{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'sklearn'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[2], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39msklearn\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mmodel_selection\u001b[39;00m \u001b[39mimport\u001b[39;00m train_test_split\n\u001b[1;32m      2\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39msklearn\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mpreprocessing\u001b[39;00m \u001b[39mimport\u001b[39;00m LabelEncoder\n\u001b[1;32m      3\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39msklearn\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mlinear_model\u001b[39;00m \u001b[39mimport\u001b[39;00m LogisticRegression\n",
      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'sklearn'"
     ]
    }
   ],
   "source": [
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.linear_model import LogisticRegression\n",
    " \n",
    "from sklearn.metrics import confusion_matrix\n",
    " \n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#属性信息：\n",
    "\n",
    "    属性列表：\n",
    "    id :id\n",
    " \n",
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1 - 数据选择\n",
    "\n",
    "将数据正确转换为可加载到分析软件中的格式。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'pd' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m df \u001b[39m=\u001b[39m pd\u001b[39m.\u001b[39mread_csv(\u001b[39m\"\u001b[39m\u001b[39mecom-user-churn-data.csv\u001b[39m\u001b[39m\"\u001b[39m,  ) \n",
      "\u001b[0;31mNameError\u001b[0m: name 'pd' is not defined"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv(\"ecom-user-churn-data.csv\",  ) \n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['visitorid', 'ses_rec', 'ses_rec_avg', 'ses_rec_sd', 'ses_rec_cv',\n",
       "       'user_rec', 'ses_n', 'ses_n_r', 'int_n', 'int_n_r', 'tran_n',\n",
       "       'tran_n_r', 'rev_sum', 'rev_sum_r', 'major_spend_r', 'int_cat_n_avg',\n",
       "       'int_itm_n_avg', 'ses_mo_avg', 'ses_mo_sd', 'ses_ho_avg', 'ses_ho_sd',\n",
       "       'ses_wknd_r', 'ses_len_avg', 'time_to_int', 'time_to_tran',\n",
       "       'int_cat1_n', 'int_cat2_n', 'int_cat3_n', 'int_cat4_n', 'int_cat5_n',\n",
       "       'int_cat6_n', 'int_cat7_n', 'int_cat8_n', 'int_cat9_n', 'int_cat10_n',\n",
       "       'int_cat11_n', 'int_cat12_n', 'int_cat13_n', 'int_cat15_n',\n",
       "       'int_cat16_n', 'int_cat17_n', 'int_cat18_n', 'int_cat19_n',\n",
       "       'int_cat20_n', 'int_cat21_n', 'int_cat22_n', 'int_cat23_n',\n",
       "       'int_cat24_n', 'target_class'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\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>visitorid</th>\n",
       "      <th>ses_rec</th>\n",
       "      <th>ses_rec_avg</th>\n",
       "      <th>ses_rec_sd</th>\n",
       "      <th>ses_rec_cv</th>\n",
       "      <th>user_rec</th>\n",
       "      <th>ses_n</th>\n",
       "      <th>ses_n_r</th>\n",
       "      <th>int_n</th>\n",
       "      <th>int_n_r</th>\n",
       "      <th>...</th>\n",
       "      <th>int_cat16_n</th>\n",
       "      <th>int_cat17_n</th>\n",
       "      <th>int_cat18_n</th>\n",
       "      <th>int_cat19_n</th>\n",
       "      <th>int_cat20_n</th>\n",
       "      <th>int_cat21_n</th>\n",
       "      <th>int_cat22_n</th>\n",
       "      <th>int_cat23_n</th>\n",
       "      <th>int_cat24_n</th>\n",
       "      <th>target_class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>89</td>\n",
       "      <td>23.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.051282</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</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>1</th>\n",
       "      <td>251</td>\n",
       "      <td>23.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.023529</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000000</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>270</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.523810</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.181818</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>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>298</td>\n",
       "      <td>11.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</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>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>474</td>\n",
       "      <td>16.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.046512</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</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>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 49 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   visitorid  ses_rec  ses_rec_avg  ses_rec_sd  ses_rec_cv  user_rec  ses_n  \\\n",
       "0         89     23.0         16.0         0.0         0.0      39.0    2.0   \n",
       "1        251     23.0         61.0         0.0         0.0      85.0    2.0   \n",
       "2        270     14.0          0.1         0.3         3.0      21.0   11.0   \n",
       "3        298     11.0         13.0         0.0         0.0      24.0    2.0   \n",
       "4        474     16.0         26.0         0.0         0.0      43.0    2.0   \n",
       "\n",
       "    ses_n_r  int_n   int_n_r  ...  int_cat16_n  int_cat17_n  int_cat18_n  \\\n",
       "0  0.051282    3.0  1.500000  ...            0            0            0   \n",
       "1  0.023529    2.0  1.000000  ...            0            0            0   \n",
       "2  0.523810   13.0  1.181818  ...            0            0            0   \n",
       "3  0.083333    4.0  2.000000  ...            0            0            0   \n",
       "4  0.046512    2.0  1.000000  ...            2            0            0   \n",
       "\n",
       "   int_cat19_n  int_cat20_n  int_cat21_n  int_cat22_n  int_cat23_n  \\\n",
       "0            0            3            0            0            0   \n",
       "1            0            0            0            1            0   \n",
       "2            0            0            0           13            0   \n",
       "3            3            1            0            0            0   \n",
       "4            0            0            0            0            0   \n",
       "\n",
       "   int_cat24_n  target_class  \n",
       "0            0             1  \n",
       "1            0             1  \n",
       "2            0             1  \n",
       "3            0             1  \n",
       "4            0             1  \n",
       "\n",
       "[5 rows x 49 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2 - 背景信息\n",
    "i.数据集的描述， 包括数据集的内容 ，包括从何处以及如何收集数据集，以及出于何种目的\n",
    "项目描述及其对组织的重要性。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3 - 数据描述、数据可视化\n",
    "i.数据集的一般详细信息\n",
    "五个属性的详细说明"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = df.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>visitorid</th>\n",
       "      <th>ses_rec</th>\n",
       "      <th>ses_rec_avg</th>\n",
       "      <th>ses_rec_sd</th>\n",
       "      <th>ses_rec_cv</th>\n",
       "      <th>user_rec</th>\n",
       "      <th>ses_n</th>\n",
       "      <th>ses_n_r</th>\n",
       "      <th>int_n</th>\n",
       "      <th>int_n_r</th>\n",
       "      <th>...</th>\n",
       "      <th>int_cat16_n</th>\n",
       "      <th>int_cat17_n</th>\n",
       "      <th>int_cat18_n</th>\n",
       "      <th>int_cat19_n</th>\n",
       "      <th>int_cat20_n</th>\n",
       "      <th>int_cat21_n</th>\n",
       "      <th>int_cat22_n</th>\n",
       "      <th>int_cat23_n</th>\n",
       "      <th>int_cat24_n</th>\n",
       "      <th>target_class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>4.935800e+04</td>\n",
       "      <td>49358.000000</td>\n",
       "      <td>49358.000000</td>\n",
       "      <td>49358.000000</td>\n",
       "      <td>49358.000000</td>\n",
       "      <td>49358.000000</td>\n",
       "      <td>49358.000000</td>\n",
       "      <td>49358.000000</td>\n",
       "      <td>49358.000000</td>\n",
       "      <td>49358.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>49358.000000</td>\n",
       "      <td>49358.000000</td>\n",
       "      <td>49358.000000</td>\n",
       "      <td>49358.000000</td>\n",
       "      <td>49358.000000</td>\n",
       "      <td>49358.000000</td>\n",
       "      <td>49358.000000</td>\n",
       "      <td>49358.000000</td>\n",
       "      <td>49358.000000</td>\n",
       "      <td>49358.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>7.072986e+05</td>\n",
       "      <td>15.454840</td>\n",
       "      <td>11.231611</td>\n",
       "      <td>2.711961</td>\n",
       "      <td>-0.020100</td>\n",
       "      <td>33.822947</td>\n",
       "      <td>3.366445</td>\n",
       "      <td>0.172372</td>\n",
       "      <td>6.716277</td>\n",
       "      <td>1.720975</td>\n",
       "      <td>...</td>\n",
       "      <td>0.955792</td>\n",
       "      <td>0.773714</td>\n",
       "      <td>0.382977</td>\n",
       "      <td>0.732424</td>\n",
       "      <td>0.503343</td>\n",
       "      <td>0.447020</td>\n",
       "      <td>2.102577</td>\n",
       "      <td>0.038130</td>\n",
       "      <td>0.099579</td>\n",
       "      <td>0.885591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>4.072098e+05</td>\n",
       "      <td>9.184645</td>\n",
       "      <td>18.162743</td>\n",
       "      <td>6.583917</td>\n",
       "      <td>0.917701</td>\n",
       "      <td>25.237703</td>\n",
       "      <td>7.380573</td>\n",
       "      <td>0.372614</td>\n",
       "      <td>38.528882</td>\n",
       "      <td>1.455885</td>\n",
       "      <td>...</td>\n",
       "      <td>6.086722</td>\n",
       "      <td>5.003517</td>\n",
       "      <td>4.569604</td>\n",
       "      <td>4.977989</td>\n",
       "      <td>3.259194</td>\n",
       "      <td>3.873684</td>\n",
       "      <td>16.273213</td>\n",
       "      <td>0.593681</td>\n",
       "      <td>1.135149</td>\n",
       "      <td>0.318311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>3.700000e+01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>3.532920e+05</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.060606</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>7.100910e+05</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.060355e+06</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>14.250000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.638646</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.407573e+06</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>47.500000</td>\n",
       "      <td>11.525121</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>475.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>5549.000000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>576.000000</td>\n",
       "      <td>445.000000</td>\n",
       "      <td>481.000000</td>\n",
       "      <td>564.000000</td>\n",
       "      <td>317.000000</td>\n",
       "      <td>420.000000</td>\n",
       "      <td>2282.000000</td>\n",
       "      <td>54.000000</td>\n",
       "      <td>105.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 49 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          visitorid       ses_rec   ses_rec_avg    ses_rec_sd    ses_rec_cv  \\\n",
       "count  4.935800e+04  49358.000000  49358.000000  49358.000000  49358.000000   \n",
       "mean   7.072986e+05     15.454840     11.231611      2.711961     -0.020100   \n",
       "std    4.072098e+05      9.184645     18.162743      6.583917      0.917701   \n",
       "min    3.700000e+01      0.000000      0.000000      0.000000     -1.000000   \n",
       "25%    3.532920e+05      7.000000      0.000000      0.000000     -1.000000   \n",
       "50%    7.100910e+05     16.000000      2.250000      0.000000      0.000000   \n",
       "75%    1.060355e+06     23.000000     14.250000      1.000000      0.638646   \n",
       "max    1.407573e+06     31.000000     99.000000     47.500000     11.525121   \n",
       "\n",
       "           user_rec         ses_n       ses_n_r         int_n       int_n_r  \\\n",
