_keywords(doc: str, \n",
    "    ngram_range: Tuple[int, int]=(1, 1),\n",
    "    stop_words: Optional[Set]=STOPWORDS,\n",
    "    **kwargs):\n",
    "    return model.extract_keywords(doc, \n",
    "        keyphrase_ngram_range=ngram_range, \n",
    "        stop_words=stop_words, **kwargs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on method extract_keywords in module keybert._model:\n",
      "\n",
      "extract_keywords(docs: Union[str, List[str]], candidates: List[str] = None, keyphrase_ngram_range: Tuple[int, int] = (1, 1), stop_words: Union[str, List[str]] = 'english', top_n: int = 5, min_df: int = 1, use_maxsum: bool = False, use_mmr: bool = False, diversity: float = 0.5, nr_candidates: int = 20, vectorizer: sklearn.feature_extraction.text.CountVectorizer = None, highlight: bool = False, seed_keywords: List[str] = None) -> Union[List[Tuple[str, float]], List[List[Tuple[str, float]]]] method of keybert._model.KeyBERT instance\n",
      "    Extract keywords and/or keyphrases\n",
      "    \n",
      "    I would advise you to iterate over single documents as they\n",
      "    will need the least amount of memory. Even though this is slower,\n",
      "    you are not likely to run into memory errors.\n",
      "    \n",
      "    There is an option to extract keywords for multiple documents\n",
      "    that is faster than extraction for multiple single documents.\n",
      "    However, this method assumes that you can keep the word embeddings\n",
      "    for all words in the vocabulary in memory which might be troublesome.\n",
      "    I would advise against using this option and simply iterating\n",
      "    over documents instead if you have limited hardware.\n",
      "    \n",
      "    Arguments:\n",
      "        docs: The document(s) for which to extract keywords/keyphrases\n",
      "        candidates: Candidate keywords/keyphrases to use instead of extracting them from the document(s)\n",
      "        keyphrase_ngram_range: Length, in words, of the extracted keywords/keyphrases\n",
      "        stop_words: Stopwords to remove from the document\n",
      "        top_n: Return the top n keywords/keyphrases\n",
      "        min_df: Minimum document frequency of a word across all documents\n",
      "                if keywords for multiple documents need to be extracted\n",
      "        use_maxsum: Whether to use Max Sum Similarity for the selection\n",
      "                    of keywords/keyphrases\n",
      "        use_mmr: Whether to use Maximal Marginal Relevance (MMR) for the\n",
      "                 selection of keywords/keyphrases\n",
      "        diversity: The diversity of the results between 0 and 1 if use_mmr\n",
      "                   is set to True\n",
      "        nr_candidates: The number of candidates to consider if use_maxsum is\n",
      "                       set to True\n",
      "        vectorizer: Pass in your own CountVectorizer from scikit-learn\n",
      "        highlight: Whether to print the document and highlight\n",
      "                   its keywords/keyphrases. NOTE: This does not work if\n",
      "                   multiple documents are passed.\n",
      "        seed_keywords: Seed keywords that may guide the extraction of keywords by\n",
      "                       steering the similarities towards the seeded keywords\n",
      "    \n",
      "    Returns:\n",
      "        keywords: the top n keywords for a document with their respective distances\n",
      "                  to the input document\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(model.extract_keywords)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "add_node('test', {'foundedIn':2014, 'activelyTrade': False})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"OPTIONAL MATCH (n:Company {name:\"test\"})\n",
    "RETURN n IS NOT NULL AS Predicate\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "driver = GraphDatabase.driver(uri=r\"bolt://localhost:7687\", \n",
    "        auth=(\"neo4j\", input(\"password\")))\n",
    "\n",
    "\n",
    "\n",
    "res = node_exists([\"Company\"], {\"name\": \"test1\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MATCH \n",
      "        (a:Company),\n",
      "        (b:Topic)\n",
