2 - EDA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": [
     "settings"
    ]
   },
   "outputs": [],
   "source": [
    "import pprint\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.style as style\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import sklearn.metrics\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "style.use('seaborn-whitegrid')\n",
    "% matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import warnings\n",
    "# # warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Change format of charts to .svg\n",
    "%config InlineBackend.figure_format = 'svg'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Exception reporting mode: Plain\n"
     ]
    }
   ],
   "source": [
    "%xmode Plain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df = pd.read_csv('data/clean_data_encoded_for_regression.csv')\n",
    "df = pd.read_csv('data/clean_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('data/clean_data_encoded_for_regression.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a23d5f400>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sns.heatmap(df, cmap='coolwarm', )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Use Linear Regression to predict how much customers should be paying"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "X2 = df[['phone_service',\n",
    "       'multiple_lines', 'online_security', 'online_backup',\n",
    "       'device_protection', 'tech_support', 'streaming_tv', 'streaming_movies', 'internet_service-fiber_optic',\n",
    "       'internet_service-no']]\n",
    "\n",
    "y2 = df['monthly_charges']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "X2_train, X2_test, y2_train, y2_test = train_test_split(X2, y2, test_size=0.33, random_state=22)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "lr = LinearRegression()\n",
    "lr.fit(X2_train, y2_train)\n",
    "predictions = lr.predict(X2_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9988439352255011"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lr.score(X2_test, y2_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Wow! This was a surprising and unexpected result. It looks like the cost of services is nearly 100% linear."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(20.08378486653323, 'phone_service'),\n",
      " (5.018101012264406, 'multiple_lines'),\n",
      " (5.01675664433352, 'online_security'),\n",
      " (5.00829451553906, 'online_backup'),\n",
      " (5.017429324933872, 'device_protection'),\n",
      " (5.0187511375416225, 'tech_support'),\n",
      " (9.948721531305289, 'streaming_tv'),\n",
      " (9.983518501523525, 'streaming_movies'),\n",
      " (24.931873024096635, 'internet_service-fiber_optic'),\n",
      " (-25.063604203055803, 'internet_service-no')]\n"
     ]
    }
   ],
   "source": [
    "pprint.pprint(list(zip(lr.coef_, X2.columns)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "predicted_charges = lr.predict(X2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['predicted_monthly_charges'] = lr.predict(X2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>senior</th>\n",
       "      <th>partner</th>\n",
       "      <th>dependents</th>\n",
       "      <th>tenure</th>\n",
       "      <th>phone_service</th>\n",
       "      <th>multiple_lines</th>\n",
       "      <th>online_security</th>\n",
       "      <th>online_backup</th>\n",
       "      <th>device_protection</th>\n",
       "      <th>tech_support</th>\n",
       "      <th>streaming_tv</th>\n",
       "      <th>streaming_movies</th>\n",
       "      <th>paperless_billing</th>\n",
       "      <th>monthly_charges</th>\n",
       "      <th>total_charges</th>\n",
       "      <th>churn</th>\n",
       "      <th>avg_monthly_charges</th>\n",
       "      <th>internet_service-fiber_optic</th>\n",
       "      <th>internet_service-no</th>\n",
       "      <th>contract-one_year</th>\n",
       "      <th>contract-two_year</th>\n",
       "      <th>payment_method-credit_card_auto</th>\n",
       "      <th>payment_method-electronic_check</th>\n",
       "      <th>payment_method-mailed_check</th>\n",
       "      <th>predicted_monthly_charges</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>29.85</td>\n",
       "      <td>29.85</td>\n",
       "      <td>0</td>\n",
       "      <td>29.850000</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>29.938510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56.95</td>\n",
       "      <td>1889.50</td>\n",
       "      <td>0</td>\n",
       "      <td>55.573529</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>55.048187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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",
       "      <td>53.85</td>\n",
       "      <td>108.15</td>\n",
       "      <td>1</td>\n",
       "      <td>54.075000</td>\n",
       "      <td>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>55.039052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>42.30</td>\n",
       "      <td>1840.75</td>\n",
       "      <td>0</td>\n",
       "      <td>40.905556</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>39.983153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>70.70</td>\n",
       "      <td>151.65</td>\n",
       "      <td>1</td>\n",
       "      <td>75.825000</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",
       "      <td>0</td>\n",
       "      <td>69.945874</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   gender  senior  partner  dependents  tenure  phone_service  multiple_lines  \\\n",
       "0  1       0       1        0           1       0              0                \n",
       "1  0       0       0        0           34      1              0                \n",
       "2  0       0       0        0           2       1              0                \n",
       "3  0       0       0        0           45      0              0                \n",
       "4  1       0       0        0           2       1              0                \n",
       "\n",
       "   online_security  online_backup  device_protection  tech_support  \\\n",
       "0  0                1              0                  0              \n",
       "1  1                0              1                  0              \n",
       "2  1                1              0                  0              \n",