       "count  49358.000000  49358.000000  49358.000000  49358.000000  49358.000000   \n",
       "mean      33.822947      3.366445      0.172372      6.716277      1.720975   \n",
       "std       25.237703      7.380573      0.372614     38.528882      1.455885   \n",
       "min        0.000000      2.000000     -1.000000      2.000000      1.000000   \n",
       "25%       16.000000      2.000000      0.060606      2.000000      1.000000   \n",
       "50%       26.000000      2.000000      0.090909      3.000000      1.250000   \n",
       "75%       46.000000      3.000000      0.166667      6.000000      2.000000   \n",
       "max       99.000000    475.000000     18.000000   5549.000000     59.000000   \n",
       "\n",
       "       ...   int_cat16_n   int_cat17_n   int_cat18_n   int_cat19_n  \\\n",
       "count  ...  49358.000000  49358.000000  49358.000000  49358.000000   \n",
       "mean   ...      0.955792      0.773714      0.382977      0.732424   \n",
       "std    ...      6.086722      5.003517      4.569604      4.977989   \n",
       "min    ...      0.000000      0.000000      0.000000      0.000000   \n",
       "25%    ...      0.000000      0.000000      0.000000      0.000000   \n",
       "50%    ...      0.000000      0.000000      0.000000      0.000000   \n",
       "75%    ...      0.000000      0.000000      0.000000      0.000000   \n",
       "max    ...    576.000000    445.000000    481.000000    564.000000   \n",
       "\n",
       "        int_cat20_n   int_cat21_n   int_cat22_n   int_cat23_n   int_cat24_n  \\\n",
       "count  49358.000000  49358.000000  49358.000000  49358.000000  49358.000000   \n",
       "mean       0.503343      0.447020      2.102577      0.038130      0.099579   \n",
       "std        3.259194      3.873684     16.273213      0.593681      1.135149   \n",
       "min        0.000000      0.000000      0.000000      0.000000      0.000000   \n",
       "25%        0.000000      0.000000      0.000000      0.000000      0.000000   \n",
       "50%        0.000000      0.000000      0.000000      0.000000      0.000000   \n",
       "75%        0.000000      0.000000      2.000000      0.000000      0.000000   \n",
       "max      317.000000    420.000000   2282.000000     54.000000    105.000000   \n",
       "\n",
       "       target_class  \n",
       "count  49358.000000  \n",
       "mean       0.885591  \n",
       "std        0.318311  \n",
       "min        0.000000  \n",
       "25%        1.000000  \n",
       "50%        1.000000  \n",
       "75%        1.000000  \n",
       "max        1.000000  \n",
       "\n",
       "[8 rows x 49 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 数据数字类型描述\n",
    "df.describe() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 49358 entries, 0 to 49357\n",
      "Data columns (total 49 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   visitorid      49358 non-null  int64  \n",
      " 1   ses_rec        49358 non-null  float64\n",
      " 2   ses_rec_avg    49358 non-null  float64\n",
      " 3   ses_rec_sd     49358 non-null  float64\n",
      " 4   ses_rec_cv     49358 non-null  float64\n",
      " 5   user_rec       49358 non-null  float64\n",
      " 6   ses_n          49358 non-null  float64\n",
      " 7   ses_n_r        49358 non-null  float64\n",
      " 8   int_n          49358 non-null  float64\n",
      " 9   int_n_r        49358 non-null  float64\n",
      " 10  tran_n         49358 non-null  float64\n",
      " 11  tran_n_r       49358 non-null  float64\n",
      " 12  rev_sum        49358 non-null  float64\n",
      " 13  rev_sum_r      49358 non-null  float64\n",
      " 14  major_spend_r  49358 non-null  float64\n",
      " 15  int_cat_n_avg  49358 non-null  float64\n",
      " 16  int_itm_n_avg  49358 non-null  float64\n",
      " 17  ses_mo_avg     49358 non-null  float64\n",
      " 18  ses_mo_sd      49358 non-null  float64\n",
      " 19  ses_ho_avg     49358 non-null  float64\n",
      " 20  ses_ho_sd      49358 non-null  float64\n",
      " 21  ses_wknd_r     49358 non-null  float64\n",
      " 22  ses_len_avg    49358 non-null  float64\n",
      " 23  time_to_int    49358 non-null  float64\n",
      " 24  time_to_tran   49358 non-null  float64\n",
      " 25  int_cat1_n     49358 non-null  int64  \n",
      " 26  int_cat2_n     49358 non-null  int64  \n",
      " 27  int_cat3_n     49358 non-null  int64  \n",
      " 28  int_cat4_n     49358 non-null  int64  \n",
      " 29  int_cat5_n     49358 non-null  int64  \n",
      " 30  int_cat6_n     49358 non-null  int64  \n",
      " 31  int_cat7_n     49358 non-null  int64  \n",
      " 32  int_cat8_n     49358 non-null  int64  \n",
      " 33  int_cat9_n     49358 non-null  int64  \n",
      " 34  int_cat10_n    49358 non-null  int64  \n",
      " 35  int_cat11_n    49358 non-null  int64  \n",
      " 36  int_cat12_n    49358 non-null  int64  \n",
      " 37  int_cat13_n    49358 non-null  int64  \n",
      " 38  int_cat15_n    49358 non-null  int64  \n",
      " 39  int_cat16_n    49358 non-null  int64  \n",
      " 40  int_cat17_n    49358 non-null  int64  \n",
      " 41  int_cat18_n    49358 non-null  int64  \n",
      " 42  int_cat19_n    49358 non-null  int64  \n",
      " 43  int_cat20_n    49358 non-null  int64  \n",
      " 44  int_cat21_n    49358 non-null  int64  \n",
      " 45  int_cat22_n    49358 non-null  int64  \n",
      " 46  int_cat23_n    49358 non-null  int64  \n",
      " 47  int_cat24_n    49358 non-null  int64  \n",
      " 48  target_class   49358 non-null  int64  \n",
      "dtypes: float64(24), int64(25)\n",
      "memory usage: 18.5 MB\n"
     ]
    }
   ],
   "source": [
    "# 数据列描述\n",
    "df.info(verbose=1) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>visitorid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>4.935800e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>7.072986e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>4.072098e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>3.700000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>7.100910e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.060355e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99%</th>\n",
       "      <td>1.393224e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.407573e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          visitorid\n",
       "count  4.935800e+04\n",
       "mean   7.072986e+05\n",
       "std    4.072098e+05\n",
       "min    3.700000e+01\n",
       "50%    7.100910e+05\n",
       "75%    1.060355e+06\n",
       "99%    1.393224e+06\n",
       "max    1.407573e+06"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# \n",
    "df[[\"visitorid\"]].describe([0.5,0.75 ,0.99]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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>ses_rec</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>49358.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>15.454840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>9.184645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>16.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>23.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99%</th>\n",
       "      <td>31.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>31.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            ses_rec\n",
       "count  49358.000000\n",
       "mean      15.454840\n",
       "std        9.184645\n",
       "min        0.000000\n",
       "50%       16.000000\n",
       "75%       23.000000\n",
       "99%       31.000000\n",
       "max       31.000000"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[[\"ses_rec\"]]\\\n",
    ".describe([0.5,0.75 ,0.99]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .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>ses_rec_avg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>49358.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>11.231611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>18.162743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>14.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99%</th>\n",
       "      <td>79.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>99.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        ses_rec_avg\n",
       "count  49358.000000\n",
       "mean      11.231611\n",
       "std       18.162743\n",
       "min        0.000000\n",
       "50%        2.250000\n",
       "75%       14.250000\n",
       "99%       79.000000\n",
       "max       99.000000"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[[\"ses_rec_avg\"]]\\\n",
    ".describe([0.5,0.75 ,0.99]) \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "22.0    3.958831\n",
       "23.0    3.658981\n",
       "28.0    2.862758\n",
       "27.0    2.801977\n",
       "21.0    2.797925\n",
       "          ...   \n",
       "79.0    0.326188\n",
       "58.0    0.303902\n",
       "66.0    0.283642\n",
       "65.0    0.257304\n",
       "86.0    0.249200\n",
       "Name: user_rec, Length: 100, dtype: float64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"user_rec\"].value_counts(normalize = True,dropna=False)*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.0      62.923943\n",
       "3.0      17.847158\n",
       "4.0       7.552980\n",
       "5.0       3.768386\n",
       "6.0       2.107055\n",
       "           ...    \n",
       "111.0     0.002026\n",
       "241.0     0.002026\n",
       "165.0     0.002026\n",
       "384.0     0.002026\n",
       "197.0     0.002026\n",
       "Name: ses_n, Length: 125, dtype: float64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"ses_n\"].value_counts(normalize = True,dropna=False)*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.0       36.032659\n",
       "3.0       19.518619\n",
       "4.0       11.422667\n",
       "5.0        7.640099\n",
       "6.0        5.087321\n",
       "            ...    \n",
       "128.0      0.002026\n",
       "280.0      0.002026\n",
       "162.0      0.002026\n",
       "512.0      0.002026\n",
       "1644.0     0.002026\n",
       "Name: int_n, Length: 235, dtype: float64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"int_n\"].value_counts(normalize = True,dropna=False)*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0      95.970258\n",
       "1.0       2.739171\n",
       "2.0       0.688845\n",
       "3.0       0.220836\n",
       "4.0       0.111431\n",
       "5.0       0.050650\n",
       "6.0       0.046598\n",
       "10.0      0.024312\n",
       "7.0       0.022286\n",
       "8.0       0.020260\n",
       "9.0       0.012156\n",
       "12.0      0.010130\n",
       "16.0      0.008104\n",
       "14.0      0.008104\n",
       "17.0      0.006078\n",
       "11.0      0.006078\n",
       "21.0      0.004052\n",
       "25.0      0.004052\n",
       "22.0      0.004052\n",
       "92.0      0.004052\n",
       "206.0     0.002026\n",
       "90.0      0.002026\n",
       "42.0      0.002026\n",
       "61.0      0.002026\n",
       "141.0     0.002026\n",
       "13.0      0.002026\n",
       "45.0      0.002026\n",
       "20.0      0.002026\n",
       "150.0     0.002026\n",
       "18.0      0.002026\n",
       "23.0      0.002026\n",
       "40.0      0.002026\n",
       "96.0      0.002026\n",
       "31.0      0.002026\n",
       "83.0      0.002026\n",
       "58.0      0.002026\n",
       "461.0     0.002026\n",
       "24.0      0.002026\n",
       "132.0     0.002026\n",
       "Name: tran_n, dtype: float64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"tran_n\"].value_counts(normalize = True,dropna=False)*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['visitorid', 'ses_rec', 'ses_rec_avg', 'ses_rec_sd', 'ses_rec_cv',\n",
       "       'user_rec', 'ses_n', 'ses_n_r', 'int_n', 'int_n_r', 'tran_n',\n",
       "       'tran_n_r', 'rev_sum', 'rev_sum_r', 'major_spend_r', 'int_cat_n_avg',\n",
       "       'int_itm_n_avg', 'ses_mo_avg', 'ses_mo_sd', 'ses_ho_avg', 'ses_ho_sd',\n",
       "       'ses_wknd_r', 'ses_len_avg', 'time_to_int', 'time_to_tran',\n",
       "       'int_cat1_n', 'int_cat2_n', 'int_cat3_n', 'int_cat4_n', 'int_cat5_n',\n",