      "    WHERE a.node_id = test_source AND b.node_id = test_target\n",
      "    CREATE (a)-[r:related{{'type': 'mention'}}] ->(b)\n",
      "    \n"
     ]
    }
   ],
   "source": [
    "print(add_relation(source={'label': 'Company', 'node_id': 'test_source'}, \n",
    "target={'label': 'Topic', 'node_id': 'test_target'}, \n",
    "relation_props={'type': 'mention'},\n",
    "relation_type='related',\n",
    "directed=True\n",
    "    ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "from neo4j import GraphDatabase, Query\n",
    "import nxneo4j as nnx\n",
    "import datetime as dt\n",
    "from typing import List, Dict, Union, Tuple, Iterable\n",
    "import numpy as np\n",
    "\n",
    "driver = GraphDatabase.driver(uri=r\"bolt://localhost:7687\", \n",
    "        auth=(\"neo4j\", input(\"password\")))\n",
    "DEFAULT_NNX_CONFIG = {\"node_label\": \"Company\",\n",
    "    \"relationship_type\": \"related_to\",\n",
    "    }\n",
    "G = nnx.Graph(driver, config=DEFAULT_NNX_CONFIG)\n",
    "\n",
    "\n",
    "def node_exists(node_labels: Iterable[str], prop: Dict={}, \n",
    "    driver: GraphDatabase.driver=driver, verbose: bool=False):\n",
    "    \"\"\"check if node exists\"\"\"\n",
    "    props = \", \".join([f\"\"\"{k}: \\\"{v}\\\"\"\"\" for k, v in prop.items() if type(v) in [str]] +\\\n",
    "            [f\"{k}: {v}\" for k, v in prop.items() \n",
    "            if type(v) in [float, int]] +\\\n",
    "            [f\"{k}: {int(v)}\" for k, v in prop.items() \n",
    "            if type(v) in [bool]])\n",
    "    query = f\"\"\"OPTIONAL MATCH (n:{\":\".join(node_labels)}\\u007b{props}\\u007d)\n",
    "    RETURN n IS NOT NULL AS Predicate\"\"\"\n",
    "    if verbose: print(query)\n",
    "    with driver.session() as session:\n",
    "        result = session.run(Query(query)).single().value()\n",
    "    return result\n",
    "\n",
    "def add_node(node_id, metadata: Dict, \n",
    "    node_labels: Iterable[int]=['Company'], \n",
    "    match_field: Iterable[str]=['node_id'],\n",
    "    driver=driver,\n",
    "    verbose: bool=False):\n",
    "    \"\"\"add node to the graph if doesn't exist\"\"\"\n",
    "    labels = \": \".join(node_labels)\n",
    "    if not node_exists(node_labels=node_labels, \n",
    "    prop={k:v for k, v in metadata.items() if k in match_field},\n",
    "    verbose=verbose):\n",
    "        with driver.session() as session:\n",
    "            props= \", \".join([f\"\"\"{k}: \\\"{v.replace(\"\\\"\", \"'\")}\\\"\"\"\" \n",
    "            for k, v in metadata.items() if type(v) in [str]] +\\\n",
    "                [f\"\"\"node_id: \\\"{node_id}\\\"\"\"\"] +\\\n",
    "                [f\"{k}: {v}\" for k, v in metadata.items() \n",
    "                if type(v) in [float, int]] +\\\n",
    "                [f\"{k}: {int(v)}\" for k, v in metadata.items() \n",
    "                if type(v) in [bool]])\n",
    "            query = f\"\"\"CREATE (n:{labels} \\u007b{props}\\u007d)\"\"\"\n",
    "            if verbose: print(query)\n",
    "            session.run(Query(query))\n",
    "        if verbose: print(f\"added {node_id}\")\n",
    "    if verbose: print(f\"failed to add {node_id}\")\n",
    "\n",
    "def add_relation(source: Dict, target: Dict, \n",
    "    relation_props: Dict,\n",
    "    relation_type: str, \n",
    "    directed: bool=True, \n",
    "    driver: GraphDatabase.driver=driver,\n",
    "    verbose: bool=False) -> None:\n",
    "    \"\"\"add relation to graph\n",
    "    :param source: dictionary of the properties for the source, \n",
    "        must contain {'label': $label}\n",
    "    :param target: dictionary of the properties for the target\n",
    "    :paramm relation_type: type of the relation\n",
    "    :param directed: boolean\n",
    "    :param driver: GraphDatabase.driver object\n",
    "    \"\"\"\n",
    "    a_cond = \"AND \".join([f\"a.{k} = '{v}'\" \n",
    "        for k, v in source.items() if k != 'label']) # TODO - add\n",
    "    b_cond = \"AND \".join([f\"b.{k} = '{v}'\" \n",
    "        for k, v in target.items() if k != 'label'])\n",
    "    arr = '->' if directed else '-'\n",
    "    rel_props = \", \".join([f\"\"\"{k}: \\\"{v.replace(\"\\\"\", \"'\")}\\\"\"\"\" for k, v in relation_props.items() if type(v) in [str]] +\\\n",