       "3  1                0              1                  1              \n",
       "4  0                0              0                  0              \n",
       "\n",
       "   streaming_tv  streaming_movies  paperless_billing  monthly_charges  \\\n",
       "0  0             0                 1                  29.85             \n",
       "1  0             0                 0                  56.95             \n",
       "2  0             0                 1                  53.85             \n",
       "3  0             0                 0                  42.30             \n",
       "4  0             0                 1                  70.70             \n",
       "\n",
       "   total_charges  churn  avg_monthly_charges  internet_service-fiber_optic  \\\n",
       "0  29.85          0      29.850000            0                              \n",
       "1  1889.50        0      55.573529            0                              \n",
       "2  108.15         1      54.075000            0                              \n",
       "3  1840.75        0      40.905556            0                              \n",
       "4  151.65         1      75.825000            1                              \n",
       "\n",
       "   internet_service-no  contract-one_year  contract-two_year  \\\n",
       "0  0                    0                  0                   \n",
       "1  0                    1                  0                   \n",
       "2  0                    0                  0                   \n",
       "3  0                    1                  0                   \n",
       "4  0                    0                  0                   \n",
       "\n",
       "   payment_method-credit_card_auto  payment_method-electronic_check  \\\n",
       "0  0                                1                                 \n",
       "1  0                                0                                 \n",
       "2  0                                0                                 \n",
       "3  0                                0                                 \n",
       "4  0                                1                                 \n",
       "\n",
       "   payment_method-mailed_check  predicted_monthly_charges  \n",
       "0  0                            29.938510                  \n",
       "1  1                            55.048187                  \n",
       "2  1                            55.039052                  \n",
       "3  0                            39.983153                  \n",
       "4  0                            69.945874                  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['predicted_minus_actual_monthly_charges'] = df['monthly_charges'] - df['predicted_monthly_charges']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "toc-hr-collapsed": true
   },
   "source": [
    "### Testing testing 123"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "sorted(sklearn.metrics.SCORERS.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipe = Pipeline([('scaler', StandardScaler()), ('clf', LogisticRegression())])\n",
    "param_grid = [{'clf__C': [1, 1.1, 1.2, 1.3, 1.5, 1.6], 'clf__class_weight': [None, 'balanced'], 'clf__solver': ['liblinear', 'sag', 'saga']}]\n",
    "gs = GridSearchCV(pipe, param_grid, cv=5, scoring='recall', n_jobs=-1)\n",
    "gs.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "gs.best_score_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "gs.best_estimator_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "gs.best_estimator_.steps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "X2 = df[['phone_service',\n",
    "       'multiple_lines', 'online_security', 'online_backup',\n",
    "       'device_protection', 'tech_support', 'streaming_tv', 'streaming_movies', 'internet_service-fiber_optic',\n",
    "       'internet_service-no']]\n",
    "\n",
    "y2 = df['monthly_charges']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "X2_train, X2_test, y2_train, y2_test = train_test_split(X2, y2, test_size=0.33, random_state=28)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "lr = LinearRegression()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "lr.fit(X2_train, y2_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions = lr.predict(X2_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "lr.score(X2_test, y2_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pprint.pprint(list(zip(lr.coef_, X2.columns)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "predicted_charges = lr.predict(X2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['predicted_monthly_charges'] = lr.predict(X2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['predicted_minus_actual_monthly_charges'] = df['monthly_charges'] - df['predicted_monthly_charges']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['predicted_minus_actual_monthly_charges'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Other ways to feature engineer..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>senior</th>\n",
       "      <th>partner</th>\n",
       "      <th>dependents</th>\n",
       "      <th>tenure</th>\n",
       "      <th>phone_service</th>\n",
       "      <th>multiple_lines</th>\n",
       "      <th>internet_service</th>\n",
       "      <th>online_security</th>\n",
       "      <th>online_backup</th>\n",
       "      <th>device_protection</th>\n",
       "      <th>tech_support</th>\n",
       "      <th>streaming_tv</th>\n",
       "      <th>streaming_movies</th>\n",
       "      <th>contract</th>\n",
       "      <th>paperless_billing</th>\n",
       "      <th>payment_method</th>\n",
       "      <th>monthly_charges</th>\n",
       "      <th>total_charges</th>\n",
       "      <th>churn</th>\n",
       "      <th>avg_monthly_charges</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DSL</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>1</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>29.85</td>\n",
       "      <td>29.85</td>\n",
       "      <td>0</td>\n",
       "      <td>29.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>DSL</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>One year</td>\n",
       "      <td>0</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>56.95</td>\n",