       "       'int_cat6_n', 'int_cat7_n', 'int_cat8_n', 'int_cat9_n', 'int_cat10_n',\n",
       "       'int_cat11_n', 'int_cat12_n', 'int_cat13_n', 'int_cat15_n',\n",
       "       'int_cat16_n', 'int_cat17_n', 'int_cat18_n', 'int_cat19_n',\n",
       "       'int_cat20_n', 'int_cat21_n', 'int_cat22_n', 'int_cat23_n',\n",
       "       'int_cat24_n', 'target_class'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看所有列\n",
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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>visitorid</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>int_cat24_n</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>47943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             visitorid\n",
       "int_cat24_n           \n",
       "0                47943\n",
       "1                  528\n",
       "2                  363\n",
       "3                  171\n",
       "4                  103\n",
       "5                   68\n",
       "6                   38\n",
       "7                   20\n",
       "8                   20\n",
       "9                   12\n",
       "10                  16\n",
       "11                  10\n",
       "12                   6\n",
       "13                  12\n",
       "14                   9\n",
       "15                   3\n",
       "16                   2\n",
       "17                   5\n",
       "18                   1\n",
       "19                   3\n",
       "20                   1\n",
       "21                   1\n",
       "23                   1\n",
       "24                   4\n",
       "25                   1\n",
       "28                   1\n",
       "29                   3\n",
       "30                   1\n",
       "31                   1\n",
       "33                   1\n",
       "34                   2\n",
       "35                   1\n",
       "36                   1\n",
       "38                   1\n",
       "39                   1\n",
       "47                   1\n",
       "60                   1\n",
       "77                   1\n",
       "105                  1"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "df.groupby([\"int_cat24_n\"]).count()[[\"visitorid\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,5)) \n",
    "plt.pie(df.groupby([\"target_class\"]).count()[[\"visitorid\"]][\"visitorid\"].to_list(),labels=df.groupby([\"target_class\"]).count()[[\"visitorid\"]].index.to_list(),autopct='%1.1f%%',shadow=False,startangle=40,radius= 1,colors=[\"#2a66cc\",\"#fbb272\"])\n",
    "plt.title(\"target_class\")\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,5)) \n",
    "plt.bar(df.groupby([\"int_cat2_n\"]).count()[[\"visitorid\"]].index.to_list()\n",
    "        ,df.groupby([\"int_cat2_n\"]).count()[[\"visitorid\"]][\"visitorid\"].to_list(), )\n",
    "plt.title(\"int_cat2_n\")\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,5)) \n",
    "plt.bar(df.groupby([\"ses_ho_sd\"]).count()[[\"visitorid\"]].index.to_list()\n",
    "        ,df.groupby([\"ses_ho_sd\"]).count()[[\"visitorid\"]][\"visitorid\"].to_list(), )\n",
    "plt.title(\"ses_ho_sd\")\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,5)) \n",
    "plt.plot(df.groupby([\"int_cat23_n\"]).count()[[\"visitorid\"]].index.to_list()\n",
    "        ,df.groupby([\"int_cat23_n\"]).count()[[\"visitorid\"]][\"visitorid\"].to_list(), )\n",
    "plt.title(\"int_cat23_n\")\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,5)) \n",
    "plt.bar(df.groupby([\"int_cat22_n\"]).count()[[\"visitorid\"]].index.to_list()\n",
    "        ,df.groupby([\"int_cat22_n\"]).count()[[\"visitorid\"]][\"visitorid\"].to_list(), )\n",
    "plt.title(\"int_cat22_n\")\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,5)) \n",
    "plt.bar(df.groupby([\"int_cat21_n\"]).count()[[\"visitorid\"]].index.to_list()\n",
    "        ,df.groupby([\"int_cat21_n\"]).count()[[\"visitorid\"]][\"visitorid\"].to_list(), )\n",
    "plt.title(\"int_cat21_n\")\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,5)) \n",
    "plt.plot(df.groupby([\"int_cat20_n\"]).count()[[\"visitorid\"]].index.to_list()\n",
    "        ,df.groupby([\"int_cat20_n\"]).count()[[\"visitorid\"]][\"visitorid\"].to_list(), )\n",
    "plt.title(\"int_cat20_n\")\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JAcD5CEMfmCYFAHsQhgAA6xGGLaBLCgDORxj6QJcUAOxBGAIArEcYtsAwTgoAjkcY+kKfFACsQRi2gONCAHA+whAAYD3C0AfOTQoA9iAMW8D8DAA4H2EIALAeYegD5yYFAHsQhgAA6xGGAADrEYY+0CUFAHsQhgHglGwA4GyEIQDAeoShDy7GSQHAGoRhAOiSAoCzEYYAAOsRhj7QJAUAexCGAaBLCgDORhj6wPwMANiDMAQAWI8wDABfugcAZyMMfeDivgBgD8IQAGA9wjAANEkBwNkIQ1/okgKANQhDAID1CMMAMEwKAM5GGPrAl+4BwB6EIQDAeoRhAAzzpADgaIShD3RJAcAehCEAwHqEYQCYJgUAZyMMfXAxTgoA1iAMAQDWIwwBANYjDH2gSQoA9iAMAQDWa3UYfvrpp7rhhhsUFRWl9PR0ffbZZ5KkLVu2aNCgQQoPD9ett96qQ4cOeZ6Tl5enfv36KTIyUhkZGTp+/LhnLScnR4mJiYqOjta0adPU2NjoWcvKylL37t0VGxurefPmnc9+nhemSQHA2Vodhvfdd59Gjx6t0tJS9e/fX5MnT1ZTU5Puuece3XXXXfrss88UHh6un/3sZ5Kk6upq3XvvvZo+fbp27dqlsrIyzZ8/X5JUWlqqiRMnauHChSouLtaKFSv05ptvSpLy8/M1b948vfvuu8rLy1N2drY++eSTNtx1/xgmBQCLmFY4cuSISUtLM3V1dcYYY5YvX24SEhLM6tWrTUxMjKmvrzfGGLN582YTHh5uvv76a/Pmm2+a7373u57X+POf/2wuu+wyY4wxzz77rLnjjjs8a7/+9a9Nenq6McaYBx54wDz22GOetWnTppnx48cHVGdNTY2RZGpqalqze80cq6s3ff7zQ9PnPz80x+sazvl1AADBE2getOrIsGvXrlq3bp26dOmikydPaunSpRo8eLAKCws1ZMgQhYaGSpIGDRqkxsZGbdmyRYWFhRo2bJjnNYYOHar9+/ervLzc61pRUZGMMV7XCgsLzy/5zxHnJgUAZws91ydGREQoLi5ORUVFys7OVnx8vGctJCREXbt2VWVlpQ4ePKiUlBTPWlxcnCR51s58XlxcnBoaGlRVVeV1rbKy0mstdXV1qqur82zX1tae6255uJgnBQBrnPM06V//+ldde+21evzxxyVJ5ltTJsYYz1lczlw7/fO5rPk6K8yCBQvkdrs9t8TExHPdLQCAhVoVhocPH9bWrVslSddee62ee+45LV++XN26ddPhw4c9j2tsbFR1dbUSEhLUo0ePZmtVVVWS5HOtc+fOio2N9bqWkJDgta6ZM2eqpqbGcysvL2/NbrWIaVIAcLZWheHWrVt15513erZPH6mNGDFCxcXFamho8DwuNDRUgwcPVnp6ujZs2OB5zsaNG5WUlKRevXp5XUtNTZXL5fK6lpaW5rWusLAwxcTENLudL6ZJAcAerQrDIUOG6MSJE3r55Zd14MABZWdnKz09Xenp6erWrZtmzZqlAwcOaO7cuRo7dqwiIiI0ZswYVVRUaNGiRSorK1NWVpYyMzMlSffff78KCgr0wQcfqKSkRK+88opn7YEHHlBubq7Wr1+v4uJi5ebmetYAAGhTrR1Tzc/PNwMHDjRRUVHm1ltvNWVlZcaYU1+nGDhwoAkLCzMjR440hw4d8jwnLy/PJCcnm/DwcDNu3Dhz7Ngxz1pOTo7p1auXiYqKMlOnTjWNjY2etaysLBMXF2e6du1q5s2bF3CNbfHVim9ONni+WnH0RP05vw4AIHgCzQOXMc77RKy2tlZut1s1NTXn3DI9Ud+o/s98LEnaOWeUosLOefAWABAkgeYB5yYFAFiPMAyAAw+eAQBnIAx9YJoUAOxBGAaA40IAcDbCEABgPcLQB85NCgD2IAwDwPwMADgbYQgAsB5h6APTpABgD8IwELRJAcDRCEMAgPUIQx/okgKAPQjDABj6pADgaIQhAMB6hKEPLsZJAcAahGEA+NI9ADgbYQgAsB5h6ANNUgCwB2EYALqkAOBshCEAwHqEoQ8MkwKAPQjDABjGSQHA0QhDAID1CEMf+NI9ANiDMAwATVIAcDbCEABgPcIQAGA9wjAADJMCgLMRhn4wQwMAdiAMAQDWIwwDwJXuAcDZCEM/6JICgB0IQwCA9QjDQNAlBQBHIwz94JRsAGAHwhAAYD3CMAB0SQHA2QhDP2iSAoAdCEMAgPUIwwBwblIAcDbC0A+GSQHADoQhAMB6hGEAODcpADgbYeiHi3lSALACYQgAsB5hGACmSQHA2QhDf+iSAoAVCEMAgPUIwwDQJQUAZyMM/aBLCgB2IAwBANYjDANgGCcFAEcjDP3g3KQAYAfCMAAcGAKAsxGGAADrEYZ+cG5SALADYQgAsB5hCACwHmHoB9OkAGAHwjAATJMCgLMRhgAA6xGGftAlBQA7EIYBMFy3AgAcjTAEAFiv1WG4Z88eDR8+XNHR0RoxYoT27dsnScrLy1O/fv0UGRmpjIwMHT9+3POcnJwcJSYmKjo6WtOmTVNjY6NnLSsrS927d1dsbKzmzZvnud8YoxkzZsjtdqtnz5564403zmc/z4mLcVIAsEKrw3DixIm67LLLtHPnTsXFxWnKlCmqrq7Wvffeq+nTp2vXrl0qKyvT/PnzJUmlpaWaOHGiFi5cqOLiYq1YsUJvvvmmJCk/P1/z5s3Tu+++q7y8PGVnZ+uTTz6RJC1ZskTLli3T+vXrtXjxYk2dOlUlJSVtuOuBY5oUAJytVWF48uRJrV69WjNnzlSfPn308MMPa926dXrvvffUu3dvTZ48WUlJSXrqqaf09ttvS5Jyc3N10003acyYMerfv7+mTJminJwcSacCLzMzU2lpabr++uuVmZnZbG3atGlKSUnRqFGjNHLkSL3zzjttvPsAALQyDOvr6/XCCy+ob9++kqSqqiqFh4ersLBQw4YN8zxu6NCh2r9/v8rLy72uFRUVyRjjda2wsFDGGBUVFXldu5BokgKAHUJb8+DIyEg9+eSTkk4F40svvaTx48fr008/VUpKiudxcXFxkqTKykodPHhQ8fHxzdYaGhpUVVXlda2yslJVVVWqr6/3uuZNXV2d6urqPNu1tbWt2a0W0SUFAGc7p2nShoYG3XffferUqZPmzp0rqfnV4E//fHoApTVrZw6t+Fs704IFC+R2uz23xMTEc9ktAIClWh2GTU1NGjdunMrKyvTxxx8rPDxcPXr00OHDhz2PqaqqkiQlJCR4XevcubNiY2O9riUkJCguLk5dunTxuubNzJkzVVNT47mVl5e3dre8o08KAFZodRg+88wz+uKLL7Rq1Sp17dpVkpSenq4NGzZ4HrNx40YlJSWpV69eXtdSU1Plcrm8rqWlpcnlcik1NdXrmjdhYWGKiYlpdmtLhnFSAHC0VoXhvn37lJ2drUWLFskYo+rqalVXV2vMmDGqqKjQokWLVFZWpqysLGVmZkqS7r//fhUUFOiDDz5QSUmJXnnlFc/aAw88oNzcXK1fv17FxcXKzc1ttrZw4ULt2LFDeXl5WrVqlTIyMtp49wEAkGRaYcmSJUan5kma3fbu3Wvy8vJMcnKyCQ8PN+PGjTPHjh3zPC8nJ8f06tXLREVFmalTp5rGxkbPWlZWlomLizNdu3Y18+bN89zf1NRkZsyYYWJiYkxCQoJ5/fXXA66zpqbGSDI1NTWt2b2zpMz62PT5zw/NF4eOntfrAACCI9A8cBnjvB5gbW2t3G63ampqzqtlOnB2nmpPNGjVjOG6oltUG1YIALgQAs0Dzk0KALAeYegH5yYFADsQhgFwXiMZAHAmwhAAYD3C0A+6pABgB8IwIPRJAcDJCEMAgPUIQz/okgKAHQjDADBNCgDORhgCAKxHGPrBl+4BwA6EYQDokgKAsxGGfnBcCAB2IAwBANYjDAPANCkAOBth6AfzMwBgB8IQAGA9wjAAhnlSAHA0wtAv+qQAYAPCEABgPcIwAEyTAoCzEYZ+ME0KAHYgDAEA1iMMA0CbFACcjTD0gy4pANiBMAQAWI8wDABfugcAZyMM/WCaFADsQBgGgAEaAHA2whAAYD3C0A8X86QAYAXCEABgPcIQAGA9wtAPpkkBwA6EYQCYJgUAZyMMAQDWIwz9oEsKAHYgDAPA6dgAwNkIQwCA9QhDP1yMkwKAFQjDADBNCgDORhgCAKxHGAIArEcYBoAuKQA4G2EIALAeYegHw6QAYAfCMACGcVIAcDTCEABgPcLQD9qkAGAHwjAANEkBwNkIQwCA9QhDP1xcxAkArEAYBoBhUgBwNsIQAGA9wtAPpkkBwA6EYUDokwKAkxGGAADrEYZ+0CUFADsQhgFgmhQAnI0wBABYjzD0w8U4KQBYgTAMAF1SAHA2whAAYL1zCsOKigoNHz5c27Zt89yXl5enfv36KTIyUhkZGTp+/LhnLScnR4mJiYqOjta0adPU2NjoWcvKylL37t0VGxurefPmee43xmjGjBlyu93q2bOn3njjjXMp9bzQJAUAO7Q6DCdNmqSePXtq7dq1nvuqq6t17733avr06dq1a5fKyso0f/58SVJpaakmTpyohQsXqri4WCtWrNCbb74pScrPz9e8efP07rvvKi8vT9nZ2frkk08kSUuWLNGyZcu0fv16LV68WFOnTlVJSUlb7HOrMU0KAM7W6jCcP3++9u7d2+y+9957T71799bkyZOVlJSkp556Sm+//bYkKTc3VzfddJPGjBmj/v37a8qUKcrJyZF0KvAyMzOVlpam66+/XpmZmc3Wpk2bppSUFI0aNUojR47UO++8c777CwDAWVodhvHx8UpKSmp2X2FhoYYNG+bZHjp0qPbv36/y8nKva0VFRTLGeF0rLCyUMUZFRUVe1y4o+qQAYIXQtniRgwcPKiUlxbMdFxcnSaqsrNTBgwcVHx/fbK2hoUFVVVVe1yorK1VVVaX6+nqva97U1dWprq7Os11bW9sWu+Vh6JMCgKO12TTpmYFx+ufT39NrzdqZ3+3zt3amBQsWyO12e26JiYnnuzsAAIu0SRj26NFDhw8f9mxXVVVJkhISEryude7cWbGxsV7XEhISFBcXpy5dunhd82bmzJmqqanx3MrLy9tit+iSAoAl2iQM09PTtWHDBs/2xo0blZSUpF69enldS01Nlcvl8rqWlpYml8ul1NRUr2vehIWFKSYmptmtLdEkBQBna5MwHDNmjCoqKrRo0SKVlZUpKytLmZmZkqT7779fBQUF+uCDD1RSUqJXXnnFs/bAAw8oNzdX69evV3FxsXJzc5utLVy4UDt27FBeXp5WrVqljIyMtig3YJyODQDs0CYDNG63W0uXLtWUKVM0Y8YMjR49WjNnzpQkJScn67XXXtOUKVNUU1OjCRMm6KGHHpIkjRgxQs8++6x++MMfqqmpSU8++aRuvvlmSdKDDz6onTt3Ki0tTREREVq4cKGuuuqqtigXAIBmXMaBo5K1tbVyu92qqak5r5bpLdlr9Pmhr/WHR76nG66Ia8MKAQAXQqB5wLlJ/aBJCgB2IAwBANYjDANgmCcFAEcjDP1gmBQA7EAYBoIDQwBwNMIQAGA9wtAPF/OkAGAFwjAAdEkBwNkIQwCA9QhDP5gmBQA7EIYBcN4J6wAAZyIMAQDWIwwBANYjDAPA6dgAwNkIQwCA9QhDP7jSPQDYgTAMANOkAOBshCEAwHqEoR80SQHADoRhAOiSAoCzEYYAAOsRhn4wTAoAdiAMA2AYJwUARyMMAQDWIwz9oE0KAHYgDANAkxQAnI0wBABYjzD0w8XX7gHACoRhIOiTAoCjEYYAAOsRhn4wTQoAdiAMA8CV7gHA2QhDAID1CEM/6JICgB0IwwBwalIAcDbCEABgPcLQH8ZJAcAKhGEAaJMCgLMRhgAA6xGGftAkBQA7EIYBoEsKAM5GGAIArEcY+sEwKQDYgTAMgGGcFAAcjTAEAFiPMPSDLikA2IEwDABNUgBwNsIQAGA9wtAPF+OkAGAFwjAADJMCgLMRhgAA6xGGftAkBQA7EIYBoU8KAE5GGAIArEcY+nF6mJQBGgBwNsIQAGA9wtAPFyM0AGAFwjAAdEkBwNkIQwCA9QhDf+iSAoAVCMMAME0KAM5GGAIArEcY+tFeXdJ/Vn+j6uMn2+nVAQCt1aHDcMuWLRo0aJDCw8N166236tChQ0Gpw7ThPGll7QmNyMrXnb9ZL0P/FQA6hA4bhk1NTbrnnnt011136bPPPlN4eLh+9rOfBbusgJyob9TKf1Tq+MmGs9a27v9K9Y1G/6z+Rnv+dSwI1QEAvq3DhuGaNWt05MgRzZ49W71799asWbP03nvv6dixCxcggVzb9/jJBjU1Gb2c/7lWfVopSfrlxyX6ye//pjn/+4+zHl/zTb3n5/yS4BzpAgCaCw12Ab4UFhZqyJAhCg09VeKgQYPU2NioLVu2KD09/YLWUlJxVBFdKvXq2j3auOeI38f+bvx1WlxYJkn609/KdfOA7ir/6htdHh+pzp1C9LeyrzyPXbGjQv0TYjzb1d+c1N/KvtKJ+kaNuKq7osJCVXuiXsZIEV06qa6hSZ1CXOoUIrlcLnVyuRTiculfX9fpk08rta70sHp1jdDk4ZcrNrJLu/wuLmacUQi4+Fzb5xJFdGn/qOqwYXjw4EHFx8d7tkNCQtS1a1dVVlae9di6ujrV1dV5tmtra9ukhk4hp/54Lsz/PODnTMrZ3Gx74re2z7Rlf7Uy39jkde2PxeUBv+eZaitq9dM/bjun5wJAR7N6xnBd3i2q3d+nw4ahpLMGTIwxcnnpXS5YsEBz5sxp8/cf/70+qj5er8amU3WUHDza4nP6xkeqU4hLnx/6Wn3iIhQVFqqosNBm7dGY73RWRFgnHaw50ey5YaEhGpR4ieqbjLbsO3UEGdGlk0JDQnTsZIPCQkPUaE79HhqbjKeusNAQDUuO14h+3VRQelhrdh9WU5CHc7z9dwoGhpSAi1vnThfm0zyX6aB/LebPn6/Vq1dr1apVkqTGxkZFRERo9erVSk1NbfZYb0eGiYmJqqmpUUxMjAAAdqqtrZXb7W4xDzrsAE16erqKi4vV0HBqInPr1q0KDQ3V4MGDz3psWFiYYmJimt0AAAhUhw3DtLQ0devWTbNmzdKBAwc0d+5cjR07VhEREcEuDQDgMB02DENCQrRs2TJ9+OGHSk5O1okTJ5SdnR3ssgAADtShB2iuvfZabd++PdhlAAAcrsMeGQIAcKEQhgAA6xGGAADrEYYAAOsRhgAA6xGGAADrEYYAAOsRhgAA6xGGAADrEYYAAOt16NOxnavTV6Vqq4v8AgAuTqdzoKWrFToyDI8ePXUR3sTExCBXAgDoCI4ePSq32+1zvcNe3Pd8NDU16csvv1R0dPR5XXH99EWCy8vLL4prJFJv+6Le9kW97cvWeo0xOnr0qHr27KmQEN+fDDryyDAkJES9e/dus9e72C4YTL3ti3rbF/W2Lxvr9XdEeBoDNAAA6xGGAADrEYZ+hIWFadasWQoLCwt2KQGh3vZFve2LetsX9frnyAEaAABagyNDAID1CEMAgPUIQwCA9QhDPyoqKjR8+HBt27Yt2KW0aM+ePRo+fLiio6M1YsQI7du3L9gl+fXpp5/qhhtuUFRUlNLT0/XZZ58Fu6SArF27Vi6XSwUFBcEuxa+kpCS5XK5mt46svr5ekyZNUnR0tAYMGKCNGzcGuySfysrKzvrddvTf744dO3TDDTcoOjpao0aN0v79+4Ndkl8bNmxQSkqKIiIilJGRoW+++abd35Mw9GHSpEnq2bOn1q5dG+xSAjJx4kRddtll2rlzp+Li4jRlypRgl+TXfffdp9GjR6u0tFT9+/fX5MmTg11Si+rr6/XYY48Fu4yA5eXl6auvvvLcOrJf/epX2rt3r7