fashion_shop.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f507ce2f",
   "metadata": {},
   "source": [
    "# e-Commerce Fashion-Shop"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72ea498c",
   "metadata": {},
   "source": [
    "## EDA"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59b406a3",
   "metadata": {},
   "source": [
    "| Feature\t| Beschreibung                        |\n",
    "| ---       | ---                                 |\n",
    "| user_id\t| Benutzerkennung                     |\n",
    "| path\t    | Produktkategorie-URL (anonymisiert) |\n",
    "| timestamp\t| Zeitpunkt des Seitenaufbaus         |\n",
    "| gender\t| Geschlechtszugehörigkeit            |"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "44f4d21a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "433b9168",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>path</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>gender</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>c8f04f6b-d9b6-4f4a-ad36-f56c76e79722</td>\n",
       "      <td>b3a1716e-4b53-47f9-80fd-d8eb06b10a9b</td>\n",
       "      <td>2017-01-01T00:02:09</td>\n",
       "      <td>m</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2963e74b-aa59-40dd-a84d-c6b5330eb303</td>\n",
       "      <td>95035d58-1878-42e3-ad44-8d4a47166cbb</td>\n",
       "      <td>2017-01-01T00:03:49</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2963e74b-aa59-40dd-a84d-c6b5330eb303</td>\n",
       "      <td>89e040d0-cb75-4470-95ec-7e935875dd63</td>\n",
       "      <td>2017-01-01T00:03:52</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2963e74b-aa59-40dd-a84d-c6b5330eb303</td>\n",
       "      <td>f713c708-8df1-4d26-94de-7a7ad9532c1f</td>\n",
       "      <td>2017-01-01T00:03:54</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2963e74b-aa59-40dd-a84d-c6b5330eb303</td>\n",
       "      <td>426fcbdf-6361-4182-8e6f-8c737da4f342</td>\n",
       "      <td>2017-01-01T00:04:10</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                user_id                                  path  \\\n",
       "0  c8f04f6b-d9b6-4f4a-ad36-f56c76e79722  b3a1716e-4b53-47f9-80fd-d8eb06b10a9b   \n",
       "1  2963e74b-aa59-40dd-a84d-c6b5330eb303  95035d58-1878-42e3-ad44-8d4a47166cbb   \n",
       "2  2963e74b-aa59-40dd-a84d-c6b5330eb303  89e040d0-cb75-4470-95ec-7e935875dd63   \n",
       "3  2963e74b-aa59-40dd-a84d-c6b5330eb303  f713c708-8df1-4d26-94de-7a7ad9532c1f   \n",
       "4  2963e74b-aa59-40dd-a84d-c6b5330eb303  426fcbdf-6361-4182-8e6f-8c737da4f342   \n",
       "\n",
       "             timestamp gender  \n",
       "0  2017-01-01T00:02:09      m  \n",
       "1  2017-01-01T00:03:49      f  \n",
       "2  2017-01-01T00:03:52      f  \n",
       "3  2017-01-01T00:03:54      f  \n",
       "4  2017-01-01T00:04:10      f  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# read train data\n",
    "df = pd.read_csv(\"train.csv\")\n",
    "display(df.head())\n",
    "\n",
    "# creating copy for cleaning function\n",
    "df_copy = df.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1d07c6d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "user_id      object\n",
       "path         object\n",
       "timestamp    object\n",
       "gender       object\n",
       "dtype: object"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check dtypes\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2326c8af",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2403279 entries, 0 to 2403278\n",
      "Data columns (total 4 columns):\n",
      " #   Column     Dtype \n",
      "---  ------     ----- \n",
      " 0   user_id    object\n",
      " 1   path       object\n",
      " 2   timestamp  object\n",
      " 3   gender     object\n",
      "dtypes: object(4)\n",
      "memory usage: 73.3+ MB\n"
     ]
    }
   ],
   "source": [
    "# gather general information\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f6173445",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2403279, 4)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# rows and columns\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f521e8b9",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\dk\\AppData\\Local\\Temp\\ipykernel_1176\\3878604619.py:2: DeprecationWarning: In a future version, `df.iloc[:, i] = newvals` will attempt to set the values inplace instead of always setting a new array. To retain the old behavior, use either `df[df.columns[i]] = newvals` or, if columns are non-unique, `df.isetitem(i, newvals)`\n",
      "  df.loc[:, \"timestamp\"] = pd.to_datetime(df.loc[:, \"timestamp\"])\n"
     ]
    }
   ],
   "source": [
    "# convert \"PurchDate\" to time series\n",
    "df.loc[:, \"timestamp\"] = pd.to_datetime(df.loc[:, \"timestamp\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d5998083",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\dk\\AppData\\Local\\Temp\\ipykernel_1176\\2456265645.py:3: DeprecationWarning: In a future version, `df.iloc[:, i] = newvals` will attempt to set the values inplace instead of always setting a new array. To retain the old behavior, use either `df[df.columns[i]] = newvals` or, if columns are non-unique, `df.isetitem(i, newvals)`\n",
      "  df.loc[:, col] = df.loc[:, col].astype('category')\n",
      "C:\\Users\\dk\\AppData\\Local\\Temp\\ipykernel_1176\\2456265645.py:3: DeprecationWarning: In a future version, `df.iloc[:, i] = newvals` will attempt to set the values inplace instead of always setting a new array. To retain the old behavior, use either `df[df.columns[i]] = newvals` or, if columns are non-unique, `df.isetitem(i, newvals)`\n",
      "  df.loc[:, col] = df.loc[:, col].astype('category')\n",
      "C:\\Users\\dk\\AppData\\Local\\Temp\\ipykernel_1176\\2456265645.py:3: DeprecationWarning: In a future version, `df.iloc[:, i] = newvals` will attempt to set the values inplace instead of always setting a new array. To retain the old behavior, use either `df[df.columns[i]] = newvals` or, if columns are non-unique, `df.isetitem(i, newvals)`\n",
      "  df.loc[:, col] = df.loc[:, col].astype('category')\n"
     ]
    }
   ],
   "source": [
    "#convert object dtypes to categorial to save memory\n",
    "for col in df.select_dtypes('object'):\n",
    "    df.loc[:, col] = df.loc[:, col].astype('category')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "125acef9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "26394"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check number of unique paths\n",
    "df['path'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "7db1b66d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13513"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check number of unique users\n",
    "df['user_id'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0a437efd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2017-01-01 00:02:09 2017-05-10 16:39:52\n"
     ]
    }
   ],
   "source": [
    "# get date range\n",
    "max_date = df['timestamp'].tail(1).item()\n",
    "min_date = df['timestamp'].head(1).item()\n",
    "print(min_date, max_date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c131fd55",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Difference is 129 days\n"
     ]
    }
   ],
   "source": [
    "# difference between datetime in timedelta\n",
    "delta = max_date - min_date\n",
    "print(f'Difference is {delta.days} days')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "fd2c3323",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check for duplicates\n",
    "df.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c609cbfa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "user_id      0\n",
       "path         0\n",
       "timestamp    0\n",
       "gender       0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check for missing values (sorted in descending order)\n",
    "df.isna().sum().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8974c948",
   "metadata": {},
   "source": [
    "## Train-Test-Split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3ae79066",
   "metadata": {},
   "outputs": [],
   "source": [
    "# split in training and evaluation data separated on user_id\n",
    "from sklearn.model_selection import GroupShuffleSplit \n",
    "\n",
    "splitter = GroupShuffleSplit(test_size=.20, n_splits=2, random_state=42)\n",
    "split = splitter.split(df, groups=df['user_id'])\n",
    "train_inds, test_inds = next(split)\n",
    "\n",
    "df_train = df.iloc[train_inds]\n",
    "df_test = df.iloc[test_inds]\n",
    "\n",
    "df_train_copy = df_train.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ee5abf6e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>path</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>gender</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>c8f04f6b-d9b6-4f4a-ad36-f56c76e79722</td>\n",
       "      <td>b3a1716e-4b53-47f9-80fd-d8eb06b10a9b</td>\n",
       "      <td>2017-01-01 00:02:09</td>\n",
       "      <td>m</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2963e74b-aa59-40dd-a84d-c6b5330eb303</td>\n",
       "      <td>95035d58-1878-42e3-ad44-8d4a47166cbb</td>\n",
       "      <td>2017-01-01 00:03:49</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2963e74b-aa59-40dd-a84d-c6b5330eb303</td>\n",
       "      <td>89e040d0-cb75-4470-95ec-7e935875dd63</td>\n",
       "      <td>2017-01-01 00:03:52</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2963e74b-aa59-40dd-a84d-c6b5330eb303</td>\n",
       "      <td>f713c708-8df1-4d26-94de-7a7ad9532c1f</td>\n",
       "      <td>2017-01-01 00:03:54</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2963e74b-aa59-40dd-a84d-c6b5330eb303</td>\n",
       "      <td>426fcbdf-6361-4182-8e6f-8c737da4f342</td>\n",
       "      <td>2017-01-01 00:04:10</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2403274</th>\n",
       "      <td>8eaa4366-9ff7-45f0-8cd1-d6292a17f397</td>\n",
       "      <td>0cd835c2-a576-4cd3-9cec-db6ee9b1d142</td>\n",
       "      <td>2017-05-10 14:36:45</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2403275</th>\n",
       "      <td>8eaa4366-9ff7-45f0-8cd1-d6292a17f397</td>\n",
       "      <td>6364528d-347d-42f7-82df-3c2a78c2ffcb</td>\n",
       "      <td>2017-05-10 16:38:36</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2403276</th>\n",
       "      <td>8eaa4366-9ff7-45f0-8cd1-d6292a17f397</td>\n",
       "      <td>a6bb16ea-ec02-49d2-81b0-3ad120175c7d</td>\n",
       "      <td>2017-05-10 16:38:39</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2403277</th>\n",
       "      <td>8eaa4366-9ff7-45f0-8cd1-d6292a17f397</td>\n",
       "      <td>aefa185d-f9d8-458f-b6d0-310ef1b8a0a8</td>\n",
       "      <td>2017-05-10 16:39:26</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2403278</th>\n",
       "      <td>8eaa4366-9ff7-45f0-8cd1-d6292a17f397</td>\n",
       "      <td>b3465e7b-ee00-4596-90c2-4ec87178e0d1</td>\n",
       "      <td>2017-05-10 16:39:52</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1929998 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      user_id  \\\n",
       "0        c8f04f6b-d9b6-4f4a-ad36-f56c76e79722   \n",
       "1        2963e74b-aa59-40dd-a84d-c6b5330eb303   \n",
       "2        2963e74b-aa59-40dd-a84d-c6b5330eb303   \n",
       "3        2963e74b-aa59-40dd-a84d-c6b5330eb303   \n",
       "4        2963e74b-aa59-40dd-a84d-c6b5330eb303   \n",
       "...                                       ...   \n",
       "2403274  8eaa4366-9ff7-45f0-8cd1-d6292a17f397   \n",
       "2403275  8eaa4366-9ff7-45f0-8cd1-d6292a17f397   \n",
       "2403276  8eaa4366-9ff7-45f0-8cd1-d6292a17f397   \n",
       "2403277  8eaa4366-9ff7-45f0-8cd1-d6292a17f397   \n",
       "2403278  8eaa4366-9ff7-45f0-8cd1-d6292a17f397   \n",
       "\n",
       "                                         path           timestamp gender  \n",
       "0        b3a1716e-4b53-47f9-80fd-d8eb06b10a9b 2017-01-01 00:02:09      m  \n",
       "1        95035d58-1878-42e3-ad44-8d4a47166cbb 2017-01-01 00:03:49      f  \n",
       "2        89e040d0-cb75-4470-95ec-7e935875dd63 2017-01-01 00:03:52      f  \n",
       "3        f713c708-8df1-4d26-94de-7a7ad9532c1f 2017-01-01 00:03:54      f  \n",
       "4        426fcbdf-6361-4182-8e6f-8c737da4f342 2017-01-01 00:04:10      f  \n",
       "...                                       ...                 ...    ...  \n",
       "2403274  0cd835c2-a576-4cd3-9cec-db6ee9b1d142 2017-05-10 14:36:45      f  \n",
       "2403275  6364528d-347d-42f7-82df-3c2a78c2ffcb 2017-05-10 16:38:36      f  \n",
       "2403276  a6bb16ea-ec02-49d2-81b0-3ad120175c7d 2017-05-10 16:38:39      f  \n",
       "2403277  aefa185d-f9d8-458f-b6d0-310ef1b8a0a8 2017-05-10 16:39:26      f  \n",
       "2403278  b3465e7b-ee00-4596-90c2-4ec87178e0d1 2017-05-10 16:39:52      f  \n",
       "\n",
       "[1929998 rows x 4 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "2b0076f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>path</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>gender</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>a09a43ed-e001-4bf9-a80b-51a7d867407e</td>\n",
       "      <td>4ec650b0-f470-47e3-b911-1d99f204126d</td>\n",
       "      <td>2017-01-01 00:08:21</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>a09a43ed-e001-4bf9-a80b-51a7d867407e</td>\n",
       "      <td>a0a5840c-c77f-496c-bdee-0a6868fd0c5d</td>\n",
       "      <td>2017-01-01 00:08:38</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>a09a43ed-e001-4bf9-a80b-51a7d867407e</td>\n",
       "      <td>2bf8d768-c0ba-431f-9afd-4b9bc42988c4</td>\n",
       "      <td>2017-01-01 00:08:47</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>a09a43ed-e001-4bf9-a80b-51a7d867407e</td>\n",
       "      <td>5f380a3f-34b4-4164-be8c-9c2e4ee3fa3e</td>\n",
       "      <td>2017-01-01 00:08:49</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>a09a43ed-e001-4bf9-a80b-51a7d867407e</td>\n",
       "      <td>84c61326-47cd-40f3-8e66-22d94e893cf0</td>\n",
       "      <td>2017-01-01 00:08:51</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2403010</th>\n",
       "      <td>fcc7a8c2-5ab2-4e82-aea7-0ece7b75df69</td>\n",
       "      <td>75e10259-b26e-4056-852f-bc7c996a4a29</td>\n",
       "      <td>2017-05-01 01:17:59</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2403011</th>\n",
       "      <td>fcc7a8c2-5ab2-4e82-aea7-0ece7b75df69</td>\n",
       "      <td>6fea00d2-9f0e-41b4-9b7f-5bd54c7c8f86</td>\n",
       "      <td>2017-05-01 01:18:16</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2403012</th>\n",
       "      <td>fcc7a8c2-5ab2-4e82-aea7-0ece7b75df69</td>\n",
       "      <td>f7b3eb02-1aa6-4cac-9ff7-e6b52130f44f</td>\n",
       "      <td>2017-05-01 02:39:13</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2403013</th>\n",
       "      <td>fcc7a8c2-5ab2-4e82-aea7-0ece7b75df69</td>\n",
       "      <td>2bb2dbf4-9fed-4b2a-8799-008dcdac98df</td>\n",
       "      <td>2017-05-01 02:39:32</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2403014</th>\n",
       "      <td>fcc7a8c2-5ab2-4e82-aea7-0ece7b75df69</td>\n",
       "      <td>a810c0c2-0ac9-48f6-b931-7f712d095d77</td>\n",
       "      <td>2017-05-01 02:40:13</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>473281 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      user_id  \\\n",
       "38       a09a43ed-e001-4bf9-a80b-51a7d867407e   \n",
       "46       a09a43ed-e001-4bf9-a80b-51a7d867407e   \n",
       "50       a09a43ed-e001-4bf9-a80b-51a7d867407e   \n",
       "51       a09a43ed-e001-4bf9-a80b-51a7d867407e   \n",
       "53       a09a43ed-e001-4bf9-a80b-51a7d867407e   \n",
       "...                                       ...   \n",
       "2403010  fcc7a8c2-5ab2-4e82-aea7-0ece7b75df69   \n",
       "2403011  fcc7a8c2-5ab2-4e82-aea7-0ece7b75df69   \n",
       "2403012  fcc7a8c2-5ab2-4e82-aea7-0ece7b75df69   \n",
       "2403013  fcc7a8c2-5ab2-4e82-aea7-0ece7b75df69   \n",
       "2403014  fcc7a8c2-5ab2-4e82-aea7-0ece7b75df69   \n",
       "\n",
       "                                         path           timestamp gender  \n",
       "38       4ec650b0-f470-47e3-b911-1d99f204126d 2017-01-01 00:08:21      f  \n",
       "46       a0a5840c-c77f-496c-bdee-0a6868fd0c5d 2017-01-01 00:08:38      f  \n",
       "50       2bf8d768-c0ba-431f-9afd-4b9bc42988c4 2017-01-01 00:08:47      f  \n",
       "51       5f380a3f-34b4-4164-be8c-9c2e4ee3fa3e 2017-01-01 00:08:49      f  \n",
       "53       84c61326-47cd-40f3-8e66-22d94e893cf0 2017-01-01 00:08:51      f  \n",
       "...                                       ...                 ...    ...  \n",
       "2403010  75e10259-b26e-4056-852f-bc7c996a4a29 2017-05-01 01:17:59      f  \n",
       "2403011  6fea00d2-9f0e-41b4-9b7f-5bd54c7c8f86 2017-05-01 01:18:16      f  \n",
       "2403012  f7b3eb02-1aa6-4cac-9ff7-e6b52130f44f 2017-05-01 02:39:13      f  \n",
       "2403013  2bb2dbf4-9fed-4b2a-8799-008dcdac98df 2017-05-01 02:39:32      f  \n",
       "2403014  a810c0c2-0ac9-48f6-b931-7f712d095d77 2017-05-01 02:40:13      f  \n",
       "\n",
       "[473281 rows x 4 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_test"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "118ad079",
   "metadata": {},
   "source": [
    "## Preparation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "074e3adf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# set user_id as index\n",
    "df_train = df_train.set_index('user_id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f4b240cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "user_id\n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722     153\n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303      47\n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303      47\n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303      47\n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303      47\n",
       "                                        ... \n",
       "8eaa4366-9ff7-45f0-8cd1-d6292a17f397    3969\n",
       "8eaa4366-9ff7-45f0-8cd1-d6292a17f397    3969\n",
       "8eaa4366-9ff7-45f0-8cd1-d6292a17f397    3969\n",
       "8eaa4366-9ff7-45f0-8cd1-d6292a17f397    3969\n",
       "8eaa4366-9ff7-45f0-8cd1-d6292a17f397    3969\n",
       "Name: url_count, Length: 1929998, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# individual visits per user\n",
    "df_train['url_count'] = df_train.groupby('user_id')['path'].count()\n",
    "df_train['url_count']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "1e26dacc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# url_count as histogram\n",
    "df_train['url_count'].hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "335e6909",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkIAAAGdCAYAAAD+JxxnAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy88F64QAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAtpElEQVR4nO3df1BV953/8ReByxVZuMVQwGtQyTahsZC0i4mi2WKqgBnRdp1p0mKozGZZsxoNi9lsiNsG3QqpNcRd3CYbNxOzUZd+Zww7mWjpvTGJlAGUEtmIupqd+CstSJog4K/LDZ7vHxnO5IqoGBS4n+djxqmc876f+3mfD42vOZ97IMSyLEsAAAAGumW4JwAAADBcCEIAAMBYBCEAAGAsghAAADAWQQgAABiLIAQAAIxFEAIAAMYiCAEAAGOFDfcERrqLFy/qj3/8o6KiohQSEjLc0wEAANfAsix1d3fL7XbrllsGvu9DELqKP/7xj0pMTBzuaQAAgOtw8uRJ3XbbbQOeJwhdRVRUlKQvLmR0dPSQjOn3++XxeJSVlSWHwzEkY4409Bgc6DE40GNwoMfB6erqUmJiov3v+EAIQlfRtx0WHR09pEFo7Nixio6ODupvZnoc/egxONBjcKDH63O1j7XwYWkAAGAsghAAADAWQQgAABiLIAQAAIxFEAIAAMYiCAEAAGMRhAAAgLEIQgAAwFgEIQAAYCyCEAAAMBZBCAAAGIsgBAAAjEUQAgAAxiIIAQAAY4UN9wRMN/npHcM9hUE79ty84Z4CAABDgjtCAADAWAQhAABgLIIQAAAwFkEIAAAYiyAEAACMRRACAADGIggBAABjEYQAAICxCEIAAMBYBCEAAGAsghAAADAWQQgAABiLIAQAAIxFEAIAAMYiCAEAAGMRhAAAgLEIQgAAwFgEIQAAYCyCEAAAMBZBCAAAGIsgBAAAjDWoIPT555/rn/7pn5SUlKSIiAjdfvvtWrNmjS5evGjXWJalkpISud1uRUREaNasWTpw4EDAOD6fT8uXL1dsbKwiIyO1YMECffzxxwE1HR0dysvLk8vlksvlUl5enk6fPh1Qc+LECc2fP1+RkZGKjY3VihUr1NPTE1Czf/9+ZWRkKCIiQhMmTNCaNWtkWdZg2gYAAEFqUEHoF7/4hV566SVt3LhRhw4d0rp16/TLX/5SFRUVds26detUXl6ujRs3qrGxUQkJCcrMzFR3d7ddU1hYqKqqKlVWVqq2tlZnzpxRTk6Oent77Zrc3Fw1Nzerurpa1dXVam5uVl5enn2+t7dX8+bN09mzZ1VbW6vKykpt375dK1eutGu6urqUmZkpt9utxsZGVVRUaP369SovL7+uiwUAAIJL2GCK6+vr9f3vf1/z5s2TJE2ePFn/9V//pd///veSvrgbtGHDBq1atUoLFy6UJL322muKj4/Xtm3btGTJEnV2duqVV17R66+/rjlz5kiStmzZosTERL399tvKzs7WoUOHVF1drYaGBk2bNk2StGnTJqWnp+vw4cNKTk6Wx+PRwYMHdfLkSbndbknS888/r/z8fK1du1bR0dHaunWrLly4oM2bN8vpdColJUVHjhxReXm5ioqKFBISMjRXEQAAjEqDCkL333+/XnrpJR05ckR33nmn/ud//ke1tbXasGGDJOno0aNqa2tTVlaW/Rqn06mMjAzV1dVpyZIlampqkt/vD6hxu91KSUlRXV2dsrOzVV9fL5fLZYcgSZo+fbpcLpfq6uqUnJys+vp6paSk2CFIkrKzs+Xz+dTU1KQHHnhA9fX1ysjIkNPpDKgpLi7WsWPHlJSU1K9Hn88nn89nf93V1SVJ8vv98vv9g7lcA+obx+/3yxk6+rbpruU6fLnHYEWPwYEegwM9Boeh7PFaxxhUEPrHf/xHdXZ26pvf/KZCQ0PV29urtWvX6sc//rEkqa2tTZIUHx8f8Lr4+HgdP37crgkPD1dMTEy/mr7Xt7W1KS4urt/7x8XFBdRc+j4xMTEKDw8PqJk8eXK/9+k7d7kgVFZWptWrV/c77vF4NHbs2Mtclevn9Xq17r4hHfKm2Llz5zXXer3eGziTkYEegwM9Bgd6DA5D0eO5c+euqW5QQejXv/61tmzZom3btulb3/qWmpubVVhYKLfbrcWLF9t1l245WZZ11W2oS2suVz8UNX0flB5oPsXFxSoqKrK/7urqUmJiorKyshQdHX3FHq6V3++X1+tVZmamvrP2nSEZ82ZqKcm+as2Xe3Q4HDdhVjcfPQYHegwO9BgchrLHvh2dqxlUEPqHf/gHPf300/rRj34kSUpNTdXx48dVVlamxYsXKyEhQdIXd1vGjx9vv669vd2+E5OQkKCenh51dHQE3BVqb2/XjBkz7JpTp071e/9PPvkkYJw9e/YEnO/o6JDf7w+o6bs79OX3kfrfterjdDoDttL6OByOIf/Gczgc8vWOvs8pDeY63IjrNtLQY3Cgx+BAj8FhKHq81tcP6qmxc+fO6ZZbAl8SGhpqPz6flJSkhISEgFtaPT092r17tx1y0tLS5HA4AmpaW1vV0tJi16Snp6uzs1N79+61a/bs2aPOzs6AmpaWFrW2tto1Ho9HTqdTaWlpdk1NTU3AI/Uej0dut7vflhkAADDPoILQ/PnztXbtWu3YsUPHjh1TVVWVysvL9Vd/9VeSvthuKiwsVGlpqaqqqtTS0qL8/HyNHTtWubm5kiSXy6VHH31UK1eu1K5du7Rv3z498sgjSk1NtZ8iu+uuuzR37lwVFBSooaFBDQ0NKigoUE5OjpKTkyVJWVlZmjJlivLy8rRv3z7t2rVLTz75pAoKCuwtrNzcXDmdTuXn56ulpUVVVVUqLS3liTEAACBpkFtjFRUV+ulPf6qlS5eqvb1dbrdbS5Ys0c9+9jO75qmnntL58+e1dOlSdXR0aNq0afJ4PIqKirJrXnjhBYWFhemhhx7S+fPnNXv2bG3evFmhoaF2zdatW7VixQr76bIFCxZo48aN9vnQ0FDt2LFDS5cu1cyZMxUREaHc3FytX7/ernG5XPJ6vVq2bJmmTp2qmJgYFRUVBXwGCAAAmGtQQSgqKkobNmywH5e/nJCQEJWUlKikpGTAmjFjxqiioiLgBzFeaty4cdqyZcsV5zNx4kS99dZbV6xJTU1VTU3NFWsAAICZ+F1jAADAWAQhAABgLIIQAAAwFkEIAAAYiyAEAACMRRACAADGIggBAABjEYQAAICxCEIAAMBYBCEAAGAsghAAADAWQQgAABiLIAQAAIxFEAIAAMYiCAEAAGMRhAAAgLEIQgAAwFgEIQAAYCyCEAAAMBZBCAAAGIsgBAAAjEUQAgAAxiIIAQAAYxGEAACAsQhCAADAWAQhAABgLIIQAAAwFkEIAAAYiyAEAACMRRACAADGIggBAABjEYQAAICxCEIAAMBYBCEAAGAsghAAADAWQQgAABiLIAQAAIxFEAIAAMYiCAEAAGMRhAAAgLEIQgAAwFgEIQAAYCyCEAAAMBZBCAAAGIsgBAAAjEUQAgAAxiIIAQAAYxGEAACAsQhCAADAWAQhAABgLIIQAAAwFkEIAAAYiyAEAACMRRACAADGIggBAABjEYQAAICxCEIAAMBYBCEAAGAsghAAADAWQQgAABiLIAQAAIxFEAIAAMYiCAEAAGMRhAAAgLEIQgAAwFgEIQAAYCyCEAAAMBZBCAAAGIsgBAAAjEUQAgAAxiIIAQAAYw06CP3hD3/QI488oltvvVVjx47Vt7/9bTU1NdnnLctSSUmJ3G63IiIiNGvWLB04cCBgDJ/Pp+XLlys2NlaRkZFasGCBPv7444Cajo4O5eXlyeVyyeVyKS8vT6dPnw6oOXHihObPn6/IyEjFxsZqxYoV6unpCajZv3+/MjIyFBERoQkTJmjNmjWyLGuwbQMAgCA0qCDU0dGhmTNnyuFw6De/+Y0OHjyo559/Xl/72tfsmnXr1qm8vFwbN25UY2OjEhISlJmZqe7ubrumsLBQVVVVqqysVG1trc6cOaOcnBz19vbaNbm5uWpublZ1dbWqq6vV3NysvLw8+3xvb6/mzZuns2fPqra2VpWVldq+fbtWrlxp13R1dSkzM1Nut1uNjY2qqKjQ+vXrVV5efj3XCgAABJmwwRT/4he/UGJiol599VX72OTJk+2/W5alDRs2aNWqVVq4cKEk6bXXXlN8fLy2bdumJUuWqLOzU6+88opef/11zZkzR5K0ZcsWJSYm6u2331Z2drYOHTqk6upqNTQ0aNq0aZKkTZs2KT09XYcPH1ZycrI8Ho8OHjyokydPyu12S5Kef/555efna+3atYqOjtbWrVt14cIFbd68WU6nUykpKTpy5IjKy8tVVFSkkJCQr3TxAADA6DaoIPTmm28qOztbP/zhD7V7925NmDBBS5cuVUFBgSTp6NGjamtrU1ZWlv0ap9OpjIwM1dXVacmSJWpqapLf7w+ocbvdSklJUV1dnbKzs1VfXy+Xy2WHIEmaPn26XC6X6urqlJycrPr6eqWkpNghSJKys7Pl8/nU1NSkBx54QPX19crIyJDT6QyoKS4u1rFjx5SUlNSvR5/PJ5/PZ3/d1dUlSfL7/fL7/YO5XAPqG8fv98sZOvq26a7lOny5x2BFj8GBHoMDPQaHoezxWscYVBD66KOP9OKLL6qoqEjPPPOM9u7dqxUrVsjpdOonP/mJ2traJEnx8fEBr4uPj9fx48clSW1tbQoPD1dMTEy/mr7Xt7W1KS4urt/7x8XFBdRc+j4xMTEKDw8PqPnyHasvz62tre2yQaisrEyrV6/ud9zj8Wjs2LGXvzDXyev1at19QzrkTbFz585rrvV6vTdwJiMDPQYHegwO9BgchqLHc+fOXVPdoILQxYsXNXXqVJWWlkqSvvOd7+jAgQN68cUX9ZOf/MSuu3TLybKsq25DXVpzufqhqOn7oPRA8ykuLlZRUZH9dVdXlxITE5WVlaXo6Ogr9nCt/H6/vF6vMjMz9Z217wzJmDdTS0n2VWu+3KPD4bgJs7r56DE40GNwoMfgMJQ99u3oXM2ggtD48eM1ZcqUgGN33XWXtm/fLklKSEiQ9MXdlvHjx9s17e3t9p2YhIQE9fT0qKOjI+CuUHt7u2bMmGHXnDp1qt/7f/LJJwHj7NmzJ+B8R0eH/H5/QE3f3aEvv4/U/65VH6fTGbCV1sfhcAz5N57D4ZCvd/R9Tmkw1+FGXLeRhh6DAz0GB3oMDkPR47W+flBPjc2cOVOHDx8OOHbkyBFNmjRJkpSUlKSEhISAW1o9PT3avXu3HXLS0tLkcDgCalpbW9XS0mLXpKenq7OzU3v37rVr9uzZo87OzoCalpYWtba22jUej0dOp1NpaWl2TU1NTcAj9R6PR263u9+WGQAAMM+ggtDf//3fq6GhQaWlpfq///s/bdu2TS+//LKWLVsm6YvtpsLCQpWWlqqqqkotLS3Kz8/X2LFjlZubK0lyuVx69NFHtXLlSu3atUv79u3TI488otTUVPspsrvuuktz585VQUGBGhoa1NDQoIKCAuXk5Cg5OVmSlJWVpSlTpigvL0/79u3Trl279OSTT6qgoMDewsrNzZXT6VR+fr5aWlpUVVWl0tJSnhgDAACSBrk1du+996qqqkrFxcVas2aNkpKStGHDBi1atMiueeqpp3T+/HktXbpUHR0dmjZtmjwej6KiouyaF154QWFhYXrooYd0/vx5zZ49W5s3b1ZoaKhds3XrVq1YscJ+umzBggXauHGjfT40NFQ7duzQ0qVLNXPmTEVERCg3N1fr16+3a1wul7xer5YtW6apU6cqJiZGRUVFAZ8BAgAA5hpUEJKknJwc5eTkDHg+JCREJSUlKikpGbBmzJgxqqioUEVFxYA148aN05YtW644l4kTJ+qtt966Yk1qaqpqamquWAMAAMzE7xoDAADGIggBAABjEYQAAICxCEIAAMBYBCEAAGAsghAAADAWQQgAABiLIAQAAIxFEAIAAMYiCAEAAGMRhAAAgLEIQgAAwFgEIQAAYCyCEAAAMBZBCAAAGIsgBAAAjEUQAgAAxiIIAQAAYxGEAACAsQhCAADAWAQhAABgLIIQAAAwFkEIAAAYiyAEAACMRRACAADGIggBAABjEYQAAICxCEIAAMBYBCEAAGAsghAAADAWQQgAABiLIAQAAIxFEAIAAMYiCAEAAGMRhAAAgLEIQgAAwFgEIQAAYCyCEAAAMBZBCAAAGIsgBAAAjEUQAgAAxiIIAQAAYxGEAACAsQhCAADAWAQhAABgLIIQAAAwFkEIAAAYiyAEAACMRRACAADGIggBAABjEYQAAICxCEIAAMBYBCEAAGAsghAAADAWQQgAABiLIAQAAIxFEAIAAMYiCAEAAGMRhAAAgLEIQgAAwFgEIQAAYCyCEAAAMBZBCAAAGIsgBAAAjEUQAgAAxiIIAQAAYxGEAACAsQhCAADAWAQhAABgLIIQAAAw1lcKQmVlZQoJCVFhYaF9zLIslZSUyO12KyIiQrNmzdKBAwcCXufz+bR8+XLFxsYqMjJSCxYs0McffxxQ09HRoby8PLlcLrlcLuXl5en06dMBNSdOnND8+fMVGRmp2NhYrVixQj09PQE1+/fvV0ZGhiIiIjRhwgStWbNGlmV9lbYBAECQuO4g1NjYqJdffll33313wPF169apvLxcGzduVGNjoxISEpSZmanu7m67prCwUFVVVaqsrFRtba3OnDmjnJwc9fb22jW5ublqbm5WdXW1qqur1dzcrLy8PPt8b2+v5s2bp7Nnz6q2tlaVlZXavn27Vq5cadd0dXUpMzNTbrdbjY2Nqqio0Pr161VeXn69bQMAgCASdj0vOnPmjBYtWqRNmzbp5z//uX3csixt2LBBq1at0sKFCyVJr732muLj47Vt2zYtWbJEnZ2deuWVV/T6669rzpw5kqQtW7YoMTFRb7/9