       "      <td>1889.50</td>\n",
       "      <td>0</td>\n",
       "      <td>55.573529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>DSL</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>1</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>53.85</td>\n",
       "      <td>108.15</td>\n",
       "      <td>1</td>\n",
       "      <td>54.075000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>DSL</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>One year</td>\n",
       "      <td>0</td>\n",
       "      <td>Bank transfer (automatic)</td>\n",
       "      <td>42.30</td>\n",
       "      <td>1840.75</td>\n",
       "      <td>0</td>\n",
       "      <td>40.905556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>1</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>70.70</td>\n",
       "      <td>151.65</td>\n",
       "      <td>1</td>\n",
       "      <td>75.825000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   gender  senior  partner  dependents  tenure  phone_service  multiple_lines  \\\n",
       "0  1       0       1        0           1       0              0                \n",
       "1  0       0       0        0           34      1              0                \n",
       "2  0       0       0        0           2       1              0                \n",
       "3  0       0       0        0           45      0              0                \n",
       "4  1       0       0        0           2       1              0                \n",
       "\n",
       "  internet_service  online_security  online_backup  device_protection  \\\n",
       "0  DSL              0                1              0                   \n",
       "1  DSL              1                0              1                   \n",
       "2  DSL              1                1              0                   \n",
       "3  DSL              1                0              1                   \n",
       "4  Fiber optic      0                0              0                   \n",
       "\n",
       "   tech_support  streaming_tv  streaming_movies        contract  \\\n",
       "0  0             0             0                 Month-to-month   \n",
       "1  0             0             0                 One year         \n",
       "2  0             0             0                 Month-to-month   \n",
       "3  1             0             0                 One year         \n",
       "4  0             0             0                 Month-to-month   \n",
       "\n",
       "   paperless_billing             payment_method  monthly_charges  \\\n",
       "0  1                  Electronic check           29.85             \n",
       "1  0                  Mailed check               56.95             \n",
       "2  1                  Mailed check               53.85             \n",
       "3  0                  Bank transfer (automatic)  42.30             \n",
       "4  1                  Electronic check           70.70             \n",
       "\n",
       "   total_charges  churn  avg_monthly_charges  \n",
       "0  29.85          0      29.850000            \n",
       "1  1889.50        0      55.573529            \n",
       "2  108.15         1      54.075000            \n",
       "3  1840.75        0      40.905556            \n",
       "4  151.65         1      75.825000            "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16056168.700000001"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Total revenue per month, all customers\n",
    "df['total_charges'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2862926.9"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['churn'] == 1]['total_charges'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "455661.0"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Total revenue per month, all customers\n",
    "df['monthly_charges'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "139130.85"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['churn'] == 1]['monthly_charges'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.30533850823309433"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "139130.85/455661.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "64.79942354538711"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['avg_monthly_charges'].mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Looking at number of people who churned by contract type (as well as internet service)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "contract        churn\n",
      "Month-to-month  0        2220\n",
      "                1        1655\n",
      "One year        0        1306\n",
      "                1        166 \n",
      "Two year        0        1637\n",
      "                1        48  \n",
      "Name: churn, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(df.groupby(['contract'])['churn'].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "contract        internet_service  churn\n",
      "Month-to-month  DSL               0        829 \n",
      "                                  1        394 \n",
      "                Fiber optic       1        1162\n",
      "                                  0        966 \n",
      "                No                0        425 \n",
      "                                          ...  \n",
      "Two year        DSL               1        12  \n",
      "                Fiber optic       0        398 \n",
      "                                  1        31  \n",
      "                No                0        628 \n",
      "                                  1        5   \n",
      "Name: churn, Length: 18, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(df.groupby(['contract', 'internet_service'])['churn'].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Created with matplotlib (http://matplotlib.org/) -->\n",
       "<svg height=\"209.376563pt\" version=\"1.1\" viewBox=\"0 0 524.464062 209.376563\" width=\"524.464062pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       " <defs>\n",
       "  <style type=\"text/css\">\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\n",
       "  </style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 209.376563 \n",
       "L 524.464062 209.376563 \n",