Zu3aqMjAyNHz8+2CX5dNlllzX7vf7+979XQkJCsMvy6+6779Zdd92l3bt3KykpST/+8Y+DXZJPDQ0NysjI0N13362dO3eqoqJCs2fPbv83NvDq8OHDZu/evUaS2bp1a7DL8auurs64XC6za9cuY4wxy5cvNzExMUGuyrcjR46YtLQ0U1dXZ4w5VW9CQkKQq2rZL3/5S/P973/fuN1uk5+fH+xy/OrTp48pLS0NdhkBu+KKKzz/zo4ePWqWLVtmGhsbg1tUgH7yk5+YCRMmBLsMnw4dOmQkmYqKCmOMMRs2bDARERFBrsq3nTt3GknmyJEjxhhjVqxYYRITE9v9fTky9CE+Pl5JSUnBLiMg9fX1euGFF9S3b19JUlVVlcLDw4NclW9du3bVunXr1KVLF508eVJLly7V4MGDg12WXwcOHNDzzz+vl19+OdilBGz27NmKiIjQoEGDtGvXrmCX49PBgwe1d+9erV27Vm63W8OHD9c111zj9zySHclHH32kO+64I9hl+NS1a1f17t1beXl5kk51DAYNGhTcovw43RI9/TcsPj5e5eXl+vrrr9v1fS+O/9vgV2RkpJ588kmFh4ervr5eL730UoduM50pIiJCH330kRYuXBjsUvz66U9/qkmTJmnAgAHBLiVgffv21Weffaarr75aP/nJT4Jdjk8VFRVyuVzatGmTtm/frgEDBlwUbXNJ2rZtmyorKzVy5Mhgl+JTaGioli5dqkmTJiksLEy//e1v9fvf/z7YZfl05ZVXKiIiQu+//74aGhq0ePFiSVJNTU37vnG7H3te5HQRtElPq6+vN/fcc48ZMmSIOX78eLDLCcjmzZvNbbfdZu68885gl+LTRx99ZPr06WOOHTtmjDEXRZv0wIEDnp83bdpkJHXY/yfWrVtnJJndu3cbY4wpKioyLpfL00bvyObPn2/S09ODXYZfx48fN8nJyeb55583O3fuNI8//ri58cYbg12WX6+++qrp0qWLiYyMNNOnTzeSzFdffdWu70kYtuBiCcPGxkYzduxYc91113l67R3VoUOHzJYtWzzbW7ZsMZJMdXV1EKvybcKECaZLly7G7XYbt9ttJJnIyEiTm5sb7NICsnv3biPJVFZWBrsUr/7+978bSebw4cPGGGNKS0ubfcbVkaWmpprnnnsu2GX49f7775vLLrvMs11XV2dCQ0PN9u3bg1hVy7755htTW1tr1qxZY8LCwtr9/WiTOsQzzzyjL774QqtWrVLXrl2DXY5fW7du1Z133unZPj2W3lE/I8rKytLu3bu1bds2bdu2TdHR0Xr99dc1evToYJfm1fLly3XVVVd5tvfv36+IiAh17949iFX5lpycrM6dO6u0tFSSVFlZqZCQEMXHxwe5Mv+OHDmijRs3dujPCyWpU6dOamxs9GwbY9TU1KTQ0I55Bb+vv/5at912m77++mtFR0frr3/9q1JTU9v9fTvmXx+0yr59+5Sdna1FixbJGKPq6mpVV1erqakp2KV5NWTIEJ04cUIvv/yyDhw4oOzsbKWnpys6OjrYpXl1epjq9C0kJEQJCQmKiooKdmleXX/99fryyy/1+uuva+/evVqwYIEefPDBYJflU3h4uEaPHq25c+dqz549eumllzRq1KgO+8f6tLy8PF166aW65pprgl2KX0OHDlVtba1efPFFHThwQE8//bQSExN15ZVXBrs0r6KiorRv3z795je/UUlJiRYtWnRhvgrS7seeFzldBG3SJUuWGEln3fbu3Rvs0nzKz883AwcONFFRUebWW281ZWVlwS4pYBfDZ4bLly83/fr1M5dccokZP368OXr0aLBL8quystLccsstJjw83KSmpnbo/3dPy8zMNA8//HCwywjIxx9/bK6++moTERFhhg4dajZv3hzskvwqLi42/fv3NzExMeapp566IO/JVSsAANajTQoAsB5hCACwHmEIALAeYQgAsB5hCACwHmEIALAeYQgAsB5hCACwHmEIALAeYQgAsB5hCACw3v8DTTSbcMs2vqwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,5)) \n",
    "plt.plot(df.groupby([\"int_cat_n_avg\"]).count()[[\"visitorid\"]].index.to_list()\n",
    "        ,df.groupby([\"int_cat_n_avg\"]).count()[[\"visitorid\"]][\"visitorid\"].to_list(), )\n",
    "plt.title(\"int_cat_n_avg\")\n",
    "plt.show() "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4 - 数据 预处理\n",
    "实现预处理和数据转换技术。\n",
    "数据处理、数据清洗、检查异常值等"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 设置展示最大行列\n",
    "pd.set_option('display.max_columns', 30)\n",
    "pd.set_option('display.max_rows', 30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "visitorid       0.0\n",
       "int_cat1_n      0.0\n",
       "int_cat3_n      0.0\n",
       "int_cat4_n      0.0\n",
       "int_cat5_n      0.0\n",
       "               ... \n",
       "ses_ho_avg      0.0\n",
       "ses_ho_sd       0.0\n",
       "ses_wknd_r      0.0\n",
       "ses_len_avg     0.0\n",
       "target_class    0.0\n",
       "Length: 49, dtype: float64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查空值百分比\n",
    "round(100*data.isnull().sum()/len(data),2).sort_values(ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 清除重复行\n",
    "data = data.drop_duplicates()\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "visitorid       0\n",
       "ses_rec         0\n",
       "ses_rec_avg     0\n",
       "ses_rec_sd      0\n",
       "ses_rec_cv      0\n",
       "               ..\n",
       "int_cat21_n     0\n",
       "int_cat22_n     0\n",
       "int_cat23_n     0\n",
       "int_cat24_n     0\n",
       "target_class    0\n",
       "Length: 49, dtype: int64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 空数据统计\n",
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# data = data.fillna('其他')\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(49358, 49)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 49358 entries, 0 to 49357\n",
      "Data columns (total 49 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   visitorid      49358 non-null  int64  \n",
      " 1   ses_rec        49358 non-null  float64\n",
      " 2   ses_rec_avg    49358 non-null  float64\n",
      " 3   ses_rec_sd     49358 non-null  float64\n",
      " 4   ses_rec_cv     49358 non-null  float64\n",
      " 5   user_rec       49358 non-null  float64\n",
      " 6   ses_n          49358 non-null  float64\n",
      " 7   ses_n_r        49358 non-null  float64\n",
      " 8   int_n          49358 non-null  float64\n",
      " 9   int_n_r        49358 non-null  float64\n",
      " 10  tran_n         49358 non-null  float64\n",
      " 11  tran_n_r       49358 non-null  float64\n",
      " 12  rev_sum        49358 non-null  float64\n",
      " 13  rev_sum_r      49358 non-null  float64\n",
      " 14  major_spend_r  49358 non-null  float64\n",
      " 15  int_cat_n_avg  49358 non-null  float64\n",
      " 16  int_itm_n_avg  49358 non-null  float64\n",
      " 17  ses_mo_avg     49358 non-null  float64\n",
      " 18  ses_mo_sd      49358 non-null  float64\n",
      " 19  ses_ho_avg     49358 non-null  float64\n",
      " 20  ses_ho_sd      49358 non-null  float64\n",
      " 21  ses_wknd_r     49358 non-null  float64\n",
      " 22  ses_len_avg    49358 non-null  float64\n",
      " 23  time_to_int    49358 non-null  float64\n",
      " 24  time_to_tran   49358 non-null  float64\n",
      " 25  int_cat1_n     49358 non-null  int64  \n",
      " 26  int_cat2_n     49358 non-null  int64  \n",
      " 27  int_cat3_n     49358 non-null  int64  \n",
      " 28  int_cat4_n     49358 non-null  int64  \n",
      " 29  int_cat5_n     49358 non-null  int64  \n",
      " 30  int_cat6_n     49358 non-null  int64  \n",
      " 31  int_cat7_n     49358 non-null  int64  \n",
      " 32  int_cat8_n     49358 non-null  int64  \n",
      " 33  int_cat9_n     49358 non-null  int64  \n",
      " 34  int_cat10_n    49358 non-null  int64  \n",
      " 35  int_cat11_n    49358 non-null  int64  \n",
      " 36  int_cat12_n    49358 non-null  int64  \n",
      " 37  int_cat13_n    49358 non-null  int64  \n",
      " 38  int_cat15_n    49358 non-null  int64  \n",
      " 39  int_cat16_n    49358 non-null  int64  \n",
      " 40  int_cat17_n    49358 non-null  int64  \n",
      " 41  int_cat18_n    49358 non-null  int64  \n",
      " 42  int_cat19_n    49358 non-null  int64  \n",
      " 43  int_cat20_n    49358 non-null  int64  \n",
      " 44  int_cat21_n    49358 non-null  int64  \n",
      " 45  int_cat22_n    49358 non-null  int64  \n",
      " 46  int_cat23_n    49358 non-null  int64  \n",
      " 47  int_cat24_n    49358 non-null  int64  \n",
      " 48  target_class   49358 non-null  int64  \n",
      "dtypes: float64(24), int64(25)\n",
      "memory usage: 18.8 MB\n"
     ]
    }
   ],
   "source": [
    "# 看列是否有空值\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "visitorid         int64\n",
       "ses_rec         float64\n",
       "ses_rec_avg     float64\n",
       "ses_rec_sd      float64\n",
       "ses_rec_cv      float64\n",
       "                 ...   \n",
       "int_cat21_n       int64\n",
       "int_cat22_n       int64\n",
       "int_cat23_n       int64\n",
       "int_cat24_n       int64\n",
       "target_class      int64\n",
       "Length: 49, dtype: object"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Test train split\n",
    "\n",
    "X = data.drop(['visitorid', 'target_class'\n",
    "               ], axis=1)\n",
    "y = data['target_class']\n",
    "\n",
    "# Splitting the data into train and test\n",
    "X_train, X_val, y_train, y_val = train_test_split(X, y, test_size=0.2, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "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>visitorid</th>\n",
       "      <th>ses_rec</th>\n",
       "      <th>ses_rec_avg</th>\n",
       "      <th>ses_rec_sd</th>\n",
       "      <th>ses_rec_cv</th>\n",
       "      <th>user_rec</th>\n",
       "      <th>ses_n</th>\n",
       "      <th>ses_n_r</th>\n",
       "      <th>int_n</th>\n",
       "      <th>int_n_r</th>\n",
       "      <th>tran_n</th>\n",
       "      <th>tran_n_r</th>\n",
       "      <th>rev_sum</th>\n",
       "      <th>rev_sum_r</th>\n",
       "      <th>major_spend_r</th>\n",
       "      <th>...</th>\n",
       "      <th>int_cat10_n</th>\n",
       "      <th>int_cat11_n</th>\n",
       "      <th>int_cat12_n</th>\n",
       "      <th>int_cat13_n</th>\n",
       "      <th>int_cat15_n</th>\n",
       "      <th>int_cat16_n</th>\n",
       "      <th>int_cat17_n</th>\n",
       "      <th>int_cat18_n</th>\n",
       "      <th>int_cat19_n</th>\n",
       "      <th>int_cat20_n</th>\n",
       "      <th>int_cat21_n</th>\n",
       "      <th>int_cat22_n</th>\n",
       "      <th>int_cat23_n</th>\n",
       "      <th>int_cat24_n</th>\n",
       "      <th>target_class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>89</td>\n",
       "      <td>23.0</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>39.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.051282</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>3</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>1</th>\n",
       "      <td>251</td>\n",
       "      <td>23.0</td>\n",
       "      <td>61.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>85.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.023529</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>270</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>21.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.523810</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.181818</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>298</td>\n",
       "      <td>11.0</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>3</td>\n",
       "      <td>1</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>4</th>\n",
       "      <td>474</td>\n",
       "      <td>16.0</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>43.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.046512</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>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>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>656</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>724</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6.333334</td>\n",
       "      <td>6.944223</td>\n",
       "      <td>1.096456</td>\n",
       "      <td>47.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.085106</td>\n",
       "      <td>13.0</td>\n",
       "      <td>3.250000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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>7</th>\n",
       "      <td>1163</td>\n",
       "      <td>16.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>2</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>8</th>\n",
       "      <td>1288</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>2</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>9</th>\n",
       "      <td>1312</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 49 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   visitorid  ses_rec  ses_rec_avg  ses_rec_sd  ses_rec_cv  user_rec  ses_n  \\\n",
       "0         89     23.0    16.000000    0.000000    0.000000      39.0    2.0   \n",
       "1        251     23.0    61.000000    0.000000    0.000000      85.0    2.0   \n",
       "2        270     14.0     0.100000    0.300000    3.000000      21.0   11.0   \n",
       "3        298     11.0    13.000000    0.000000    0.000000      24.0    2.0   \n",
       "4        474     16.0    26.000000    0.000000    0.000000      43.0    2.0   \n",
       "5        656     21.0     3.000000    0.000000    0.000000      24.0    2.0   \n",
       "6        724     26.0     6.333334    6.944223    1.096456      47.0    4.0   \n",
       "7       1163     16.0     5.000000    0.000000    0.000000      22.0    2.0   \n",
       "8       1288     10.0     4.000000    0.000000    0.000000      14.0    2.0   \n",
       "9       1312      8.0     0.000000    0.000000   -1.000000       8.0    2.0   \n",
       "\n",
       "    ses_n_r  int_n   int_n_r  tran_n  tran_n_r  rev_sum  rev_sum_r  \\\n",
