Visual_DA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "3cf19e86",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "sns.set()\n",
    "\n",
    "%config InlineBackend.figure_format = 'svg'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "92bd5a7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "DATA_URL = \"https://raw.githubusercontent.com/Yorko/mlcourse.ai/master/data/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "43bc276b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(DATA_URL + \"telecom_churn.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "59502a38",
   "metadata": {},
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>Account length</th>\n",
       "      <th>Area code</th>\n",
       "      <th>International plan</th>\n",
       "      <th>Voice mail plan</th>\n",
       "      <th>Number vmail messages</th>\n",
       "      <th>Total day minutes</th>\n",
       "      <th>Total day calls</th>\n",
       "      <th>Total day charge</th>\n",
       "      <th>Total eve minutes</th>\n",
       "      <th>Total eve calls</th>\n",
       "      <th>Total eve charge</th>\n",
       "      <th>Total night minutes</th>\n",
       "      <th>Total night calls</th>\n",
       "      <th>Total night charge</th>\n",
       "      <th>Total intl minutes</th>\n",
       "      <th>Total intl calls</th>\n",
       "      <th>Total intl charge</th>\n",
       "      <th>Customer service calls</th>\n",
       "      <th>Churn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <td>KS</td>\n",
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       "      <td>False</td>\n",
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       "      <td>3</td>\n",
       "      <td>False</td>\n",
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      "text/plain": [
       "  State  Account length  Area code International plan Voice mail plan  \\\n",
       "0    KS             128        415                 No             Yes   \n",
       "1    OH             107        415                 No             Yes   \n",
       "2    NJ             137        415                 No              No   \n",
       "3    OH              84        408                Yes              No   \n",
       "4    OK              75        415                Yes              No   \n",
       "\n",
       "   Number vmail messages  Total day minutes  Total day calls  \\\n",
       "0                     25              265.1              110   \n",
       "1                     26              161.6              123   \n",
       "2                      0              243.4              114   \n",
       "3                      0              299.4               71   \n",
       "4                      0              166.7              113   \n",
       "\n",
       "   Total day charge  Total eve minutes  Total eve calls  Total eve charge  \\\n",
       "0             45.07              197.4               99             16.78   \n",
       "1             27.47              195.5              103             16.62   \n",
       "2             41.38              121.2              110             10.30   \n",
       "3             50.90               61.9               88              5.26   \n",
       "4             28.34              148.3              122             12.61   \n",
       "\n",
       "   Total night minutes  Total night calls  Total night charge  \\\n",
       "0                244.7                 91               11.01   \n",
       "1                254.4                103               11.45   \n",
       "2                162.6                104                7.32   \n",
       "3                196.9                 89                8.86   \n",
       "4                186.9                121                8.41   \n",
       "\n",
       "   Total intl minutes  Total intl calls  Total intl charge  \\\n",
       "0                10.0                 3               2.70   \n",
       "1                13.7                 3               3.70   \n",
       "2                12.2                 5               3.29   \n",
       "3                 6.6                 7               1.78   \n",
       "4                10.1                 3               2.73   \n",
       "\n",
       "   Customer service calls  Churn  \n",
       "0                       1  False  \n",
       "1                       1  False  \n",
       "2                       0  False  \n",
       "3                       2  False  \n",
       "4                       3  False  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "24b4c401",
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   "outputs": [
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     "execution_count": 5,
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    "features = [\"Total day minutes\", \"Total intl calls\"]\n",
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   "cell_type": "code",
   "execution_count": 6,
   "id": "268db1f6",
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   "source": [
    "df[features].plot(\n",
    "    kind=\"density\", subplots=True, layout=(1,2), sharex=False, figsize=(10,4)\n",
    ")"
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  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "45769911",
   "metadata": {},
   "outputs": [
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     "execution_count": 21,
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   "source": [
    "sns.distplot(df[\"Total intl calls\"]) #distribution of observations"
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  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1435ac55",
   "metadata": {},
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   "id": "5f826522",
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       "       Total day minutes  Total intl calls\n",
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      "text/plain": [
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     },
     "metadata": {},
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   ],
   "source": [
    "_, axes = plt.subplots(nrows=1, ncols=2, figsize=(12,4))\n",
    "\n",
    "sns.countplot(x=\"Churn\", data=df, ax=axes[0])\n",
    "sns.countplot(x=\"Customer service calls\", data=df, ax=axes[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "7bf49d04",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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     "execution_count": 22,
     "metadata": {},
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    "sns.lmplot(\n",
    "    \"Total day minutes\", \"Total night minutes\", data=df, hue=\"Churn\", fit_reg=False\n",
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