       "L 524.464062 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill:none;\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 46.089063 176.385938 \n",
       "L 195.947396 176.385938 \n",
       "L 195.947396 20.485938 \n",
       "L 46.089063 20.485938 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\"/>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 0 -->\n",
       "      <defs>\n",
       "       <path d=\"M 4.15625 35.296875 \n",
       "Q 4.15625 48 6.765625 55.734375 \n",
       "Q 9.375 63.484375 14.515625 67.671875 \n",
       "Q 19.671875 71.875 27.484375 71.875 \n",
       "Q 33.25 71.875 37.59375 69.546875 \n",
       "Q 41.9375 67.234375 44.765625 62.859375 \n",
       "Q 47.609375 58.5 49.21875 52.21875 \n",
       "Q 50.828125 45.953125 50.828125 35.296875 \n",
       "Q 50.828125 22.703125 48.234375 14.96875 \n",
       "Q 45.65625 7.234375 40.5 3 \n",
       "Q 35.359375 -1.21875 27.484375 -1.21875 \n",
       "Q 17.140625 -1.21875 11.234375 6.203125 \n",
       "Q 4.15625 15.140625 4.15625 35.296875 \n",
       "z\n",
       "M 13.1875 35.296875 \n",
       "Q 13.1875 17.671875 17.3125 11.828125 \n",
       "Q 21.4375 6 27.484375 6 \n",
       "Q 33.546875 6 37.671875 11.859375 \n",
       "Q 41.796875 17.71875 41.796875 35.296875 \n",
       "Q 41.796875 52.984375 37.671875 58.78125 \n",
       "Q 33.546875 64.59375 27.390625 64.59375 \n",
       "Q 21.34375 64.59375 17.71875 59.46875 \n",
       "Q 13.1875 52.9375 13.1875 35.296875 \n",
       "z\n",
       "\" id=\"ArialMT-30\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(80.773177 187.04375)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\"/>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 1 -->\n",
       "      <defs>\n",
       "       <path d=\"M 37.25 0 \n",
       "L 28.46875 0 \n",
       "L 28.46875 56 \n",
       "Q 25.296875 52.984375 20.140625 49.953125 \n",
       "Q 14.984375 46.921875 10.890625 45.40625 \n",
       "L 10.890625 53.90625 \n",
       "Q 18.265625 57.375 23.78125 62.296875 \n",
       "Q 29.296875 67.234375 31.59375 71.875 \n",
       "L 37.25 71.875 \n",
       "z\n",
       "\" id=\"ArialMT-31\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(155.702344 187.04375)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_3\">\n",
       "     <!-- churn -->\n",
       "     <defs>\n",
       "      <path d=\"M 40.4375 19 \n",
       "L 49.078125 17.875 \n",
       "Q 47.65625 8.9375 41.8125 3.875 \n",
       "Q 35.984375 -1.171875 27.484375 -1.171875 \n",
       "Q 16.84375 -1.171875 10.375 5.78125 \n",
       "Q 3.90625 12.75 3.90625 25.734375 \n",
       "Q 3.90625 34.125 6.6875 40.421875 \n",
       "Q 9.46875 46.734375 15.15625 49.875 \n",
       "Q 20.84375 53.03125 27.546875 53.03125 \n",
       "Q 35.984375 53.03125 41.359375 48.75 \n",
       "Q 46.734375 44.484375 48.25 36.625 \n",
       "L 39.703125 35.296875 \n",
       "Q 38.484375 40.53125 35.375 43.15625 \n",
       "Q 32.28125 45.796875 27.875 45.796875 \n",
       "Q 21.234375 45.796875 17.078125 41.03125 \n",
       "Q 12.9375 36.28125 12.9375 25.984375 \n",
       "Q 12.9375 15.53125 16.9375 10.796875 \n",
       "Q 20.953125 6.0625 27.390625 6.0625 \n",
       "Q 32.5625 6.0625 36.03125 9.234375 \n",
       "Q 39.5 12.40625 40.4375 19 \n",
       "z\n",
       "\" id=\"ArialMT-63\"/>\n",
       "      <path d=\"M 6.59375 0 \n",
       "L 6.59375 71.578125 \n",
       "L 15.375 71.578125 \n",
       "L 15.375 45.90625 \n",
       "Q 21.53125 53.03125 30.90625 53.03125 \n",
       "Q 36.671875 53.03125 40.921875 50.75 \n",
       "Q 45.171875 48.484375 47 44.484375 \n",
       "Q 48.828125 40.484375 48.828125 32.859375 \n",
       "L 48.828125 0 \n",
       "L 40.046875 0 \n",
       "L 40.046875 32.859375 \n",
       "Q 40.046875 39.453125 37.1875 42.453125 \n",
       "Q 34.328125 45.453125 29.109375 45.453125 \n",
       "Q 25.203125 45.453125 21.75 43.421875 \n",
       "Q 18.3125 41.40625 16.84375 37.9375 \n",
       "Q 15.375 34.46875 15.375 28.375 \n",
       "L 15.375 0 \n",
       "z\n",
       "\" id=\"ArialMT-68\"/>\n",
       "      <path d=\"M 40.578125 0 \n",
       "L 40.578125 7.625 \n",
       "Q 34.515625 -1.171875 24.125 -1.171875 \n",
       "Q 19.53125 -1.171875 15.546875 0.578125 \n",
       "Q 11.578125 2.34375 9.640625 5 \n",
       "Q 7.71875 7.671875 6.9375 11.53125 \n",
       "Q 6.390625 14.109375 6.390625 19.734375 \n",
       "L 6.390625 51.859375 \n",
       "L 15.1875 51.859375 \n",
       "L 15.1875 23.09375 \n",
       "Q 15.1875 16.21875 15.71875 13.8125 \n",
       "Q 16.546875 10.359375 19.234375 8.375 \n",
       "Q 21.921875 6.390625 25.875 6.390625 \n",
       "Q 29.828125 6.390625 33.296875 8.421875 \n",
       "Q 36.765625 10.453125 38.203125 13.9375 \n",
       "Q 39.65625 17.4375 39.65625 24.078125 \n",
       "L 39.65625 51.859375 \n",
       "L 48.4375 51.859375 \n",
       "L 48.4375 0 \n",
       "z\n",
       "\" id=\"ArialMT-75\"/>\n",
       "      <path d=\"M 6.5 0 \n",
       "L 6.5 51.859375 \n",
       "L 14.40625 51.859375 \n",
       "L 14.40625 44 \n",
       "Q 17.4375 49.515625 20 51.265625 \n",
       "Q 22.5625 53.03125 25.640625 53.03125 \n",
       "Q 30.078125 53.03125 34.671875 50.203125 \n",
       "L 31.640625 42.046875 \n",
       "Q 28.421875 43.953125 25.203125 43.953125 \n",
       "Q 22.3125 43.953125 20.015625 42.21875 \n",
       "Q 17.71875 40.484375 16.75 37.40625 \n",
       "Q 15.28125 32.71875 15.28125 27.15625 \n",
       "L 15.28125 0 \n",
       "z\n",
       "\" id=\"ArialMT-72\"/>\n",
       "      <path d=\"M 6.59375 0 \n",
       "L 6.59375 51.859375 \n",
       "L 14.5 51.859375 \n",
       "L 14.5 44.484375 \n",
       "Q 20.21875 53.03125 31 53.03125 \n",
       "Q 35.6875 53.03125 39.625 51.34375 \n",
       "Q 43.5625 49.65625 45.515625 46.921875 \n",
       "Q 47.46875 44.1875 48.25 40.4375 \n",
       "Q 48.734375 37.984375 48.734375 31.890625 \n",
       "L 48.734375 0 \n",
       "L 39.9375 0 \n",
       "L 39.9375 31.546875 \n",
       "Q 39.9375 36.921875 38.90625 39.578125 \n",
       "Q 37.890625 42.234375 35.28125 43.8125 \n",
       "Q 32.671875 45.40625 29.15625 45.40625 \n",
       "Q 23.53125 45.40625 19.453125 41.84375 \n",
       "Q 15.375 38.28125 15.375 28.328125 \n",
       "L 15.375 0 \n",
       "z\n",
       "\" id=\"ArialMT-6e\"/>\n",