trKzs3Xo0CFVV1eroaFB06ZNkyRt2rRJ6enpOnz4sJKTk+XxeHTw4EGdPHlSbrdbkvT8888rPz9fa9euVXR0tLZu3aoLFy5o8+bNcjqdSklJ0ZEjR1ReXq6ioiKFhIR8pYsHAABGt+sKQsuWLdO8efM0Z86cgCB09OhRtbW1KSsryz7mdDqVkZGhuro6LVmyRE1NTfL7/QE1brdbKSkpqqurU3Z2turr6+VyuewQJEnTp0+Xy+VSXV2dkpOTVV9fr5SUFDsESVJ2drZ8Pp+ampr0wAMPqL6+XhkZGXI6nQE1xcXFOnbsmJKSkvr15vP55PP57K+7urokSX6/X36//3ouVz994/j9fjlDR9823bVchy/3GKzoMTjQY3Cgx+AwlD1e6xiDDkKVlZV6//331djY2O9cW1ubJCk+Pj7geHx8vI4fP27XhIeHKyYmpl9N3+vb2toUFxfXb/y4uLiAmkvfJyYmRuHh4QE1kydP7vc+fecuF4TKysq0evXqfsc9Ho/Gjh3b7/hX4fV6te6+IR3ypti5c+c113q93hs4k5GBHoMDPQYHegwOQ9HjuXPnrqluUEHo5MmTeuKJJ+TxeDRmzJgB6y7dcrIs66rbUJfWXK5+KGr6Pig90HyKi4tVVFRkf93V1aXExERlZWUpOjr6ij1cK7/fL6/Xq8zMTH1n7TtDMubN1FKSfdWaL/focDhuwqxuPnoMDvQYHOgxOAxlj307OlczqCDU1NSk9vZ2paWl2cd6e3tVU1OjjRs36vDhw5K+uNsyfvx4u6a9vd2+E5OQkKCenh51dHQE3BVqb2/XjBkz7JpTp071e/9PPvkkYJw9e/YEnO/o6JDf7w+o6bs79OX3kfrfterjdDoDttL6OByOIf/Gczgc8vWOvs8pDeY63IjrNtLQY3Cgx+BAj8FhKHq81tcP6qmx2bNna//+/Wpubrb/TJ06VYsWLVJzc7Nuv/12JSQkBNzS6unp0e7du+2Qk5aWJofDEVDT2tqqlpYWuyY9PV2dnZ3au3evXbNnzx51dnYG1LS0tKi1tdWu8Xg8cjqddlBLT09XTU1NwCP1Ho9Hbre735YZAAAwz6DuCEVFRSklJSXgWGRkpG699Vb7eGFhoUpLS3XHHXfojjvuUGlpqcaOHavc3FxJksvl0qOPPqqVK1fq1ltv1bhx4/Tkk08qNTXVforsrrvu0ty5c1VQUKB///d/lyT97d/+rXJycpScnCxJysrK0pQpU5SXl6df/vKX+uyzz/Tkk0+qoKDA3sLKzc3V6tWrlZ+fr2eeeUYffvihSktL9bOf/YwnxgAAwPU9NXYlTz31lM6fP6+lS5eqo6ND06ZNk8fjUVRUlF3zwgsvKCwsTA899JDOnz+v2bNna/PmzQoNDbVrtm7dqhUrVthPly1YsEAbN260z4eGhmrHjh1aunSpZs6cqYiICOXm5mr9+vV2jcvlktfr1bJlyzR16lTFxMSoqKgo4DNAAADAXF85CL333nsBX4eEhKikpEQlJSUDvmbMmDGqqKhQRUXFgDXjxo3Tli1brvjeEydO1FtvvXXFmtTUVNXU1FyxBgAAmInfNQYAAIxFEAIAAMYiCAEAAGMRhAAAgLEIQgAAwFgEIQAAYCyCEAAAMBZBCAAAGIsgBAAAjEUQAgAAxiIIAQAAYxGEAACAsQhCAADAWAQhAABgLIIQAAAwFkEIAAAYiyAEAACMRRACAADGIggBAABjEYQAAICxCEIAAMBYBCEAAGAsghAAADAWQQgAABiLIAQAAIxFEAIAAMYiCAEAAGMRhAAAgLEIQgAAwFgEIQAAYCyCEAAAMBZBCAAAGIsgBAAAjEUQAgAAxiIIAQAAYxGEAACAsQhCAADAWAQhAABgrLDhngBGn8lP77hqjTPU0rr7pJSS38rXG3ITZnVlx56bN9xTAACMQNwRAgAAxiIIAQAAYxGEAACAsQhCAADAWAQhAABgLIIQAAAwFkEIAAAYiyAEAACMRRACAADGIggBAABjEYQAAICxCEIAAMBYBCEAAGAsghAAADAWQQgAABiLIAQAAIxFEAIAAMYiCAEAAGMRhAAAgLEIQgAAwFgEIQAAYCyCEAAAMBZBCAAAGIsgBAAAjEUQAgAAxiIIAQAAYxGEAACAsQhCAADAWAQhAABgLIIQAAAwFkEIAAAYiyAEAACMNaggVFZWpnvvvVdRUVGKi4vTD37wAx0+fDigxrIslZSUyO12KyIiQrNmzdKBAwcCanw+n5YvX67Y2FhFRkZqwYIF+vjjjwNqOjo6lJeXJ5fLJZfLpby8PJ0+fTqg5sSJE5o/f74iIyMVGxurFStWqKenJ6Bm//79ysjIUEREhCZMmKA1a9bIsqzBtA0AAILUoILQ7t27tWzZMjU0NMjr9erzzz9XVlaWzp49a9esW7dO5eXl2rhxoxobG5WQkKDMzEx1d3fbNYWFhaqqqlJlZaVqa2t15swZ5eTkqLe3167Jzc1Vc3OzqqurVV1drebmZuXl5dnne3t7NW/ePJ09e1a1tbWqrKzU9u3btXLlSrumq6tLmZmZcrvdamxsVEVFhdavX6/y8vLrulgAACC4hA2muLq6OuDrV199VXFxcWpqatJ3v/tdWZalDRs2aNWqVVq4cKEk6bXXXlN8fLy2bdumJUuWqLOzU6+88opef/11zZkzR5K0ZcsWJSYm6u2331Z2drYOHTqk6upqNTQ0aNq0aZKkTZs2KT09XYcPH1ZycrI8Ho8OHjyokydPyu12S5Kef/555efna+3atYqOjtbWrVt14cIFbd68WU6nUykpKTpy5IjKy8tVVFSkkJCQr3wBAQDA6DWoIHSpzs5OSdK4ceMkSUePHlVbW5uysrLsGqfTqYyMDNXV1WnJkiVqamqS3+8PqHG73UpJSVFdXZ2ys7NVX18vl8tlhyBJmj59ulwul+rq6pScnKz6+nqlpKTYIUiSsrOz5fP51NTUpAceeED19fXKyMiQ0+kMqCkuLtaxY8eUlJTUryefzyefz2d/3dXVJUny+/3y+/1f5XLZ+sbx+/1yhgbnNp3zFivgf4fbUK3d5ca8EWOPFPQYHOgxONDj9Y11NdcdhCzLUlFRke6//36lpKRIktra2iRJ8fHxAbXx8fE6fvy4XRMeHq6YmJh+NX2vb2trU1xcXL/3jIuLC6i59H1iYmIUHh4eUDN58uR+79N37nJBqKysTKtXr+533OPxaOzYsZe5EtfP6/Vq3X1DOuSI889TLw73FCRJO3fuvGFje73eGzb2SEGPwYEegwM9Xptz585dU911B6HHH39cH3zwgWpra/udu3TLybKsq25DXVpzufqhqOn7oPRA8ykuLlZRUZH9dVdXlxITE5WVlaXo6Ogr9nCt/H6/vF6vMjMz9Z217wzJmCON8xZL/zz1on76+1vkuzj8W5AtJdlDPuaX19HhcAz5+CMBPQYHegwO9Dg4fTs6V3NdQWj58uV68803VVNTo9tuu80+npCQIOmLuy3jx4+3j7e3t9t3YhISEtTT06OOjo6Au0Lt7e2aMWOGXXPq1Kl+7/vJJ58EjLNnz56A8x0dHfL7/QE1fXeHvvw+Uv+7Vn2cTmfAVlofh8Mx5N94DodDvt7hDwk3ku9iyIjo8Ub+R+NGfG+MNPQYHOgxONDjtY9xLQb11JhlWXr88cf1xhtv6J133um3tZSUlKSEhISAW1o9PT3avXu3HXLS0tLkcDgCalpbW9XS0mLXpKenq7OzU3v37rVr9uzZo87OzoCalpYWtba22jUej0dOp1NpaWl2TU1NTcAj9R6PR263u9+WGQAAMM+ggtCyZcu0ZcsWbdu2TVFRUWpra1NbW5vOnz8v6YvtpsLCQpWWlqqqqkotLS3Kz8/X2LFjlZubK0lyuVx69NFHtXLlSu3atUv79u3TI488otTUVPspsrvuuktz585VQUGBGhoa1NDQoIKCAuXk5Cg5OVmSlJWVpSlTpigvL0/79u3Trl279OSTT6qgoMDewsrNzZXT6VR+fr5aWlpUVVWl0tJSnhgDAACSBrk19uKLL0qSZs2aFXD81VdfVX5+viTpqaee0vnz57V06VJ1dHRo2rRp8ng8ioqKsutfeOEFhYWF6aGHHtL58+c1e/Zsbd68WaGhoXbN1q1btWLFCvvpsgULFmjjxo32+dDQUO3YsUNLly7VzJkzFRERodzcXK1fv96ucblc8nq9WrZsmaZOnaqYmBgVFRUFfAYIAACYa1BB6Fp+InNISIhKSkpUUlIyYM2YMWNUUVGhioqKAWvGjRunLVu2XPG9Jk6cqLfeeuuKNampqaqpqbliDQAAMBO/awwAABiLIAQAAIxFEAIAAMYiCAEAAGMRhAAAgLEIQgAAwFgEIQAAYCyCEAAAMBZBCAAAGIsgBAAAjEUQAgAAxiIIAQAAYxGEAACAsQhCAADAWAQhAABgLIIQAAAwFkEIAAAYiyAEAACMRRACAADGIggBAABjEYQAAICxCEIAAMBYBCEAAGAsghAAADAWQQgAABiLIAQAAIxFEAIAAMYiCAEAAGOFDfcEgJth8tM7hnxMZ6ildfdJKSW/la83ZMjHP/bcvCEfEwAQiDtCAADAWAQhAABgLIIQAAAwFkEIAAAYiyAEAACMRRACAADGIggBAABjEYQAAICxCEIAAMBYBCEAAGAsghAAADAWQQgAABiLIAQAAIxFEAIAAMYiCAEAAGMRhAAAgLEIQgAAwFgEIQAAYCyCEAAAMBZBCAAAGIsgBAAAjEUQAgAAxiIIAQAAYxGEAACAsQhCAADAWAQhAABgLIIQAAAwFkEIAAAYiyAEAACMFTbcEwBweZOf3jHcU5Az1NK6+6SUkt/K1xty1fpjz827CbMCgKHDHSEAAGAsghAAADAWQQgAABiLIAQAAIxFEAIAAMYiCAEAAGMRhAAAgLEIQgAAwFgEIQAAYCx+sjSAITMSfhr2YH34z1nDPQUAw4ggBACjzGAD52B/VcqNwK9fwUhlxNbYr371KyUlJWnMmDFKS0vT7373u+GeEgAAGAGCPgj9+te/VmFhoVatWqV9+/bpL//yL/Xggw/qxIkTwz01AAAwzIJ+a6y8vFyPPvqo/uZv/kaStGHDBv32t7/Viy++qLKysmGeHYDhllLy22HfNjLBjf782I3Y/mM7zwxBHYR6enrU1NSkp59+OuB4VlaW6urqLvsan88nn89nf93Z2SlJ+uyzz+T3+4dkXn6/X+fOndOnn36qsM/PDsmYI03YRUvnzl1UmP8W9V4Mzn9c6DE40GNwuBE9fuPJ/zck4wwV5y2W/uk7F/XtVW/IF0TruKd4tv33L//76HA4vtK43d3dkiTLsq5YF9RB6E9/+pN6e3sVHx8fcDw+Pl5tbW2XfU1ZWZlWr17d73hSUtINmWMwyx3uCdwE9Bgc6DE40OPoFPv8jR2/u7tbLpdrwPNBHYT6hIQEJmfLsvod61NcXKyioiL764sXL+qzzz7TrbfeOuBrBqurq0uJiYk6efKkoqOjh2TMkYYegwM9Bgd6DA70ODiWZam7u1tut/uKdUEdhGJjYxUaGtrv7k97e3u/u0R9nE6nnE5nwLGvfe1rN2R+0dHRQfvN3IcegwM9Bgd6DA70eO2udCeoT1A/NRYeHq60tDR5vd6A416vVzNmzBimWQEAgJEiqO8ISVJRUZHy8vI0depUpaen6+WXX9aJEyf02GOPDffUAADAMAv6IPTwww/r008/1Zo1a9Ta2qqUlBTt3LlTkyZNGrY5OZ1OPfvss/224IIJPQYHegwO9Bgc6PHGCLGu9lwZAABAkArqzwgBAABcCUEIAAAYiyAEAACMRRACAADGIggNg1/96ldKSkrSmDFjlJaWpt/97nfDPaVrUlJSopCQkIA/CQkJ9nnLslRSUiK3262IiAjNmjVLBw4cCBjD5/Np+fLlio2NVWRkpBYsWKCPP/74Zrdiq6mp0fz58+V2uxUSEqL//u//Djg/VD11dHQoLy9PLpdLLpdLeXl5On369A3u7gtX6zE/P7/fuk6fPj2gZiT3WFZWpnvvvVdRUVGKi4vTD37wAx0+fDigZrSv47X0ONrX8cUXX9Tdd99t/yC99PR0/eY3v7HPj/Y1lK7e42hfw8spKytTSEiICgsL7WMjbi0t3FSVlZWWw+GwNm3aZB08eNB64oknrMjISOv48ePDPbWrevbZZ61vfetbVmtrq/2nvb3dPv/cc89ZUVFR1vbt2639+/dbDz/8sDV+/Hirq6vLrnnsscesCRMmWF6v13r//fetBx54wLrnnnuszz//fDhasnbu3GmtWrXK2r59uyXJqqqqCjg/VD3NnTvXSklJserq6qy6ujorJSXFysnJGRE9Ll682Jo7d27Aun766acBNSO5x+zsbOvVV1+1WlparObmZmvevHnWxIkTrTNnztg1o30dr6XH0b6Ob775prVjxw7r8OHD1uHDh61nnnnGcjgcVktLi2VZo38Nr6XH0b6Gl9q7d681efJk6+6777aeeOIJ+/hIW0uC0E123333WY899ljAsW9+85vW008/PUwzunbPPvusdc8991z23MWLF62EhATrueees49duHDBcrlc1ksvvWRZlmWdPn3acjgcVmVlpV3zhz/8wbrlllus6urqGzr3a3FpSBiqng4ePGhJshoaGuya+vp6S5L1v//7vze4q0ADBaHvf//7A75mtPXY3t5uSbJ2795tWVZwruOlPVpW8K2jZVlWTEyM9R//8R9BuYZ9+nq0rOBaw+7ubuuOO+6wvF6vlZGRYQehkbiWbI3dRD09PWpqalJWVlbA8aysLNXV1Q3TrAbnww8/lNvtVlJSkn70ox/po48+kiQdPXpUbW1tAb05nU5lZGTYvTU1Ncnv9wfUuN1upaSkjMj+h6qn+vp6uVwuTZs2za6ZPn26XC7XiOn7vffeU1xcnO68804VFBSovb3dPjfaeuzs7JQkjRs3TlJwruOlPfYJlnXs7e1VZWWlzp49q/T09KBcw0t77BMsa7hs2TLNmzdPc+bMCTg+Etcy6H+y9Ejypz/9Sb29vf1+4Wt8fHy/Xww7Ek2bNk3/+Z//qTvvvFOnTp3Sz3/+c82YMUMHDhyw53+53o4fPy5JamtrU3h4uGJiYvrVjMT+h6qntrY2xcXF9Rs/Li5uRPT94IMP6oc//KEmTZqko0eP6qc//am+973vqampSU6nc1T1aFmWioqKdP/99yslJcWeW998v2y0ruPlepSCYx3379+v9PR0XbhwQX/2Z3+mqqoqTZkyxf6HLRjWcKAepeBYQ0mqrKzU+++/r8bGxn7nRuL/HwlCwyAkJCTga8uy+h0biR588EH776mpqUpPT9ef//mf67XXXrM/0Hc9vY30/oeip8vVj5S+H374YfvvKSkpmjp1qiZNmqQdO3Zo4cKFA75uJPb4+OOP64MPPlBtbW2/c8GyjgP1GAzrmJycrObmZp0+fVrbt2/X4sWLtXv37gHnNhrXcKAep0yZEhRrePLkST3xxBPyeDwaM2bMgHUjaS3ZGruJYmNjFRoa2i+ttre390vHo0FkZKRSU1P14Ycf2k+PXam3hIQE9fT0qKOjY8CakWSoekpISNCpU6f6jf/JJ5+MyL7Hjx+vSZMm6cMPP5Q0enpcvny53nzzTb377ru67bbb7OPBtI4D9Xg5o3Edw8PD9Y1vfENTp05VWVmZ7rnnHv3Lv/xLUK3hQD1ezmhcw6amJrW3tystLU1hYWEKCwvT7t279a//+q8KCwuz5zCS1pIgdBOFh4crLS1NXq834LjX69WMGTOGaVbXz+fz6dChQxo/frySkpKUkJAQ0FtPT492795t95aWliaHwxFQ09raqpaWlhHZ/1D1lJ6ers7OTu3du9eu2bNnjzo7O0dk359++qlOnjyp8ePHSxr5PVqWpccff1xvvPGG3nnnHSUlJQWcD4Z1vFqPlzPa1vFyLMuSz+cLijUcSF+PlzMa13D27Nnav3+/mpub7T9Tp07VokWL1NzcrNtvv33kreWgPlqNr6zv8flXXnnFOnjwoFVYWGhFRkZax44dG+6pXdXKlSut9957z/roo4+shoYGKycnx4qKirLn/txzz1kul8t64403rP3791s//vGPL/tI5G233Wa9/fbb1vvvv29973vfG9bH57u7u619+/ZZ+/btsyRZ5eXl1r59++wfZzBUPc2dO9e6++67rfr6equ+vt5KTU29aY+zXqnH7u5ua+XKlVZdXZ119OhR691337XS09OtCRMmjJoe/+7v/s5yuVzWe++9F/DY8blz5+ya0b6OV+sxGNaxuLjYqqmpsY4ePWp98MEH1jPPPGPdcsstlsfjsSxr9K/h1XoMhjUcyJefGrOskbeWBKFh8G//9m/WpEmTrPDwcOsv/uIvAh6BHcn6ftaDw+Gw3G63tXDhQuvAgQP2+YsXL1rPPvuslZCQYDmdTuu73/2utX///oAxzp8/bz3++OPWuHHjrIiICCsnJ8c6ceLEzW7F9u6771qS+v1ZvHixZVlD19Onn35qLVq0yIqKirKioqKsRYsWWR0dHcPe47lz56ysrCzr61//uuVwOKyJEydaixcv7jf/kdzj5XqTZL366qt2zWhfx6v1GAzr+Nd//df2fxe//vWvW7Nnz7ZDkGWN/jW0rCv3GAxrOJBLg9BIW8sQy7Kswd1DAgAACA58RggAABiLIAQAAIxFEAIAAMYiCAEAAGMRhAAAgLEIQgAAwFgEIQAAYCyCEAAAMBZBCAAAGIsgBAAAjEUQAgAAxiIIAQAAY/1/q1HpuGbzC24AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# female\n",
    "df_train.loc[df_train['gender'] == 'f', 'url_count'].hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "ce22350b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# male\n",
    "df_train.loc[df_train['gender'] == 'm', 'url_count'].hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "ce912963",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# url_count as boxplot\n",
    "df_train['url_count'].plot.box()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "17481c0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "user_id\n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722    16\n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303     0\n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303     0\n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303     0\n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303     0\n",
       "                                        ..\n",
       "8eaa4366-9ff7-45f0-8cd1-d6292a17f397    15\n",
       "8eaa4366-9ff7-45f0-8cd1-d6292a17f397    15\n",
       "8eaa4366-9ff7-45f0-8cd1-d6292a17f397    15\n",
       "8eaa4366-9ff7-45f0-8cd1-d6292a17f397    15\n",
       "8eaa4366-9ff7-45f0-8cd1-d6292a17f397    15\n",
       "Name: typical_hour_of_day, Length: 1929998, dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# typical hour of day\n",
    "df_train['typical_hour_of_day'] = df_train.groupby('user_id')['timestamp'].apply(lambda x: x.dt.hour.value_counts().idxmax())\n",
    "df_train['typical_hour_of_day']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "b71c2ef5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "user_id\n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722    1\n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303    0\n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303    0\n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303    0\n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303    0\n",
       "                                       ..\n",
       "8eaa4366-9ff7-45f0-8cd1-d6292a17f397    6\n",
       "8eaa4366-9ff7-45f0-8cd1-d6292a17f397    6\n",
       "8eaa4366-9ff7-45f0-8cd1-d6292a17f397    6\n",
       "8eaa4366-9ff7-45f0-8cd1-d6292a17f397    6\n",
       "8eaa4366-9ff7-45f0-8cd1-d6292a17f397    6\n",
       "Name: typical_weekday, Length: 1929998, dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# typical weekday\n",
    "df_train['typical_weekday'] = df_train.groupby('user_id')['timestamp'].apply(lambda x: x.dt.weekday.value_counts().idxmax())\n",
    "df_train['typical_weekday']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ec2ce1f8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "user_id\n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722    [be4e955d-c92c-4502-9b9d-acb8b0674374, 52fd93f...\n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303    [af5656ef-2d6f-4e19-80af-39fe7c8aaaba, e4b9748...\n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303    [af5656ef-2d6f-4e19-80af-39fe7c8aaaba, e4b9748...\n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303    [af5656ef-2d6f-4e19-80af-39fe7c8aaaba, e4b9748...\n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303    [af5656ef-2d6f-4e19-80af-39fe7c8aaaba, e4b9748...\n",
       "                                                              ...                        \n",
       "8eaa4366-9ff7-45f0-8cd1-d6292a17f397    [6aa52276-4986-46f5-8cda-9a515a939902, 40cfe0d...\n",
       "8eaa4366-9ff7-45f0-8cd1-d6292a17f397    [6aa52276-4986-46f5-8cda-9a515a939902, 40cfe0d...\n",
       "8eaa4366-9ff7-45f0-8cd1-d6292a17f397    [6aa52276-4986-46f5-8cda-9a515a939902, 40cfe0d...\n",
       "8eaa4366-9ff7-45f0-8cd1-d6292a17f397    [6aa52276-4986-46f5-8cda-9a515a939902, 40cfe0d...\n",
       "8eaa4366-9ff7-45f0-8cd1-d6292a17f397    [6aa52276-4986-46f5-8cda-9a515a939902, 40cfe0d...\n",
       "Name: visited_paths, Length: 1929998, dtype: object"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train['visited_paths'] = df_train.groupby('user_id')['path'].agg(lambda x: list(set(x)))\n",
    "df_train['visited_paths']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "facd78ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# typical_weekday as histogram\n",
    "df_train['typical_weekday'].hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "7227ed1f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1919188"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check for duplicates\n",
    "df_train.index.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "d5e8ddb5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8eaa4366-9ff7-45f0-8cd1-d6292a17f397    3969\n",
       "713fa9ec-bb69-40ad-bab2-dfdc0dc1d770    3489\n",
       "2a8c738d-d209-4b86-a904-7154a9e27e15    3084\n",
       "5e7dbc96-50a4-4042-85ca-b2e1fb6be1a0    3018\n",
       "f30170e9-e4cf-4a94-ac40-934893e932de    2900\n",
       "                                        ... \n",
       "910e3847-3509-4ff6-bc9e-e26bccd15266       0\n",
       "913ea77d-f3e2-4420-9914-602c648c06f2       0\n",
       "913fc39f-e84b-436c-b7df-9c77008e16f1       0\n",
       "9198b22b-fa04-43f3-81d0-b9d77f3dc7ec       0\n",
       "fffd9768-b646-4a6b-8896-5aac81e8ac2e       0\n",
       "Name: user_id, Length: 13513, dtype: int64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check for user_id value counts\n",
    "df_train.index.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "00c07e5b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "e117ac60-fecf-4867-8a52-2fe06020bef3    117\n",
       "13d87662-03b0-48ec-abf5-250f5186ee62    117\n",
       "4c502f55-0cc3-4cd8-8f9d-5618163fab4f    116\n",
       "52bd93d7-ae1e-4387-b032-239371a0c364    116\n",
       "5d753aed-ee5b-478f-80a7-5e2753fc0d76    114\n",
       "                                       ... \n",
       "1249e2cb-e0b0-420e-af84-54fd0f12ee35     36\n",
       "64bd9a88-5f91-4bca-a469-1a246ce81754     35\n",
       "c5a85339-e520-49c3-a443-037ef508777e     34\n",
       "a5ebc836-e9d6-407c-bc25-bce3330f542d     33\n",
       "458d4c2c-3d68-4569-9ab6-aeb23a71dee0     24\n",
       "Name: path, Length: 26394, dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check for path value counts\n",
    "df_train['path'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "9cbca490",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['m', 'f']\n",
       "Categories (2, object): ['f', 'm']"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# count number of genders represented\n",
    "df_train.loc[:, 'gender'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "f58f19e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "f    1355971\n",
       "m     574027\n",
       "Name: gender, dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check gender distribution\n",
    "df_train['gender'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "985b7248",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>col_0</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gender</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>f</th>\n",
       "      <td>0.702576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m</th>\n",
       "      <td>0.297424</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "col_0      count\n",
       "gender          \n",
       "f       0.702576\n",
       "m       0.297424"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check gender distribution (normalized)\n",
    "pd.crosstab(df_train['gender'], columns='count', normalize=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "247fc7f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>path</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>gender</th>\n",
       "      <th>url_count</th>\n",
       "      <th>typical_hour_of_day</th>\n",
       "      <th>typical_weekday</th>\n",
       "      <th>visited_paths</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>c8f04f6b-d9b6-4f4a-ad36-f56c76e79722</th>\n",
       "      <td>b3a1716e-4b53-47f9-80fd-d8eb06b10a9b</td>\n",
       "      <td>2017-01-01 00:02:09</td>\n",
       "      <td>m</td>\n",
       "      <td>153</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>[be4e955d-c92c-4502-9b9d-acb8b0674374, 52fd93f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2963e74b-aa59-40dd-a84d-c6b5330eb303</th>\n",
       "      <td>95035d58-1878-42e3-ad44-8d4a47166cbb</td>\n",
       "      <td>2017-01-01 00:03:49</td>\n",
       "      <td>f</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[af5656ef-2d6f-4e19-80af-39fe7c8aaaba, e4b9748...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2963e74b-aa59-40dd-a84d-c6b5330eb303</th>\n",
       "      <td>89e040d0-cb75-4470-95ec-7e935875dd63</td>\n",
       "      <td>2017-01-01 00:03:52</td>\n",
       "      <td>f</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[af5656ef-2d6f-4e19-80af-39fe7c8aaaba, e4b9748...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2963e74b-aa59-40dd-a84d-c6b5330eb303</th>\n",
       "      <td>f713c708-8df1-4d26-94de-7a7ad9532c1f</td>\n",
       "      <td>2017-01-01 00:03:54</td>\n",
       "      <td>f</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[af5656ef-2d6f-4e19-80af-39fe7c8aaaba, e4b9748...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2963e74b-aa59-40dd-a84d-c6b5330eb303</th>\n",
       "      <td>426fcbdf-6361-4182-8e6f-8c737da4f342</td>\n",
       "      <td>2017-01-01 00:04:10</td>\n",
       "      <td>f</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[af5656ef-2d6f-4e19-80af-39fe7c8aaaba, e4b9748...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2963e74b-aa59-40dd-a84d-c6b5330eb303</th>\n",
       "      <td>ae0f17bd-7d3e-4008-8cda-d002c854c029</td>\n",
       "      <td>2017-01-01 00:04:22</td>\n",
       "      <td>f</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[af5656ef-2d6f-4e19-80af-39fe7c8aaaba, e4b9748...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7f84af98-6319-4b39-aba8-c1bf2f95f902</th>\n",
       "      <td>96fe5a79-9381-413a-bfc5-bd5b1d08c32a</td>\n",
       "      <td>2017-01-01 00:04:26</td>\n",
       "      <td>f</td>\n",
       "      <td>398</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>[a3060fbb-3ec3-44e0-a884-c71f745b1fe6, d383bd6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b07ca912-7622-44a5-88b3-aadc2e75654e</th>\n",
       "      <td>379607f0-2cfe-4b07-8c24-75dffbcd0727</td>\n",
       "      <td>2017-01-01 00:04:35</td>\n",
       "      <td>m</td>\n",
       "      <td>682</td>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "      <td>[1902912d-cfe7-4cc5-b32e-bc77681b5386, 95eaee5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d9272207-72d5-462b-af77-7701eb4f43b1</th>\n",
       "      <td>847a0272-0ac0-4c5f-a466-f43747b23a6d</td>\n",
       "      <td>2017-01-01 00:04:36</td>\n",
       "      <td>f</td>\n",
       "      <td>63</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>[74d39320-b1d6-4b71-9725-cf253e2e965e, 565828d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fddc6f4e-b92c-4f9f-aa7a-cb400d88958c</th>\n",
       "      <td>e63c9aae-cfeb-40e3-bc99-040875645290</td>\n",
       "      <td>2017-01-01 00:05:01</td>\n",
       "      <td>m</td>\n",
       "      <td>153</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>[eea5755f-c2a1-4bb8-a511-c54b40a7d67d, d999907...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                      path  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722  b3a1716e-4b53-47f9-80fd-d8eb06b10a9b   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303  95035d58-1878-42e3-ad44-8d4a47166cbb   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303  89e040d0-cb75-4470-95ec-7e935875dd63   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303  f713c708-8df1-4d26-94de-7a7ad9532c1f   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303  426fcbdf-6361-4182-8e6f-8c737da4f342   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303  ae0f17bd-7d3e-4008-8cda-d002c854c029   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902  96fe5a79-9381-413a-bfc5-bd5b1d08c32a   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e  379607f0-2cfe-4b07-8c24-75dffbcd0727   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1  847a0272-0ac0-4c5f-a466-f43747b23a6d   \n",
       "fddc6f4e-b92c-4f9f-aa7a-cb400d88958c  e63c9aae-cfeb-40e3-bc99-040875645290   \n",
       "\n",
       "                                               timestamp gender  url_count  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722 2017-01-01 00:02:09      m        153   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303 2017-01-01 00:03:49      f         47   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303 2017-01-01 00:03:52      f         47   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303 2017-01-01 00:03:54      f         47   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303 2017-01-01 00:04:10      f         47   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303 2017-01-01 00:04:22      f         47   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902 2017-01-01 00:04:26      f        398   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e 2017-01-01 00:04:35      m        682   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1 2017-01-01 00:04:36      f         63   \n",
       "fddc6f4e-b92c-4f9f-aa7a-cb400d88958c 2017-01-01 00:05:01      m        153   \n",
       "\n",
       "                                      typical_hour_of_day  typical_weekday  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                   16                1   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                    0                0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                    0                0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                    0                0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                    0                0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                    0                0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                    8                6   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                   22                3   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                   12                0   \n",
       "fddc6f4e-b92c-4f9f-aa7a-cb400d88958c                    2                0   \n",
       "\n",
       "                                                                          visited_paths  \n",
       "user_id                                                                                  \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722  [be4e955d-c92c-4502-9b9d-acb8b0674374, 52fd93f...  \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303  [af5656ef-2d6f-4e19-80af-39fe7c8aaaba, e4b9748...  \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303  [af5656ef-2d6f-4e19-80af-39fe7c8aaaba, e4b9748...  \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303  [af5656ef-2d6f-4e19-80af-39fe7c8aaaba, e4b9748...  \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303  [af5656ef-2d6f-4e19-80af-39fe7c8aaaba, e4b9748...  \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303  [af5656ef-2d6f-4e19-80af-39fe7c8aaaba, e4b9748...  \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902  [a3060fbb-3ec3-44e0-a884-c71f745b1fe6, d383bd6...  \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e  [1902912d-cfe7-4cc5-b32e-bc77681b5386, 95eaee5...  \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1  [74d39320-b1d6-4b71-9725-cf253e2e965e, 565828d...  \n",
       "fddc6f4e-b92c-4f9f-aa7a-cb400d88958c  [eea5755f-c2a1-4bb8-a511-c54b40a7d67d, d999907...  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "d8fbac6a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# remove duplicated user ids\n",
    "df_train_noduplicates = df_train[~df_train.index.duplicated(keep='first')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "de7e444a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>url_count</th>\n",
       "      <th>typical_hour_of_day</th>\n",
       "      <th>typical_weekday</th>\n",
       "      <th>visited_paths</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>c8f04f6b-d9b6-4f4a-ad36-f56c76e79722</th>\n",
       "      <td>m</td>\n",
       "      <td>153</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>[be4e955d-c92c-4502-9b9d-acb8b0674374, 52fd93f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2963e74b-aa59-40dd-a84d-c6b5330eb303</th>\n",
       "      <td>f</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[af5656ef-2d6f-4e19-80af-39fe7c8aaaba, e4b9748...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7f84af98-6319-4b39-aba8-c1bf2f95f902</th>\n",
       "      <td>f</td>\n",