    "                [f\"{k}: {v if v else ''}\" for k, v in relation_props.items() \n",
    "                if type(v) in [float, int] ] +\\\n",
    "                [f\"{k}: {int(v)}\" for k, v in relation_props.items() \n",
    "                if type(v) in [bool]])\n",
    "    query = f\"\"\"MATCH \n",
    "        (a:{source.get(\"label\")}),\n",
    "        (b:{target.get(\"label\")})\n",
    "    WHERE {a_cond} AND {b_cond}\n",
    "    CREATE (a)-[r:{relation_type}\\u007b{rel_props}\\u007d]{arr}(b)\n",
    "    \"\"\"\n",
    "    if verbose: print(query)\n",
    "    with driver.session() as session:\n",
    "        session.run(Query(query))\n",
    "\n",
    "def add_ticker_with_keyword(ticker, \n",
    "    metadata: Dict, \n",
    "    max_ngram: int=3, \n",
    "    top_n=10, \n",
    "    diversity=0.9,\n",
    "    driver: GraphDatabase.driver=driver,\n",
    "    verbose: bool=True):\n",
    "    \"\"\"process a ticker and add that to the database\"\"\"\n",
    "    metadata.update({'node_id': ticker})\n",
    "    add_node(ticker, metadata=metadata, node_labels=['Company'], driver=driver,\n",
    "        verbose=verbose)\n",
    "    keywords = []\n",
    "    for n in range(1, max_ngram+1):\n",
    "        keywords += extract_keywords(metadata.get(\"description\"), \n",
    "                ngram_range=(1, n), \n",
    "                top_n=top_n, diversity=diversity)\n",
    "\n",
    "    for keyword, confidence in keywords:\n",
    "        add_node(keyword, {'name': keyword, \n",
    "            'data_source': 'keyBERT extraction',\n",
    "            'node_id': keyword}, \n",
    "            node_labels=['Topic'], driver=driver, verbose=verbose)\n",
    "        # input()\n",
    "        add_relation(source={'label': 'Company', 'node_id': ticker}, \n",
    "            target={'label': 'Topic', 'node_id': keyword}, \n",
    "            relation_props={'confidence': confidence,\n",
    "                'weight': confidence},\n",
    "            relation_type='mention',\n",
    "            directed=True,\n",
    "            verbose=verbose\n",
    "                )\n",
    "        # input()\n",
    "    return keywords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "node_exists(node_labels=['Topic'], prop={'node_id': 'resources'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [],
   "source": [
    "import logging\n",
    "LOGFILE = \"log/log.txt\"\n",
    "logging.basicConfig(filename=LOGFILE, level=logging.ERROR)\n",
    "df = df.fillna('')\n",
    "keywords = []\n",
    "for _, row in df.iterrows():\n",
    "    try:\n",
    "        keywords += add_ticker_with_keyword(row.symbol, row.to_dict(), verbose=False)\n",
    "    except Exception as e:\n",
    "        logging.error(e)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('shenzhen', 0.5195),\n",
       " ('resources', 0.2999),\n",
       " ('buildings', 0.2902),\n",
       " ('building', 0.2868),\n",
       " ('property', 0.2795),\n",
       " ('development', 0.2652),\n",
       " ('subsidiary', 0.2651),\n",
       " ('properties', 0.237),\n",
       " ('estate', 0.2314),\n",
       " ('construction', 0.215),\n",
       " ('shenzhen properties', 0.6845),\n",
       " ('shenzhen investment', 0.5943),\n",
       " ('of shenzhen', 0.5411),\n",
       " ('shenzhen', 0.5195),\n",
       " ('china shenzhen', 0.5),\n",
       " ('shenzhen china', 0.4941),\n",
       " ('in shenzhen', 0.4794),\n",
       " ('resources development', 0.442),\n",
       " ('properties resources', 0.416),\n",
       " ('property management', 0.4146),\n",
       " ('shenzhen properties resources', 0.7357),\n",
       " ('shenzhen properties', 0.6845),\n",
       " ('china shenzhen properties', 0.6823),\n",
       " ('shenzhen investment co', 0.6244),\n",
       " ('subsidiary of shenzhen', 0.6162),\n",
       " ('of shenzhen investment', 0.6121),\n",
       " ('based in shenzhen', 0.5967),\n",
       " ('shenzhen investment', 0.5943),\n",
       " ('of shenzhen', 0.5411),\n",
       " ('shenzhen china shenzhen', 0.5254)]"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "keywords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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