       "     </defs>\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(108.511979 200.189063)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-63\"/>\n",
       "      <use x=\"50\" xlink:href=\"#ArialMT-68\"/>\n",
       "      <use x=\"105.615234\" xlink:href=\"#ArialMT-75\"/>\n",
       "      <use x=\"161.230469\" xlink:href=\"#ArialMT-72\"/>\n",
       "      <use x=\"194.53125\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <path clip-path=\"url(#p58113a74fc)\" d=\"M 46.089063 176.385938 \n",
       "L 195.947396 176.385938 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_4\"/>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 0 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(37.028125 179.964844)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <path clip-path=\"url(#p58113a74fc)\" d=\"M 46.089063 142.945354 \n",
       "L 195.947396 142.945354 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_6\"/>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 500 -->\n",
       "      <defs>\n",
       "       <path d=\"M 4.15625 18.75 \n",
       "L 13.375 19.53125 \n",
       "Q 14.40625 12.796875 18.140625 9.390625 \n",
       "Q 21.875 6 27.15625 6 \n",
       "Q 33.5 6 37.890625 10.78125 \n",
       "Q 42.28125 15.578125 42.28125 23.484375 \n",
       "Q 42.28125 31 38.0625 35.34375 \n",
       "Q 33.84375 39.703125 27 39.703125 \n",
       "Q 22.75 39.703125 19.328125 37.765625 \n",
       "Q 15.921875 35.84375 13.96875 32.765625 \n",
       "L 5.71875 33.84375 \n",
       "L 12.640625 70.609375 \n",
       "L 48.25 70.609375 \n",
       "L 48.25 62.203125 \n",
       "L 19.671875 62.203125 \n",
       "L 15.828125 42.96875 \n",
       "Q 22.265625 47.46875 29.34375 47.46875 \n",
       "Q 38.71875 47.46875 45.15625 40.96875 \n",
       "Q 51.609375 34.46875 51.609375 24.265625 \n",
       "Q 51.609375 14.546875 45.953125 7.46875 \n",
       "Q 39.0625 -1.21875 27.15625 -1.21875 \n",
       "Q 17.390625 -1.21875 11.203125 4.25 \n",
       "Q 5.03125 9.71875 4.15625 18.75 \n",
       "z\n",
       "\" id=\"ArialMT-35\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(25.90625 146.52426)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-35\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <path clip-path=\"url(#p58113a74fc)\" d=\"M 46.089063 109.504771 \n",
       "L 195.947396 109.504771 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_8\"/>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 1000 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(20.345313 113.083677)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <path clip-path=\"url(#p58113a74fc)\" d=\"M 46.089063 76.064187 \n",
       "L 195.947396 76.064187 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_10\"/>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 1500 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(20.345313 79.643093)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-35\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <path clip-path=\"url(#p58113a74fc)\" d=\"M 46.089063 42.623604 \n",
       "L 195.947396 42.623604 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_12\"/>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 2000 -->\n",
       "      <defs>\n",
       "       <path d=\"M 50.34375 8.453125 \n",
       "L 50.34375 0 \n",
       "L 3.03125 0 \n",
       "Q 2.9375 3.171875 4.046875 6.109375 \n",
       "Q 5.859375 10.9375 9.828125 15.625 \n",
       "Q 13.8125 20.3125 21.34375 26.46875 \n",
       "Q 33.015625 36.03125 37.109375 41.625 \n",
       "Q 41.21875 47.21875 41.21875 52.203125 \n",
       "Q 41.21875 57.421875 37.46875 61 \n",
       "Q 33.734375 64.59375 27.734375 64.59375 \n",
       "Q 21.390625 64.59375 17.578125 60.78125 \n",
       "Q 13.765625 56.984375 13.71875 50.25 \n",
       "L 4.6875 51.171875 \n",
       "Q 5.609375 61.28125 11.65625 66.578125 \n",
       "Q 17.71875 71.875 27.9375 71.875 \n",
       "Q 38.234375 71.875 44.234375 66.15625 \n",
       "Q 50.25 60.453125 50.25 52 \n",
       "Q 50.25 47.703125 48.484375 43.546875 \n",
       "Q 46.734375 39.40625 42.65625 34.8125 \n",
       "Q 38.578125 30.21875 29.109375 22.21875 \n",
       "Q 21.1875 15.578125 18.9375 13.203125 \n",
       "Q 16.703125 10.84375 15.234375 8.453125 \n",
       "z\n",
       "\" id=\"ArialMT-32\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(20.345313 46.20251)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-32\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_9\">\n",
       "     <!-- count -->\n",
       "     <defs>\n",
       "      <path d=\"M 3.328125 25.921875 \n",
       "Q 3.328125 40.328125 11.328125 47.265625 \n",
       "Q 18.015625 53.03125 27.640625 53.03125 \n",
       "Q 38.328125 53.03125 45.109375 46.015625 \n",
       "Q 51.90625 39.015625 51.90625 26.65625 \n",
       "Q 51.90625 16.65625 48.90625 10.90625 \n",
       "Q 45.90625 5.171875 40.15625 2 \n",
       "Q 34.421875 -1.171875 27.640625 -1.171875 \n",
       "Q 16.75 -1.171875 10.03125 5.8125 \n",
       "Q 3.328125 12.796875 3.328125 25.921875 \n",
       "z\n",
       "M 12.359375 25.921875 \n",
       "Q 12.359375 15.96875 16.703125 11.015625 \n",
       "Q 21.046875 6.0625 27.640625 6.0625 \n",
       "Q 34.1875 6.0625 38.53125 11.03125 \n",
       "Q 42.875 16.015625 42.875 26.21875 \n",
       "Q 42.875 35.84375 38.5 40.796875 \n",
       "Q 34.125 45.75 27.640625 45.75 \n",
       "Q 21.046875 45.75 16.703125 40.8125 \n",
       "Q 12.359375 35.890625 12.359375 25.921875 \n",
       "z\n",
       "\" id=\"ArialMT-6f\"/>\n",
       "      <path d=\"M 25.78125 7.859375 \n",
       "L 27.046875 0.09375 \n",
       "Q 23.34375 -0.6875 20.40625 -0.6875 \n",
       "Q 15.625 -0.6875 12.984375 0.828125 \n",
       "Q 10.359375 2.34375 9.28125 4.8125 \n",
       "Q 8.203125 7.28125 8.203125 15.1875 \n",
       "L 8.203125 45.015625 \n",
       "L 1.765625 45.015625 \n",
       "L 1.765625 51.859375 \n",
       "L 8.203125 51.859375 \n",
       "L 8.203125 64.703125 \n",
       "L 16.9375 69.96875 \n",
       "L 16.9375 51.859375 \n",
       "L 25.78125 51.859375 \n",
       "L 25.78125 45.015625 \n",
       "L 16.9375 45.015625 \n",
       "L 16.9375 14.703125 \n",
       "Q 16.9375 10.9375 17.40625 9.859375 \n",
       "Q 17.875 8.796875 18.921875 8.15625 \n",
       "Q 19.96875 7.515625 21.921875 7.515625 \n",
       "Q 23.390625 7.515625 25.78125 7.859375 \n",
       "z\n",