       "      <td>398</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>[a3060fbb-3ec3-44e0-a884-c71f745b1fe6, d383bd6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b07ca912-7622-44a5-88b3-aadc2e75654e</th>\n",
       "      <td>m</td>\n",
       "      <td>682</td>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "      <td>[1902912d-cfe7-4cc5-b32e-bc77681b5386, 95eaee5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d9272207-72d5-462b-af77-7701eb4f43b1</th>\n",
       "      <td>f</td>\n",
       "      <td>63</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>[74d39320-b1d6-4b71-9725-cf253e2e965e, 565828d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25b84945-6db1-4460-8222-fa82d9a79300</th>\n",
       "      <td>f</td>\n",
       "      <td>247</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>[cdf74433-c96e-4abc-b1e5-dd4e50bb099e, 1a82780...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9b0e2291-4fa5-4c32-882d-071918199566</th>\n",
       "      <td>f</td>\n",
       "      <td>109</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>[2566610f-0ef7-4b0b-9a2d-7f3896c92f7a, 1d7cd52...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4853d3fa-a7ef-4682-9908-dc7bf7edc21f</th>\n",
       "      <td>f</td>\n",
       "      <td>95</td>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>[da7cda73-7987-449a-aea0-0459cc7021c8, 1772330...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e633c2ca-7053-4d44-bdf8-8edfb6017ac0</th>\n",
       "      <td>m</td>\n",
       "      <td>132</td>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "      <td>[e862c0fc-43c7-4e3a-839b-6eca72ea382c, 9700417...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1ea38e40-82d2-4613-92a4-d52a20ac53c7</th>\n",
       "      <td>f</td>\n",
       "      <td>44</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>[74f730ed-a7b2-46d2-8475-ba3961b95b92, 65817b1...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10810 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     gender  url_count  typical_hour_of_day  \\\n",
       "user_id                                                                       \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722      m        153                   16   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303      f         47                    0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902      f        398                    8   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e      m        682                   22   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1      f         63                   12   \n",
       "...                                     ...        ...                  ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300      f        247                   21   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566      f        109                   19   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f      f         95                   21   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0      m        132                   23   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7      f         44                   20   \n",
       "\n",
       "                                      typical_weekday  \\\n",
       "user_id                                                 \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                1   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                6   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                3   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                0   \n",
       "...                                               ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                4   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                2   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                4   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                2   \n",
       "\n",
       "                                                                          visited_paths  \n",
       "user_id                                                                                  \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722  [be4e955d-c92c-4502-9b9d-acb8b0674374, 52fd93f...  \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303  [af5656ef-2d6f-4e19-80af-39fe7c8aaaba, e4b9748...  \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902  [a3060fbb-3ec3-44e0-a884-c71f745b1fe6, d383bd6...  \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e  [1902912d-cfe7-4cc5-b32e-bc77681b5386, 95eaee5...  \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1  [74d39320-b1d6-4b71-9725-cf253e2e965e, 565828d...  \n",
       "...                                                                                 ...  \n",
       "25b84945-6db1-4460-8222-fa82d9a79300  [cdf74433-c96e-4abc-b1e5-dd4e50bb099e, 1a82780...  \n",
       "9b0e2291-4fa5-4c32-882d-071918199566  [2566610f-0ef7-4b0b-9a2d-7f3896c92f7a, 1d7cd52...  \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f  [da7cda73-7987-449a-aea0-0459cc7021c8, 1772330...  \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0  [e862c0fc-43c7-4e3a-839b-6eca72ea382c, 9700417...  \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7  [74f730ed-a7b2-46d2-8475-ba3961b95b92, 65817b1...  \n",
       "\n",
       "[10810 rows x 5 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# drop original path and timestamp columns\n",
    "df_train_cleaned = df_train_noduplicates.drop(['path', 'timestamp'], axis=1)\n",
    "df_train_cleaned"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29b64b09",
   "metadata": {},
   "source": [
    "## Data Preparation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "9aa5c2d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# preparation function\n",
    "def preparation(df):\n",
    "    \"\"\"\n",
    "    Prepares the dataframe for modeling and assigns correct data types\n",
    "\n",
    "    Args:\n",
    "        df (pd.DataFrame) : Data set.\n",
    "\n",
    "    Returns:\n",
    "        df (pd.DataFrame) : Prepared data set.\n",
    "    \"\"\"\n",
    "    \n",
    "    # convert \"PurchDate\" to time series\n",
    "    df.loc[:, \"timestamp\"] = pd.to_datetime(df.loc[:, \"timestamp\"])\n",
    "    \n",
    "    #convert object dtypes to categorial to save memory\n",
    "    for col in df.select_dtypes('object'):\n",
    "        df.loc[:, col] = df.loc[:, col].astype('category')\n",
    "    \n",
    "    # set user_id as index\n",
    "    df = df.set_index('user_id')\n",
    "    \n",
    "    # individual visits per user\n",
    "    df['url_count'] = df.groupby('user_id')['path'].count()\n",
    "    \n",
    "    # typical hour\n",
    "    df['typical_hour_of_day'] = df.groupby('user_id')['timestamp'].apply(lambda x: x.dt.hour.value_counts().idxmax())\n",
    "\n",
    "    # typical weekday\n",
    "    df['typical_weekday'] = df.groupby('user_id')['timestamp'].apply(lambda x: x.dt.weekday.value_counts().idxmax())\n",
    "    \n",
    "    df['visited_paths'] = df.groupby('user_id')['path'].agg(lambda x: list(set(x)))\n",
    "    \n",
    "    # remove duplicated indices\n",
    "    df_noduplicates = df[~df.index.duplicated(keep='first')]\n",
    "    df_cleaned = df_noduplicates.drop(['path', 'timestamp'], axis=1)\n",
    "    \n",
    "    return df_cleaned"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "b2290fb2",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\dk\\AppData\\Local\\Temp\\ipykernel_1176\\2868418943.py:14: DeprecationWarning: In a future version, `df.iloc[:, i] = newvals` will attempt to set the values inplace instead of always setting a new array. To retain the old behavior, use either `df[df.columns[i]] = newvals` or, if columns are non-unique, `df.isetitem(i, newvals)`\n",
      "  df.loc[:, \"timestamp\"] = pd.to_datetime(df.loc[:, \"timestamp\"])\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>url_count</th>\n",
       "      <th>typical_hour_of_day</th>\n",
       "      <th>typical_weekday</th>\n",
       "      <th>visited_paths</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>c8f04f6b-d9b6-4f4a-ad36-f56c76e79722</th>\n",
       "      <td>m</td>\n",
       "      <td>153</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>[be4e955d-c92c-4502-9b9d-acb8b0674374, 52fd93f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2963e74b-aa59-40dd-a84d-c6b5330eb303</th>\n",
       "      <td>f</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[af5656ef-2d6f-4e19-80af-39fe7c8aaaba, e4b9748...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7f84af98-6319-4b39-aba8-c1bf2f95f902</th>\n",
       "      <td>f</td>\n",
       "      <td>398</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>[a3060fbb-3ec3-44e0-a884-c71f745b1fe6, d383bd6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b07ca912-7622-44a5-88b3-aadc2e75654e</th>\n",
       "      <td>m</td>\n",
       "      <td>682</td>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "      <td>[1902912d-cfe7-4cc5-b32e-bc77681b5386, 95eaee5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d9272207-72d5-462b-af77-7701eb4f43b1</th>\n",
       "      <td>f</td>\n",
       "      <td>63</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>[74d39320-b1d6-4b71-9725-cf253e2e965e, 565828d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25b84945-6db1-4460-8222-fa82d9a79300</th>\n",
       "      <td>f</td>\n",
       "      <td>247</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>[cdf74433-c96e-4abc-b1e5-dd4e50bb099e, 1a82780...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9b0e2291-4fa5-4c32-882d-071918199566</th>\n",
       "      <td>f</td>\n",
       "      <td>109</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>[2566610f-0ef7-4b0b-9a2d-7f3896c92f7a, 1d7cd52...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4853d3fa-a7ef-4682-9908-dc7bf7edc21f</th>\n",
       "      <td>f</td>\n",
       "      <td>95</td>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>[da7cda73-7987-449a-aea0-0459cc7021c8, 1772330...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e633c2ca-7053-4d44-bdf8-8edfb6017ac0</th>\n",
       "      <td>m</td>\n",
       "      <td>132</td>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "      <td>[e862c0fc-43c7-4e3a-839b-6eca72ea382c, 9700417...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1ea38e40-82d2-4613-92a4-d52a20ac53c7</th>\n",
       "      <td>f</td>\n",
       "      <td>44</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>[74f730ed-a7b2-46d2-8475-ba3961b95b92, 65817b1...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10810 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     gender  url_count  typical_hour_of_day  \\\n",
       "user_id                                                                       \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722      m        153                   16   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303      f         47                    0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902      f        398                    8   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e      m        682                   22   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1      f         63                   12   \n",
       "...                                     ...        ...                  ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300      f        247                   21   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566      f        109                   19   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f      f         95                   21   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0      m        132                   23   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7      f         44                   20   \n",
       "\n",
       "                                      typical_weekday  \\\n",
       "user_id                                                 \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                1   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                6   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                3   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                0   \n",
       "...                                               ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                4   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                2   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                4   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                2   \n",
       "\n",
       "                                                                          visited_paths  \n",
       "user_id                                                                                  \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722  [be4e955d-c92c-4502-9b9d-acb8b0674374, 52fd93f...  \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303  [af5656ef-2d6f-4e19-80af-39fe7c8aaaba, e4b9748...  \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902  [a3060fbb-3ec3-44e0-a884-c71f745b1fe6, d383bd6...  \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e  [1902912d-cfe7-4cc5-b32e-bc77681b5386, 95eaee5...  \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1  [74d39320-b1d6-4b71-9725-cf253e2e965e, 565828d...  \n",
       "...                                                                                 ...  \n",
       "25b84945-6db1-4460-8222-fa82d9a79300  [cdf74433-c96e-4abc-b1e5-dd4e50bb099e, 1a82780...  \n",
       "9b0e2291-4fa5-4c32-882d-071918199566  [2566610f-0ef7-4b0b-9a2d-7f3896c92f7a, 1d7cd52...  \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f  [da7cda73-7987-449a-aea0-0459cc7021c8, 1772330...  \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0  [e862c0fc-43c7-4e3a-839b-6eca72ea382c, 9700417...  \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7  [74f730ed-a7b2-46d2-8475-ba3961b95b92, 65817b1...  \n",
       "\n",
       "[10810 rows x 5 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# test preparation function on basic level\n",
    "df_train_prep = preparation(df_train_copy)\n",
    "df_train_prep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "52b3a132",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# double check for working function\n",
    "df_train_prep.equals(df_train_cleaned)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "abd702e3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\dk\\AppData\\Local\\Temp\\ipykernel_1176\\2868418943.py:14: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df.loc[:, \"timestamp\"] = pd.to_datetime(df.loc[:, \"timestamp\"])\n",
      "C:\\Users\\dk\\AppData\\Local\\Temp\\ipykernel_1176\\2868418943.py:14: DeprecationWarning: In a future version, `df.iloc[:, i] = newvals` will attempt to set the values inplace instead of always setting a new array. To retain the old behavior, use either `df[df.columns[i]] = newvals` or, if columns are non-unique, `df.isetitem(i, newvals)`\n",
      "  df.loc[:, \"timestamp\"] = pd.to_datetime(df.loc[:, \"timestamp\"])\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>url_count</th>\n",
       "      <th>typical_hour_of_day</th>\n",
       "      <th>typical_weekday</th>\n",
       "      <th>visited_paths</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>a09a43ed-e001-4bf9-a80b-51a7d867407e</th>\n",
       "      <td>f</td>\n",
       "      <td>148</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>[425bf5a2-11ae-4c71-b59a-68efed7d2ec6, 3f013ea...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>062bcbf9-0274-4a91-89f9-f5f5c0096367</th>\n",
       "      <td>f</td>\n",
       "      <td>50</td>\n",
       "      <td>16</td>\n",
       "      <td>6</td>\n",
       "      <td>[803c446e-c874-4172-be01-886f560a2f40, 5335ef0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>f0b678c0-351c-4240-b2e4-9ce34355e1dd</th>\n",
       "      <td>f</td>\n",
       "      <td>40</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>[e416232c-4d7f-4ee3-b580-9d977602e16d, 0456ff3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54c91562-9b43-4412-9bb8-750a12a7572e</th>\n",
       "      <td>m</td>\n",
       "      <td>109</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>[8820ddb4-4cc4-46a3-b260-1b7ab3926005, e4e3d9c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e1b1133b-64bd-421d-a598-5e4a08dc0dd0</th>\n",
       "      <td>m</td>\n",
       "      <td>102</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[3dd2fa7f-b6a7-49e4-95e8-6e448dea9f05, 789de16...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     gender  url_count  typical_hour_of_day  \\\n",
       "user_id                                                                       \n",
       "a09a43ed-e001-4bf9-a80b-51a7d867407e      f        148                    3   \n",
       "062bcbf9-0274-4a91-89f9-f5f5c0096367      f         50                   16   \n",
       "f0b678c0-351c-4240-b2e4-9ce34355e1dd      f         40                    9   \n",
       "54c91562-9b43-4412-9bb8-750a12a7572e      m        109                    5   \n",
       "e1b1133b-64bd-421d-a598-5e4a08dc0dd0      m        102                    0   \n",
       "\n",
       "                                      typical_weekday  \\\n",
       "user_id                                                 \n",
       "a09a43ed-e001-4bf9-a80b-51a7d867407e                1   \n",
       "062bcbf9-0274-4a91-89f9-f5f5c0096367                6   \n",
       "f0b678c0-351c-4240-b2e4-9ce34355e1dd                6   \n",
       "54c91562-9b43-4412-9bb8-750a12a7572e                0   \n",
       "e1b1133b-64bd-421d-a598-5e4a08dc0dd0                1   \n",
       "\n",
       "                                                                          visited_paths  \n",
       "user_id                                                                                  \n",
       "a09a43ed-e001-4bf9-a80b-51a7d867407e  [425bf5a2-11ae-4c71-b59a-68efed7d2ec6, 3f013ea...  \n",
       "062bcbf9-0274-4a91-89f9-f5f5c0096367  [803c446e-c874-4172-be01-886f560a2f40, 5335ef0...  \n",
       "f0b678c0-351c-4240-b2e4-9ce34355e1dd  [e416232c-4d7f-4ee3-b580-9d977602e16d, 0456ff3...  \n",
       "54c91562-9b43-4412-9bb8-750a12a7572e  [8820ddb4-4cc4-46a3-b260-1b7ab3926005, e4e3d9c...  \n",
       "e1b1133b-64bd-421d-a598-5e4a08dc0dd0  [3dd2fa7f-b6a7-49e4-95e8-6e448dea9f05, 789de16...  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# prepare evaluation set\n",
    "df_test_prep = preparation(df_test)\n",
    "df_test_prep.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3949c8f",
   "metadata": {},
   "source": [
    "## Modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "f3779ecb",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.compose import ColumnTransformer\n",
    "from sklearn.preprocessing import OneHotEncoder, StandardScaler, MultiLabelBinarizer\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.model_selection import cross_val_score, GridSearchCV\n",
    "from sklearn.metrics import classification_report, f1_score\n",
    "from sklearn.decomposition import PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "a9091e77",
   "metadata": {},
   "outputs": [],
   "source": [
    "mlb = MultiLabelBinarizer()\n",
    "\n",
    "encoded_paths = mlb.fit_transform(df_train_prep['visited_paths'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "7a1c16d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       ...,\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]])"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "encoded_paths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "bdb2204c",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train_encoded = pd.DataFrame(encoded_paths, columns=mlb.classes_, index=df_train_prep.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "26a06abc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>00008484-081a-4bb5-99ce-eeed599df25e</th>\n",
       "      <th>00034084-3c84-4827-9154-25a047519fe8</th>\n",
       "      <th>0003694d-eaeb-45da-9835-4e4e0926b715</th>\n",
       "      <th>00037a56-6232-4648-b1ae-3b7423319c74</th>\n",
       "      <th>00043562-2978-4ba3-a9b9-7f9845ff3c2a</th>\n",
       "      <th>0006d913-4954-43c3-84f1-6cf509814765</th>\n",
       "      <th>000be475-f9d5-4365-a040-2b5cc662a5a9</th>\n",
       "      <th>000d3b74-bff6-4a9d-825f-606644792338</th>\n",
       "      <th>000e1843-d563-4651-9510-99236e371472</th>\n",
       "      <th>000f52d6-afb5-40fa-bb80-7ca539be3dbc</th>\n",
       "      <th>...</th>\n",
       "      <th>ffe0090b-79b1-46f3-a9b5-5272ab0183e1</th>\n",
       "      <th>ffe35af4-b9c7-40ee-a9e9-36f7bac4965c</th>\n",
       "      <th>ffe4d87e-10c1-49ae-9ce6-fb371d71ce4e</th>\n",
       "      <th>ffe5ed7c-262e-4420-92b6-9ca0a70bd54b</th>\n",
       "      <th>ffe84164-c6d9-405e-ba1f-a2fda42a495e</th>\n",
       "      <th>ffe96588-63ec-42b4-b522-25ca2df900a4</th>\n",
       "      <th>ffec5d88-955e-4585-9cb7-5a2bd831ad47</th>\n",
       "      <th>fff0dd85-e912-4363-b531-155628113469</th>\n",
       "      <th>fff40ebc-f168-4f4f-a174-d83a4878169d</th>\n",
       "      <th>fffcea2a-c021-4f20-8bcb-08754392b14d</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>c8f04f6b-d9b6-4f4a-ad36-f56c76e79722</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2963e74b-aa59-40dd-a84d-c6b5330eb303</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7f84af98-6319-4b39-aba8-c1bf2f95f902</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b07ca912-7622-44a5-88b3-aadc2e75654e</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d9272207-72d5-462b-af77-7701eb4f43b1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25b84945-6db1-4460-8222-fa82d9a79300</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9b0e2291-4fa5-4c32-882d-071918199566</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4853d3fa-a7ef-4682-9908-dc7bf7edc21f</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e633c2ca-7053-4d44-bdf8-8edfb6017ac0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1ea38e40-82d2-4613-92a4-d52a20ac53c7</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10810 rows × 26394 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      00008484-081a-4bb5-99ce-eeed599df25e  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      00034084-3c84-4827-9154-25a047519fe8  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      0003694d-eaeb-45da-9835-4e4e0926b715  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      00037a56-6232-4648-b1ae-3b7423319c74  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      00043562-2978-4ba3-a9b9-7f9845ff3c2a  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      0006d913-4954-43c3-84f1-6cf509814765  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      000be475-f9d5-4365-a040-2b5cc662a5a9  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      000d3b74-bff6-4a9d-825f-606644792338  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      000e1843-d563-4651-9510-99236e371472  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      000f52d6-afb5-40fa-bb80-7ca539be3dbc  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      ...  \\\n",
       "user_id                               ...   \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722  ...   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303  ...   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902  ...   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e  ...   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1  ...   \n",
       "...                                   ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300  ...   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566  ...   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f  ...   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0  ...   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7  ...   \n",
       "\n",
       "                                      ffe0090b-79b1-46f3-a9b5-5272ab0183e1  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      ffe35af4-b9c7-40ee-a9e9-36f7bac4965c  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      ffe4d87e-10c1-49ae-9ce6-fb371d71ce4e  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      ffe5ed7c-262e-4420-92b6-9ca0a70bd54b  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      ffe84164-c6d9-405e-ba1f-a2fda42a495e  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      ffe96588-63ec-42b4-b522-25ca2df900a4  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      ffec5d88-955e-4585-9cb7-5a2bd831ad47  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      fff0dd85-e912-4363-b531-155628113469  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      fff40ebc-f168-4f4f-a174-d83a4878169d  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      fffcea2a-c021-4f20-8bcb-08754392b14d  \n",
       "user_id                                                                     \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0  \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0  \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0  \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0  \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0  \n",
       "...                                                                    ...  \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0  \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0  \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0  \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0  \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0  \n",