       "0  0.051282    3.0  1.500000     0.0       0.0      0.0        0.0   \n",
       "1  0.023529    2.0  1.000000     0.0       0.0      0.0        0.0   \n",
       "2  0.523810   13.0  1.181818     0.0       0.0      0.0        0.0   \n",
       "3  0.083333    4.0  2.000000     0.0       0.0      0.0        0.0   \n",
       "4  0.046512    2.0  1.000000     0.0       0.0      0.0        0.0   \n",
       "5  0.083333    2.0  1.000000     0.0       0.0      0.0        0.0   \n",
       "6  0.085106   13.0  3.250000     0.0       0.0      0.0        0.0   \n",
       "7  0.090909    2.0  1.000000     0.0       0.0      0.0        0.0   \n",
       "8  0.142857    2.0  1.000000     0.0       0.0      0.0        0.0   \n",
       "9  0.250000    2.0  1.000000     0.0       0.0      0.0        0.0   \n",
       "\n",
       "   major_spend_r  ...  int_cat10_n  int_cat11_n  int_cat12_n  int_cat13_n  \\\n",
       "0            0.0  ...            0            0            0            0   \n",
       "1            0.0  ...            0            0            0            0   \n",
       "2            0.0  ...            0            0            0            0   \n",
       "3            0.0  ...            0            0            0            0   \n",
       "4            0.0  ...            0            0            0            0   \n",
       "5            0.0  ...            0            0            0            0   \n",
       "6            0.0  ...            0            0            0            0   \n",
       "7            0.0  ...            0            0            0            0   \n",
       "8            0.0  ...            0            0            0            0   \n",
       "9            0.0  ...            0            0            0            0   \n",
       "\n",
       "   int_cat15_n  int_cat16_n  int_cat17_n  int_cat18_n  int_cat19_n  \\\n",
       "0            0            0            0            0            0   \n",
       "1            0            0            0            0            0   \n",
       "2            0            0            0            0            0   \n",
       "3            0            0            0            0            3   \n",
       "4            0            2            0            0            0   \n",
       "5            0            0            0            0            0   \n",
       "6            0            0           13            0            0   \n",
       "7            0            0            0            0            2   \n",
       "8            0            0            0            0            2   \n",
       "9            0            0            0            0            0   \n",
       "\n",
       "   int_cat20_n  int_cat21_n  int_cat22_n  int_cat23_n  int_cat24_n  \\\n",
       "0            3            0            0            0            0   \n",
       "1            0            0            1            0            0   \n",
       "2            0            0           13            0            0   \n",
       "3            1            0            0            0            0   \n",
       "4            0            0            0            0            0   \n",
       "5            0            0            2            0            0   \n",
       "6            0            0            0            0            0   \n",
       "7            0            0            0            0            0   \n",
       "8            0            0            0            0            0   \n",
       "9            0            0            2            0            0   \n",
       "\n",
       "   target_class  \n",
       "0             1  \n",
       "1             1  \n",
       "2             1  \n",
       "3             1  \n",
       "4             1  \n",
       "5             1  \n",
       "6             0  \n",
       "7             1  \n",
       "8             1  \n",
       "9             1  \n",
       "\n",
       "[10 rows x 49 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5.pyspark分析、分组分析\n",
    "使用pyspark来分析  数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "#coding=utf-8\n",
    "# 导入包\n",
    "from pyspark.sql import SparkSession\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting default log level to \"WARN\".\n",
      "To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "23/04/20 21:32:07 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\n"
     ]
    }
   ],
   "source": [
    "# 创建连接session 本地启动模式 如果提交到集群可用\n",
    "spark = SparkSession.builder \\\n",
    "    .appName(\"zhanigohnsadf\").master(\"local[*]\")\\\n",
    "            .config('spark.driver.maxResultsSize', '0')\\\n",
    "            .getOrCreate()\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    }
   ],
   "source": [
    "# 取csv文件内数据\n",
    "df_spark = spark.read.csv(\"ecom-user-churn-data.csv\",header=True,)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "23/04/20 21:32:15 WARN package: Truncated the string representation of a plan since it was too large. This behavior can be adjusted by setting 'spark.sql.debug.maxToStringFields'.\n"
     ]
    }
   ],
   "source": [
    "df_spark.createOrReplaceTempView(\"zhanigohnsadf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+---------+-------+-----------+----------+----------+--------+-----+-----------+-----+-------+------+--------+-------+---------+-------------+-------------+-------------+----------+---------+----------+---------+----------+-----------+-----------+------------+----------+----------+----------+----------+----------+----------+----------+----------+----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+------------+\n",
      "|visitorid|ses_rec|ses_rec_avg|ses_rec_sd|ses_rec_cv|user_rec|ses_n|    ses_n_r|int_n|int_n_r|tran_n|tran_n_r|rev_sum|rev_sum_r|major_spend_r|int_cat_n_avg|int_itm_n_avg|ses_mo_avg|ses_mo_sd|ses_ho_avg|ses_ho_sd|ses_wknd_r|ses_len_avg|time_to_int|time_to_tran|int_cat1_n|int_cat2_n|int_cat3_n|int_cat4_n|int_cat5_n|int_cat6_n|int_cat7_n|int_cat8_n|int_cat9_n|int_cat10_n|int_cat11_n|int_cat12_n|int_cat13_n|int_cat15_n|int_cat16_n|int_cat17_n|int_cat18_n|int_cat19_n|int_cat20_n|int_cat21_n|int_cat22_n|int_cat23_n|int_cat24_n|target_class|\n",
      "+---------+-------+-----------+----------+----------+--------+-----+-----------+-----+-------+------+--------+-------+---------+-------------+-------------+-------------+----------+---------+----------+---------+----------+-----------+-----------+------------+----------+----------+----------+----------+----------+----------+----------+----------+----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+------------+\n",
      "|       89|   23.0|       16.0|       0.0|       0.0|    39.0|  2.0|0.051282052|  3.0|    1.5|   0.0|     0.0|    0.0|      0.0|          0.0|          1.0|          1.5|       7.0|      0.0|      11.0| 7.071068|       0.5|  2.8666666|  1.9111111|        -1.0|         0|         0|         0|         0|         0|         0|         0|         0|         0|          0|          0|          0|          0|          0|          0|          0|          0|          0|          3|          0|          0|          0|          0|           1|\n",
      "|      251|   23.0|       61.0|       0.0|       0.0|    85.0|  2.0|0.023529412|  2.0|    1.0|   0.0|     0.0|    0.0|      0.0|          0.0|          1.0|          1.0|       6.0|1.4142135|      13.5|2.1213202|       1.0|        0.0|        0.0|        -1.0|         0|         0|         0|         0|         0|         1|         0|         0|         0|          0|          0|          0|          0|          0|          0|          0|          0|          0|          0|          0|          1|          0|          0|           1|\n",
      "+---------+-------+-----------+----------+----------+--------+-----+-----------+-----+-------+------+--------+-------+---------+-------------+-------------+-------------+----------+---------+----------+---------+----------+-----------+-----------+------------+----------+----------+----------+----------+----------+----------+----------+----------+----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+------------+\n",
      "\n"
     ]
    }
   ],
   "source": [
    "spark.sql(\"select * from  zhanigohnsadf  limit  2\").show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+------------+-----+\n",
      "|target_class|count|\n",
      "+------------+-----+\n",
      "|           0| 5647|\n",
      "|           1|43711|\n",
      "+------------+-----+\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 利用pyspark 分析数据 group  by\n",
    "# 查看target_class的有多少 \n",
    "spark.sql(\"select target_class,count(*) as  count from  zhanigohnsadf group  by target_class order by count  \").show()\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+--------------+--------------+\n",
      "|max(visitorid)|min(visitorid)|\n",
      "+--------------+--------------+\n",
      "|        999998|       1000001|\n",
      "+--------------+--------------+\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 利用pyspark 分析数据\n",
    "# 查visitorid最大值最小值\n",
    "spark.sql(\"select max(visitorid),min(visitorid) from  zhanigohnsadf    \").show()\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5.pandas分析、分组分析、数据可视化\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,5))\n",
    "sns.countplot(x ='ses_rec', hue = \"target_class\", data = data, palette = 'husl')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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DAACApRCAAQAAYCkEYAAAAFgKARgAAACWQgAGAACApRCAAQAAYCkEYAAAAFhKkwTgAwcOaODAgWrTpo3i4+N1+PBhSZLD4ZDNZqvxuGbXrl3q3bu3AgMDNXz48Bq/wJKTk6Nu3bopODhYY8aMqfEb3VlZWYqOjlZISIimTp0qp9PZeAMFAABAs9MkAXjs2LEaOXKk8vPz1aNHDyUnJ7vacnJyVFZW5npIUnV1tR577DE98sgjOnz4sAIDAzVt2jRJUnl5uUaPHq3p06dr3759Kiws1Pz58yVJ+fn5mjx5sjIyMpSXl6cNGzZo2bJljT9gAAAANBuNHoDLysoUEhKiGTNmKDIyUv/8z/+s/fv3u9q7du2qsLAw10OSNm/erDNnzmju3LmKiorSnDlztGbNGp07d05r1qxRVFSUkpOT5XA4NGvWLK1YsUKSlJ2draFDhyoxMVE9evRQSkqKsrKyGnvIAAAAaEYaPQC3bdtWn332mVq1aqXLly9r5cqV6tOnj6t97ty5CgoKUu/evbVv3z5JUm5urvr37y9//6u/3Ny7d285nU7t2rVLubm5GjRokKt+wIABKioqUnFxsdu27du3yxjTSKMFAABAc9OkX4ILCgrSBx98oIyMDNdrXbt21eHDh3X33Xfr6aefliSdPHlS4eHhrmX8/PzUtm1blZSUfK+tffv2kuSxraqqSqWlpW77c+nSJVVWVtZ4AAAA4NbSpAH4888/V9++ffX8889LunqmNy0tTZ07d9bzzz+vHTt26MKFC5L0vbO2xhjXl+Sub7v2Z2/abrRgwQLZ7XbXIzo6uiGGCQAAgGak0QPw6dOntXv3bklS37599dJLL2n9+vWqqKhQ586dXctdu/73u+++U6dOnXT69GlXm9PpVHl5uSIiIr7Xdu3srqe2li1bql27dm77lpqaqoqKCtejuLi4wcYNAACA5qHRA/Du3buVkJDgen7tbOymTZvUvXt31+tFRUUKCgpSx44dFR8fr7y8PFVVVbnW4e/vrz59+ig+Pl7btm1z1e3YsUMOh0OdO3d22xYbG+vxDHBAQIBCQ0NrPAAAAHBrafQA3L9/f128eFGLFy/W8ePHlZ6ervj4eA0cOFDffvut3nrrLRUUFGjBggWaMGGCJCkuLk4dOnTQnDlzdPz4cc2bN0+jRo1SUFCQEhMTdeLECS1ZskSFhYVauHChkpKSJEnjxo3Tpk2btHbtWh08eFCZmZmuNgAAAFhTowfgsLAwrV69Wm+++aZ69uypkpISZWVlqWPHjnrvvfe0cOFC9e3bV507d9Yrr7xytZN+flq1apXWrVunmJgYXbx4Uenp6ZIku92ulStXKj09Xb169VLXrl2VmpoqSYqJidHSpUuVkpKifv36KSEhQZMmTWrsIQMAAKAZsRnuCeZRZWWl7Ha7KioqPF4OMfzt192+/tGkZLevAwAAoOF4k9du1KR3gQAAAAAaGwEYAAAAlkIABgAAgKUQgAEAAGApBGAAAABYCgEYAAAAlkIABgAAgKUQgAEAAGApBGAAAABYCgEYAAAAlkIABgAAgKUQgAEAAGApBGAAAABYCgEYAAAAlkIABgAAgKUQgAEAAGApBGAAAABYCgEYAAAAlkIABgAAgKUQgAEAAGApBGAAAABYCgEYAAAAlkIABgAAgKUQgAEAAGApBGAAAABYCgEYAAAAlkIABgAAgKUQgAEAAGApBGAAAABYCgEYAAAAlkIABgAAgKUQgAEAAGApTRKADxw4oIEDB6pNmzaKj4/X4cOHJUm7du1S7969FRgYqOHDh+vUqVOumpycHHXr1k3BwcEaM2aMzp8/72rLyspSdHS0QkJCNHXqVDmdTlfbwoUL1bFjR7Vr105paWmNN0gAAAA0S00SgMeOHauRI0cqPz9fPXr0UHJysqqrq/XYY4/pkUce0eHDhxUYGKhp06ZJksrLyzV69GhNnz5d+/btU2FhoebPny9Jys/P1+TJk5WRkaG8vDxt2LBBy5YtkyRt3LhRaWlpWr16tXJycpSenq6PP/64KYYMAACAZqLRA3BZWZlCQkI0Y8YMRUZG6p//+Z+1f/9+bd68WWfOnNHcuXMVFRWlOXPmaM2aNTp37pzWrFmjqKgoJScny+FwaNasWVqxYoUkKTs7W0OHDlViYqJ69OihlJQUZWVlSZKWL1+upKQkxcXFqV+/fkpKSnK1AQAAwJoaPQC3bdtWn332mVq1aqXLly9r5cqV6tOnj3Jzc9W/f3/5+/tLknr37i2n06ldu3YpNzdXgwYNcq1jwIABKioqUnFxsdu27du3yxjjti03N7fxBgsAAIBmx78pNx4UFKT27dtr+/btSk9PV3h4uKvNz89Pbdu2VUlJiU6ePKl77rnH1da+fXtJcrVdX9e+fXtVVVWptLTUbVtJSYnH/ly6dEmXLl1yPa+srGyQcQIAAKD5aNK7QHz++efq27evnn/+eUmSMaZGuzFGNpvte23X/lyftmuvu7NgwQLZ7XbXIzo6ut5jAwAAQPPU6AH49OnT2r17tySpb9++eumll7R+/Xp16NBBp0+fdi3ndDpVXl6uiIgIderUqUZbaWmpJHlsa9mypdq1a+e2LSIiwmPfUlNTVVFR4XoUFxc32LgBAADQPDR6AN69e7cSEhJcz6+dkR0yZIjy8vJUVVXlWs7f3199+vRRfHy8tm3b5qrZsWOHHA6HOnfu7LYtNjZWNpvNbVtcXJzHvgUEBCg0NLTGAwAAALeWRg/A/fv318WLF7V48WIdP35c6enpio+PV3x8vDp06KA5c+bo+PHjmjdvnkaNGqWgoCAlJibqxIkTWrJkiQoLC7Vw4UIlJSVJksaNG6dNmzZp7dq1OnjwoDIzM11tTz75pLKzs7V161bl5eUpOzvb1QYAAABravQAHBYWptWrV+vNN99Uz549VVJSoqysLPn5+WnVqlVat26dYmJidPHiRaWnp0uS7Ha7Vq5cqfT0dPXq1Utdu3ZVamqqJCkmJkZLly5VSkqK+vXrp4SEBE2aNEnS1bPKL7zwgh599FGNGDFCM2fO1LBhwxp7yAAAAGhGbObGb57BpbKyUna7XRUVFR4vhxj+9utuX/9oUvLN7BoAAADkXV67UZPeBQIAAABobARgAAAAWAoBGAAAAJZCAAYAAIClEIABAABgKQRgAAAAWAoBGAAAAJZCAAYAAIClEIABAABgKQRgAAAAWAoBGAAAAJZCAAYAAIClEIABAABgKQRgAAAAWAoBGAAAAJZCAAYAAIClEIABAABgKQRgAAAAWAoBGAAAAJZCAAYAAIClEIABAABgKQRgAAAAWAoBGAAAAJZCAAYAAIClEIABAABgKQRgAAAAWAoBGAAAAJZCAAYAAIClEIABAABgKQRgAAAAWAoBGAAAAJZCAAYAAIClEIABAABgKU0SgI8eParBgwcrJCREQ4YM0bFjxyRJNputxsPhcLhqcnJy1K1bNwUHB2vMmDE6f/68qy0rK0vR0dEKCQnR1KlT5XQ6XW0LFy5Ux44d1a5dO6WlpTXaGAEAANA8NUkAnjx5srp06aK9e/eqffv2SklJcbUdOHBAZWVlKisr05dffilJKi8v1+jRozV9+nTt27dPhYWFmj9/viQpPz9fkydPVkZGhvLy8rRhwwYtW7ZMkrRx40alpaVp9erVysnJUXp6uj7++OPGHzAAAACajUYPwJcvX9ann36q1NRU3X777Xrqqaf02WefudrvuOMOhYWFKSwsTKGhoZKkNWvWKCoqSsnJyXI4HJo1a5ZWrFghScrOztbQoUOVmJioHj16KCUlRVlZWZKk5cuXKykpSXFxcerXr5+SkpJcbQAAALCmRg/AV65c0SuvvKKuXbtKkkpLSxUYGChJat26tZKSkhQYGKj7779f33zzjSQpNzdXgwYNcq1jwIABKioqUnFxsdu27du3yxjjti03N9dj3y5duqTKysoaDwAAANxaGj0ABwcHa+bMmQoMDNSVK1f02muvafz48ZKkixcv6oEHHlB+fr78/f01c+ZMSdLJkycVHh7uWkf79u0lSSUlJW7bqqqqVFpa6ratpKTEY98WLFggu93uekRHRzfo2AEAAND0muwuEFVVVRo7dqxatGihefPmSZKKi4s1ZcoURUdHKzk5WRs3bnQtb4z53p9tNpvPbddedyc1NVUVFRWuR3Fx8Q8dJgAAAJoZ/6bYaHV1tR5//HEdO3ZMH3/8sesSiKioKNcyYWFhrksQOnXqpNOnT7vaSktLJUkRERFu21q2bKl27dq5bYuIiPDYr4CAAAUEBDTMIAEAANAsNckZ4NmzZ+vIkSP65JNP1LZtW0lSZmamhg8f7lqmqKjIdRu0+Ph4bdu2zdW2Y8cOORwOde7c2W1bbGysbDab27a4uLibPDoAAAA0Z40egI8dO6b09HQtWbJExhiVl5ervLxccXFx2rJli9atW6dDhw7ptdde08SJEyVJiYmJOnHihJYsWaLCwkItXLhQSUlJkqRx48Zp06ZNWrt2rQ4ePKjMzExX25NPPqns7Gxt3bpVeXl5ys7OdrUBAADAmhr9EohNmzbp4sWLNe7OIEkFBQV6/fXXlZKSogsXLuiJJ57QtGnTJEl2u10rV65USkqKZsyYoZEjRyo1NVWSFBMTo6VLlyolJUUVFRWaOHGiJk2aJEkaMmSIXnjhBT366KOqrq7WzJkzNWzYsMYdMAAAAJoVm7n+W2KoobKyUna7XRUVFa57Et9o+Nuvu339o0nJN7NrAAAAkHd57UZNdhcIAAAAoCkQgAEAAGAp9QrAK1eulNPprPFabm4uXzADAABAs1evADx27FidO3euxmt33HGHVq1a1SCdAgAAAG4Wn+4CUVRUJOnqL6oVFxcrJCTE9XzDhg3q0qVLw/cQAAAAaEA+BWCHwyGbzSabzaZ77rnH9brNZtNPfvITvfnmmw3eQQAAAKAh+RSAq6urJUl+fn4qKyuT3W6/KZ0CAAAAbpZ6XQPcvXt3+fs3+m9oAAAAAD9YvVLsgQMHGrofAAAAQKOoVwDevn27UlNTVVxcrBt/SO7o0aMN0jEAAADgZqhXAB43bpzi4uL0+9//Xq1atWroPgEAAAA3Tb0CcHl5udLS0nT77bc3dH8AAACAm6peX4KbPn26XnzxRVVVVTV0fwAAAICbql5ngI8ePaoNGzbI4XDoZz/7mUJDQ11ty5Yta7DOAQAAAA2tXgHY4XDoV7/6VUP3BQAAALjp6hWA58yZ09D9AAAAABpFvQJw165dZbPZ3LZxGzQAAAA0Z/UKwMuXL3f9+dy5c8rLy9PSpUv14osvNlS/AAAAgJuiXgF48ODBNZ7/4he/0NixYzV58mQ99dRTDdIxAAAA4Gao123Q3OnatauKiooaanUAAADATVGvM8CTJk2qcQ2w0+nUzp071a1btwbrGAAAAHAz1Ps2aNez2WwaPHiwxowZ0xB9AgAAAG6aH3QbtFOnTqmoqEhdunRRx44dG7RjAAAAwM1Qr2uAKysrNWrUKHXq1Enx8fHq1KmTRo0apfLy8gbuHgAAANCw6hWAf/WrX8npdOr48eO6cOGCiouLVV1drZSUlIbuHwAAANCg6nUJxAcffKCdO3eqU6dOkqTIyEgtWrRI9913X4N2DgAAAGho9ToD3KVLF3366ac1Xvv000/VpUuXBukUAAAAcLPU6wzwa6+9poSEBK1cuVJ33HGHjhw5otzcXK1fv76h+wcAAAA0qHqdAb7//vt14MABDRkyRDabTUOHDtWBAwe+9wtxAAAAQHNTrwC8f/9+jRw5UnfeeacWL16sFStW6OGHH1Z+fn5D9w8AAABoUPUKwM8++6wGDx6s4cOHS5J27NihkSNHKjk5uUE7BwAAADS0egXgPXv2aNasWbLb7ZKk4OBgPffcc9q5c2eDdg4AAABoaPUKwPfcc4+ysrJqvLZixQr16tXLq/qjR49q8ODBCgkJ0ZAhQ3Ts2DFJUk5Ojrp166bg4GCNGTNG58+fd9VkZWUpOjpaISEhmjp1qpxOp6tt4cKF6tixo9q1a6e0tDTX68YYzZgxQ3a7XZGRkfrjH/9Yn+ECAADgFlKvALx48WKlp6frrrvuUkJCgu666y4tWrRImZmZXtVPnjxZXbp00d69e9W+fXulpKSovLxco0eP1vTp07Vv3z4VFhZq/vz5kqT8/HxNnjxZGRkZysvL04YNG7Rs2TJJ0saNG5WWlqbVq1crJydH6enp+vjjjyVJy5cv16pVq7R161a9/fbbeu6553Tw4MH6DBkAAAC3CJsxxtSnsLKyUuvXr1dxcbGio6OVkJCg0NDQOusuX76s1q1ba+/everVq5c2bNigsWPH6tVXX9V//dd/ad++fZKk1atXa9q0aTp27JjmzJmjv//9767brKWnp+v999/Xli1bNGHCBLVp00aLFy+WJD3//PMqLy/Xn/70Jw0ePFiPPPKI/u3f/k2SNHLkSPXu3Vvz5s3zeox2u10VFRUexzb87dfdvv7RJK6HBgAAuNm8yWs3qtcZYEkKDQ3V2LFjNWvWLI0dO9brDV65ckWvvPKKunbtKkkqLS1VYGCgcnNzNWjQINdyAwYMUFFRkYqLi922bd++XcYYt225ubkyxmj79u1u2zy5dOmSKisrazwAAABwa6l3AK6v4OBgzZw5U4GBgbpy5Ypee+01jR8/XidPnlR4eLhrufbt20uSSkpK3LZVVVWptLTUbVtJSYlKS0t15coVt22eLFiwQHa73fWIjo5uyKEDAACgGWj0AHxNVVWVxo4dqxYtWrguSbj+aoxrf7bZbD63XXu9rrYbpaamqqKiwvUoLi6u9/gAAADQPNXrp5B/qOrqaj3++OM6duyYPv74YwUGBqpTp046ffq0a5nS0lJJUkREhNu2li1bql27dm7bIiIi1L59e7Vq1UqnT59Wjx49arR5EhAQoICAgIYeLgAAAJqRJjkDPHv2bB05ckSffPKJ2rZtK0mKj4/Xtm3bXMvs2LFDDodDnTt3dtsWGxsrm83mti0uLk42m02xsbFu2wAAAGBdjR6Ajx07pvT0dC1ZskTGGJWXl6u8vFyJiYk6ceKElixZosLCQi1cuFBJSUmSpHHjxmnTpk1au3atDh48qMzMTFfbk08+qezsbG3dulV5eXnKzs6u0ZaRkaGvvvpKOTk5+uSTTzRmzJjGHjIAAACakUa/BGLTpk26ePFijbszSFJBQYFWrlyplJQUzZgxQyNHjlRqaqokKSYmRkuXLlVKSooqKio0ceJETZo0SZI0ZMgQvfDCC3r00UdVXV2tmTNnatiwYZKkCRMmaO/evYqLi1NQUJAyMjLUvXv3xh0wAAAAmpV63wfYCrgPMAAAQPPWqPcBBgAAAH6MCMAAAACwFAIwAAAALIUADAAAAEshAAMAAMBSCMAAAACwFAIwAAAALIUADAAAAEshAAMAAMBSCMAAAACwFAIwAAAALIUADAAAAEshAAMAAMBSCMAAAACwFAIwAAAALIUADAAAAEshAAMAAMBSCMAAAACwFAIwAAAALIUADAAAAEshAAMAAMBSCMAAAACwFAIwAAAALIUADAAAAEshAAMAAMBSCMAAAACwFAIwAAAALIUADAAAAEshAAMAAMBSCMAAAACwFAIwAAAALIUADAAAAEtpsgB84sQJDR48WHv27HG9ZrPZajwcDoerLScnR926dVNwcLDGjBmj8+fPu9qysrIUHR2tkJAQTZ06VU6n09W2cOFCdezYUe3atVNaWlpjDA0AAADNWJME4GeffVaRkZHasmXL99oOHDigsrIylZWV6csvv5QklZeXa/To0Zo+fbr27dunwsJCzZ8/X5KUn5+vyZMnKyMjQ3l5edqwYYOWLVsmSdq4caPS0tK0evVq5eTkKD09XR9//HHjDRQAAADNTpME4Pnz56ugoMBt2x133KGwsDCFhYUpNDRUkrRmzRpFRUUpOTlZDodDs2bN0ooVKyRJ2dnZGjp0qBITE9WjRw+lpKQoKytLkrR8+XIlJSUpLi5O/fr1U1JSkqsNAAAA1tQkATg8PLzG5Q3XtG7dWklJSQoMDNT999+vb775RpKUm5urQYMGuZYbMGCAioqKVFxc7LZt+/btMsa4bcvNzfXYr0uXLqmysrLGAwAAALeWZvUluIsXL+qBBx5Qfn6+/P39NXPmTEnSyZMnFR4e7lquffv2kqSSkhK3bVVVVSotLXXbVlJS4nH7CxYskN1udz2io6MbeogAAABoYs0qABcXF2vKlCmKjo5WcnKyNm7c6Gozxnzvzzabzee2a6+7k5qaqoqKCtejuLi4AUYFAACA5sS/qTtwvaioKNefw8LCXJcgdOrUSadPn3a1lZaWSpIiIiLctrVs2VLt2rVz2xYREeFx+wEBAQoICGiw8QAAAKD5aTZngDMzMzV8+HDX86KiItd1wvHx8dq2bZurbceOHXI4HOrcubPbttjYWNlsNrdtcXFxN38wAAAAaLaaTQC+//77tWXLFq1bt06HDh3Sa6+9pokTJ0qSEhMTdeLECS1ZskSFhYVauHChkpKSJEnjxo3Tpk2btHbtWh08eFCZmZmutieffFLZ2dnaunWr8vLylJ2d7WoDAACANTWbSyDuvvtuvf7660pJSdGFCxf0xBNPaNq0aZIku92ulStXKiUlRTNmzNDIkSOVmpoqSYqJidHSpUuVkpKiiooKTZw4UZMmTZIkDRkyRC+88IIeffRRVVdXa+bMmRo2bFiTjREAAABNz2au/5YYaqisrJTdbldFRYXrnsQ3Gv72625f/2hS8s3sGgAAAORdXrtRs7kEAgAAAGgMBGAAAABYCgEYAAAAlkIABgAAgKUQgAEAAGApBGAAAABYCgEYAAAAlkIABgAAgKUQgAEAAGApBGAAAABYCgEYAAAAlkIABgAAgKUQgAEAAGApBGAAAABYCgEYAAAAlkIABgAAgKUQgAEAAGApBGAAAABYCgEYAAAAlkIABgAAgKUQgAEAAGApBGAAAABYCgEYAAAAlkIABgAAgKUQgAEAAGApBGAAAABYCgEYAAAAlkIABgAAgKUQgAEAAGApBGAAAABYCgEYAAAAlkIABgAAgKU0WQA+ceKEBg8erD179rhey8nJUbdu3RQcHKwxY8bo/PnzrrasrCxFR0crJCREU6dOldPpdLUtXLhQHTt2VLt27ZSWluZ63RijGTNmyG63KzIyUn/84x8bZWwAAABovpokAD/77LOKjIzUli1bXK+Vl5dr9OjRmj59uvbt26fCwkLNnz9fkpSfn6/JkycrIyNDeXl52rBhg5YtWyZJ2rhxo9LS0rR69Wrl5OQoPT1dH3/8sSRp+fLlWrVqlbZu3aq3335bzz33nA4ePNj4AwYAAECz0SQBeP78+SooKKjx2po1axQVFaXk5GQ5HA7NmjVLK1askCRlZ2dr6NChSkxMVI8ePZSSkqKsrCxJV0NuUlKS4uLi1K9fPyUlJdVomzp1qu655x6NGDFCDz30kN55553GHSwAAACalSYJwOHh4XI4HDVey83N1aBBg1zPBwwYoKKiIhUXF7tt2759u4wxbttyc3NljNH27dvdtnly6dIlVVZW1ngAAADg1tJsvgR38uRJhYeHu563b99eklRSUuK2raqqSqWlpW7bSkpKVFpaqitXrrht82TBggWy2+2uR3R0dEMOEQAAAM1AswnA0tUvrd34Z5vN5nPbtdfrartRamqqKioqXI/i4uIfMhwAAAA0Q/5N3YFrOnXqpNOnT7uel5aWSpIiIiLctrVs2VLt2rVz2xYREaH27durVatWOn36tHr06FGjzZOAgAAFBAQ09NAAAADQjDSbM8Dx8fHatm2b6/mOHTvkcDjUuXNnt22xsbGy2Wxu2+Li4mSz2RQbG+u2DQAAANbVbAJwYmKiTpw4oSVLlqiwsFALFy5UUlKSJGncuHHatGmT1q5dq4MHDyozM9PV9uSTTyo7O1tbt25VXl6esrOza7RlZGToq6++Uk5Ojj755BONGTOmycYIAACAptdsLoGw2+1auXKlUlJSNGPGDI0cOVKpqamSpJiYGC1dulQpKSmqqKjQxIkTNWnSJEnSkCFD9MILL+jRRx9VdXW1Zs6cqWHDhkmSJkyYoL179youLk5BQUHKyMhQ9+7dm2yMAAAAaHo2c/23xFBDZWWl7Ha7KioqFBoa6naZ4W+/7vb1jyYl38yuAQAAQN7ltRs1m0sgAAAAgMZAAAYAAIClEIABAABgKQRgAAAAWAoBGAAAAJZCAAYAAIClEIABAABgKQRgAAAAWAoBGAAAAJZCAAYAAIClEIABAABgKQRgAAAAWAoBGAAAAJZCAAYAAIClEIABAABgKQRgAAAAWAoBGAAAAJZCAAYAAIClEIABAABgKQRgAAAAWAoBGAAAAJZCAAYAAIClEIABAABgKQRgAAAAWAoBGAAAAJZCAAYAAIClEIABAABgKQRgAAAAWAoBGAAAAJZCAAYAAIClEIABAABgKQRgAAAAWEqzC8AOh0M2m63GQ5J27dql3r17KzAwUMOHD9epU6dcNTk5OerWrZuCg4M1ZswYnT9/3tWWlZWl6OhohYSEaOrUqXI6nY0+JgAAADQf/k3dAXdycnLUv39/1/Pq6mo99thjeuKJJ7Ru3TqlpKRo2rRpys7OVnl5uUaPHq2XX35ZDz/8sMaMGaP58+dr/vz5ys/P1+TJk/XnP/9Z3bt3V0JCgu69914988wzPvXn5B/e0LnWge4bo5vlWwgAAAAPmt0ZYEnq2rWrwsLCXI/NmzfrzJkzmjt3rqKiojRnzhytWbNG586d05o1axQVFaXk5GQ5HA7NmjVLK1askCRlZ2dr6NChSkxMVI8ePZSSkqKsrKwmHh0AAACaUrMMwHPnzlVQUJB69+6tffv2KTc3V/3795e//9Wzrb1795bT6dSuXbuUm5urQYMGuWoHDBigoqIiFRcXu23bvn27jDGNPiYAAAA0D80yAHft2lWHDx/W3XffraefflonT55UeHi4q93Pz09t27ZVSUnJ99rat28vSR7bqqqqVFpa6na7ly5dUmVlZY0HAAAAbi3N7gLW3Nxcde7cWZL0/PPPa8CAAerVq9f3ztoaY1xfkLu+7dqfvWm70YIFC/Tiiy820EgAAADQHDW7M8DXwq8khYWFSZK6dOmi06dPu153Op0qLy9XRESEOnXqVKPt2tldT20tW7ZUu3bt3G47NTVVFRUVrkdxcXFDDg0AAADNQLMKwOvXr1f37t1dz4uKihQUFKQHHnhAeXl5qqqqkiTt3r1b/v7+6tOnj+Lj47Vt2zZXzY4dO+RwONS5c2e3bbGxsR7PAAcEBCg0NLTGAwAAALeWZhWA+/Xrp2+//VZvvfWWCgoKtGDBAk2YMEFxcXHq0KGD5syZo+PHj2vevHkaNWqUgoKClJiYqBMnTmjJkiUqLCzUwoULlZSUJEkaN26cNm3apLVr1+rgwYPKzMx0tQEAAMCamlUA7tixo9577z0tXLhQffv2VefOnfXKK6/Iz89Pq1at0rp16xQTE6OLFy8qPT1dkmS327Vy5Uqlp6erV69e6tq1q1JTUyVJMTExWrp0qVJSUtSvXz8lJCRo0qRJTTlEAAAANDGb4Z5gHlVWVsput+tQ6isK8fBDGBM8/BDGR5OSb2bXAAAAoP+f1yoqKry+fLVZnQEGAAAAbjYCMAAAACyFAAwAAABLIQADAADAUgjAAAAAsBQCMAAAACyFAAwAAABLIQADAADAUgjAAAAAsBQCMAAAACyFAAwAAABLIQADAADAUgjAAAAAsBQCMAAAACyFAAwAAABLIQADAADAUgjAAAAAsBQCMAAAACyFAAwAAABLIQADAADAUgjAAAAAsBQCMAAAACyFAAwAAABLIQADAADAUgjAAAAAsBQCMAAAACyFAAwAAABLIQADAADAUgjAAAAAsBQCMAAAACyFAAwAAABLIQADAADAUiwRgHft2qXevXsrMDBQw4cP16lTp5q6SwAAAGgi/k3dgZuturpajz32mJ544gmtW7dOKSkpmjZtmrKzs5u6a5Kk4W+/7vb1jyYlN3JPAAAArOGWD8CbN2/WmTNnNHfuXPn7+2vOnDmKi4vTuXPnFBwc3NTd+8EI0AAAAL655QNwbm6u+vfvL3//q0Pt3bu3nE6ndu3apfj4+CbuXdMjQAMAAKu55QPwyZMnFR4e7nru5+entm3bqqSk5HvLXrp0SZcuXXI9r6iokCSdvXTR4/qrLrh/CysrK/9/H/7whuf6qB9vfbKHWkl6P+mpBqv35NEVf7wp9d7UNkQ9AAD44a5lFmOM1zU248vSP0LPPfec/vGPf+jPf/6z67XbbrtNmZmZeuyxx2osO3fuXL344ouN3UUAAAD8QMXFxYqKivJq2Vv+DHCnTp104MAB13On06ny8nJFRER8b9nU1FRNnz7d9by6ulpnzpxR+/btZbPZvrd8ZWWloqOjVVxcrNDQUJ/79mOu/zH3nfofd/2Pue/Us+9Qb836H3Pffwz1xhh99913ioyM9Hqdt3wAjo+P18svv6yqqir5+/tr9+7d8vf3V58+fb63bEBAgAICAmq8FhYWVuc2QkND6/WB3gr1P+a+U//jrv8x95169h3qrVn/Y+57c6+32+0+reuWvw9wXFycOnTooDlz5uj48eOaN2+eRo0apaCgoKbuGgAAAJrALR+A/fz8tGrVKq1bt04xMTG6ePGi0tPTm7pbAAAAaCK3/CUQktS3b1998cUXDb7egIAAzZkz53uXTVih/sfcd+p/3PU/5r5Tz75DvTXrf8x9vxXq3bnl7wIBAAAAXO+WvwQCAAAAuB4BGAAAAJZCAAYAAIClEIDradeuXerdu7cCAwM1fPhwnTp1yud1nDhxQoMHD9aePXt8rj169KgGDx6skJAQDRkyRMeOHfOp/sCBAxo4cKDatGmj+Ph4HT582Oc+bNmyRTabTZs2bfKpzuFwyGaz1Xj46sqVK3r22WcVEhKinj17aseOHV7XFhYWfm/7vvThq6++0sCBAxUSEqIRI0aoqKjIp75v27ZN99xzj4KCgjRmzBhduHChzhp3+0pOTo66deum4OBgjRkzRufPn/epXpK+/vpr9erVS+Xl5T5vf+fOnerbt69CQ0OVmJioM2fO+FSfm5ure+65RyEhIUpISKj171Btf1f+9Kc/yWazqbCw0Kf6Gz9/h8PhU31lZaUee+wxBQcHq3///srPz/e6ftOmTV5v3922N2/erHvvvVehoaEaPXq0ysrKfOr72rVrFRMTo5CQEE2dOlXV1dUe6z0da7zZ/2o7Tnmz73mq93bfqes4Wde+46ne28/OU723n5+nem8/P0/HeW/nr9rmCW/mL0/13sw/dS1T1/zjqd7b+cdTvbdzj6d6b+cPT/W+zh/Xv0++HHc8jdObv/ee5ti6tu/LPOduG0OGDKn1vfgeA585nU7jcDjM73//e1NcXGxGjhxpxo0b59M6Jk+ebCQZSWb37t0+92HYsGEmKSnJFBYWmlGjRpmEhASf6n/605+al156yXzzzTfm6aefNkOHDvWp/vLly+auu+4ykszGjRt9qr399ttNTk6OKSsrcz189dJLL5mHHnrIHD582MydO9fExMR4Xet0Omts+09/+pOJiIjwuv7OO+80aWlp5ptvvjGTJ082w4YN87r2ypUrJjo62syePdscOXLE3H///WbWrFm11rjbV8rKykxoaKhZsmSJKSgoMAMGDDD//u//7nW9McYMHz7c9Xptn4G7eqfTabp162Z++9vfmoKCAvOzn/3MpKSkeF1/4cIFExERYf70pz+Z4uJi84tf/ML867/+q0/9v/Y+dOzY0UgyBQUFPtVLMgcOHHDtBxUVFT7VT5482YwfP94UFBSYZ555xjz44INe11+5cqXGPpiWlmZ+9rOfeVVbWVlpwsLCzPLly01RUZH55S9/aZ566imvt11aWmqCg4PNG2+8Yfbv32969uxpMjMz3dYb4/5Y4+3+5+k45e2+567el32ntuOkN/uOp3pv9x139b58fu7qffn83B3nfZm/PM0T3s5fnuq9mX9qW8ab+cdTvbfzj6d6b+ceT/Xezh/u6n2dP258n7w97ngap7d/7z3NsbVt39d5rqCgwLRs2bLG+r777juP74U7BOB6+PTTT01oaKi5cuWKMcaYnTt3msDAQHP27Fmv13H69GlTUFBQrwB86dIlY7PZzL59+4wxxqxfv96EhoZ6XX/mzBkTFxdnLl265Kr3JQAaY8zLL79sHnjgAWO32+sVgPPz832qudGdd97pet++++47s2rVKuN0Ouu1rqefftpMnDjRq2VPnTplJJkTJ04YY4zZtm2bCQoK8npbe/fuNZLMmTNnjDHGbNiwwURHR9da425fWbZsmenVq5drmb/85S+mS5cuXtcbY8yJEyfMZ599VmcIcVd/+PBhI8m1zy9evNjce++9Xtfv37/f/PKXv3Qts3jxYo8H4tr+rkyZMsU8+uijtYYYT/WSXH8HauOu/vz58yYsLMycPn3aGGPMyZMnzd/+9jef+3/Ngw8+aObOnetV7eeff24CAgJcy7zzzjs19oW66tetW1fjeJGZmWni4+Pd1ns61niz/9V2nPJm3/NU7+2+U9dxsq59p7Z6b/YdT/Xefn6e6r39/Dwd572dv2qbJ7zZpz3VezP/1LVMXfNPbfXezD+11Xsz93iq93b+8FTv6/xR1/vk6bjjaZxvvfWW1/PO9TzNsddv39d5rqCgwERGRta57dpwCUQ95Obmqn///vL3v3ob5d69e8vpdGrXrl1eryM8PLzW/3KtzZUrV/TKK6+oa9eukqTS0lIFBgZ6Xd+2bVt99tlnatWqlS5fvqyVK1e6/WloT44fP64//OEPWrx4sc99v2bu3LkKCgpS7969tW/fPp9qT548qYKCAm3ZskV2u12DBw/WT3/6U/n51W93/uCDD/SLX/zCq2Xbtm2rqKgo5eTkSLr63zO9e/f2elvX/rvq2ucVHh6u4uJinT171mONu30lNzdXgwYNcj0fMGCAioqKVFxc7FW9JEVERCgqKqrOPrurDwoK0quvvqrg4GBJte+D7up79uypv/71r5Kk7777Tu+//77HfdBT/3fu3KlVq1bplVde8bn/ktS6dWslJSUpMDBQ999/v7755huv67/44guFhoYqPT1dbdq00dixY9W/f3+ftn/N2bNntWXLFrf7oLvaO+64Q/7+/tq8ebOcTqc+/vhjj/ugu/oLFy7U+KzCw8O1f/9+t/WejjXe7H+1Hae82fc81Xu779S2fW/2ndrqvdl3PNV7+/l5qvf28/N0nPd2/qptnvBm/vJU7838U9sy3sw/dW2jrvnHU723c09tY/dm/vBU78v8Udf7VNtxx9M4t2/f7vW8cz13c+yN26/PPNeiRQsNGzZMQUFBSkxMVEVFRa39+J4fFJ8tKiUlxYwZM6bGa7fddptZtWqVz+tSPS+BuOby5cvmvvvuMzNnzqxXfYsWLUzHjh3NkSNHvK4ZNWqU+d3vfmeMMfU+A/z73//eHD9+3DzxxBMez/x5smvXLtOiRQszbtw4U1BQYJ544gmfL+G4Zvfu3cbf39+nyzC2bdtmAgICTKtWrUy7du3M119/7XVteXm5CQoKMu+++665cuWKmTJlipFkjh8/Xmft9ftKQkKC6zMw5uolBZJMXl6eV/XXXPsXtzfj97SvlpeXmy5dupiMjAyf648dO2b8/PzMT37yE9dZDW/qnU6n6devn3n99ddNWVlZrWeAPW1fksnMzDRFRUXmgQce+N7f6drqV69ebQIDA83zzz9vCgoKzAMPPODxv+E9bf+aNWvWmA4dOpjq6mqva1etWmVsNptp1aqV6dq1q/nHP/7h9bYPHTpk/Pz8zLZt28z58+dNYmKi8ff3r7XemJrHGl/3P3fHKV/2PXf1vuw719fXZ9+5cfu+7js31vv6+V1fX5/P7/rjfH3mL0/zhLfzl6d6b+afG5fxdf65sd7X+ef6+vrMPTdu39f54/p6X+aPut6n2o47nsZZn3nH0xzrafveznMFBQWmVatW5i9/+Yv5+uuvTa9evWos6w3OANeTueH3Q4wx9foy1w9RVVWlsWPHqkWLFpo3b1691vH555+rb9++ev75571a/sMPP9TOnTs1e/bsem1PuvqvurS0NHXu3FnPP/+8duzY4dUXwa45d+6cnE6n5syZI4fDoeeee04bN27U5cuXfe7Lhg0bNHDgQIWFhXm1/IULF/Tkk0/qxRdf1K5du5SUlKR//dd/9Xp7drtdr776qiZMmKCwsDDXv+SvnUn1xfX74LU/N/Y+ePbsWSUkJKhPnz6aMmWKz/WRkZHaunWr7Ha7T/vUG2+8IZvNpmeeecbnbV5TXFysKVOmKDo6WsnJydq4caPXtefOndPly5e1YMECORwOTZ48WR9++GG9+rFhwwY9/PDDXn923377rZ577jktW7ZMf//739WvXz9NmzbN6+1169ZNv//97xUfH6/IyEhFR0fXuf+5O9Z4u//90OOUp3pv950b633dd9xt35d958Z6Xz+/G+vr8/ndeJz3df7ydZ7wtt6b9V6/TH3mnxu34ev8c319feae6+vrM39cX+/t/OHN+1TbccfTOKurq32edzzNsd4e9zxtLyoqSseOHdOoUaN05513asKECT4dw6+tED5KS0ur8a++qqoq06pVK7N161af16V6ngF2Op1m1KhR5r777qvz7MeNTp06ZXbt2uV6vmvXLiPJlJeX11k7ceJE06pVK2O3243dbjeSTHBwsMnOzvZ5DMZcPRslyZSUlHhd8+WXXxpJrusv8/Pza1xX5YvY2Fjz0ksveb38+++/X+Oap0uXLhl/f3/zxRdf+LTdCxcumMrKSrN58+Ya1wPW5vp95emnn65xxrG4uLjOM8nu9rUfcgb43LlzZtCgQebnP/+5uXjxok/1RUVFZv/+/a621atXm7CwMK/rhwwZYlq3bm3sdrsJDQ01kkxISIj57LPPvO7/9XJyckxgYKDX2//rX/9qgoODXW0fffRRnZ+jp+1HRUWZd955x+vaV1991dx///2utqNHjxqbzVbrZ+hu29999505f/68+Z//+R/TvXt3j7XujjXe7n+1Hae82ffc1fuy77ir92Xf8eY4W9u+467el8+vtu3X9fl5Os7PnTvXq/nLm3mitr9TnuoLCwvrXK+nWm/nH2/nOE/zj6f6PXv2eDX3eKr3dv6oq/91zR/evE+1HXc8zbH1mXc8zbGetl/fee6NN94wPXv29NgPdzgDXA/x8fHKy8tTVVWVJGn37t3y9/f36TraH2r27Nk6cuSIPvnkE7Vt29an2t27dyshIcH1/Nq/wLy5hnbhwoU6dOiQ9uzZoz179igkJERvvfWWRo4c6dW2169fr+7du7ueFxUVKSgoSB07dvS6/zExMWrZsqXrtlMlJSXy8/NTeHi41+uQpDNnzmjHjh1eX/8rXb3myOl0up4bY1RdXe26nq4uZ8+e1cMPP6yzZ88qJCREn3/+uWJjY33qt3R1H9y2bZvr+Y4dO+RwONS5c2ef11VfzzzzjNq0aaP333/f599n/+CDD/TUU0+5nttsNrVo0cLr+nfffVcHDhzQnj179Nlnn0m6ekbhn/7pn7yqz8zM1PDhw13Pi4qKfLomv2fPnjp37py+/fZbSVf3wdtuu83r+mu++OILffvttxoxYoTXNTfug1VVVTLGqGXLll7VHzlyRI888oiCg4MVGBhY5z7o7ljj7f73Q45Tnup92Xfc1fuy77ir92XfcVfvy+fnrt7bz8/TcX7IkCFezV8/ZJ6orX7Pnj11rtdT7bx587yafzzVb9q0yav5x1P9HXfc4dXcU9t75838UVu9N/NHXfN0XccdT3Osr/OOpznW2+Nebdv77W9/W+N/cXw9hkviDHB9OJ1Oc8cdd5h///d/N8XFxeaXv/ylSUpKqte6VI8zwIWFhaZ169Zm27ZtNW4B4u1dEMrKykzbtm1NRkaGKS4uNuPHj/f4LfC6+HoNcElJiWnTpo1ZunSpOXr0qBk6dKiZMmWKz9t97LHHzIgRI8yRI0fMv/zLv5if//znPq/jnXfe8flbpKdOnTIhISEmPT3dFBcXmxkzZpjbb7/dXL582et19OjRw8yePdscOHDA3HHHHWbFihVe1V2/r5SXlxu73W4yMzNNQUGB6d+/v/mP//gPr+uvqe8Z4K1bt5rQ0FCTn5/v9e3srq8/fPiwad26tVm9erUpLCw0Dz74oBk/frzP/TfG1Osa4K+++soEBASYv/3tb+bgwYPm7rvvNi+//LJP27/vvvvMxIkTzZEjR0xsbGyd+7G7/r/00ktm4MCBtdbdWLt3717TsmVL8+6775pjx46ZsWPHmkGDBnldf+7cOdO+fXvz5ptvmry8PNO2bVuP/3vl6Vjjzf5X13Gqrn3PU/2hQ4e82ne8OU7Wtu94qv/iiy+82nc81Xv7+Xmq9/bz83Sc93b+8maeqG3+8lTvzXq9naM8zT+e6r2df2rbvjdzj6d6b+eP2rZfn/njxvfJm+OOu3H6Ou94mmNr276389yGDRtMWFiY2bp1q9m5c6eJjIw07733Xh3vxA3b8mlpuOzcudPce++9JiAgwDz00EPm1KlT9VpPfQLw8uXLXffLu/5RVwC43saNG829995r2rRpY4YPH24KCwt96/j/U58vwa1fv95069bNhIWFmfHjx/t87z5jrgbpBx980AQGBprY2Fifxn5NUlKSx/tv1ubDDz80d999twkKCjIDBgwwO3fu9Kk+Ly/P9OjRw4SGhtZ5D+Dr3biv5OTkmJiYGBMYGGgef/xxc+7cOZ/qjal/AJ47d67bfdCX7a9cudLExMSY0NBQM3r0aFNaWupz/42pXwA2xpi3337bdOnSxXTo0MH85je/qfMfMTfWHzp0yPTr188EBwebhIQEn76Idk1cXJz5z//8z1rr3NVmZWWZmJgYExwcbB588ME6v8R6Y/212yeFh4ebRYsWeayr7VhT1/5X13Gqrn2vtnpv9h1vjpO17Tu11Xuz79RW783nV1u9t5+fp+O8t/NXXfNEXfOXp3pv5h9vlqlt/vFU7+3846ne27nHU72384en+vrMHze+T94cdzyN05d5x9McW9v2fZnnXnrpJXPbbbeZyMhIny5lvMb2/zYIAAAAWALXAAMAAMBSCMAAAACwFAIwAAAALIUADAAAAEshAAMAAMBSCMAAAACwFAIwANxkhYWFdf7mfXO1c+dO9e3bV6GhoUpMTNSZM2e+t8y8efN+tOMDYE0EYAC4ybp06aKysjKfaoYMGaLly5ffnA654XA4tGnTphqvVVdXa9y4cRo+fLi+/PJLnTp1Si+88EKNZY4ePaoFCxY0Wj8BoCEQgAHgJvPz81NYWFhTd8NnR48eVX5+vmbPni2Hw6Hx48frs88+q7HM1KlT9fDDDzdRDwGgfgjAAHCT3XgJxKZNm+RwOPTXv/5Vt99+u9q1a6eMjAxJUnJysmw2mzZv3qxJkybJZrMpOTnZq+3s3r1bAwcOVJs2bRQbG6t9+/a52tauXavu3bsrODhYw4YN07fffitJevjhh2Wz2XTs2DE98MADstls+sMf/iBJCgoK0quvvqrg4GBJUmlpqQIDA13rXLNmjfLz8/W73/3O6/di4sSJmj17tlJSUtSmTRvdddddOnTokNf1ANAQCMAA0ARKS0v18ssva8OGDZo3b55mzJihixcvatGiRSorK1NsbKwWL16ssrIyLVq0qM71VVRU6OGHH9bIkSN16NAh9evXT0888YQkqaysTI8//rh+97vf6euvv1Z4eLjS0tIkSX/5y19UVlam6Oho/e1vf1NZWZmmTZsmSYqMjNSvf/1r1/rfeustjR8/XpJ07tw5/eY3v1FGRoYCAgJ8Gvsbb7yh0NBQ7d27V7fddpvmz5/vUz0A/FD+Td0BALCis2fPasmSJbrrrrv0k5/8RFOnTlVJSYluv/12BQYGyt/fX0FBQV5fOrF+/Xq1a9dOqampkqQ5c+Zo4MCBkqTg4GAdOXJEHTp00N///ndduHDBddb12tldPz8/tWnTxu32zp49q4SEBPXp00dTpkyRdPWLb/3799eIESO0Z88en8YeHR3tum54zJgxevfdd32qB4AfigAMAE2gbdu2uvfeeyVJrVq1kiQZY+q9vuLiYjkcjhrrf/zxxyVJNptNc+bM0V/+8hd1795doaGhcjqdXq33/PnzGjFihOx2u9577z35+V39j8OVK1fq1KlTCgsLc60rLCxMX375pbp06VLrOgcPHuz6c6tWrX7QuAGgPrgEAgCaQGhoaK3tfn5+PgXD6OhoFRYWup6fPXtWd999t06ePKl33nlHW7duVWFhoXbs2KFHH33U6+0988wzatOmjd5///0alzp89tln2rdvn/bs2aP33ntPkrRnzx5FRkbW2de6xg4ANxsBGACaoZiYGH366ac6efKkNm7cWOcZ24SEBJWWlmrBggU6fvy45s+fL6fTqdtuu02VlZWSrl7H+8EHH+g///M/vxd2Y2Ji9NFHH7m2J0m5ublat26dMjIydP78eZWXl6u8vFySFBUVJYfDIYfD4Qq9DodD/v78xyKA5o8ADADN0OzZs1VQUKAuXbroqaeeUnV1da3L2+12ffDBB1q7dq169uyp7du3a82aNbLZbHryySfVpUsX9ezZUy+++KKeffZZHThwQBcvXnTV/9d//Zc2bNig6Oho/cd//Ick6X//939VWVmpbt26qW3btq4HAPzY2QwXXwEAAMBCOAMMAD8SYWFhbh933XVXU3fN5Z133vHYT253BqC54AwwAPxIXP8lt+v5+/srKiqqcTvjwdmzZ/WPf/zDbdu1IAwATY0ADAAAAEvhEggAAABYCgEYAAAAlkIABgAAgKUQgAEAAGApBGAAAABYCgEYAAAAlkIABgAAgKUQgAEAAGAp/xfrSR8x2qtefwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,5))\n",
    "sns.countplot(x ='int_cat24_n', hue = \"target_class\", data = data, palette = 'husl')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,5))\n",
    "sns.countplot(x ='int_cat23_n', hue = \"target_class\", data = data, palette = 'husl')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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pjRgxQk888YTi4+N19uxZSZLFYpHJZGqz3HL06FHFxMTIy8tLY8eObfOokLy8PPXv318+Pj6aOnVqm4dGZ2dnKzIyUr6+vpo3b55aWlqcN1AAAAB0Cy4JvdOmTdOECRNUXFysgQMHKjk52VHLy8tTXV2dY5Gk1tZWTZ48WePHj9fZs2fl5eWlBQsWSJLq6+s1ZcoULVy4UCdPnlRpaanS0tIkScXFxZozZ44yMzNVWFio3Nxcbdq0yfkDBgAAgEs5PfTW1dXJ19dXixYtUlhYmH784x/r1KlTjnpUVJT8/f0diyQdOHBAly5d0rJlyxQREaHU1FTt3LlTX3/9tXbu3KmIiAglJyfLYrFoyZIl2rp1qyQpJydHY8aMUUJCggYOHCir1ars7GxnDxkAAAAu5vTQGxAQoI8++kg9e/bU9evXtW3bNg0ePNhRX7Zsmby9vRUTE6OTJ09Kkmw2m4YNGyZ395uPFY6JiVFLS4uOHj0qm82mkSNHOo4fPny4ysrKVF5e3m6toKBAdrvdSaMFAABAd+DSG9m8vb313nvvKTMz07EtKipKZ8+e1TPPPKPXXntNklRVVaXg4GDHPm5ubgoICFB1dfVttaCgIEm6Y625uVm1tbXt9nPt2jU1Nja2WQAAAPDoc2no/ctf/qIhQ4Zo/vz5km7O6K5cuVLh4eGaP3++jhw5oqtXr0rSbbOzdrvdcaPbN2u3Xnek9m2rVq2S2Wx2LJGRkV0xTAAAALiY00NvTU2Njh07JkkaMmSIfvnLX2rPnj1qaGhQeHi4Y79b1/N+9dVXCg0NVU1NjaPW0tKi+vp6hYSE3Fa7NYt7p5qHh4cCAwPb7S0lJUUNDQ2Opby8vMvGDQAAANdxeug9duyYxo0b51i/Neuan5+vAQMGOLaXlZXJ29tbffr0UXx8vAoLC9Xc3Ow4h7u7uwYPHqz4+HgdPnzYcdyRI0dksVgUHh7ebi02NvaOM72enp7y8/NrswAAAODR5/TQO2zYMDU1NWnt2rWqqKhQRkaG4uPjNWLECF24cEEbN25USUmJVq1apZkzZ0qS4uLi1Lt3b6WmpqqiokIrVqzQpEmT5O3trYSEBFVWVmrdunUqLS1Venq6EhMTJUnTp09Xfn6+du3apaKiImVlZTlqAAAAeHw4PfT6+/trx44d+u1vf6unnnpK1dXVys7OVp8+ffTHP/5R6enpGjJkiMLDw/XOO+/cbNLNTdu3b9fu3bsVHR2tpqYmZWRkSJLMZrO2bdumjIwMPf3004qKilJKSookKTo6Whs2bJDVatXQoUM1btw4JSUlOXvIAAAAcDGTned33VFjY6PMZrMaGhq41AEP3djN613dApzog6Tke+8EALinjuY1lz69AQAAAHAGQi8AAAAMj9ALAAAAwyP0AgAAwPAIvQAAADA8Qi8AAAAMj9ALAAAAwyP0AgAAwPAIvQAAADA8Qi8AAAAMj9ALAAAAwyP0AgAAwPAIvQAAADA8Qi8AAAAMj9ALAAAAwyP0AgAAwPAIvQAAADA8Qi8AAAAMj9ALAAAAwyP0AgAAwPAIvQAAADA8Qi8AAAAMj9ALAAAAwyP0AgAAwPAIvQAAADA8Qi8AAAAMj9ALAAAAwyP0AgAAwPAIvQAAADA8Qi8AAAAMj9ALAAAAwyP0AgAAwPAIvQAAADA8l4Te06dPa8SIEXriiScUHx+vs2fPSpKOHj2qmJgYeXl5aezYsbp48aLjmLy8PPXv318+Pj6aOnWqrly54qhlZ2crMjJSvr6+mjdvnlpaWhy19PR09enTR4GBgVq5cqXzBgkAAIBuwyWhd9q0aZowYYKKi4s1cOBAJScnq7W1VZMnT9b48eN19uxZeXl5acGCBZKk+vp6TZkyRQsXLtTJkydVWlqqtLQ0SVJxcbHmzJmjzMxMFRYWKjc3V5s2bZIk7d+/XytXrtSOHTuUl5enjIwM7d271xVDBgAAgAs5PfTW1dXJ19dXixYtUlhYmH784x/r1KlTOnDggC5duqRly5YpIiJCqamp2rlzp77++mvt3LlTERERSk5OlsVi0ZIlS7R161ZJUk5OjsaMGaOEhAQNHDhQVqtV2dnZkqQtW7YoMTFRcXFxGjp0qBITEx01AAAAPD6cHnoDAgL00UcfqWfPnrp+/bq2bdumwYMHy2azadiwYXJ3d5ckxcTEqKWlRUePHpXNZtPIkSMd5xg+fLjKyspUXl7ebq2goEB2u73dms1mu2Nv165dU2NjY5sFAAAAjz6X3sjm7e2t9957T5mZmaqqqlJwcLCj5ubmpoCAAFVXV99WCwoKkqQ71pqbm1VbW9turbq6+o79rFq1Smaz2bFERkZ25XABAADgIi4NvX/5y180ZMgQzZ8/X5Jkt9vb1O12u0wm0221W687U7u1vT0pKSlqaGhwLOXl5Z0eGwAAALoPp4fempoaHTt2TJI0ZMgQ/fKXv9SePXvUu3dv1dTUOPZraWlRfX29QkJCFBoa2qZWW1srSXeseXh4KDAwsN1aSEjIHXvz9PSUn59fmwUAAACPPqeH3mPHjmncuHGO9Vszr6NHj1ZhYaGam5sd+7m7u2vw4MGKj4/X4cOHHcccOXJEFotF4eHh7dZiY2NlMpnarcXFxT3sIQIAAKCbcXroHTZsmJqamrR27VpVVFQoIyND8fHxio+PV+/evZWamqqKigqtWLFCkyZNkre3txISElRZWal169aptLRU6enpSkxMlCRNnz5d+fn52rVrl4qKipSVleWozZgxQzk5OTp06JAKCwuVk5PjqAEAAODx4fTQ6+/vrx07dui3v/2tnnrqKVVXVys7O1tubm7avn27du/erejoaDU1NSkjI0OSZDabtW3bNmVkZOjpp59WVFSUUlJSJEnR0dHasGGDrFarhg4dqnHjxikpKUnSzdnjt956SxMnTtRLL72kxYsX64UXXnD2kAEAAOBiJvu37x6DQ2Njo8xmsxoaGri+Fw/d2M3rXd0CnOiDpGRXtwAAhtDRvObSpzcAAAAAzkDoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYnktC77lz5zRq1Cj5+vpq9OjROn/+vCTJZDK1WSwWi+OYvLw89e/fXz4+Ppo6daquXLniqGVnZysyMlK+vr6aN2+eWlpaHLX09HT16dNHgYGBWrlypdPGCAAAgO7DJaF3zpw56tu3r06cOKGgoCBZrVZH7fTp06qrq1NdXZ3++te/SpLq6+s1ZcoULVy4UCdPnlRpaanS0tIkScXFxZozZ44yMzNVWFio3Nxcbdq0SZK0f/9+rVy5Ujt27FBeXp4yMjK0d+9e5w8YAAAALuX00Hv9+nXt27dPKSkpevLJJzV79mx99NFHjnq/fv3k7+8vf39/+fn5SZJ27typiIgIJScny2KxaMmSJdq6daskKScnR2PGjFFCQoIGDhwoq9Wq7OxsSdKWLVuUmJiouLg4DR06VImJiY4aAAAAHh9OD703btzQO++8o6ioKElSbW2tvLy8JEm9evVSYmKivLy89Nxzz+mLL76QJNlsNo0cOdJxjuHDh6usrEzl5eXt1goKCmS329ut2Ww2ZwwTAAAA3YjTQ6+Pj48WL14sLy8v3bhxQ2vWrNGrr74qSWpqatLzzz+v4uJiubu7a/HixZKkqqoqBQcHO84RFBQkSaqurm631tzcrNra2nZr1dXVd+zt2rVramxsbLMAAADg0efuqjdubm7WtGnT1KNHD61YsUKSVF5eroiICElScnKy5s+f79jfbrff9tpkMt137db29qxatUrLly9/oHEBAACg+3HJjWytra366U9/qtLSUr3//vuOyxtuBV5J8vf3d8y0hoaGqqamxlGrra2VJIWEhLRb8/DwUGBgYLu1kJCQO/aVkpKihoYGx1JeXt41AwYAAIBLuST0Ll26VJ9//rk+/PBDBQQESJKysrI0duxYxz5lZWWOR5bFx8fr8OHDjtqRI0dksVgUHh7ebi02NlYmk6ndWlxc3B378vT0lJ+fX5sFAAAAjz6nh97z588rIyND69atk91uV319verr6xUXF6eDBw9q9+7dOnPmjNasWaNZs2ZJkhISElRZWal169aptLRU6enpSkxMlCRNnz5d+fn52rVrl4qKipSVleWozZgxQzk5OTp06JAKCwuVk5PjqAEAAODx4fRrevPz89XU1NTmqQqSVFJSovXr18tqterq1at65ZVXtGDBAkmS2WzWtm3bZLVatWjRIk2YMEEpKSmSpOjoaG3YsEFWq1UNDQ2aNWuWkpKSJEmjR4/WW2+9pYkTJ6q1tVWLFy/WCy+84NwBAwAAwOVM9m/e6YU2GhsbZTab1dDQwKUOeOjGbl7v6hbgRB8kJbu6BQAwhI7mNZdc0wsAAAA4E6EXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYXqdC77Zt29TS0tJmm81m4xm4AAAA6JY6FXqnTZumr7/+us22fv36afv27V3SFAAAANCV7uvHKcrKyiRJdrtd5eXl8vX1dazn5uaqb9++Xd8hAAAA8IDuK/RaLBaZTCaZTCYNGjTIsd1kMul73/uefvvb33Z5gwAAAMCDuq/Q29raKklyc3NTXV2dzGbzQ2kKAAAA6EqduqZ3wIABcne/r7wMAAAAuEynkuvp06e7ug8AAADgoelU6C0oKFBKSorKy8tlt9vb1M6dO9cljQEAAABdpVOhd/r06YqLi9P/+3//Tz179uzqngAAAIAu1anQW19fr5UrV+rJJ5/s6n4AAACALtepG9kWLlyo5cuXq7m5uav7AQAAALpcp2Z6z507p9zcXFksFv393/+9/Pz8HLVNmzZ1WXMAAABAV+hU6LVYLPrZz37W1b0AAAAAD0WnQm9qampX9wEAAAA8NJ0KvVFRUTKZTO3WeGQZAAAAuptOhd4tW7Y4Xn/99dcqLCzUhg0btHz58q7qCwAAAOgynQq9o0aNarP+8ssva9q0aZozZ45mz57dJY0BAAAAXaVTjyxrT1RUlMrKyrrqdAAAAECX6dRMb1JSUptreltaWvTxxx+rf//+XdYYAAAA0FU6/ciybzKZTBo1apSmTp3aFT0BAAAAXeqBHll28eJFlZWVqW/fvurTp0+XNgYAAAB0lU5d09vY2KhJkyYpNDRU8fHxCg0N1aRJk1RfX9/F7QEAAAAPrlOh92c/+5laWlpUUVGhq1evqry8XK2trbJarV3dHwAAAPDAOnV5w3vvvaePP/5YoaGhkqSwsDCtXr1azz77bJc2BwAAAHSFTs309u3bV/v27Wuzbd++ferbt2+XNAUAAAB0pU7N9K5Zs0bjxo3Ttm3b1K9fP33++eey2Wzas2dPV/cHAAAAPLBOzfQ+99xzOn36tEaPHi2TyaQxY8bo9OnTt/1SGwAAANAddCr0njp1ShMmTNB3v/tdrV27Vlu3btUPfvADFRcXd3V/AAAAwAPrVOidO3euRo0apbFjx0qSjhw5ogkTJig5OblDx587d06jRo2Sr6+vRo8erfPnz0uS8vLy1L9/f/n4+Gjq1Km6cuWK45js7GxFRkbK19dX8+bNU0tLi6OWnp6uPn36KDAwUCtXrnRst9vtWrRokcxms8LCwvS73/2uM8MFAADAI65Toff48eNasmSJzGazJMnHx0dvvvmmPv744w4dP2fOHPXt21cnTpxQUFCQrFar6uvrNWXKFC1cuFAnT55UaWmp0tLSJEnFxcWaM2eOMjMzVVhYqNzcXG3atEmStH//fq1cuVI7duxQXl6eMjIytHfvXknSli1btH37dh06dEibN2/Wm2++qaKios4MGQAAAI+wToXeQYMGKTs7u822rVu36umnn77nsdevX9e+ffuUkpKiJ598UrNnz9ZHH32knTt3KiIiQsnJybJYLFqyZIm2bt0qScrJydGYMWOUkJCggQMHymq1Ot5/y5YtSkxMVFxcnIYOHarExMQ2tXnz5mnQoEF66aWX9OKLL+rdd9/tzJABAADwCOtU6F27dq0yMjL0/e9/X+PGjdP3v/99rV69WllZWfc89saNG3rnnXcUFRUlSaqtrZWXl5dsNptGjhzp2G/48OEqKytTeXl5u7WCggLZ7fZ2azabTXa7XQUFBe3W7uTatWtqbGxsswAAAODR16lHlg0ePFjFxcXas2ePysvLlZiYqHHjxsnPz++ex/r4+Gjx4sWSbgbgNWvW6NVXX9Xp06c1aNAgx35BQUGSpOrqalVVVSk4OLhNrbm5WbW1te3WqqurVVtbqxs3brRbu5NVq1Zp+fLlHf8gAAAA8EjoVOiVJD8/P02bNq3Tb9zc3Kxp06apR48eWrFihf7xH/9RdrvdUb/12mQytVnvSO3W9nvVvi0lJUULFy50rDc2NioyMrJT4wMAAED30enQ+yBaW1v105/+VOfPn9fevXvl5eWl0NBQ1dTUOPapra2VJIWEhLRb8/DwUGBgYLu1kJAQBQUFqWfPnqqpqdHAgQPb1O7E09NTnp6eXT1cAAAAuFinrul9UEuXLtXnn3+uDz/8UAEBAZKk+Ph4HT582LHPkSNHZLFYFB4e3m4tNjZWJpOp3VpcXJxMJpNiY2PbrQEAAODx4vTQe/78eWVkZGjdunWy2+2qr69XfX29EhISVFlZqXXr1qm0tFTp6elKTEyUJE2fPl35+fnatWuXioqKlJWV5ajNmDFDOTk5OnTokAoLC5WTk9OmlpmZqU8//VR5eXn68MMPNXXqVGcPGQAAAC7m9Msb8vPz1dTU1OapCpJUUlKibdu2yWq1atGiRZowYYJSUlIkSdHR0dqwYYOsVqsaGho0a9YsJSUlSZJGjx6tt956SxMnTlRra6sWL16sF154QZI0c+ZMnThxQnFxcfL29lZmZqYGDBjg3AEDAADA5Uz2b97phTYaGxtlNpvV0NDQoSdTAA9i7Ob1rm4BTvRBUsd+wRIAcHcdzWsuuaYXAAAAcCZCLwAAAAyP0AsAAADDI/QCAADA8Ai9AAAAMDxCLwAAAAyP0AsAAADDI/QCAADA8Ai9AAAAMDxCLwAAAAyP0AsAAADDI/QCAADA8Ai9AAAAMDxCLwAAAAyP0AsAAADDI/QCAADA8Ai9AAAAMDxCLwAAAAyP0AsAAADDI/QCAADA8Ai9AAAAMDxCLwAAAAyP0AsAAADDI/QCAADA8Ai9AAAAMDxCLwAAAAyP0AsAAADDI/QCAADA8Ai9AAAAMDxCLwAAAAyP0AsAAADDI/QCAADA8FwWeisrKzVq1CgdP37csc1kMrVZLBaLo5aXl6f+/fvLx8dHU6dO1ZUrVxy17OxsRUZGytfXV/PmzVNLS4ujlp6erj59+igwMFArV650xtAAAADQzbgk9M6dO1dhYWE6ePDgbbXTp0+rrq5OdXV1+utf/ypJqq+v15QpU7Rw4UKdPHlSpaWlSktLkyQVFxdrzpw5yszMVGFhoXJzc7Vp0yZJ0v79+7Vy5Urt2LFDeXl5ysjI0N69e503UAAAAHQLLgm9aWlpKikpabfWr18/+fv7y9/fX35+fpKknTt3KiIiQsnJybJYLFqyZIm2bt0qScrJydGYMWOUkJCggQMHymq1Kjs7W5K0ZcsWJSYmKi4uTkOHDlViYqKjBgAAgMeHS0JvcHBwm0sXbunVq5cSExPl5eWl5557Tl988YUkyWazaeTIkY79hg8frrKyMpWXl7dbKygokN1ub7dms9ke3sAAAADQLXWrG9mampr0/PPPq7i4WO7u7lq8eLEkqaqqSsHBwY79goKCJEnV1dXt1pqbm1VbW9turbq6+o7vf+3aNTU2NrZZAAAA8Ohzd3UD31ReXq6IiAhJUnJysubPn++o2e32216bTKb7rt3a3p5Vq1Zp+fLlDzoMAAAAdDPdaqb3VuCVJH9/f8dMa2hoqGpqahy12tpaSVJISEi7NQ8PDwUGBrZbCwkJueP7p6SkqKGhwbGUl5d32dgAAADgOt0m9GZlZWns2LGO9bKyMsd1v/Hx8Tp8+LCjduTIEVksFoWHh7dbi42NlclkarcWFxd3xx48PT3l5+fXZgEAAMCjr9uE3ueee04HDx7U7t27debMGa1Zs0azZs2SJCUkJKiyslLr1q1TaWmp0tPTlZiYKEmaPn268vPztWvXLhUVFSkrK8tRmzFjhnJycnTo0CEVFhYqJyfHUQMAAMDjo9tc0/vMM89o/fr1slqtunr1ql555RUtWLBAkmQ2m7Vt2zZZrVYtWrRIEyZMUEpKiiQpOjpaGzZskNVqVUNDg2bNmqWkpCRJ0ujRo/XWW29p4sSJam1t1eLFi/XCCy+4bIwAAABwDZP9m3d6oY3GxkaZzWY1NDRwqQMeurGb17u6BTjRB0nJrm4BAAyho3mt21zeAAAAADwshF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4Lgu9lZWVGjVqlI4fP+7YlpeXp/79+8vHx0dTp07VlStXHLXs7GxFRkbK19dX8+bNU0tLi6OWnp6uPn36KDAwUCtXrnRst9vtWrRokcxms8LCwvS73/3OKWMDAABA9+KS0Dt37lyFhYXp4MGDjm319fWaMmWKFi5cqJMnT6q0tFRpaWmSpOLiYs2ZM0eZmZkqLCxUbm6uNm3aJEnav3+/Vq5cqR07digvL08ZGRnau3evJGnLli3avn27Dh06pM2bN+vNN99UUVGR8wcMAAAAl3JJ6E1LS1NJSUmbbTt37lRERISSk5NlsVi0ZMkSbd26VZKUk5OjMWPGKCEhQQMHDpTValV2drakm8E2MTFRcXFxGjp0qBITE9vU5s2bp0GDBumll17Siy++qHfffde5gwUAAIDLuST0BgcHy2KxtNlms9k0cuRIx/rw4cNVVlam8vLydmsFBQWy2+3t1mw2m+x2uwoKCtqt3cm1a9fU2NjYZgEAAMCjr9vcyFZVVaXg4GDHelBQkCSpurq63Vpzc7Nqa2vbrVVXV6u2tlY3btxot3Ynq1atktlsdiyRkZFdOUQAAAC4SLcJvdLNG8++/dpkMt137db2e9W+LSUlRQ0NDY6lvLz8QYYDAACAbsLd1Q3cEhoaqpqaGsd6bW2tJCkkJKTdmoeHhwIDA9uthYSEKCgoSD179lRNTY0GDhzYpnYnnp6e8vT07OqhAQAAwMW6zUxvfHy8Dh8+7Fg/cuSILBaLwsPD263FxsbKZDK1W4uLi5PJZFJsbGy7NQAAADxeuk3oTUhIUGVlpdatW6fS0lKlp6crMTFRkjR9+nTl5+dr165dKioqUlZWlqM2Y8YM5eTk6NChQyosLFROTk6bWmZmpj799FPl5eXpww8/1NSpU102RgAAALhGt7m8wWw2a9u2bbJarVq0aJEmTJiglJQUSVJ0dLQ2bNggq9WqhoYGzZo1S0lJSZKk0aNH66233tLEiRPV2tqqxYsX64UXXpAkzZw5UydOnFBcXJy8vb2VmZmpAQMGuGyMAAAAcA2T/Zt3eqGNxsZGmc1mNTQ0yM/Pz9XtwODGbl7v6hbgRB8kJbu6BQAwhI7mtW5zeQMAAADwsBB6AQAAYHiEXgAAABgeoRcAAACGR+gFAACA4RF6AQAAYHiEXgAAABgeoRcAAACGR+gFAACA4RF6AQAAYHiEXgAAABgeoRcAAACGR+gFAACA4RF6AQAAYHiEXgAAABgeoRcAAACGR+gFAACA4RF6AQAAYHiEXgAAABgeoRcAAACGR+gFAACA4RF6AQAAYHiEXgAAABgeoRcAAACGR+gFAACA4RF6AQAAYHiEXgAAABgeoRcAAACGR+gFAACA4RF6AQAAYHiEXgAAABgeoRcAAACG1+1Cr8VikclkarNI0tGjRxUTEyMvLy+NHTtWFy9edByTl5en/v37y8fHR1OnTtWVK1cctezsbEVGRsrX11fz5s1TS0uL08cEAAAA1+p2oVe6GWLr6uocS2trqyZPnqzx48fr7Nmz8vLy0oIFCyRJ9fX1mjJlihYuXKiTJ0+qtLRUaWlpkqTi4mLNmTNHmZmZKiwsVG5urjZt2uTKoQEAAMAF3F3dQHuioqLk7+/vWN+/f78uXbqkZcuWyd3dXampqYqLi9PXX3+tnTt3KiIiQsnJyZKkJUuWaMGCBUpLS1NOTo7GjBmjhIQESZLValV2drZef/11VwzrvlWuyHR1C3CmyG751xEAAEPoljO9y5Ytk7e3t2JiYnTy5EnZbDYNGzZM7u43Q0FMTIxaWlp09OhR2Ww2jRw50nHs8OHDVVZWpvLy8nZrBQUFstvtTh8TAAAAXKdbht6oqCidPXtWzzzzjF577TVVVVUpODjYUXdzc1NAQICqq6tvqwUFBUnSHWvNzc2qra1t932vXbumxsbGNgsAAAAefd3u/0+12WwKDw+XJM2fP1/Dhw/X008/fdvsrN1ud9zk9s3ardcdqX3bqlWrtHz58i4aCQAAALqLbjfTeyvwSnJc19u3b1/V1NQ4tre0tKi+vl4hISEKDQ1tU7s1i3unmoeHhwIDA9t975SUFDU0NDiW8vLyrhwaAAAAXKRbhd49e/ZowIABjvWysjJ5e3vr+eefV2FhoZqbmyVJx44dk7u7uwYPHqz4+HgdPnzYccyRI0dksVgUHh7ebi02NvaOM72enp7y8/NrswAAAODR161C79ChQ3XhwgVt3LhRJSUlWrVqlWbOnKm4uDj17t1bqampqqio0IoVKzRp0iR5e3srISFBlZWVWrdunUpLS5Wenq7ExERJ0vTp05Wfn69du3apqKhIWVlZjhoAAAAeH90q9Pbp00d//OMflZ6eriFDhig8PFzvvPOO3NzctH37du3evVvR0dFqampSRkaGJMlsNmvbtm3KyMjQ008/raioKKWkpEiSoqOjtWHDBlmtVg0dOlTjxo1TUlKSK4cIAAAAFzDZeX7XHTU2NspsNquhocEllzrwnN7Hy0ye0/tY+SAp2dUtAIAhdDSvdauZXgAAAOBhIPQCAADA8Ai9AAAAMDxCLwAAAAyP0AsAAADDI/QCAADA8Ai9AAAAMDxCLwAAAAyP0AsAAADDI/QCAADA8Ai9AAAAMDxCLwAAAAyP0AsAAADDI/QCAADA8Ai9AAAAMDxCLwAAAAyP0AsAAADDI/QCAADA8Ai9AAAAMDxCLwAAAAyP0AsAAADDI/QCAADA8Ai9AAAAMDx3VzcAAACMaezm9a5uAU70QVKyq1u4K2Z6AQAAYHiEXgAAABgeoRcAAACGR+gFAACA4RF6AQAAYHiEXgAAABgeoRcAAACGR+gFAACA4RF6AQAAYHiPReg9evSoYmJi5OXlpbFjx+rixYuubgkAAABOZPjQ29raqsmTJ2v8+PE6e/asvLy8tGDBAle3BQAAACdyd3UDD9uBAwd06dIlLVu2TO7u7kpNTVVcXJy+/vpr+fj4uLo9AHisVK7IdHULcKZIw8cMPEIMP9Nrs9k0bNgwubvf/IsXExOjlpYWHT161MWdAQAAwFkM/0+wqqoqBQcHO9bd3NwUEBCg6urq2/a9du2arl275lhvaGiQJDU2Nj78RtvxVdNVl7wvXKP5quH/OuIbXPW94mp8rz1e+F57vLjqe+3W+9rt9rvu91j8r/HbH4LdbpfJZLptv1WrVmn58uW3bY+MjHxovQF4PJmtC13dAgB0KVd/r3311Vcym813rBs+9IaGhur06dOO9ZaWFtXX1yskJOS2fVNSUrRw4f//B9ba2qpLly4pKCio3ZAMdJXGxkZFRkaqvLxcfn5+rm4HAB4Y32twFrvdrq+++kphYWF33c/woTc+Pl5vv/22mpub5e7urmPHjsnd3V2DBw++bV9PT095enq22ebv7++kTgHJz8+P/zgAMBS+1+AMd5vhvcXwN7LFxcWpd+/eSk1NVUVFhVasWKFJkybJ29vb1a0BAADASQwfet3c3LR9+3bt3r1b0dHRampqUkZGhqvbAgAAgBMZ/vIGSRoyZIg++eQTV7cB3JGnp6dSU1Nvu7wGAB5VfK+huzHZ7/V8BwAAAOARZ/jLGwAAAABCLwAAAAyP0AsAAADDI/QCTlZZWalRo0bp+PHjHT4mOztbkZGR8vX11bx589TS0vLwGgSADjh69KhiYmLk5eWlsWPH6uLFi/c8hu8yuBKhF3CiuXPnKiwsTAcPHuzwMcXFxZozZ44yMzNVWFio3Nxcbdq06SF2CQB319raqsmTJ2v8+PE6e/asvLy8tGDBgrsew3cZXI2nNwBO9OWXX+ry5cuKiorSsWPHFBMTc89jUlNT9X//93/as2ePJCkjI0P/8z//c1/BGQC60v79+zVx4kTV1tbK3d1dR48eVVxcnGpqauTj49PuMXyXwdWY6QWcKDg4WBaL5b6OsdlsGjlypGN9+PDhKigoEP9eBeAqNptNw4YNk7v7zcf9x8TEqKWlRUePHr3rMXyXwZUIvUAXmzlzpvz9/W9bfvWrX3XqfFVVVQoODnasBwUFqbm5WbW1tV3VMgDcl29/L7m5uSkgIEDV1dUdPobvMjjbY/GLbIAz/frXv9by5ctv2+7v79/pc35zJuTWa5PJ1OnzAcCD+vYMrd1uv+f3Et9lcCVCL9DFevfurd69e3fZ+UJDQ1VTU+NYr62tlYeHhwIDA7vsPQDgfoSGhur06dOO9ZaWFtXX1yskJOSux/BdBlfi8gagm4uPj9fhw4cd60eOHFFsbCyzIwBcJj4+XoWFhWpubpYkHTt2TO7u7ho8ePBdj+G7DK5E6AW6ifr6+nafWTl9+nTl5+dr165dKioqUlZWlhITE13QIQDcFBcXp969eys1NVUVFRVasWKFJk2aJG9vb77L0G0ReoFuIiAgQJ9++ult26Ojo7VhwwZZrVYNHTpU48aNU1JSkgs6BICb3NzctH37du3evVvR0dFqampSRkaGJL7L0H3xnF4AAAAYHjO9AAAAMDxCLwAAAAyP0AsAAADDI/QCAADA8Ai9AAAAMDxCLwAAAAyP0AsATlJaWsqvTwGAixB6AaCLjR49Wlu2bLlte9++fVVXV+e0PiwWi/Lz87v0nCaTSaWlpV16TgBwBkIvADiJm5ub/P39Xd0GADyWCL0A0EWSk5NlMpl04MABJSUlyWQyKTk52VFv7/KG0aNHKykpSb1799b06dOVlJQkPz8/7d69W5JUWFio4cOHy9fXV6NGjdJnn312zz5+8IMfyGQy6fz583r++edlMpn0q1/9ylE/ePCgYmJiFBAQoOnTp6u+vv6e5xw4cKCj96ioKJlMJv3hD39oM44tW7YoIyNDTz75pHJzcx21DRs2qG/fvvL19dWkSZN0+fJlSdKyZcs0a9YsrVixQv7+/rJYLLLZbPfsBQA6g9ALAF1k9erVqqurU2xsrNauXau6ujqtXr36nseVlJRo8+bN+v3vf69nn31WkyZN0q5du1RfX6+f/OQn+sUvfqETJ05o+PDhmjNnzj3P99///d+qq6tTZGSk/vznP6uurk4LFiyQJJWXl+vll1+W1WrVxx9/rMuXL2vWrFn3PGdhYaHj0oxPPvlEdXV1mjx5cpt9fvOb32jfvn3auHGjhg8fLkk6efKk3njjDW3cuFGnTp3Sl19+qaysLMcxubm5OnfunI4dO6a4uDilpKTcsxcA6Ax3VzcAAEbh5eUlLy8vubu7y9vbu8OXMkydOlXPPPOMJOm1117Tl19+qdLSUu3Zs0dffPGFXn31VUlSa2urrl+/Lrvdftcb4nx8fCTdvJziiSeeaNPH1q1bNXLkSL3++uuSpPXr1ys8PFxVVVUKCQm54zl9fX0dr/38/Nod2+XLl3Xw4EF5eHg4tvXr108VFRXy8/PTkSNH1NzcrDNnzjjq7u7u+s1vfiNPT0/NmDFDc+fOvcsnBQCdR+gFABfr1atXu68rKio0YsQIZWdnd9l7lZeXq1+/fo71sLAweXp6qqys7K6htyOSk5PbBF5JunbtmqxWq/bt26e/+Zu/kclkUktLi6P+93//9/L09JQk9ezZU3a7/YF6AIA74fIGAOhibm5uXRLeIiIi9MUXX+jJJ5+UxWKRj4+P3n77bd24caPTfURGRurcuXOO9QsXLujatWvq27dvh85pMpnuOLZbM8zftGbNGtXW1qqyslIHDhxQbGxsm7qfn1+H3hcAHhShFwC6WHR0tPbt26eqqirt37+/zczm/Xj55ZfV0NCgtLQ0VVRUaOnSpfrrX/+qnj17driPDz74wNGHJL3yyiuy2WzasGGDSkpK9MYbb2jChAkdnuWNjo7We++9pwsXLujQoUP33L+xsVGSdOnSJb377rtat24ds7kAXILQCwBdbOnSpSopKVHfvn01e/Zstba2duo8AQEBys3N1Z/+9CcNHDhQn332mXJycjp8/K9//Wvl5uYqMjJSv/jFLyTdfFbw7t27lZmZqcGDB8vLy0ubN2/u8DnXr1/veELDN29Iu5P58+fr6tWr6t+/vzZv3qzZs2fr+PHjHX4/AOgqJjv/5AYAAIDBMdMLAI+YsrIy+fv7t7v88Ic/7NQ5Dx06dMdz8kQFAEbATC8APGKam5tVUVHRbq1Xr16degpDU1OTqqqq2q098cQTCg4Ovu9zAkB3QugFAACA4XF5AwAAAAyP0AsAAADDI/QCAADA8Ai9AAAAMDxCLwAAAAyP0AsAAADDI/QCAADA8Ai9AAAAMLz/D9aVDuZo0VCJAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,5))\n",
    "sns.countplot(x ='time_to_tran', hue = \"target_class\", data = data, palette = 'husl')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,5))\n",
    "sns.countplot(x ='int_cat1_n', hue = \"target_class\", data = data, palette = 'husl')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"int_cat2_n\", data=data, palette=\"Greens_d\")\n",
    "family_members_count = df['int_cat2_n'].apply(int).value_counts().sort_index()\n",
    "for a,b in zip(range(len(family_members_count)), family_members_count):\n",
    "    plt.text(a, b+50, '%.0f' % b, ha='center', va= 'bottom',fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"int_cat3_n\", data=data, palette=\"Greens_d\")\n",
    "family_members_count = df['int_cat3_n'].apply(int).value_counts().sort_index()\n",
    "for a,b in zip(range(len(family_members_count)), family_members_count):\n",
    "    plt.text(a, b+50, '%.0f' % b, ha='center', va= 'bottom',fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x6000 with 50 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Show horizontal box plots of each column in the dataframe\n",
    "data.plot(kind='box', subplots=True, layout=(10,5), sharex=False, sharey=False, figsize=(20, 60))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18,18))\n",
    "sns.heatmap(data.drop(['visitorid' , 'int_cat15_n' ], axis=1).corr() ,annot=True,cmap='coolwarm')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    " "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 6 数据挖掘模型算法\n",
    "    KNeighborsClassifier\n",
    "    LinearSVC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.svm import LinearSVC\n",
    "\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    " \n",
    "from sklearn import metrics\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    " \n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.model_selection import cross_val_score\n",
    "#导入模型评估相关包\n",
    "from sklearn.metrics import accuracy_score,confusion_matrix,ConfusionMatrixDisplay\n",
    "from sklearn import metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#训练集建模测试集模型评分、制作混淆矩阵 参数调优\n",
    "log_reg = KNeighborsClassifier( )\n",
    "log_reg.fit(X_train,y_train)\n",
    "y_pred = log_reg.predict(X_val)\n",
    "accuracy_score(y_val, y_pred)\n",
    "\n",
    "cm = metrics.confusion_matrix(y_val, y_pred)\n",
    "plt.rcParams['figure.figsize'] = (8, 8)\n",
    "sns.heatmap(cm, annot = True,fmt='g',cmap=\"YlGnBu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.7/dist-packages/sklearn/svm/_base.py:1208: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
      "  ConvergenceWarning,\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#训练集建模测试集模型评分、制作混淆矩阵 参数调优\n",
    "R = LinearSVC( )\n",
    "R.fit(X_train,y_train)\n",
    "y_pred = R.predict(X_val)\n",
    "accuracy_score(y_val, y_pred)\n",
    "cm = metrics.confusion_matrix(y_val, y_pred)\n",
    "plt.rcParams['figure.figsize'] = (8, 8)\n",
    "sns.heatmap(cm, annot = True,fmt='g',cmap=\"YlGnBu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10.4 64-bit",
   "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": "3.8.10 (default, Jun 22 2022, 20:18:18) \n[GCC 9.4.0]"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}