       "\" id=\"ArialMT-74\"/>\n",
       "     </defs>\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(14.357813 110.666406)rotate(-90)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-63\"/>\n",
       "      <use x=\"50\" xlink:href=\"#ArialMT-6f\"/>\n",
       "      <use x=\"105.615234\" xlink:href=\"#ArialMT-75\"/>\n",
       "      <use x=\"161.230469\" xlink:href=\"#ArialMT-6e\"/>\n",
       "      <use x=\"216.845703\" xlink:href=\"#ArialMT-74\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path clip-path=\"url(#p58113a74fc)\" d=\"M 53.581979 176.385938 \n",
       "L 113.525312 176.385938 \n",
       "L 113.525312 27.909747 \n",
       "L 53.581979 27.909747 \n",
       "z\n",
       "\" style=\"fill:#3274a1;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path clip-path=\"url(#p58113a74fc)\" d=\"M 128.511146 176.385938 \n",
       "L 188.454479 176.385938 \n",
       "L 188.454479 65.697606 \n",
       "L 128.511146 65.697606 \n",
       "z\n",
       "\" style=\"fill:#e1812c;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 46.089063 176.385938 \n",
       "L 46.089063 20.485938 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 46.089063 176.385938 \n",
       "L 195.947396 176.385938 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"text_10\">\n",
       "    <!-- contract = Month-to-month -->\n",
       "    <defs>\n",
       "     <path d=\"M 40.4375 6.390625 \n",
       "Q 35.546875 2.25 31.03125 0.53125 \n",
       "Q 26.515625 -1.171875 21.34375 -1.171875 \n",
       "Q 12.796875 -1.171875 8.203125 3 \n",
       "Q 3.609375 7.171875 3.609375 13.671875 \n",
       "Q 3.609375 17.484375 5.34375 20.625 \n",
       "Q 7.078125 23.78125 9.890625 25.6875 \n",
       "Q 12.703125 27.59375 16.21875 28.5625 \n",
       "Q 18.796875 29.25 24.03125 29.890625 \n",
       "Q 34.671875 31.15625 39.703125 32.90625 \n",
       "Q 39.75 34.71875 39.75 35.203125 \n",
       "Q 39.75 40.578125 37.25 42.78125 \n",
       "Q 33.890625 45.75 27.25 45.75 \n",
       "Q 21.046875 45.75 18.09375 43.578125 \n",
       "Q 15.140625 41.40625 13.71875 35.890625 \n",
       "L 5.125 37.0625 \n",
       "Q 6.296875 42.578125 8.984375 45.96875 \n",
       "Q 11.671875 49.359375 16.75 51.1875 \n",
       "Q 21.828125 53.03125 28.515625 53.03125 \n",
       "Q 35.15625 53.03125 39.296875 51.46875 \n",
       "Q 43.453125 49.90625 45.40625 47.53125 \n",
       "Q 47.359375 45.171875 48.140625 41.546875 \n",
       "Q 48.578125 39.3125 48.578125 33.453125 \n",
       "L 48.578125 21.734375 \n",
       "Q 48.578125 9.46875 49.140625 6.21875 \n",
       "Q 49.703125 2.984375 51.375 0 \n",
       "L 42.1875 0 \n",
       "Q 40.828125 2.734375 40.4375 6.390625 \n",
       "z\n",
       "M 39.703125 26.03125 \n",
       "Q 34.90625 24.078125 25.34375 22.703125 \n",
       "Q 19.921875 21.921875 17.671875 20.9375 \n",
       "Q 15.4375 19.96875 14.203125 18.09375 \n",
       "Q 12.984375 16.21875 12.984375 13.921875 \n",
       "Q 12.984375 10.40625 15.640625 8.0625 \n",
       "Q 18.3125 5.71875 23.4375 5.71875 \n",
       "Q 28.515625 5.71875 32.46875 7.9375 \n",
       "Q 36.421875 10.15625 38.28125 14.015625 \n",
       "Q 39.703125 17 39.703125 22.796875 \n",
       "z\n",
       "\" id=\"ArialMT-61\"/>\n",
       "     <path id=\"ArialMT-20\"/>\n",
       "     <path d=\"M 52.828125 42.09375 \n",
       "L 5.5625 42.09375 \n",
       "L 5.5625 50.296875 \n",
       "L 52.828125 50.296875 \n",
       "z\n",
       "M 52.828125 20.359375 \n",
       "L 5.5625 20.359375 \n",
       "L 5.5625 28.5625 \n",
       "L 52.828125 28.5625 \n",
       "z\n",
       "\" id=\"ArialMT-3d\"/>\n",
       "     <path d=\"M 7.421875 0 \n",
       "L 7.421875 71.578125 \n",
       "L 21.6875 71.578125 \n",
       "L 38.625 20.90625 \n",
       "Q 40.96875 13.8125 42.046875 10.296875 \n",
       "Q 43.265625 14.203125 45.84375 21.78125 \n",
       "L 62.984375 71.578125 \n",
       "L 75.734375 71.578125 \n",
       "L 75.734375 0 \n",
       "L 66.609375 0 \n",
       "L 66.609375 59.90625 \n",
       "L 45.796875 0 \n",
       "L 37.25 0 \n",
       "L 16.546875 60.9375 \n",
       "L 16.546875 0 \n",
       "z\n",
       "\" id=\"ArialMT-4d\"/>\n",
       "     <path d=\"M 3.171875 21.484375 \n",
       "L 3.171875 30.328125 \n",
       "L 30.171875 30.328125 \n",
       "L 30.171875 21.484375 \n",
       "z\n",
       "\" id=\"ArialMT-2d\"/>\n",
       "     <path d=\"M 6.59375 0 \n",
       "L 6.59375 51.859375 \n",
       "L 14.453125 51.859375 \n",
       "L 14.453125 44.578125 \n",
       "Q 16.890625 48.390625 20.9375 50.703125 \n",
       "Q 25 53.03125 30.171875 53.03125 \n",
       "Q 35.9375 53.03125 39.625 50.640625 \n",
       "Q 43.3125 48.25 44.828125 43.953125 \n",
       "Q 50.984375 53.03125 60.84375 53.03125 \n",
       "Q 68.5625 53.03125 72.703125 48.75 \n",
       "Q 76.859375 44.484375 76.859375 35.59375 \n",
       "L 76.859375 0 \n",
       "L 68.109375 0 \n",
       "L 68.109375 32.671875 \n",
       "Q 68.109375 37.9375 67.25 40.25 \n",
       "Q 66.40625 42.578125 64.15625 43.984375 \n",
       "Q 61.921875 45.40625 58.890625 45.40625 \n",
       "Q 53.421875 45.40625 49.796875 41.765625 \n",
       "Q 46.1875 38.140625 46.1875 30.125 \n",
       "L 46.1875 0 \n",
       "L 37.40625 0 \n",
       "L 37.40625 33.6875 \n",
       "Q 37.40625 39.546875 35.25 42.46875 \n",
       "Q 33.109375 45.40625 28.21875 45.40625 \n",
       "Q 24.515625 45.40625 21.359375 43.453125 \n",
       "Q 18.21875 41.5 16.796875 37.734375 \n",
       "Q 15.375 33.984375 15.375 26.90625 \n",
       "L 15.375 0 \n",
       "z\n",
       "\" id=\"ArialMT-6d\"/>\n",
       "    </defs>\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(62.245573 14.485938)scale(0.1 -0.1)\">\n",
       "     <use xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"50\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"105.615234\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"161.230469\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"189.013672\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"222.314453\" xlink:href=\"#ArialMT-61\"/>\n",
       "     <use x=\"277.929688\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"327.929688\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"355.712891\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"383.496094\" xlink:href=\"#ArialMT-3d\"/>\n",