       "\n",
       "[10810 rows x 26394 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train_encoded"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "2cff5175",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train_prep = pd.concat([df_train_prep, df_train_encoded], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "281bb7a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>url_count</th>\n",
       "      <th>typical_hour_of_day</th>\n",
       "      <th>typical_weekday</th>\n",
       "      <th>visited_paths</th>\n",
       "      <th>00008484-081a-4bb5-99ce-eeed599df25e</th>\n",
       "      <th>00034084-3c84-4827-9154-25a047519fe8</th>\n",
       "      <th>0003694d-eaeb-45da-9835-4e4e0926b715</th>\n",
       "      <th>00037a56-6232-4648-b1ae-3b7423319c74</th>\n",
       "      <th>00043562-2978-4ba3-a9b9-7f9845ff3c2a</th>\n",
       "      <th>...</th>\n",
       "      <th>ffe0090b-79b1-46f3-a9b5-5272ab0183e1</th>\n",
       "      <th>ffe35af4-b9c7-40ee-a9e9-36f7bac4965c</th>\n",
       "      <th>ffe4d87e-10c1-49ae-9ce6-fb371d71ce4e</th>\n",
       "      <th>ffe5ed7c-262e-4420-92b6-9ca0a70bd54b</th>\n",
       "      <th>ffe84164-c6d9-405e-ba1f-a2fda42a495e</th>\n",
       "      <th>ffe96588-63ec-42b4-b522-25ca2df900a4</th>\n",
       "      <th>ffec5d88-955e-4585-9cb7-5a2bd831ad47</th>\n",
       "      <th>fff0dd85-e912-4363-b531-155628113469</th>\n",
       "      <th>fff40ebc-f168-4f4f-a174-d83a4878169d</th>\n",
       "      <th>fffcea2a-c021-4f20-8bcb-08754392b14d</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>c8f04f6b-d9b6-4f4a-ad36-f56c76e79722</th>\n",
       "      <td>m</td>\n",
       "      <td>153</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>[be4e955d-c92c-4502-9b9d-acb8b0674374, 52fd93f...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2963e74b-aa59-40dd-a84d-c6b5330eb303</th>\n",
       "      <td>f</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[af5656ef-2d6f-4e19-80af-39fe7c8aaaba, e4b9748...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7f84af98-6319-4b39-aba8-c1bf2f95f902</th>\n",
       "      <td>f</td>\n",
       "      <td>398</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>[a3060fbb-3ec3-44e0-a884-c71f745b1fe6, d383bd6...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b07ca912-7622-44a5-88b3-aadc2e75654e</th>\n",
       "      <td>m</td>\n",
       "      <td>682</td>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "      <td>[1902912d-cfe7-4cc5-b32e-bc77681b5386, 95eaee5...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d9272207-72d5-462b-af77-7701eb4f43b1</th>\n",
       "      <td>f</td>\n",
       "      <td>63</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>[74d39320-b1d6-4b71-9725-cf253e2e965e, 565828d...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25b84945-6db1-4460-8222-fa82d9a79300</th>\n",
       "      <td>f</td>\n",
       "      <td>247</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>[cdf74433-c96e-4abc-b1e5-dd4e50bb099e, 1a82780...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9b0e2291-4fa5-4c32-882d-071918199566</th>\n",
       "      <td>f</td>\n",
       "      <td>109</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>[2566610f-0ef7-4b0b-9a2d-7f3896c92f7a, 1d7cd52...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4853d3fa-a7ef-4682-9908-dc7bf7edc21f</th>\n",
       "      <td>f</td>\n",
       "      <td>95</td>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>[da7cda73-7987-449a-aea0-0459cc7021c8, 1772330...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e633c2ca-7053-4d44-bdf8-8edfb6017ac0</th>\n",
       "      <td>m</td>\n",
       "      <td>132</td>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "      <td>[e862c0fc-43c7-4e3a-839b-6eca72ea382c, 9700417...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1ea38e40-82d2-4613-92a4-d52a20ac53c7</th>\n",
       "      <td>f</td>\n",
       "      <td>44</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>[74f730ed-a7b2-46d2-8475-ba3961b95b92, 65817b1...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10810 rows × 26399 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     gender  url_count  typical_hour_of_day  \\\n",
       "user_id                                                                       \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722      m        153                   16   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303      f         47                    0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902      f        398                    8   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e      m        682                   22   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1      f         63                   12   \n",
       "...                                     ...        ...                  ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300      f        247                   21   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566      f        109                   19   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f      f         95                   21   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0      m        132                   23   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7      f         44                   20   \n",
       "\n",
       "                                      typical_weekday  \\\n",
       "user_id                                                 \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                1   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                6   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                3   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                0   \n",
       "...                                               ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                4   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                2   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                4   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                2   \n",
       "\n",
       "                                                                          visited_paths  \\\n",
       "user_id                                                                                   \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722  [be4e955d-c92c-4502-9b9d-acb8b0674374, 52fd93f...   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303  [af5656ef-2d6f-4e19-80af-39fe7c8aaaba, e4b9748...   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902  [a3060fbb-3ec3-44e0-a884-c71f745b1fe6, d383bd6...   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e  [1902912d-cfe7-4cc5-b32e-bc77681b5386, 95eaee5...   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1  [74d39320-b1d6-4b71-9725-cf253e2e965e, 565828d...   \n",
       "...                                                                                 ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300  [cdf74433-c96e-4abc-b1e5-dd4e50bb099e, 1a82780...   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566  [2566610f-0ef7-4b0b-9a2d-7f3896c92f7a, 1d7cd52...   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f  [da7cda73-7987-449a-aea0-0459cc7021c8, 1772330...   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0  [e862c0fc-43c7-4e3a-839b-6eca72ea382c, 9700417...   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7  [74f730ed-a7b2-46d2-8475-ba3961b95b92, 65817b1...   \n",
       "\n",
       "                                      00008484-081a-4bb5-99ce-eeed599df25e  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      00034084-3c84-4827-9154-25a047519fe8  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      0003694d-eaeb-45da-9835-4e4e0926b715  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      00037a56-6232-4648-b1ae-3b7423319c74  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      00043562-2978-4ba3-a9b9-7f9845ff3c2a  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      ...  \\\n",
       "user_id                               ...   \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722  ...   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303  ...   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902  ...   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e  ...   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1  ...   \n",
       "...                                   ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300  ...   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566  ...   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f  ...   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0  ...   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7  ...   \n",
       "\n",
       "                                      ffe0090b-79b1-46f3-a9b5-5272ab0183e1  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      ffe35af4-b9c7-40ee-a9e9-36f7bac4965c  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      ffe4d87e-10c1-49ae-9ce6-fb371d71ce4e  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      ffe5ed7c-262e-4420-92b6-9ca0a70bd54b  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      ffe84164-c6d9-405e-ba1f-a2fda42a495e  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      ffe96588-63ec-42b4-b522-25ca2df900a4  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      ffec5d88-955e-4585-9cb7-5a2bd831ad47  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      fff0dd85-e912-4363-b531-155628113469  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      fff40ebc-f168-4f4f-a174-d83a4878169d  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      fffcea2a-c021-4f20-8bcb-08754392b14d  \n",
       "user_id                                                                     \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0  \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0  \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0  \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0  \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0  \n",
       "...                                                                    ...  \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0  \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0  \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0  \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0  \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0  \n",
       "\n",
       "[10810 rows x 26399 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train_prep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "2145b276",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train_prep.drop('visited_paths', axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "32bb8de2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>url_count</th>\n",
       "      <th>typical_hour_of_day</th>\n",
       "      <th>typical_weekday</th>\n",
       "      <th>00008484-081a-4bb5-99ce-eeed599df25e</th>\n",
       "      <th>00034084-3c84-4827-9154-25a047519fe8</th>\n",
       "      <th>0003694d-eaeb-45da-9835-4e4e0926b715</th>\n",
       "      <th>00037a56-6232-4648-b1ae-3b7423319c74</th>\n",
       "      <th>00043562-2978-4ba3-a9b9-7f9845ff3c2a</th>\n",
       "      <th>0006d913-4954-43c3-84f1-6cf509814765</th>\n",
       "      <th>...</th>\n",
       "      <th>ffe0090b-79b1-46f3-a9b5-5272ab0183e1</th>\n",
       "      <th>ffe35af4-b9c7-40ee-a9e9-36f7bac4965c</th>\n",
       "      <th>ffe4d87e-10c1-49ae-9ce6-fb371d71ce4e</th>\n",
       "      <th>ffe5ed7c-262e-4420-92b6-9ca0a70bd54b</th>\n",
       "      <th>ffe84164-c6d9-405e-ba1f-a2fda42a495e</th>\n",
       "      <th>ffe96588-63ec-42b4-b522-25ca2df900a4</th>\n",
       "      <th>ffec5d88-955e-4585-9cb7-5a2bd831ad47</th>\n",
       "      <th>fff0dd85-e912-4363-b531-155628113469</th>\n",
       "      <th>fff40ebc-f168-4f4f-a174-d83a4878169d</th>\n",
       "      <th>fffcea2a-c021-4f20-8bcb-08754392b14d</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>c8f04f6b-d9b6-4f4a-ad36-f56c76e79722</th>\n",
       "      <td>m</td>\n",
       "      <td>153</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2963e74b-aa59-40dd-a84d-c6b5330eb303</th>\n",
       "      <td>f</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7f84af98-6319-4b39-aba8-c1bf2f95f902</th>\n",
       "      <td>f</td>\n",
       "      <td>398</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b07ca912-7622-44a5-88b3-aadc2e75654e</th>\n",
       "      <td>m</td>\n",
       "      <td>682</td>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d9272207-72d5-462b-af77-7701eb4f43b1</th>\n",
       "      <td>f</td>\n",
       "      <td>63</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 26398 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     gender  url_count  typical_hour_of_day  \\\n",
       "user_id                                                                       \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722      m        153                   16   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303      f         47                    0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902      f        398                    8   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e      m        682                   22   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1      f         63                   12   \n",
       "\n",
       "                                      typical_weekday  \\\n",
       "user_id                                                 \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                1   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                6   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                3   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                0   \n",
       "\n",
       "                                      00008484-081a-4bb5-99ce-eeed599df25e  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      00034084-3c84-4827-9154-25a047519fe8  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      0003694d-eaeb-45da-9835-4e4e0926b715  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      00037a56-6232-4648-b1ae-3b7423319c74  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      00043562-2978-4ba3-a9b9-7f9845ff3c2a  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      0006d913-4954-43c3-84f1-6cf509814765  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      ...  \\\n",
       "user_id                               ...   \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722  ...   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303  ...   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902  ...   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e  ...   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1  ...   \n",
       "\n",
       "                                      ffe0090b-79b1-46f3-a9b5-5272ab0183e1  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      ffe35af4-b9c7-40ee-a9e9-36f7bac4965c  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      ffe4d87e-10c1-49ae-9ce6-fb371d71ce4e  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      ffe5ed7c-262e-4420-92b6-9ca0a70bd54b  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      ffe84164-c6d9-405e-ba1f-a2fda42a495e  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      ffe96588-63ec-42b4-b522-25ca2df900a4  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      ffec5d88-955e-4585-9cb7-5a2bd831ad47  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      fff0dd85-e912-4363-b531-155628113469  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      fff40ebc-f168-4f4f-a174-d83a4878169d  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      fffcea2a-c021-4f20-8bcb-08754392b14d  \n",
       "user_id                                                                     \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0  \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0  \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0  \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0  \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0  \n",
       "\n",
       "[5 rows x 26398 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train_prep.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "db43dc48",
   "metadata": {},
   "outputs": [],
   "source": [
    "encoded_paths = mlb.transform(df_test_prep['visited_paths'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "d9f0b498",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test_encoded = pd.DataFrame(encoded_paths, columns=mlb.classes_, index=df_test_prep.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "9fb892f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test_prep = pd.concat([df_test_prep, df_test_encoded], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "6a0c83fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test_prep.drop('visited_paths', axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "037f6c10",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>url_count</th>\n",
       "      <th>typical_hour_of_day</th>\n",
       "      <th>typical_weekday</th>\n",
       "      <th>00008484-081a-4bb5-99ce-eeed599df25e</th>\n",
       "      <th>00034084-3c84-4827-9154-25a047519fe8</th>\n",
       "      <th>0003694d-eaeb-45da-9835-4e4e0926b715</th>\n",
       "      <th>00037a56-6232-4648-b1ae-3b7423319c74</th>\n",
       "      <th>00043562-2978-4ba3-a9b9-7f9845ff3c2a</th>\n",
       "      <th>0006d913-4954-43c3-84f1-6cf509814765</th>\n",
       "      <th>...</th>\n",
       "      <th>ffe0090b-79b1-46f3-a9b5-5272ab0183e1</th>\n",
       "      <th>ffe35af4-b9c7-40ee-a9e9-36f7bac4965c</th>\n",
       "      <th>ffe4d87e-10c1-49ae-9ce6-fb371d71ce4e</th>\n",
       "      <th>ffe5ed7c-262e-4420-92b6-9ca0a70bd54b</th>\n",
       "      <th>ffe84164-c6d9-405e-ba1f-a2fda42a495e</th>\n",
       "      <th>ffe96588-63ec-42b4-b522-25ca2df900a4</th>\n",
       "      <th>ffec5d88-955e-4585-9cb7-5a2bd831ad47</th>\n",
       "      <th>fff0dd85-e912-4363-b531-155628113469</th>\n",
       "      <th>fff40ebc-f168-4f4f-a174-d83a4878169d</th>\n",
       "      <th>fffcea2a-c021-4f20-8bcb-08754392b14d</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>a09a43ed-e001-4bf9-a80b-51a7d867407e</th>\n",
       "      <td>f</td>\n",
       "      <td>148</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>062bcbf9-0274-4a91-89f9-f5f5c0096367</th>\n",
       "      <td>f</td>\n",
       "      <td>50</td>\n",
       "      <td>16</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>f0b678c0-351c-4240-b2e4-9ce34355e1dd</th>\n",
       "      <td>f</td>\n",
       "      <td>40</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54c91562-9b43-4412-9bb8-750a12a7572e</th>\n",
       "      <td>m</td>\n",
       "      <td>109</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e1b1133b-64bd-421d-a598-5e4a08dc0dd0</th>\n",
       "      <td>m</td>\n",
       "      <td>102</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7bc45c1c-8adf-457d-915d-39f2a027c9a4</th>\n",
       "      <td>m</td>\n",
       "      <td>113</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0ea29eb1-6274-4635-a85c-7ebeeda575fa</th>\n",
       "      <td>f</td>\n",
       "      <td>1171</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6fcf01f6-c3dc-4824-b4a8-a90473e80b93</th>\n",
       "      <td>m</td>\n",
       "      <td>216</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2f13af73-b23b-49c4-9136-73b6362e9f56</th>\n",
       "      <td>f</td>\n",
       "      <td>81</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cfc3d4e1-848e-4a91-8317-e1f3f27cbdae</th>\n",
       "      <td>f</td>\n",
       "      <td>31</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2703 rows × 26398 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     gender  url_count  typical_hour_of_day  \\\n",
       "user_id                                                                       \n",
       "a09a43ed-e001-4bf9-a80b-51a7d867407e      f        148                    3   \n",
       "062bcbf9-0274-4a91-89f9-f5f5c0096367      f         50                   16   \n",
       "f0b678c0-351c-4240-b2e4-9ce34355e1dd      f         40                    9   \n",
       "54c91562-9b43-4412-9bb8-750a12a7572e      m        109                    5   \n",
       "e1b1133b-64bd-421d-a598-5e4a08dc0dd0      m        102                    0   \n",
       "...                                     ...        ...                  ...   \n",
       "7bc45c1c-8adf-457d-915d-39f2a027c9a4      m        113                   10   \n",
       "0ea29eb1-6274-4635-a85c-7ebeeda575fa      f       1171                    0   \n",
       "6fcf01f6-c3dc-4824-b4a8-a90473e80b93      m        216                    6   \n",
       "2f13af73-b23b-49c4-9136-73b6362e9f56      f         81                   18   \n",
       "cfc3d4e1-848e-4a91-8317-e1f3f27cbdae      f         31                    7   \n",
       "\n",
       "                                      typical_weekday  \\\n",
       "user_id                                                 \n",
       "a09a43ed-e001-4bf9-a80b-51a7d867407e                1   \n",
       "062bcbf9-0274-4a91-89f9-f5f5c0096367                6   \n",
       "f0b678c0-351c-4240-b2e4-9ce34355e1dd                6   \n",
       "54c91562-9b43-4412-9bb8-750a12a7572e                0   \n",
       "e1b1133b-64bd-421d-a598-5e4a08dc0dd0                1   \n",
       "...                                               ...   \n",
       "7bc45c1c-8adf-457d-915d-39f2a027c9a4                4   \n",
       "0ea29eb1-6274-4635-a85c-7ebeeda575fa                5   \n",
       "6fcf01f6-c3dc-4824-b4a8-a90473e80b93                5   \n",
       "2f13af73-b23b-49c4-9136-73b6362e9f56                3   \n",
       "cfc3d4e1-848e-4a91-8317-e1f3f27cbdae                2   \n",
       "\n",
       "                                      00008484-081a-4bb5-99ce-eeed599df25e  \\\n",
       "user_id                                                                      \n",
       "a09a43ed-e001-4bf9-a80b-51a7d867407e                                     0   \n",
       "062bcbf9-0274-4a91-89f9-f5f5c0096367                                     0   \n",
       "f0b678c0-351c-4240-b2e4-9ce34355e1dd                                     0   \n",
       "54c91562-9b43-4412-9bb8-750a12a7572e                                     0   \n",
       "e1b1133b-64bd-421d-a598-5e4a08dc0dd0                                     0   \n",
       "...                                                                    ...   \n",
       "7bc45c1c-8adf-457d-915d-39f2a027c9a4                                     0   \n",
       "0ea29eb1-6274-4635-a85c-7ebeeda575fa                                     0   \n",
       "6fcf01f6-c3dc-4824-b4a8-a90473e80b93                                     0   \n",
       "2f13af73-b23b-49c4-9136-73b6362e9f56                                     0   \n",
       "cfc3d4e1-848e-4a91-8317-e1f3f27cbdae                                     0   \n",
       "\n",
       "                                      00034084-3c84-4827-9154-25a047519fe8  \\\n",
       "user_id                                                                      \n",
       "a09a43ed-e001-4bf9-a80b-51a7d867407e                                     0   \n",
       "062bcbf9-0274-4a91-89f9-f5f5c0096367                                     0   \n",
       "f0b678c0-351c-4240-b2e4-9ce34355e1dd                                     0   \n",
       "54c91562-9b43-4412-9bb8-750a12a7572e                                     0   \n",
       "e1b1133b-64bd-421d-a598-5e4a08dc0dd0                                     0   \n",
       "...                                                                    ...   \n",
       "7bc45c1c-8adf-457d-915d-39f2a027c9a4                                     0   \n",
       "0ea29eb1-6274-4635-a85c-7ebeeda575fa                                     0   \n",
       "6fcf01f6-c3dc-4824-b4a8-a90473e80b93                                     0   \n",
       "2f13af73-b23b-49c4-9136-73b6362e9f56                                     0   \n",
       "cfc3d4e1-848e-4a91-8317-e1f3f27cbdae                                     0   \n",
       "\n",
       "                                      0003694d-eaeb-45da-9835-4e4e0926b715  \\\n",
       "user_id                                                                      \n",
       "a09a43ed-e001-4bf9-a80b-51a7d867407e                                     0   \n",
       "062bcbf9-0274-4a91-89f9-f5f5c0096367                                     0   \n",
       "f0b678c0-351c-4240-b2e4-9ce34355e1dd                                     0   \n",
       "54c91562-9b43-4412-9bb8-750a12a7572e                                     0   \n",
       "e1b1133b-64bd-421d-a598-5e4a08dc0dd0                                     0   \n",
       "...                                                                    ...   \n",
       "7bc45c1c-8adf-457d-915d-39f2a027c9a4                                     0   \n",
       "0ea29eb1-6274-4635-a85c-7ebeeda575fa                                     0   \n",
       "6fcf01f6-c3dc-4824-b4a8-a90473e80b93                                     0   \n",
       "2f13af73-b23b-49c4-9136-73b6362e9f56                                     0   \n",
       "cfc3d4e1-848e-4a91-8317-e1f3f27cbdae                                     0   \n",
       "\n",
       "                                      00037a56-6232-4648-b1ae-3b7423319c74  \\\n",
       "user_id                                                                      \n",
       "a09a43ed-e001-4bf9-a80b-51a7d867407e                                     0   \n",
       "062bcbf9-0274-4a91-89f9-f5f5c0096367                                     0   \n",
       "f0b678c0-351c-4240-b2e4-9ce34355e1dd                                     0   \n",
       "54c91562-9b43-4412-9bb8-750a12a7572e                                     0   \n",
       "e1b1133b-64bd-421d-a598-5e4a08dc0dd0                                     0   \n",
       "...                                                                    ...   \n",
       "7bc45c1c-8adf-457d-915d-39f2a027c9a4                                     0   \n",
       "0ea29eb1-6274-4635-a85c-7ebeeda575fa                                     0   \n",
       "6fcf01f6-c3dc-4824-b4a8-a90473e80b93                                     0   \n",
       "2f13af73-b23b-49c4-9136-73b6362e9f56                                     0   \n",
       "cfc3d4e1-848e-4a91-8317-e1f3f27cbdae                                     0   \n",
       "\n",
       "                                      00043562-2978-4ba3-a9b9-7f9845ff3c2a  \\\n",
       "user_id                                                                      \n",
       "a09a43ed-e001-4bf9-a80b-51a7d867407e                                     0   \n",
       "062bcbf9-0274-4a91-89f9-f5f5c0096367                                     0   \n",
       "f0b678c0-351c-4240-b2e4-9ce34355e1dd                                     0   \n",
       "54c91562-9b43-4412-9bb8-750a12a7572e                                     0   \n",
       "e1b1133b-64bd-421d-a598-5e4a08dc0dd0                                     0   \n",
       "...                                                                    ...   \n",
       "7bc45c1c-8adf-457d-915d-39f2a027c9a4                                     0   \n",
       "0ea29eb1-6274-4635-a85c-7ebeeda575fa                                     0   \n",
       "6fcf01f6-c3dc-4824-b4a8-a90473e80b93                                     0   \n",
       "2f13af73-b23b-49c4-9136-73b6362e9f56                                     0   \n",
       "cfc3d4e1-848e-4a91-8317-e1f3f27cbdae                                     0   \n",
       "\n",
       "                                      0006d913-4954-43c3-84f1-6cf509814765  \\\n",
       "user_id                                                                      \n",
       "a09a43ed-e001-4bf9-a80b-51a7d867407e                                     0   \n",
       "062bcbf9-0274-4a91-89f9-f5f5c0096367                                     0   \n",
       "f0b678c0-351c-4240-b2e4-9ce34355e1dd                                     0   \n",
       "54c91562-9b43-4412-9bb8-750a12a7572e                                     0   \n",
       "e1b1133b-64bd-421d-a598-5e4a08dc0dd0                                     0   \n",
       "...                                                                    ...   \n",
       "7bc45c1c-8adf-457d-915d-39f2a027c9a4                                     0   \n",
       "0ea29eb1-6274-4635-a85c-7ebeeda575fa                                     1   \n",
       "6fcf01f6-c3dc-4824-b4a8-a90473e80b93                                     0   \n",
       "2f13af73-b23b-49c4-9136-73b6362e9f56                                     0   \n",
       "cfc3d4e1-848e-4a91-8317-e1f3f27cbdae                                     0   \n",
       "\n",
       "                                      ...  \\\n",
       "user_id                               ...   \n",
       "a09a43ed-e001-4bf9-a80b-51a7d867407e  ...   \n",
       "062bcbf9-0274-4a91-89f9-f5f5c0096367  ...   \n",
       "f0b678c0-351c-4240-b2e4-9ce34355e1dd  ...   \n",
       "54c91562-9b43-4412-9bb8-750a12a7572e  ...   \n",
       "e1b1133b-64bd-421d-a598-5e4a08dc0dd0  ...   \n",
       "...                                   ...   \n",
       "7bc45c1c-8adf-457d-915d-39f2a027c9a4  ...   \n",
       "0ea29eb1-6274-4635-a85c-7ebeeda575fa  ...   \n",
       "6fcf01f6-c3dc-4824-b4a8-a90473e80b93  ...   \n",
       "2f13af73-b23b-49c4-9136-73b6362e9f56  ...   \n",
       "cfc3d4e1-848e-4a91-8317-e1f3f27cbdae  ...   \n",
       "\n",
       "                                      ffe0090b-79b1-46f3-a9b5-5272ab0183e1  \\\n",
       "user_id                                                                      \n",
       "a09a43ed-e001-4bf9-a80b-51a7d867407e                                     0   \n",
       "062bcbf9-0274-4a91-89f9-f5f5c0096367                                     0   \n",
       "f0b678c0-351c-4240-b2e4-9ce34355e1dd                                     0   \n",
       "54c91562-9b43-4412-9bb8-750a12a7572e                                     0   \n",
       "e1b1133b-64bd-421d-a598-5e4a08dc0dd0                                     0   \n",
       "...                                                                    ...   \n",
       "7bc45c1c-8adf-457d-915d-39f2a027c9a4                                     0   \n",
       "0ea29eb1-6274-4635-a85c-7ebeeda575fa                                     0   \n",
       "6fcf01f6-c3dc-4824-b4a8-a90473e80b93                                     0   \n",
       "2f13af73-b23b-49c4-9136-73b6362e9f56                                     0   \n",
       "cfc3d4e1-848e-4a91-8317-e1f3f27cbdae                                     0   \n",
       "\n",
       "                                      ffe35af4-b9c7-40ee-a9e9-36f7bac4965c  \\\n",
       "user_id                                                                      \n",
       "a09a43ed-e001-4bf9-a80b-51a7d867407e                                     0   \n",
       "062bcbf9-0274-4a91-89f9-f5f5c0096367                                     0   \n",
       "f0b678c0-351c-4240-b2e4-9ce34355e1dd                                     0   \n",
       "54c91562-9b43-4412-9bb8-750a12a7572e                                     0   \n",
       "e1b1133b-64bd-421d-a598-5e4a08dc0dd0                                     0   \n",
       "...                                                                    ...   \n",
       "7bc45c1c-8adf-457d-915d-39f2a027c9a4                                     0   \n",
       "0ea29eb1-6274-4635-a85c-7ebeeda575fa                                     0   \n",
       "6fcf01f6-c3dc-4824-b4a8-a90473e80b93                                     0   \n",
       "2f13af73-b23b-49c4-9136-73b6362e9f56                                     0   \n",
       "cfc3d4e1-848e-4a91-8317-e1f3f27cbdae                                     0   \n",
       "\n",
       "                                      ffe4d87e-10c1-49ae-9ce6-fb371d71ce4e  \\\n",
       "user_id                                                                      \n",
       "a09a43ed-e001-4bf9-a80b-51a7d867407e                                     0   \n",
       "062bcbf9-0274-4a91-89f9-f5f5c0096367                                     0   \n",
       "f0b678c0-351c-4240-b2e4-9ce34355e1dd                                     0   \n",
       "54c91562-9b43-4412-9bb8-750a12a7572e                                     0   \n",
       "e1b1133b-64bd-421d-a598-5e4a08dc0dd0                                     0   \n",
       "...                                                                    ...   \n",
       "7bc45c1c-8adf-457d-915d-39f2a027c9a4                                     0   \n",
       "0ea29eb1-6274-4635-a85c-7ebeeda575fa                                     0   \n",
       "6fcf01f6-c3dc-4824-b4a8-a90473e80b93                                     0   \n",
       "2f13af73-b23b-49c4-9136-73b6362e9f56                                     0   \n",
       "cfc3d4e1-848e-4a91-8317-e1f3f27cbdae                                     0   \n",
       "\n",
       "                                      ffe5ed7c-262e-4420-92b6-9ca0a70bd54b  \\\n",
       "user_id                                                                      \n",
       "a09a43ed-e001-4bf9-a80b-51a7d867407e                                     0   \n",
       "062bcbf9-0274-4a91-89f9-f5f5c0096367                                     0   \n",
       "f0b678c0-351c-4240-b2e4-9ce34355e1dd                                     0   \n",
       "54c91562-9b43-4412-9bb8-750a12a7572e                                     0   \n",
       "e1b1133b-64bd-421d-a598-5e4a08dc0dd0                                     0   \n",
       "...                                                                    ...   \n",
       "7bc45c1c-8adf-457d-915d-39f2a027c9a4                                     0   \n",
       "0ea29eb1-6274-4635-a85c-7ebeeda575fa                                     0   \n",
       "6fcf01f6-c3dc-4824-b4a8-a90473e80b93                                     0   \n",
       "2f13af73-b23b-49c4-9136-73b6362e9f56                                     0   \n",
       "cfc3d4e1-848e-4a91-8317-e1f3f27cbdae                                     0   \n",
       "\n",
       "                                      ffe84164-c6d9-405e-ba1f-a2fda42a495e  \\\n",
       "user_id                                                                      \n",
       "a09a43ed-e001-4bf9-a80b-51a7d867407e                                     0   \n",
       "062bcbf9-0274-4a91-89f9-f5f5c0096367                                     0   \n",
       "f0b678c0-351c-4240-b2e4-9ce34355e1dd                                     0   \n",
       "54c91562-9b43-4412-9bb8-750a12a7572e                                     0   \n",
       "e1b1133b-64bd-421d-a598-5e4a08dc0dd0                                     0   \n",
       "...                                                                    ...   \n",
       "7bc45c1c-8adf-457d-915d-39f2a027c9a4                                     0   \n",
       "0ea29eb1-6274-4635-a85c-7ebeeda575fa                                     0   \n",
       "6fcf01f6-c3dc-4824-b4a8-a90473e80b93                                     0   \n",
       "2f13af73-b23b-49c4-9136-73b6362e9f56                                     0   \n",
       "cfc3d4e1-848e-4a91-8317-e1f3f27cbdae                                     0   \n",
       "\n",
       "                                      ffe96588-63ec-42b4-b522-25ca2df900a4  \\\n",
       "user_id                                                                      \n",
       "a09a43ed-e001-4bf9-a80b-51a7d867407e                                     0   \n",
       "062bcbf9-0274-4a91-89f9-f5f5c0096367                                     0   \n",
       "f0b678c0-351c-4240-b2e4-9ce34355e1dd                                     0   \n",
       "54c91562-9b43-4412-9bb8-750a12a7572e                                     0   \n",
       "e1b1133b-64bd-421d-a598-5e4a08dc0dd0                                     0   \n",
       "...                                                                    ...   \n",
       "7bc45c1c-8adf-457d-915d-39f2a027c9a4                                     0   \n",
       "0ea29eb1-6274-4635-a85c-7ebeeda575fa                                     0   \n",
       "6fcf01f6-c3dc-4824-b4a8-a90473e80b93                                     0   \n",
       "2f13af73-b23b-49c4-9136-73b6362e9f56                                     0   \n",
       "cfc3d4e1-848e-4a91-8317-e1f3f27cbdae                                     0   \n",
       "\n",
       "                                      ffec5d88-955e-4585-9cb7-5a2bd831ad47  \\\n",
       "user_id                                                                      \n",
       "a09a43ed-e001-4bf9-a80b-51a7d867407e                                     0   \n",
       "062bcbf9-0274-4a91-89f9-f5f5c0096367                                     0   \n",
       "f0b678c0-351c-4240-b2e4-9ce34355e1dd                                     0   \n",
       "54c91562-9b43-4412-9bb8-750a12a7572e                                     0   \n",
       "e1b1133b-64bd-421d-a598-5e4a08dc0dd0                                     0   \n",
       "...                                                                    ...   \n",
       "7bc45c1c-8adf-457d-915d-39f2a027c9a4                                     0   \n",
       "0ea29eb1-6274-4635-a85c-7ebeeda575fa                                     0   \n",
       "6fcf01f6-c3dc-4824-b4a8-a90473e80b93                                     0   \n",
       "2f13af73-b23b-49c4-9136-73b6362e9f56                                     0   \n",
       "cfc3d4e1-848e-4a91-8317-e1f3f27cbdae                                     0   \n",
       "\n",
       "                                      fff0dd85-e912-4363-b531-155628113469  \\\n",
       "user_id                                                                      \n",
       "a09a43ed-e001-4bf9-a80b-51a7d867407e                                     0   \n",
       "062bcbf9-0274-4a91-89f9-f5f5c0096367                                     0   \n",
       "f0b678c0-351c-4240-b2e4-9ce34355e1dd                                     0   \n",
       "54c91562-9b43-4412-9bb8-750a12a7572e                                     0   \n",
       "e1b1133b-64bd-421d-a598-5e4a08dc0dd0                                     0   \n",
       "...                                                                    ...   \n",
       "7bc45c1c-8adf-457d-915d-39f2a027c9a4                                     0   \n",
       "0ea29eb1-6274-4635-a85c-7ebeeda575fa                                     0   \n",
       "6fcf01f6-c3dc-4824-b4a8-a90473e80b93                                     0   \n",
       "2f13af73-b23b-49c4-9136-73b6362e9f56                                     0   \n",
       "cfc3d4e1-848e-4a91-8317-e1f3f27cbdae                                     0   \n",
       "\n",
       "                                      fff40ebc-f168-4f4f-a174-d83a4878169d  \\\n",
       "user_id                                                                      \n",
       "a09a43ed-e001-4bf9-a80b-51a7d867407e                                     0   \n",
       "062bcbf9-0274-4a91-89f9-f5f5c0096367                                     0   \n",
       "f0b678c0-351c-4240-b2e4-9ce34355e1dd                                     0   \n",
       "54c91562-9b43-4412-9bb8-750a12a7572e                                     0   \n",
       "e1b1133b-64bd-421d-a598-5e4a08dc0dd0                                     0   \n",
       "...                                                                    ...   \n",
       "7bc45c1c-8adf-457d-915d-39f2a027c9a4                                     0   \n",
       "0ea29eb1-6274-4635-a85c-7ebeeda575fa                                     0   \n",
       "6fcf01f6-c3dc-4824-b4a8-a90473e80b93                                     0   \n",
       "2f13af73-b23b-49c4-9136-73b6362e9f56                                     0   \n",
       "cfc3d4e1-848e-4a91-8317-e1f3f27cbdae                                     0   \n",
       "\n",
       "                                      fffcea2a-c021-4f20-8bcb-08754392b14d  \n",
       "user_id                                                                     \n",
       "a09a43ed-e001-4bf9-a80b-51a7d867407e                                     0  \n",
       "062bcbf9-0274-4a91-89f9-f5f5c0096367                                     0  \n",
       "f0b678c0-351c-4240-b2e4-9ce34355e1dd                                     0  \n",
       "54c91562-9b43-4412-9bb8-750a12a7572e                                     0  \n",
       "e1b1133b-64bd-421d-a598-5e4a08dc0dd0                                     0  \n",
       "...                                                                    ...  \n",
       "7bc45c1c-8adf-457d-915d-39f2a027c9a4                                     0  \n",
       "0ea29eb1-6274-4635-a85c-7ebeeda575fa                                     0  \n",
       "6fcf01f6-c3dc-4824-b4a8-a90473e80b93                                     0  \n",
       "2f13af73-b23b-49c4-9136-73b6362e9f56                                     0  \n",
       "cfc3d4e1-848e-4a91-8317-e1f3f27cbdae                                     0  \n",
       "\n",
       "[2703 rows x 26398 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_test_prep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "55e87bbe",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\dk\\AppData\\Local\\Temp\\ipykernel_1176\\4288422714.py:2: DeprecationWarning: In a future version, `df.iloc[:, i] = newvals` will attempt to set the values inplace instead of always setting a new array. To retain the old behavior, use either `df[df.columns[i]] = newvals` or, if columns are non-unique, `df.isetitem(i, newvals)`\n",
      "  df_train_prep.loc[:, 'gender'] = df_train_prep.loc[:, 'gender'].replace({'f': 0, 'm': 1})\n",
      "C:\\Users\\dk\\AppData\\Local\\Temp\\ipykernel_1176\\4288422714.py:3: DeprecationWarning: In a future version, `df.iloc[:, i] = newvals` will attempt to set the values inplace instead of always setting a new array. To retain the old behavior, use either `df[df.columns[i]] = newvals` or, if columns are non-unique, `df.isetitem(i, newvals)`\n",
      "  df_test_prep.loc[:, 'gender'] = df_test_prep.loc[:, 'gender'].replace({'f': 0, 'm': 1})\n"
     ]
    }
   ],
   "source": [
    "# label encoding\n",
    "df_train_prep.loc[:, 'gender'] = df_train_prep.loc[:, 'gender'].replace({'f': 0, 'm': 1})\n",
    "df_test_prep.loc[:, 'gender'] = df_test_prep.loc[:, 'gender'].replace({'f': 0, 'm': 1})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "13a3d8fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# instantiate feature matrix and target vector for train set\n",
    "features_train = df_train_prep.drop(\"gender\", axis=1)\n",
    "target_train = df_train_prep.loc[:, \"gender\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "f2ae174e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>url_count</th>\n",
       "      <th>typical_hour_of_day</th>\n",
       "      <th>typical_weekday</th>\n",
       "      <th>00008484-081a-4bb5-99ce-eeed599df25e</th>\n",
       "      <th>00034084-3c84-4827-9154-25a047519fe8</th>\n",
       "      <th>0003694d-eaeb-45da-9835-4e4e0926b715</th>\n",
       "      <th>00037a56-6232-4648-b1ae-3b7423319c74</th>\n",
       "      <th>00043562-2978-4ba3-a9b9-7f9845ff3c2a</th>\n",
       "      <th>0006d913-4954-43c3-84f1-6cf509814765</th>\n",
       "      <th>000be475-f9d5-4365-a040-2b5cc662a5a9</th>\n",
       "      <th>...</th>\n",
       "      <th>ffe0090b-79b1-46f3-a9b5-5272ab0183e1</th>\n",
       "      <th>ffe35af4-b9c7-40ee-a9e9-36f7bac4965c</th>\n",
       "      <th>ffe4d87e-10c1-49ae-9ce6-fb371d71ce4e</th>\n",
       "      <th>ffe5ed7c-262e-4420-92b6-9ca0a70bd54b</th>\n",
       "      <th>ffe84164-c6d9-405e-ba1f-a2fda42a495e</th>\n",
       "      <th>ffe96588-63ec-42b4-b522-25ca2df900a4</th>\n",
       "      <th>ffec5d88-955e-4585-9cb7-5a2bd831ad47</th>\n",
       "      <th>fff0dd85-e912-4363-b531-155628113469</th>\n",
       "      <th>fff40ebc-f168-4f4f-a174-d83a4878169d</th>\n",
       "      <th>fffcea2a-c021-4f20-8bcb-08754392b14d</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>c8f04f6b-d9b6-4f4a-ad36-f56c76e79722</th>\n",
       "      <td>153</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2963e74b-aa59-40dd-a84d-c6b5330eb303</th>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7f84af98-6319-4b39-aba8-c1bf2f95f902</th>\n",
       "      <td>398</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b07ca912-7622-44a5-88b3-aadc2e75654e</th>\n",
       "      <td>682</td>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d9272207-72d5-462b-af77-7701eb4f43b1</th>\n",
       "      <td>63</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 26397 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      url_count  typical_hour_of_day  \\\n",
       "user_id                                                                \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722        153                   16   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303         47                    0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902        398                    8   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e        682                   22   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1         63                   12   \n",
       "\n",
       "                                      typical_weekday  \\\n",
       "user_id                                                 \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                1   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                6   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                3   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                0   \n",
       "\n",
       "                                      00008484-081a-4bb5-99ce-eeed599df25e  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      00034084-3c84-4827-9154-25a047519fe8  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      0003694d-eaeb-45da-9835-4e4e0926b715  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      00037a56-6232-4648-b1ae-3b7423319c74  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      00043562-2978-4ba3-a9b9-7f9845ff3c2a  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      0006d913-4954-43c3-84f1-6cf509814765  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      000be475-f9d5-4365-a040-2b5cc662a5a9  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      ...  \\\n",
       "user_id                               ...   \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722  ...   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303  ...   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902  ...   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e  ...   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1  ...   \n",
       "\n",
       "                                      ffe0090b-79b1-46f3-a9b5-5272ab0183e1  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      ffe35af4-b9c7-40ee-a9e9-36f7bac4965c  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      ffe4d87e-10c1-49ae-9ce6-fb371d71ce4e  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      ffe5ed7c-262e-4420-92b6-9ca0a70bd54b  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      ffe84164-c6d9-405e-ba1f-a2fda42a495e  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      ffe96588-63ec-42b4-b522-25ca2df900a4  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      ffec5d88-955e-4585-9cb7-5a2bd831ad47  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      fff0dd85-e912-4363-b531-155628113469  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      fff40ebc-f168-4f4f-a174-d83a4878169d  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "\n",
       "                                      fffcea2a-c021-4f20-8bcb-08754392b14d  \n",
       "user_id                                                                     \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0  \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0  \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0  \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0  \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0  \n",
       "\n",
       "[5 rows x 26397 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "97b7afc1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# instantiate feature matrix and target vector for evaluation set\n",
    "features_test = df_test_prep.drop(\"gender\", axis=1)\n",
    "target_test = df_test_prep.loc[:, \"gender\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "d910dd65",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3698818384655847"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# baseline model: randomly predicting the same number of cases in each class\n",
    "from sklearn.dummy import DummyClassifier\n",
    "\n",
    "model_dummy = DummyClassifier(strategy='uniform', random_state=42)\n",
    "\n",
    "cross_val_score(estimator=model_dummy,\n",
    "                X=features_train, \n",
    "                y=target_train, \n",
    "                cv=5, \n",
    "                scoring='f1').mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "0757e5fc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.3850467289719626\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.71      0.51      0.60      1899\n",
      "           1       0.31      0.51      0.39       804\n",
      "\n",
      "    accuracy                           0.51      2703\n",
      "   macro avg       0.51      0.51      0.49      2703\n",
      "weighted avg       0.59      0.51      0.53      2703\n",
      "\n"
     ]
    }
   ],
   "source": [
    "model_dummy.fit(features_train, target_train)\n",
    "\n",
    "target_test_pred = model_dummy.predict(features_test)\n",
    "print(f1_score(target_test, target_test_pred))\n",
    "print(classification_report(target_test, target_test_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "74ba23a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>url_count</th>\n",
       "      <th>typical_hour_of_day</th>\n",
       "      <th>typical_weekday</th>\n",
       "      <th>00008484-081a-4bb5-99ce-eeed599df25e</th>\n",
       "      <th>00034084-3c84-4827-9154-25a047519fe8</th>\n",
       "      <th>0003694d-eaeb-45da-9835-4e4e0926b715</th>\n",
       "      <th>00037a56-6232-4648-b1ae-3b7423319c74</th>\n",
       "      <th>00043562-2978-4ba3-a9b9-7f9845ff3c2a</th>\n",
       "      <th>0006d913-4954-43c3-84f1-6cf509814765</th>\n",
       "      <th>000be475-f9d5-4365-a040-2b5cc662a5a9</th>\n",
       "      <th>...</th>\n",
       "      <th>ffe0090b-79b1-46f3-a9b5-5272ab0183e1</th>\n",
       "      <th>ffe35af4-b9c7-40ee-a9e9-36f7bac4965c</th>\n",
       "      <th>ffe4d87e-10c1-49ae-9ce6-fb371d71ce4e</th>\n",
       "      <th>ffe5ed7c-262e-4420-92b6-9ca0a70bd54b</th>\n",
       "      <th>ffe84164-c6d9-405e-ba1f-a2fda42a495e</th>\n",
       "      <th>ffe96588-63ec-42b4-b522-25ca2df900a4</th>\n",
       "      <th>ffec5d88-955e-4585-9cb7-5a2bd831ad47</th>\n",
       "      <th>fff0dd85-e912-4363-b531-155628113469</th>\n",
       "      <th>fff40ebc-f168-4f4f-a174-d83a4878169d</th>\n",
       "      <th>fffcea2a-c021-4f20-8bcb-08754392b14d</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>c8f04f6b-d9b6-4f4a-ad36-f56c76e79722</th>\n",
       "      <td>153</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2963e74b-aa59-40dd-a84d-c6b5330eb303</th>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7f84af98-6319-4b39-aba8-c1bf2f95f902</th>\n",
       "      <td>398</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b07ca912-7622-44a5-88b3-aadc2e75654e</th>\n",
       "      <td>682</td>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d9272207-72d5-462b-af77-7701eb4f43b1</th>\n",
       "      <td>63</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25b84945-6db1-4460-8222-fa82d9a79300</th>\n",
       "      <td>247</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9b0e2291-4fa5-4c32-882d-071918199566</th>\n",
       "      <td>109</td>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4853d3fa-a7ef-4682-9908-dc7bf7edc21f</th>\n",
       "      <td>95</td>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e633c2ca-7053-4d44-bdf8-8edfb6017ac0</th>\n",
       "      <td>132</td>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1ea38e40-82d2-4613-92a4-d52a20ac53c7</th>\n",
       "      <td>44</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10810 rows × 26397 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      url_count  typical_hour_of_day  \\\n",
       "user_id                                                                \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722        153                   16   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303         47                    0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902        398                    8   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e        682                   22   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1         63                   12   \n",
       "...                                         ...                  ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300        247                   21   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566        109                   19   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f         95                   21   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0        132                   23   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7         44                   20   \n",
       "\n",
       "                                      typical_weekday  \\\n",
       "user_id                                                 \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                1   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                6   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                3   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                0   \n",
       "...                                               ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                4   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                2   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                4   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                2   \n",
       "\n",
       "                                      00008484-081a-4bb5-99ce-eeed599df25e  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      00034084-3c84-4827-9154-25a047519fe8  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      0003694d-eaeb-45da-9835-4e4e0926b715  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      00037a56-6232-4648-b1ae-3b7423319c74  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      00043562-2978-4ba3-a9b9-7f9845ff3c2a  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      0006d913-4954-43c3-84f1-6cf509814765  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      000be475-f9d5-4365-a040-2b5cc662a5a9  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      ...  \\\n",
       "user_id                               ...   \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722  ...   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303  ...   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902  ...   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e  ...   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1  ...   \n",
       "...                                   ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300  ...   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566  ...   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f  ...   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0  ...   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7  ...   \n",
       "\n",
       "                                      ffe0090b-79b1-46f3-a9b5-5272ab0183e1  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      ffe35af4-b9c7-40ee-a9e9-36f7bac4965c  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      ffe4d87e-10c1-49ae-9ce6-fb371d71ce4e  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      ffe5ed7c-262e-4420-92b6-9ca0a70bd54b  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      ffe84164-c6d9-405e-ba1f-a2fda42a495e  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      ffe96588-63ec-42b4-b522-25ca2df900a4  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      ffec5d88-955e-4585-9cb7-5a2bd831ad47  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      fff0dd85-e912-4363-b531-155628113469  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      fff40ebc-f168-4f4f-a174-d83a4878169d  \\\n",
       "user_id                                                                      \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0   \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0   \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0   \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0   \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0   \n",
       "...                                                                    ...   \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0   \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0   \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0   \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0   \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0   \n",
       "\n",
       "                                      fffcea2a-c021-4f20-8bcb-08754392b14d  \n",
       "user_id                                                                     \n",
       "c8f04f6b-d9b6-4f4a-ad36-f56c76e79722                                     0  \n",
       "2963e74b-aa59-40dd-a84d-c6b5330eb303                                     0  \n",
       "7f84af98-6319-4b39-aba8-c1bf2f95f902                                     0  \n",
       "b07ca912-7622-44a5-88b3-aadc2e75654e                                     0  \n",
       "d9272207-72d5-462b-af77-7701eb4f43b1                                     0  \n",
       "...                                                                    ...  \n",
       "25b84945-6db1-4460-8222-fa82d9a79300                                     0  \n",
       "9b0e2291-4fa5-4c32-882d-071918199566                                     0  \n",
       "4853d3fa-a7ef-4682-9908-dc7bf7edc21f                                     0  \n",
       "e633c2ca-7053-4d44-bdf8-8edfb6017ac0                                     0  \n",
       "1ea38e40-82d2-4613-92a4-d52a20ac53c7                                     0  \n",
       "\n",
       "[10810 rows x 26397 columns]"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "88b080c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# one-hot encoding categorial columns\n",
    "ohe_cols = ['typical_weekday', 'typical_hour_of_day']\n",
    "paths_mlb = features_train.iloc[:, 3:].columns\n",
    "pca_col_transformer = ColumnTransformer(transformers=[(\"OHE\", OneHotEncoder(handle_unknown=\"ignore\"), ohe_cols),                                                      \n",
    "                                                      (\"PCA_paths\", PCA(n_components=1, random_state=42), paths_mlb)],\n",
    "                                        remainder=\"passthrough\",\n",
    "                                        sparse_threshold=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "a5680b0a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# standardizer\n",
    "scaler = StandardScaler()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "99664c55",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pipeline(steps=[('col_encoder',\n",
      "                 ColumnTransformer(remainder='passthrough', sparse_threshold=0,\n",
      "                                   transformers=[('OHE',\n",
      "                                                  OneHotEncoder(handle_unknown='ignore'),\n",
      "                                                  ['typical_weekday',\n",
      "                                                   'typical_hour_of_day']),\n",
      "                                                 ('PCA_paths',\n",
      "                                                  PCA(n_components=1,\n",
      "                                                      random_state=42),\n",
      "                                                  Index(['00008484-081a-4bb5-99ce-eeed599df25e',\n",
      "       '00034084-3c84-4827-9154-25a047519fe8',\n",
      "       '0003694d-eaeb-45da-9...\n",
      "       'ffe84164-c6d9-405e-ba1f-a2fda42a495e',\n",
      "       'ffe96588-63ec-42b4-b522-25ca2df900a4',\n",
      "       'ffec5d88-955e-4585-9cb7-5a2bd831ad47',\n",
      "       'fff0dd85-e912-4363-b531-155628113469',\n",
      "       'fff40ebc-f168-4f4f-a174-d83a4878169d',\n",
      "       'fffcea2a-c021-4f20-8bcb-08754392b14d'],\n",
      "      dtype='object', length=26394))])),\n",
      "                ('scaler', StandardScaler()),\n",
      "                ('model',\n",
      "                 LogisticRegression(C=1, class_weight='balanced',\n",
      "                                    random_state=42))])\n",
      "0.9912553361929095\n"
     ]
    }
   ],
   "source": [
    "# logistic regression\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "model_lr = LogisticRegression(class_weight=\"balanced\",\n",
    "                              random_state=42)\n",
    "\n",
    "model_pipe_lr = Pipeline([(\"col_encoder\", pca_col_transformer),\n",
    "                          (\"scaler\", scaler),\n",
    "                          (\"model\", model_lr)])\n",
    "\n",
    "search_grid_lr = {\"model__C\": [0.005, 0.01, 0.05, 1]}\n",
    "\n",
    "grid_model_lr = GridSearchCV(estimator=model_pipe_lr,\n",
    "                             param_grid=search_grid_lr,\n",
    "                             cv=5,\n",
    "                             scoring=\"f1\")\n",
    "\n",
    "grid_model_lr.fit(features_train, target_train)\n",
    "\n",
    "print(grid_model_lr.best_estimator_)\n",
    "print(grid_model_lr.best_score_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "fc708685",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.995049504950495\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00      1899\n",
      "           1       0.99      1.00      1.00       804\n",
      "\n",
      "    accuracy                           1.00      2703\n",
      "   macro avg       1.00      1.00      1.00      2703\n",
      "weighted avg       1.00      1.00      1.00      2703\n",
      "\n"
     ]
    }
   ],
   "source": [
    "target_test_pred = grid_model_lr.predict(features_test)\n",
    "\n",
    "print(f1_score(target_test, target_test_pred))\n",
    "print(classification_report(target_test, target_test_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "be92ea9c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pipeline(steps=[('col_encoder',\n",
      "                 ColumnTransformer(remainder='passthrough', sparse_threshold=0,\n",
      "                                   transformers=[('OHE',\n",
      "                                                  OneHotEncoder(handle_unknown='ignore'),\n",
      "                                                  ['typical_weekday',\n",
      "                                                   'typical_hour_of_day']),\n",
      "                                                 ('PCA_paths',\n",
      "                                                  PCA(n_components=1,\n",
      "                                                      random_state=42),\n",
      "                                                  Index(['00008484-081a-4bb5-99ce-eeed599df25e',\n",
      "       '00034084-3c84-4827-9154-25a047519fe8',\n",
      "       '0003694d-eaeb-45da-9...\n",
      "       'ffe84164-c6d9-405e-ba1f-a2fda42a495e',\n",
      "       'ffe96588-63ec-42b4-b522-25ca2df900a4',\n",
      "       'ffec5d88-955e-4585-9cb7-5a2bd831ad47',\n",
      "       'fff0dd85-e912-4363-b531-155628113469',\n",
      "       'fff40ebc-f168-4f4f-a174-d83a4878169d',\n",
      "       'fffcea2a-c021-4f20-8bcb-08754392b14d'],\n",
      "      dtype='object', length=26394))])),\n",
      "                ('scaler', StandardScaler()),\n",
      "                ('model', SVC(C=10, class_weight='balanced', random_state=42))])\n",
      "0.9392696915272858\n"
     ]
    }
   ],
   "source": [
    "# svm\n",
    "from sklearn.svm import SVC\n",
    "\n",
    "model_svc = SVC(class_weight=\"balanced\",\n",
    "                random_state=42)\n",
    "\n",
    "model_pipe_svc = Pipeline([(\"col_encoder\", pca_col_transformer),\n",
    "                           (\"scaler\", scaler),\n",
    "                           (\"model\", model_svc)])\n",
    "\n",
    "search_grid_svc = {\"model__C\": [0.001, 0.01, 0.05, 1, 5, 10]}\n",
    "\n",
    "grid_model_svc = GridSearchCV(estimator=model_pipe_svc,\n",
    "                             param_grid=search_grid_svc,\n",
    "                             cv=5,\n",
    "                             scoring=\"f1\")\n",
    "\n",
    "grid_model_svc.fit(features_train, target_train)\n",
    "\n",
    "print(grid_model_svc.best_estimator_)\n",
    "print(grid_model_svc.best_score_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "40ba5bcc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9605263157894737\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      0.97      0.98      1899\n",
      "           1       0.93      1.00      0.96       804\n",
      "\n",
      "    accuracy                           0.98      2703\n",
      "   macro avg       0.96      0.98      0.97      2703\n",
      "weighted avg       0.98      0.98      0.98      2703\n",
      "\n"
     ]
    }
   ],
   "source": [
    "target_test_pred = grid_model_svc.predict(features_test)\n",
    "\n",
    "print(f1_score(target_test, target_test_pred))\n",
    "print(classification_report(target_test, target_test_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cfbcbc65",
   "metadata": {},
   "source": [
    "## Model selection and predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "4290ed27",
   "metadata": {},
   "outputs": [],
   "source": [
    "# read aim data\n",
    "df_aim = pd.read_csv(\"test.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "2028e188",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>path</th>\n",
       "      <th>timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>de92cc8b-1ed7-4202-8668-578725a10113</td>\n",
       "      <td>e13c63dd-6f62-4f5c-b820-1679f6b8a198</td>\n",
       "      <td>2017-01-01T00:02:47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9</td>\n",
       "      <td>0dc2e2ca-e30d-4036-b8e5-4440b7ab73d2</td>\n",
       "      <td>2017-01-01T00:07:57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6f74c592-2054-4b18-ac42-632bdb7ebae1</td>\n",
       "      <td>26525cd7-b6f3-4cb5-be6a-b98c4a276de2</td>\n",
       "      <td>2017-01-01T00:08:04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6f74c592-2054-4b18-ac42-632bdb7ebae1</td>\n",
       "      <td>a4c3f4da-2506-47b9-8701-e0bdadc7ecb3</td>\n",
       "      <td>2017-01-01T00:08:14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0f0567ba-ccb5-4a90-828a-f4f41a18fbf6</td>\n",
       "      <td>fd6f782f-d569-46a0-8c9f-4404578a4611</td>\n",
       "      <td>2017-01-01T00:08:49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275835</th>\n",
       "      <td>a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d</td>\n",
       "      <td>0624faba-f197-4f36-81ae-38854c41d4b1</td>\n",
       "      <td>2017-04-20T04:31:18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275836</th>\n",
       "      <td>a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d</td>\n",
       "      <td>3b161b76-6ff2-4b23-80e9-d130f93e43f5</td>\n",
       "      <td>2017-04-20T04:31:23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275837</th>\n",
       "      <td>a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d</td>\n",
       "      <td>4517d9b1-018c-4427-b7ea-ed05ac158ac1</td>\n",
       "      <td>2017-04-20T05:50:02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275838</th>\n",
       "      <td>a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d</td>\n",
       "      <td>f4c304a2-6fdc-47e2-81df-c57dfd28a474</td>\n",
       "      <td>2017-04-20T07:34:22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275839</th>\n",
       "      <td>a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d</td>\n",
       "      <td>953fce11-7c9b-4991-b08d-e6af40c8007f</td>\n",
       "      <td>2017-04-20T07:34:27</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>275840 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     user_id  \\\n",
       "0       de92cc8b-1ed7-4202-8668-578725a10113   \n",
       "1       ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9   \n",
       "2       6f74c592-2054-4b18-ac42-632bdb7ebae1   \n",
       "3       6f74c592-2054-4b18-ac42-632bdb7ebae1   \n",
       "4       0f0567ba-ccb5-4a90-828a-f4f41a18fbf6   \n",
       "...                                      ...   \n",
       "275835  a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d   \n",
       "275836  a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d   \n",
       "275837  a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d   \n",
       "275838  a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d   \n",
       "275839  a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d   \n",
       "\n",
       "                                        path            timestamp  \n",
       "0       e13c63dd-6f62-4f5c-b820-1679f6b8a198  2017-01-01T00:02:47  \n",
       "1       0dc2e2ca-e30d-4036-b8e5-4440b7ab73d2  2017-01-01T00:07:57  \n",
       "2       26525cd7-b6f3-4cb5-be6a-b98c4a276de2  2017-01-01T00:08:04  \n",
       "3       a4c3f4da-2506-47b9-8701-e0bdadc7ecb3  2017-01-01T00:08:14  \n",
       "4       fd6f782f-d569-46a0-8c9f-4404578a4611  2017-01-01T00:08:49  \n",
       "...                                      ...                  ...  \n",
       "275835  0624faba-f197-4f36-81ae-38854c41d4b1  2017-04-20T04:31:18  \n",
       "275836  3b161b76-6ff2-4b23-80e9-d130f93e43f5  2017-04-20T04:31:23  \n",
       "275837  4517d9b1-018c-4427-b7ea-ed05ac158ac1  2017-04-20T05:50:02  \n",
       "275838  f4c304a2-6fdc-47e2-81df-c57dfd28a474  2017-04-20T07:34:22  \n",
       "275839  953fce11-7c9b-4991-b08d-e6af40c8007f  2017-04-20T07:34:27  \n",
       "\n",
       "[275840 rows x 3 columns]"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_aim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "263f06e8",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\dk\\AppData\\Local\\Temp\\ipykernel_1176\\2868418943.py:14: DeprecationWarning: In a future version, `df.iloc[:, i] = newvals` will attempt to set the values inplace instead of always setting a new array. To retain the old behavior, use either `df[df.columns[i]] = newvals` or, if columns are non-unique, `df.isetitem(i, newvals)`\n",
      "  df.loc[:, \"timestamp\"] = pd.to_datetime(df.loc[:, \"timestamp\"])\n",
      "C:\\Users\\dk\\AppData\\Local\\Temp\\ipykernel_1176\\2868418943.py:18: DeprecationWarning: In a future version, `df.iloc[:, i] = newvals` will attempt to set the values inplace instead of always setting a new array. To retain the old behavior, use either `df[df.columns[i]] = newvals` or, if columns are non-unique, `df.isetitem(i, newvals)`\n",
      "  df.loc[:, col] = df.loc[:, col].astype('category')\n",
      "C:\\Users\\dk\\AppData\\Local\\Temp\\ipykernel_1176\\2868418943.py:18: DeprecationWarning: In a future version, `df.iloc[:, i] = newvals` will attempt to set the values inplace instead of always setting a new array. To retain the old behavior, use either `df[df.columns[i]] = newvals` or, if columns are non-unique, `df.isetitem(i, newvals)`\n",
      "  df.loc[:, col] = df.loc[:, col].astype('category')\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>url_count</th>\n",
       "      <th>typical_hour_of_day</th>\n",
       "      <th>typical_weekday</th>\n",
       "      <th>visited_paths</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>de92cc8b-1ed7-4202-8668-578725a10113</th>\n",
       "      <td>25</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>[02faeed2-c9fc-45c2-9f5c-b69c9a693700, ea23153...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9</th>\n",
       "      <td>72</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>[e5217ee0-0893-45b1-8470-c802ba4f3abb, 6666bdb...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6f74c592-2054-4b18-ac42-632bdb7ebae1</th>\n",
       "      <td>120</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>[aa7adb89-99e1-4b62-b18b-a74f19db03f7, c81ec3b...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0f0567ba-ccb5-4a90-828a-f4f41a18fbf6</th>\n",
       "      <td>44</td>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "      <td>[88ca2136-f6a3-446f-9ef7-a92aae43345e, e44b780...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d0e3fd2b-1ecd-4500-a054-c01a22e0106e</th>\n",
       "      <td>423</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>[74d39320-b1d6-4b71-9725-cf253e2e965e, 2c48046...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      url_count  typical_hour_of_day  \\\n",
       "user_id                                                                \n",
       "de92cc8b-1ed7-4202-8668-578725a10113         25                    2   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9         72                    1   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1        120                    6   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6         44                   13   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e        423                   14   \n",
       "\n",
       "                                      typical_weekday  \\\n",
       "user_id                                                 \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                6   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                6   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                1   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                6   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                1   \n",
       "\n",
       "                                                                          visited_paths  \n",
       "user_id                                                                                  \n",
       "de92cc8b-1ed7-4202-8668-578725a10113  [02faeed2-c9fc-45c2-9f5c-b69c9a693700, ea23153...  \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9  [e5217ee0-0893-45b1-8470-c802ba4f3abb, 6666bdb...  \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1  [aa7adb89-99e1-4b62-b18b-a74f19db03f7, c81ec3b...  \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6  [88ca2136-f6a3-446f-9ef7-a92aae43345e, e44b780...  \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e  [74d39320-b1d6-4b71-9725-cf253e2e965e, 2c48046...  "
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# preparation function on aim set\n",
    "df_aim_prep = preparation(df_aim)\n",
    "df_aim_prep.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "7554af05",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>url_count</th>\n",
       "      <th>typical_hour_of_day</th>\n",
       "      <th>typical_weekday</th>\n",
       "      <th>00008484-081a-4bb5-99ce-eeed599df25e</th>\n",
       "      <th>00034084-3c84-4827-9154-25a047519fe8</th>\n",
       "      <th>0003694d-eaeb-45da-9835-4e4e0926b715</th>\n",
       "      <th>00037a56-6232-4648-b1ae-3b7423319c74</th>\n",
       "      <th>00043562-2978-4ba3-a9b9-7f9845ff3c2a</th>\n",
       "      <th>0006d913-4954-43c3-84f1-6cf509814765</th>\n",
       "      <th>000be475-f9d5-4365-a040-2b5cc662a5a9</th>\n",
       "      <th>...</th>\n",
       "      <th>ffe0090b-79b1-46f3-a9b5-5272ab0183e1</th>\n",
       "      <th>ffe35af4-b9c7-40ee-a9e9-36f7bac4965c</th>\n",