       "     <use x=\"441.894531\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"469.677734\" xlink:href=\"#ArialMT-4d\"/>\n",
       "     <use x=\"552.978516\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"608.59375\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"664.208984\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"691.992188\" xlink:href=\"#ArialMT-68\"/>\n",
       "     <use x=\"747.607422\" xlink:href=\"#ArialMT-2d\"/>\n",
       "     <use x=\"780.908203\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"808.691406\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"864.306641\" xlink:href=\"#ArialMT-2d\"/>\n",
       "     <use x=\"897.607422\" xlink:href=\"#ArialMT-6d\"/>\n",
       "     <use x=\"980.908203\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"1036.523438\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"1092.138672\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1119.921875\" xlink:href=\"#ArialMT-68\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_2\">\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 206.747396 176.385938 \n",
       "L 356.605729 176.385938 \n",
       "L 356.605729 20.485938 \n",
       "L 206.747396 20.485938 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_3\">\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_13\"/>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 0 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(241.43151 187.04375)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_14\"/>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 1 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(316.360677 187.04375)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_13\">\n",
       "     <!-- churn -->\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(269.170312 200.189063)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-63\"/>\n",
       "      <use x=\"50\" xlink:href=\"#ArialMT-68\"/>\n",
       "      <use x=\"105.615234\" xlink:href=\"#ArialMT-75\"/>\n",
       "      <use x=\"161.230469\" xlink:href=\"#ArialMT-72\"/>\n",
       "      <use x=\"194.53125\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_4\">\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <path clip-path=\"url(#p09aa867aab)\" d=\"M 206.747396 176.385938 \n",
       "L 356.605729 176.385938 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_16\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_17\">\n",
       "      <path clip-path=\"url(#p09aa867aab)\" d=\"M 206.747396 142.945354 \n",
       "L 356.605729 142.945354 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_18\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_19\">\n",
       "      <path clip-path=\"url(#p09aa867aab)\" d=\"M 206.747396 109.504771 \n",
       "L 356.605729 109.504771 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_20\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_9\">\n",
       "     <g id=\"line2d_21\">\n",
       "      <path clip-path=\"url(#p09aa867aab)\" d=\"M 206.747396 76.064187 \n",
       "L 356.605729 76.064187 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_22\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_10\">\n",
       "     <g id=\"line2d_23\">\n",
       "      <path clip-path=\"url(#p09aa867aab)\" d=\"M 206.747396 42.623604 \n",
       "L 356.605729 42.623604 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_24\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path clip-path=\"url(#p09aa867aab)\" d=\"M 214.240312 176.385938 \n",
       "L 274.183646 176.385938 \n",
       "L 274.183646 89.039134 \n",
       "L 214.240312 89.039134 \n",
       "z\n",
       "\" style=\"fill:#3274a1;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path clip-path=\"url(#p09aa867aab)\" d=\"M 289.169479 176.385938 \n",
       "L 349.112812 176.385938 \n",
       "L 349.112812 165.283664 \n",
       "L 289.169479 165.283664 \n",
       "z\n",
       "\" style=\"fill:#e1812c;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 206.747396 176.385938 \n",
       "L 206.747396 20.485938 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 206.747396 176.385938 \n",
       "L 356.605729 176.385938 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"text_14\">\n",
       "    <!-- contract = One year -->\n",
       "    <defs>\n",
       "     <path d=\"M 4.828125 34.859375 \n",
       "Q 4.828125 52.6875 14.390625 62.765625 \n",
       "Q 23.96875 72.859375 39.109375 72.859375 \n",
       "Q 49.03125 72.859375 56.984375 68.109375 \n",
       "Q 64.9375 63.375 69.109375 54.90625 \n",
       "Q 73.296875 46.4375 73.296875 35.6875 \n",
       "Q 73.296875 24.8125 68.890625 16.21875 \n",
       "Q 64.5 7.625 56.4375 3.203125 \n",
       "Q 48.390625 -1.21875 39.0625 -1.21875 \n",
       "Q 28.953125 -1.21875 20.984375 3.65625 \n",
       "Q 13.03125 8.546875 8.921875 16.984375 \n",
       "Q 4.828125 25.4375 4.828125 34.859375 \n",
       "z\n",
       "M 14.59375 34.71875 \n",
       "Q 14.59375 21.78125 21.546875 14.328125 \n",
       "Q 28.515625 6.890625 39.015625 6.890625 \n",
       "Q 49.703125 6.890625 56.609375 14.40625 \n",
       "Q 63.53125 21.921875 63.53125 35.75 \n",
       "Q 63.53125 44.484375 60.578125 51 \n",
       "Q 57.625 57.515625 51.921875 61.109375 \n",
       "Q 46.234375 64.703125 39.15625 64.703125 \n",
       "Q 29.109375 64.703125 21.84375 57.78125 \n",
       "Q 14.59375 50.875 14.59375 34.71875 \n",
       "z\n",
       "\" id=\"ArialMT-4f\"/>\n",
       "     <path d=\"M 42.09375 16.703125 \n",
       "L 51.171875 15.578125 \n",
       "Q 49.03125 7.625 43.21875 3.21875 \n",
       "Q 37.40625 -1.171875 28.375 -1.171875 \n",
       "Q 17 -1.171875 10.328125 5.828125 \n",
       "Q 3.65625 12.84375 3.65625 25.484375 \n",
       "Q 3.65625 38.578125 10.390625 45.796875 \n",
       "Q 17.140625 53.03125 27.875 53.03125 \n",
       "Q 38.28125 53.03125 44.875 45.953125 \n",
       "Q 51.46875 38.875 51.46875 26.03125 \n",
       "Q 51.46875 25.25 51.421875 23.6875 \n",
       "L 12.75 23.6875 \n",
       "Q 13.234375 15.140625 17.578125 10.59375 \n",
       "Q 21.921875 6.0625 28.421875 6.0625 \n",
       "Q 33.25 6.0625 36.671875 8.59375 \n",
       "Q 40.09375 11.140625 42.09375 16.703125 \n",
       "z\n",
       "M 13.234375 30.90625 \n",
       "L 42.1875 30.90625 \n",