       "      <th>ffe4d87e-10c1-49ae-9ce6-fb371d71ce4e</th>\n",
       "      <th>ffe5ed7c-262e-4420-92b6-9ca0a70bd54b</th>\n",
       "      <th>ffe84164-c6d9-405e-ba1f-a2fda42a495e</th>\n",
       "      <th>ffe96588-63ec-42b4-b522-25ca2df900a4</th>\n",
       "      <th>ffec5d88-955e-4585-9cb7-5a2bd831ad47</th>\n",
       "      <th>fff0dd85-e912-4363-b531-155628113469</th>\n",
       "      <th>fff40ebc-f168-4f4f-a174-d83a4878169d</th>\n",
       "      <th>fffcea2a-c021-4f20-8bcb-08754392b14d</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>de92cc8b-1ed7-4202-8668-578725a10113</th>\n",
       "      <td>25</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9</th>\n",
       "      <td>72</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6f74c592-2054-4b18-ac42-632bdb7ebae1</th>\n",
       "      <td>120</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0f0567ba-ccb5-4a90-828a-f4f41a18fbf6</th>\n",
       "      <td>44</td>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d0e3fd2b-1ecd-4500-a054-c01a22e0106e</th>\n",
       "      <td>423</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ef79e3bb-a27f-47ec-822a-c46f7b910379</th>\n",
       "      <td>129</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77ced4fa-b022-49a8-ab2e-00d6b5f16c50</th>\n",
       "      <td>26</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81</th>\n",
       "      <td>108</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6ba1ff12-1313-4448-997d-a5d9997cfb03</th>\n",
       "      <td>90</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6c923c15-2f83-4779-aa66-6450434e1c67</th>\n",
       "      <td>407</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1487 rows × 26397 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      url_count  typical_hour_of_day  \\\n",
       "user_id                                                                \n",
       "de92cc8b-1ed7-4202-8668-578725a10113         25                    2   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9         72                    1   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1        120                    6   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6         44                   13   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e        423                   14   \n",
       "...                                         ...                  ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379        129                   18   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50         26                   20   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81        108                   12   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03         90                   18   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67        407                   19   \n",
       "\n",
       "                                      typical_weekday  \\\n",
       "user_id                                                 \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                6   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                6   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                1   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                6   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                1   \n",
       "...                                               ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                1   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                1   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                1   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                5   \n",
       "\n",
       "                                      00008484-081a-4bb5-99ce-eeed599df25e  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      00034084-3c84-4827-9154-25a047519fe8  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      0003694d-eaeb-45da-9835-4e4e0926b715  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      00037a56-6232-4648-b1ae-3b7423319c74  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      00043562-2978-4ba3-a9b9-7f9845ff3c2a  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      0006d913-4954-43c3-84f1-6cf509814765  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      000be475-f9d5-4365-a040-2b5cc662a5a9  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      ...  \\\n",
       "user_id                               ...   \n",
       "de92cc8b-1ed7-4202-8668-578725a10113  ...   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9  ...   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1  ...   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6  ...   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e  ...   \n",
       "...                                   ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379  ...   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50  ...   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81  ...   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03  ...   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67  ...   \n",
       "\n",
       "                                      ffe0090b-79b1-46f3-a9b5-5272ab0183e1  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      ffe35af4-b9c7-40ee-a9e9-36f7bac4965c  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      ffe4d87e-10c1-49ae-9ce6-fb371d71ce4e  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      ffe5ed7c-262e-4420-92b6-9ca0a70bd54b  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      ffe84164-c6d9-405e-ba1f-a2fda42a495e  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      ffe96588-63ec-42b4-b522-25ca2df900a4  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      ffec5d88-955e-4585-9cb7-5a2bd831ad47  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      fff0dd85-e912-4363-b531-155628113469  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      fff40ebc-f168-4f4f-a174-d83a4878169d  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      fffcea2a-c021-4f20-8bcb-08754392b14d  \n",
       "user_id                                                                     \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0  \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0  \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0  \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0  \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0  \n",
       "...                                                                    ...  \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0  \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0  \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0  \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0  \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0  \n",
       "\n",
       "[1487 rows x 26397 columns]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "encoded_paths = mlb.transform(df_aim_prep['visited_paths'])\n",
    "df_aim_encoded = pd.DataFrame(encoded_paths, columns=mlb.classes_, index=df_aim_prep.index)\n",
    "df_aim_prep = pd.concat([df_aim_prep, df_aim_encoded], axis=1)\n",
    "df_aim_prep.drop('visited_paths', axis=1, inplace=True)\n",
    "df_aim_prep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "28af3ebf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, ..., 1, 0, 1], dtype=int64)"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# use best model for predictions on aim data\n",
    "target_aim_pred = grid_model_lr.predict(df_aim_prep)\n",
    "target_aim_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "66f89a30",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "f    1035\n",
       "m     452\n",
       "dtype: int64"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# count predicted class values\n",
    "pd.Series(target_aim_pred).replace({0: 'f', 1: 'm'}).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "dea3fd82",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>predicted_target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1482</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1483</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1484</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1485</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1486</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1487 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      predicted_target\n",
       "0                    0\n",
       "1                    0\n",
       "2                    0\n",
       "3                    0\n",
       "4                    0\n",
       "...                ...\n",
       "1482                 0\n",
       "1483                 1\n",
       "1484                 1\n",
       "1485                 0\n",
       "1486                 1\n",
       "\n",
       "[1487 rows x 1 columns]"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# convert the target_aim_pred array to a DataFrame\n",
    "target_aim_pred_df = pd.DataFrame({'predicted_target': target_aim_pred})\n",
    "target_aim_pred_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "e122ff33",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>url_count</th>\n",
       "      <th>typical_hour_of_day</th>\n",
       "      <th>typical_weekday</th>\n",
       "      <th>00008484-081a-4bb5-99ce-eeed599df25e</th>\n",
       "      <th>00034084-3c84-4827-9154-25a047519fe8</th>\n",
       "      <th>0003694d-eaeb-45da-9835-4e4e0926b715</th>\n",
       "      <th>00037a56-6232-4648-b1ae-3b7423319c74</th>\n",
       "      <th>00043562-2978-4ba3-a9b9-7f9845ff3c2a</th>\n",
       "      <th>0006d913-4954-43c3-84f1-6cf509814765</th>\n",
       "      <th>000be475-f9d5-4365-a040-2b5cc662a5a9</th>\n",
       "      <th>...</th>\n",
       "      <th>ffe35af4-b9c7-40ee-a9e9-36f7bac4965c</th>\n",
       "      <th>ffe4d87e-10c1-49ae-9ce6-fb371d71ce4e</th>\n",
       "      <th>ffe5ed7c-262e-4420-92b6-9ca0a70bd54b</th>\n",
       "      <th>ffe84164-c6d9-405e-ba1f-a2fda42a495e</th>\n",
       "      <th>ffe96588-63ec-42b4-b522-25ca2df900a4</th>\n",
       "      <th>ffec5d88-955e-4585-9cb7-5a2bd831ad47</th>\n",
       "      <th>fff0dd85-e912-4363-b531-155628113469</th>\n",
       "      <th>fff40ebc-f168-4f4f-a174-d83a4878169d</th>\n",
       "      <th>fffcea2a-c021-4f20-8bcb-08754392b14d</th>\n",
       "      <th>predicted_gender</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>de92cc8b-1ed7-4202-8668-578725a10113</th>\n",
       "      <td>25</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9</th>\n",
       "      <td>72</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6f74c592-2054-4b18-ac42-632bdb7ebae1</th>\n",
       "      <td>120</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0f0567ba-ccb5-4a90-828a-f4f41a18fbf6</th>\n",
       "      <td>44</td>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d0e3fd2b-1ecd-4500-a054-c01a22e0106e</th>\n",
       "      <td>423</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ef79e3bb-a27f-47ec-822a-c46f7b910379</th>\n",
       "      <td>129</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77ced4fa-b022-49a8-ab2e-00d6b5f16c50</th>\n",
       "      <td>26</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81</th>\n",
       "      <td>108</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6ba1ff12-1313-4448-997d-a5d9997cfb03</th>\n",
       "      <td>90</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6c923c15-2f83-4779-aa66-6450434e1c67</th>\n",
       "      <td>407</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1487 rows × 26398 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      url_count  typical_hour_of_day  \\\n",
       "user_id                                                                \n",
       "de92cc8b-1ed7-4202-8668-578725a10113         25                    2   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9         72                    1   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1        120                    6   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6         44                   13   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e        423                   14   \n",
       "...                                         ...                  ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379        129                   18   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50         26                   20   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81        108                   12   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03         90                   18   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67        407                   19   \n",
       "\n",
       "                                      typical_weekday  \\\n",
       "user_id                                                 \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                6   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                6   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                1   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                6   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                1   \n",
       "...                                               ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                1   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                1   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                1   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                5   \n",
       "\n",
       "                                      00008484-081a-4bb5-99ce-eeed599df25e  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      00034084-3c84-4827-9154-25a047519fe8  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      0003694d-eaeb-45da-9835-4e4e0926b715  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      00037a56-6232-4648-b1ae-3b7423319c74  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      00043562-2978-4ba3-a9b9-7f9845ff3c2a  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      0006d913-4954-43c3-84f1-6cf509814765  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      000be475-f9d5-4365-a040-2b5cc662a5a9  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      ...  \\\n",
       "user_id                               ...   \n",
       "de92cc8b-1ed7-4202-8668-578725a10113  ...   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9  ...   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1  ...   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6  ...   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e  ...   \n",
       "...                                   ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379  ...   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50  ...   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81  ...   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03  ...   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67  ...   \n",
       "\n",
       "                                      ffe35af4-b9c7-40ee-a9e9-36f7bac4965c  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      ffe4d87e-10c1-49ae-9ce6-fb371d71ce4e  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      ffe5ed7c-262e-4420-92b6-9ca0a70bd54b  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      ffe84164-c6d9-405e-ba1f-a2fda42a495e  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      ffe96588-63ec-42b4-b522-25ca2df900a4  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      ffec5d88-955e-4585-9cb7-5a2bd831ad47  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      fff0dd85-e912-4363-b531-155628113469  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      fff40ebc-f168-4f4f-a174-d83a4878169d  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      fffcea2a-c021-4f20-8bcb-08754392b14d  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      predicted_gender  \n",
       "user_id                                                 \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                 0  \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                 0  \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                 0  \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                 0  \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                 0  \n",
       "...                                                ...  \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                 0  \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                 1  \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                 1  \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                 0  \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                 1  \n",
       "\n",
       "[1487 rows x 26398 columns]"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# adding predictions to prepared aim data\n",
    "target_aim_pred_series = pd.Series(target_aim_pred, index=df_aim_prep.index)\n",
    "df_aim_prep['predicted_gender'] = target_aim_pred_series\n",
    "df_aim_prep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "b28dcb24",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>00008484-081a-4bb5-99ce-eeed599df25e</th>\n",
       "      <th>00034084-3c84-4827-9154-25a047519fe8</th>\n",
       "      <th>0003694d-eaeb-45da-9835-4e4e0926b715</th>\n",
       "      <th>00037a56-6232-4648-b1ae-3b7423319c74</th>\n",
       "      <th>00043562-2978-4ba3-a9b9-7f9845ff3c2a</th>\n",
       "      <th>0006d913-4954-43c3-84f1-6cf509814765</th>\n",
       "      <th>000be475-f9d5-4365-a040-2b5cc662a5a9</th>\n",
       "      <th>000d3b74-bff6-4a9d-825f-606644792338</th>\n",
       "      <th>000e1843-d563-4651-9510-99236e371472</th>\n",
       "      <th>000f52d6-afb5-40fa-bb80-7ca539be3dbc</th>\n",
       "      <th>...</th>\n",
       "      <th>ffe35af4-b9c7-40ee-a9e9-36f7bac4965c</th>\n",
       "      <th>ffe4d87e-10c1-49ae-9ce6-fb371d71ce4e</th>\n",
       "      <th>ffe5ed7c-262e-4420-92b6-9ca0a70bd54b</th>\n",
       "      <th>ffe84164-c6d9-405e-ba1f-a2fda42a495e</th>\n",
       "      <th>ffe96588-63ec-42b4-b522-25ca2df900a4</th>\n",
       "      <th>ffec5d88-955e-4585-9cb7-5a2bd831ad47</th>\n",
       "      <th>fff0dd85-e912-4363-b531-155628113469</th>\n",
       "      <th>fff40ebc-f168-4f4f-a174-d83a4878169d</th>\n",
       "      <th>fffcea2a-c021-4f20-8bcb-08754392b14d</th>\n",
       "      <th>predicted_gender</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>de92cc8b-1ed7-4202-8668-578725a10113</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6f74c592-2054-4b18-ac42-632bdb7ebae1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0f0567ba-ccb5-4a90-828a-f4f41a18fbf6</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d0e3fd2b-1ecd-4500-a054-c01a22e0106e</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ef79e3bb-a27f-47ec-822a-c46f7b910379</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77ced4fa-b022-49a8-ab2e-00d6b5f16c50</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6ba1ff12-1313-4448-997d-a5d9997cfb03</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6c923c15-2f83-4779-aa66-6450434e1c67</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1487 rows × 26395 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      00008484-081a-4bb5-99ce-eeed599df25e  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      00034084-3c84-4827-9154-25a047519fe8  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      0003694d-eaeb-45da-9835-4e4e0926b715  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      00037a56-6232-4648-b1ae-3b7423319c74  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      00043562-2978-4ba3-a9b9-7f9845ff3c2a  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      0006d913-4954-43c3-84f1-6cf509814765  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      000be475-f9d5-4365-a040-2b5cc662a5a9  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      000d3b74-bff6-4a9d-825f-606644792338  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     1   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      000e1843-d563-4651-9510-99236e371472  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      000f52d6-afb5-40fa-bb80-7ca539be3dbc  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      ...  \\\n",
       "user_id                               ...   \n",
       "de92cc8b-1ed7-4202-8668-578725a10113  ...   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9  ...   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1  ...   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6  ...   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e  ...   \n",
       "...                                   ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379  ...   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50  ...   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81  ...   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03  ...   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67  ...   \n",
       "\n",
       "                                      ffe35af4-b9c7-40ee-a9e9-36f7bac4965c  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      ffe4d87e-10c1-49ae-9ce6-fb371d71ce4e  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      ffe5ed7c-262e-4420-92b6-9ca0a70bd54b  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      ffe84164-c6d9-405e-ba1f-a2fda42a495e  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      ffe96588-63ec-42b4-b522-25ca2df900a4  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      ffec5d88-955e-4585-9cb7-5a2bd831ad47  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      fff0dd85-e912-4363-b531-155628113469  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      fff40ebc-f168-4f4f-a174-d83a4878169d  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      fffcea2a-c021-4f20-8bcb-08754392b14d  \\\n",
       "user_id                                                                      \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                                     0   \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                                     0   \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                                     0   \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                                     0   \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                                     0   \n",
       "...                                                                    ...   \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                                     0   \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                                     0   \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                                     0   \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                                     0   \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                                     0   \n",
       "\n",
       "                                      predicted_gender  \n",
       "user_id                                                 \n",
       "de92cc8b-1ed7-4202-8668-578725a10113                 0  \n",
       "ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9                 0  \n",
       "6f74c592-2054-4b18-ac42-632bdb7ebae1                 0  \n",
       "0f0567ba-ccb5-4a90-828a-f4f41a18fbf6                 0  \n",
       "d0e3fd2b-1ecd-4500-a054-c01a22e0106e                 0  \n",
       "...                                                ...  \n",
       "ef79e3bb-a27f-47ec-822a-c46f7b910379                 0  \n",
       "77ced4fa-b022-49a8-ab2e-00d6b5f16c50                 1  \n",
       "5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81                 1  \n",
       "6ba1ff12-1313-4448-997d-a5d9997cfb03                 0  \n",
       "6c923c15-2f83-4779-aa66-6450434e1c67                 1  \n",
       "\n",
       "[1487 rows x 26395 columns]"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# drop irrelevant columns\n",
    "df_aim_prep_final = df_aim_prep.drop(['url_count', 'typical_hour_of_day', 'typical_weekday'], axis=1)\n",
    "df_aim_prep_final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "3f2fb026",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>00008484-081a-4bb5-99ce-eeed599df25e</th>\n",
       "      <th>00034084-3c84-4827-9154-25a047519fe8</th>\n",
       "      <th>0003694d-eaeb-45da-9835-4e4e0926b715</th>\n",
       "      <th>00037a56-6232-4648-b1ae-3b7423319c74</th>\n",
       "      <th>00043562-2978-4ba3-a9b9-7f9845ff3c2a</th>\n",
       "      <th>0006d913-4954-43c3-84f1-6cf509814765</th>\n",
       "      <th>000be475-f9d5-4365-a040-2b5cc662a5a9</th>\n",
       "      <th>000d3b74-bff6-4a9d-825f-606644792338</th>\n",
       "      <th>000e1843-d563-4651-9510-99236e371472</th>\n",
       "      <th>...</th>\n",
       "      <th>ffe35af4-b9c7-40ee-a9e9-36f7bac4965c</th>\n",
       "      <th>ffe4d87e-10c1-49ae-9ce6-fb371d71ce4e</th>\n",
       "      <th>ffe5ed7c-262e-4420-92b6-9ca0a70bd54b</th>\n",
       "      <th>ffe84164-c6d9-405e-ba1f-a2fda42a495e</th>\n",
       "      <th>ffe96588-63ec-42b4-b522-25ca2df900a4</th>\n",
       "      <th>ffec5d88-955e-4585-9cb7-5a2bd831ad47</th>\n",
       "      <th>fff0dd85-e912-4363-b531-155628113469</th>\n",
       "      <th>fff40ebc-f168-4f4f-a174-d83a4878169d</th>\n",
       "      <th>fffcea2a-c021-4f20-8bcb-08754392b14d</th>\n",
       "      <th>predicted_gender</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>de92cc8b-1ed7-4202-8668-578725a10113</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6f74c592-2054-4b18-ac42-632bdb7ebae1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0f0567ba-ccb5-4a90-828a-f4f41a18fbf6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>d0e3fd2b-1ecd-4500-a054-c01a22e0106e</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1482</th>\n",
       "      <td>ef79e3bb-a27f-47ec-822a-c46f7b910379</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1483</th>\n",
       "      <td>77ced4fa-b022-49a8-ab2e-00d6b5f16c50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1484</th>\n",
       "      <td>5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1485</th>\n",
       "      <td>6ba1ff12-1313-4448-997d-a5d9997cfb03</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1486</th>\n",
       "      <td>6c923c15-2f83-4779-aa66-6450434e1c67</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1487 rows × 26396 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   user_id  \\\n",
       "0     de92cc8b-1ed7-4202-8668-578725a10113   \n",
       "1     ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9   \n",
       "2     6f74c592-2054-4b18-ac42-632bdb7ebae1   \n",
       "3     0f0567ba-ccb5-4a90-828a-f4f41a18fbf6   \n",
       "4     d0e3fd2b-1ecd-4500-a054-c01a22e0106e   \n",
       "...                                    ...   \n",
       "1482  ef79e3bb-a27f-47ec-822a-c46f7b910379   \n",
       "1483  77ced4fa-b022-49a8-ab2e-00d6b5f16c50   \n",
       "1484  5a1d6b4b-e5d6-4804-a510-e3cbd9a71e81   \n",
       "1485  6ba1ff12-1313-4448-997d-a5d9997cfb03   \n",
       "1486  6c923c15-2f83-4779-aa66-6450434e1c67   \n",
       "\n",
       "      00008484-081a-4bb5-99ce-eeed599df25e  \\\n",
       "0                                        0   \n",
       "1                                        0   \n",
       "2                                        0   \n",
       "3                                        0   \n",
       "4                                        0   \n",
       "...                                    ...   \n",
       "1482                                     0   \n",
       "1483                                     0   \n",
       "1484                                     0   \n",
       "1485                                     0   \n",
       "1486                                     0   \n",
       "\n",
       "      00034084-3c84-4827-9154-25a047519fe8  \\\n",
       "0                                        0   \n",
       "1                                        0   \n",
       "2                                        0   \n",
       "3                                        0   \n",
       "4                                        0   \n",
       "...                                    ...   \n",
       "1482                                     0   \n",
       "1483                                     0   \n",
       "1484                                     0   \n",
       "1485                                     0   \n",
       "1486                                     0   \n",
       "\n",
       "      0003694d-eaeb-45da-9835-4e4e0926b715  \\\n",
       "0                                        0   \n",
       "1                                        0   \n",
       "2                                        0   \n",
       "3                                        0   \n",
       "4                                        0   \n",
       "...                                    ...   \n",
       "1482                                     0   \n",
       "1483                                     0   \n",
       "1484                                     0   \n",
       "1485                                     0   \n",
       "1486                                     0   \n",
       "\n",
       "      00037a56-6232-4648-b1ae-3b7423319c74  \\\n",
       "0                                        0   \n",
       "1                                        0   \n",
       "2                                        0   \n",
       "3                                        0   \n",
       "4                                        0   \n",
       "...                                    ...   \n",
       "1482                                     0   \n",
       "1483                                     0   \n",
       "1484                                     0   \n",
       "1485                                     0   \n",
       "1486                                     0   \n",
       "\n",
       "      00043562-2978-4ba3-a9b9-7f9845ff3c2a  \\\n",
       "0                                        0   \n",
       "1                                        0   \n",
       "2                                        0   \n",
       "3                                        0   \n",
       "4                                        0   \n",
       "...                                    ...   \n",
       "1482                                     0   \n",
       "1483                                     0   \n",
       "1484                                     0   \n",
       "1485                                     0   \n",
       "1486                                     0   \n",
       "\n",
       "      0006d913-4954-43c3-84f1-6cf509814765  \\\n",
       "0                                        0   \n",
       "1                                        0   \n",
       "2                                        0   \n",
       "3                                        0   \n",
       "4                                        0   \n",
       "...                                    ...   \n",
       "1482                                     0   \n",
       "1483                                     0   \n",
       "1484                                     0   \n",
       "1485                                     0   \n",
       "1486                                     0   \n",
       "\n",
       "      000be475-f9d5-4365-a040-2b5cc662a5a9  \\\n",
       "0                                        0   \n",
       "1                                        0   \n",
       "2                                        0   \n",
       "3                                        0   \n",
       "4                                        0   \n",
       "...                                    ...   \n",
       "1482                                     0   \n",
       "1483                                     0   \n",
       "1484                                     0   \n",
       "1485                                     0   \n",
       "1486                                     0   \n",
       "\n",
       "      000d3b74-bff6-4a9d-825f-606644792338  \\\n",
       "0                                        0   \n",
       "1                                        0   \n",
       "2                                        0   \n",
       "3                                        0   \n",
       "4                                        1   \n",
       "...                                    ...   \n",
       "1482                                     0   \n",
       "1483                                     0   \n",
       "1484                                     0   \n",
       "1485                                     0   \n",
       "1486                                     0   \n",
       "\n",
       "      000e1843-d563-4651-9510-99236e371472  ...  \\\n",
       "0                                        0  ...   \n",
       "1                                        0  ...   \n",
       "2                                        0  ...   \n",
       "3                                        0  ...   \n",
       "4                                        0  ...   \n",
       "...                                    ...  ...   \n",
       "1482                                     0  ...   \n",
       "1483                                     0  ...   \n",
       "1484                                     0  ...   \n",
       "1485                                     0  ...   \n",
       "1486                                     0  ...   \n",
       "\n",
       "      ffe35af4-b9c7-40ee-a9e9-36f7bac4965c  \\\n",
       "0                                        0   \n",
       "1                                        0   \n",
       "2                                        0   \n",
       "3                                        0   \n",
       "4                                        0   \n",
       "...                                    ...   \n",
       "1482                                     0   \n",
       "1483                                     0   \n",
       "1484                                     0   \n",
       "1485                                     0   \n",
       "1486                                     0   \n",
       "\n",
       "      ffe4d87e-10c1-49ae-9ce6-fb371d71ce4e  \\\n",
       "0                                        0   \n",
       "1                                        0   \n",
       "2                                        0   \n",
       "3                                        0   \n",
       "4                                        0   \n",
       "...                                    ...   \n",
       "1482                                     0   \n",
       "1483                                     0   \n",
       "1484                                     0   \n",
       "1485                                     0   \n",
       "1486                                     0   \n",
       "\n",
       "      ffe5ed7c-262e-4420-92b6-9ca0a70bd54b  \\\n",
       "0                                        0   \n",
       "1                                        0   \n",
       "2                                        0   \n",
       "3                                        0   \n",
       "4                                        0   \n",
       "...                                    ...   \n",
       "1482                                     0   \n",
       "1483                                     0   \n",
       "1484                                     0   \n",
       "1485                                     0   \n",
       "1486                                     0   \n",
       "\n",
       "      ffe84164-c6d9-405e-ba1f-a2fda42a495e  \\\n",
       "0                                        0   \n",
       "1                                        0   \n",
       "2                                        0   \n",
       "3                                        0   \n",
       "4                                        0   \n",
       "...                                    ...   \n",
       "1482                                     0   \n",
       "1483                                     0   \n",
       "1484                                     0   \n",
       "1485                                     0   \n",
       "1486                                     0   \n",
       "\n",
       "      ffe96588-63ec-42b4-b522-25ca2df900a4  \\\n",
       "0                                        0   \n",
       "1                                        0   \n",
       "2                                        0   \n",
       "3                                        0   \n",
       "4                                        0   \n",
       "...                                    ...   \n",
       "1482                                     0   \n",
       "1483                                     0   \n",
       "1484                                     0   \n",
       "1485                                     0   \n",
       "1486                                     0   \n",
       "\n",
       "      ffec5d88-955e-4585-9cb7-5a2bd831ad47  \\\n",
       "0                                        0   \n",
       "1                                        0   \n",
       "2                                        0   \n",
       "3                                        0   \n",
       "4                                        0   \n",
       "...                                    ...   \n",
       "1482                                     0   \n",
       "1483                                     0   \n",
       "1484                                     0   \n",
       "1485                                     0   \n",
       "1486                                     0   \n",
       "\n",
       "      fff0dd85-e912-4363-b531-155628113469  \\\n",
       "0                                        0   \n",
       "1                                        0   \n",
       "2                                        0   \n",
       "3                                        0   \n",
       "4                                        0   \n",
       "...                                    ...   \n",
       "1482                                     0   \n",
       "1483                                     0   \n",
       "1484                                     0   \n",
       "1485                                     0   \n",
       "1486                                     0   \n",
       "\n",
       "      fff40ebc-f168-4f4f-a174-d83a4878169d  \\\n",
       "0                                        0   \n",
       "1                                        0   \n",
       "2                                        0   \n",
       "3                                        0   \n",
       "4                                        0   \n",
       "...                                    ...   \n",
       "1482                                     0   \n",
       "1483                                     0   \n",
       "1484                                     0   \n",
       "1485                                     0   \n",
       "1486                                     0   \n",
       "\n",
       "      fffcea2a-c021-4f20-8bcb-08754392b14d  predicted_gender  \n",
       "0                                        0                 0  \n",
       "1                                        0                 0  \n",
       "2                                        0                 0  \n",
       "3                                        0                 0  \n",
       "4                                        0                 0  \n",
       "...                                    ...               ...  \n",
       "1482                                     0                 0  \n",
       "1483                                     0                 1  \n",
       "1484                                     0                 1  \n",
       "1485                                     0                 0  \n",
       "1486                                     0                 1  \n",
       "\n",
       "[1487 rows x 26396 columns]"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# reset index\n",
    "df_aim_prep_final.reset_index(inplace=True)\n",
    "df_aim_prep_final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "80d18ec5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>path</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>predicted_gender</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>de92cc8b-1ed7-4202-8668-578725a10113</td>\n",
       "      <td>e13c63dd-6f62-4f5c-b820-1679f6b8a198</td>\n",
       "      <td>2017-01-01 00:02:47</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9</td>\n",
       "      <td>0dc2e2ca-e30d-4036-b8e5-4440b7ab73d2</td>\n",
       "      <td>2017-01-01 00:07:57</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6f74c592-2054-4b18-ac42-632bdb7ebae1</td>\n",
       "      <td>26525cd7-b6f3-4cb5-be6a-b98c4a276de2</td>\n",
       "      <td>2017-01-01 00:08:04</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6f74c592-2054-4b18-ac42-632bdb7ebae1</td>\n",
       "      <td>a4c3f4da-2506-47b9-8701-e0bdadc7ecb3</td>\n",
       "      <td>2017-01-01 00:08:14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0f0567ba-ccb5-4a90-828a-f4f41a18fbf6</td>\n",
       "      <td>fd6f782f-d569-46a0-8c9f-4404578a4611</td>\n",
       "      <td>2017-01-01 00:08:49</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275835</th>\n",
       "      <td>a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d</td>\n",
       "      <td>0624faba-f197-4f36-81ae-38854c41d4b1</td>\n",
       "      <td>2017-04-20 04:31:18</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275836</th>\n",
       "      <td>a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d</td>\n",
       "      <td>3b161b76-6ff2-4b23-80e9-d130f93e43f5</td>\n",
       "      <td>2017-04-20 04:31:23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275837</th>\n",
       "      <td>a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d</td>\n",
       "      <td>4517d9b1-018c-4427-b7ea-ed05ac158ac1</td>\n",
       "      <td>2017-04-20 05:50:02</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275838</th>\n",
       "      <td>a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d</td>\n",
       "      <td>f4c304a2-6fdc-47e2-81df-c57dfd28a474</td>\n",
       "      <td>2017-04-20 07:34:22</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275839</th>\n",
       "      <td>a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d</td>\n",
       "      <td>953fce11-7c9b-4991-b08d-e6af40c8007f</td>\n",
       "      <td>2017-04-20 07:34:27</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>275840 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     user_id  \\\n",
       "0       de92cc8b-1ed7-4202-8668-578725a10113   \n",
       "1       ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9   \n",
       "2       6f74c592-2054-4b18-ac42-632bdb7ebae1   \n",
       "3       6f74c592-2054-4b18-ac42-632bdb7ebae1   \n",
       "4       0f0567ba-ccb5-4a90-828a-f4f41a18fbf6   \n",
       "...                                      ...   \n",
       "275835  a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d   \n",
       "275836  a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d   \n",
       "275837  a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d   \n",
       "275838  a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d   \n",
       "275839  a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d   \n",
       "\n",
       "                                        path           timestamp  \\\n",
       "0       e13c63dd-6f62-4f5c-b820-1679f6b8a198 2017-01-01 00:02:47   \n",
       "1       0dc2e2ca-e30d-4036-b8e5-4440b7ab73d2 2017-01-01 00:07:57   \n",
       "2       26525cd7-b6f3-4cb5-be6a-b98c4a276de2 2017-01-01 00:08:04   \n",
       "3       a4c3f4da-2506-47b9-8701-e0bdadc7ecb3 2017-01-01 00:08:14   \n",
       "4       fd6f782f-d569-46a0-8c9f-4404578a4611 2017-01-01 00:08:49   \n",
       "...                                      ...                 ...   \n",
       "275835  0624faba-f197-4f36-81ae-38854c41d4b1 2017-04-20 04:31:18   \n",
       "275836  3b161b76-6ff2-4b23-80e9-d130f93e43f5 2017-04-20 04:31:23   \n",
       "275837  4517d9b1-018c-4427-b7ea-ed05ac158ac1 2017-04-20 05:50:02   \n",
       "275838  f4c304a2-6fdc-47e2-81df-c57dfd28a474 2017-04-20 07:34:22   \n",
       "275839  953fce11-7c9b-4991-b08d-e6af40c8007f 2017-04-20 07:34:27   \n",
       "\n",
       "        predicted_gender  \n",
       "0                      0  \n",
       "1                      0  \n",
       "2                      0  \n",
       "3                      0  \n",
       "4                      0  \n",
       "...                  ...  \n",
       "275835                 1  \n",
       "275836                 1  \n",
       "275837                 1  \n",
       "275838                 1  \n",
       "275839                 1  \n",
       "\n",
       "[275840 rows x 4 columns]"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# adding predicted gender to original aim data\n",
    "df_aim_pred_gender = df_aim.merge(df_aim_prep_final[['user_id', 'predicted_gender']], on='user_id', how='left')\n",
    "df_aim_pred_gender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "d5e0016d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# inverse label encoding for gender\n",
    "df_aim_pred_gender.loc[:, 'predicted_gender'] = df_aim_pred_gender.loc[:, 'predicted_gender'].replace({0: 'f', 1: 'm'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "b23bf95a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>path</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>predicted_gender</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>de92cc8b-1ed7-4202-8668-578725a10113</td>\n",
       "      <td>e13c63dd-6f62-4f5c-b820-1679f6b8a198</td>\n",
       "      <td>2017-01-01 00:02:47</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9</td>\n",
       "      <td>0dc2e2ca-e30d-4036-b8e5-4440b7ab73d2</td>\n",
       "      <td>2017-01-01 00:07:57</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6f74c592-2054-4b18-ac42-632bdb7ebae1</td>\n",
       "      <td>26525cd7-b6f3-4cb5-be6a-b98c4a276de2</td>\n",
       "      <td>2017-01-01 00:08:04</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6f74c592-2054-4b18-ac42-632bdb7ebae1</td>\n",
       "      <td>a4c3f4da-2506-47b9-8701-e0bdadc7ecb3</td>\n",
       "      <td>2017-01-01 00:08:14</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0f0567ba-ccb5-4a90-828a-f4f41a18fbf6</td>\n",
       "      <td>fd6f782f-d569-46a0-8c9f-4404578a4611</td>\n",
       "      <td>2017-01-01 00:08:49</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275835</th>\n",
       "      <td>a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d</td>\n",
       "      <td>0624faba-f197-4f36-81ae-38854c41d4b1</td>\n",
       "      <td>2017-04-20 04:31:18</td>\n",
       "      <td>m</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275836</th>\n",
       "      <td>a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d</td>\n",
       "      <td>3b161b76-6ff2-4b23-80e9-d130f93e43f5</td>\n",
       "      <td>2017-04-20 04:31:23</td>\n",
       "      <td>m</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275837</th>\n",
       "      <td>a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d</td>\n",
       "      <td>4517d9b1-018c-4427-b7ea-ed05ac158ac1</td>\n",
       "      <td>2017-04-20 05:50:02</td>\n",
       "      <td>m</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275838</th>\n",
       "      <td>a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d</td>\n",
       "      <td>f4c304a2-6fdc-47e2-81df-c57dfd28a474</td>\n",
       "      <td>2017-04-20 07:34:22</td>\n",
       "      <td>m</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275839</th>\n",
       "      <td>a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d</td>\n",
       "      <td>953fce11-7c9b-4991-b08d-e6af40c8007f</td>\n",
       "      <td>2017-04-20 07:34:27</td>\n",
       "      <td>m</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>275840 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     user_id  \\\n",
       "0       de92cc8b-1ed7-4202-8668-578725a10113   \n",
       "1       ba69fc0c-f5b6-4c0d-93d5-56077dabf7d9   \n",
       "2       6f74c592-2054-4b18-ac42-632bdb7ebae1   \n",
       "3       6f74c592-2054-4b18-ac42-632bdb7ebae1   \n",
       "4       0f0567ba-ccb5-4a90-828a-f4f41a18fbf6   \n",
       "...                                      ...   \n",
       "275835  a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d   \n",
       "275836  a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d   \n",
       "275837  a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d   \n",
       "275838  a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d   \n",
       "275839  a69f9ba6-9e50-4844-93c7-6b8e1cbcfa0d   \n",
       "\n",
       "                                        path           timestamp  \\\n",
       "0       e13c63dd-6f62-4f5c-b820-1679f6b8a198 2017-01-01 00:02:47   \n",
       "1       0dc2e2ca-e30d-4036-b8e5-4440b7ab73d2 2017-01-01 00:07:57   \n",
       "2       26525cd7-b6f3-4cb5-be6a-b98c4a276de2 2017-01-01 00:08:04   \n",
       "3       a4c3f4da-2506-47b9-8701-e0bdadc7ecb3 2017-01-01 00:08:14   \n",
       "4       fd6f782f-d569-46a0-8c9f-4404578a4611 2017-01-01 00:08:49   \n",
       "...                                      ...                 ...   \n",
       "275835  0624faba-f197-4f36-81ae-38854c41d4b1 2017-04-20 04:31:18   \n",
       "275836  3b161b76-6ff2-4b23-80e9-d130f93e43f5 2017-04-20 04:31:23   \n",
       "275837  4517d9b1-018c-4427-b7ea-ed05ac158ac1 2017-04-20 05:50:02   \n",
       "275838  f4c304a2-6fdc-47e2-81df-c57dfd28a474 2017-04-20 07:34:22   \n",
       "275839  953fce11-7c9b-4991-b08d-e6af40c8007f 2017-04-20 07:34:27   \n",
       "\n",
       "       predicted_gender  \n",
       "0                     f  \n",
       "1                     f  \n",
       "2                     f  \n",
       "3                     f  \n",
       "4                     f  \n",
       "...                 ...  \n",
       "275835                m  \n",
       "275836                m  \n",
       "275837                m  \n",
       "275838                m  \n",
       "275839                m  \n",
       "\n",
       "[275840 rows x 4 columns]"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_aim_pred_gender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "22241502",
   "metadata": {},
   "outputs": [],
   "source": [
    "# save original aim data with gender predictions\n",
    "df_aim_pred_gender.to_csv('test_pred.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "921bedc8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}