       "Q 41.609375 37.453125 38.875 40.71875 \n",
       "Q 34.671875 45.796875 27.984375 45.796875 \n",
       "Q 21.921875 45.796875 17.796875 41.75 \n",
       "Q 13.671875 37.703125 13.234375 30.90625 \n",
       "z\n",
       "\" id=\"ArialMT-65\"/>\n",
       "     <path d=\"M 6.203125 -19.96875 \n",
       "L 5.21875 -11.71875 \n",
       "Q 8.109375 -12.5 10.25 -12.5 \n",
       "Q 13.1875 -12.5 14.9375 -11.515625 \n",
       "Q 16.703125 -10.546875 17.828125 -8.796875 \n",
       "Q 18.65625 -7.46875 20.515625 -2.25 \n",
       "Q 20.75 -1.515625 21.296875 -0.09375 \n",
       "L 1.609375 51.859375 \n",
       "L 11.078125 51.859375 \n",
       "L 21.875 21.828125 \n",
       "Q 23.96875 16.109375 25.640625 9.8125 \n",
       "Q 27.15625 15.875 29.25 21.625 \n",
       "L 40.328125 51.859375 \n",
       "L 49.125 51.859375 \n",
       "L 29.390625 -0.875 \n",
       "Q 26.21875 -9.421875 24.46875 -12.640625 \n",
       "Q 22.125 -17 19.09375 -19.015625 \n",
       "Q 16.0625 -21.046875 11.859375 -21.046875 \n",
       "Q 9.328125 -21.046875 6.203125 -19.96875 \n",
       "z\n",
       "\" id=\"ArialMT-79\"/>\n",
       "    </defs>\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(237.628906 14.485938)scale(0.1 -0.1)\">\n",
       "     <use xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"50\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"105.615234\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"161.230469\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"189.013672\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"222.314453\" xlink:href=\"#ArialMT-61\"/>\n",
       "     <use x=\"277.929688\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"327.929688\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"355.712891\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"383.496094\" xlink:href=\"#ArialMT-3d\"/>\n",
       "     <use x=\"441.894531\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"469.677734\" xlink:href=\"#ArialMT-4f\"/>\n",
       "     <use x=\"547.460938\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"603.076172\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"658.691406\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"686.474609\" xlink:href=\"#ArialMT-79\"/>\n",
       "     <use x=\"736.474609\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"792.089844\" xlink:href=\"#ArialMT-61\"/>\n",
       "     <use x=\"847.705078\" xlink:href=\"#ArialMT-72\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_3\">\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 367.405729 176.385938 \n",
       "L 517.264063 176.385938 \n",
       "L 517.264063 20.485938 \n",
       "L 367.405729 20.485938 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_5\">\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_25\"/>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 0 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(402.089844 187.04375)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_26\"/>\n",
       "     <g id=\"text_16\">\n",
       "      <!-- 1 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(477.01901 187.04375)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_17\">\n",
       "     <!-- churn -->\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(429.828646 200.189063)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-63\"/>\n",
       "      <use x=\"50\" xlink:href=\"#ArialMT-68\"/>\n",
       "      <use x=\"105.615234\" xlink:href=\"#ArialMT-75\"/>\n",
       "      <use x=\"161.230469\" xlink:href=\"#ArialMT-72\"/>\n",
       "      <use x=\"194.53125\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_6\">\n",
       "    <g id=\"ytick_11\">\n",
       "     <g id=\"line2d_27\">\n",
       "      <path clip-path=\"url(#p7cfd567583)\" d=\"M 367.405729 176.385938 \n",
       "L 517.264063 176.385938 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_28\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_12\">\n",
       "     <g id=\"line2d_29\">\n",
       "      <path clip-path=\"url(#p7cfd567583)\" d=\"M 367.405729 142.945354 \n",
       "L 517.264063 142.945354 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_30\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_13\">\n",
       "     <g id=\"line2d_31\">\n",
       "      <path clip-path=\"url(#p7cfd567583)\" d=\"M 367.405729 109.504771 \n",
       "L 517.264063 109.504771 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_32\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_14\">\n",
       "     <g id=\"line2d_33\">\n",
       "      <path clip-path=\"url(#p7cfd567583)\" d=\"M 367.405729 76.064187 \n",
       "L 517.264063 76.064187 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_34\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_15\">\n",
       "     <g id=\"line2d_35\">\n",
       "      <path clip-path=\"url(#p7cfd567583)\" d=\"M 367.405729 42.623604 \n",
       "L 517.264063 42.623604 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_36\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path clip-path=\"url(#p7cfd567583)\" d=\"M 374.898646 176.385938 \n",
       "L 434.841979 176.385938 \n",
       "L 434.841979 66.901467 \n",
       "L 374.898646 66.901467 \n",
       "z\n",
       "\" style=\"fill:#3274a1;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path clip-path=\"url(#p7cfd567583)\" d=\"M 449.827812 176.385938 \n",
       "L 509.771146 176.385938 \n",
       "L 509.771146 173.175641 \n",
       "L 449.827812 173.175641 \n",
       "z\n",
       "\" style=\"fill:#e1812c;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path d=\"M 367.405729 176.385938 \n",
       "L 367.405729 20.485938 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path d=\"M 367.405729 176.385938 \n",
       "L 517.264063 176.385938 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"text_18\">\n",
       "    <!-- contract = Two year -->\n",
       "    <defs>\n",
       "     <path d=\"M 25.921875 0 \n",
       "L 25.921875 63.140625 \n",
       "L 2.34375 63.140625 \n",
       "L 2.34375 71.578125 \n",
       "L 59.078125 71.578125 \n",
       "L 59.078125 63.140625 \n",
       "L 35.40625 63.140625 \n",
       "L 35.40625 0 \n",
       "z\n",
       "\" id=\"ArialMT-54\"/>\n",
       "     <path d=\"M 16.15625 0 \n",
       "L 0.296875 51.859375 \n",
       "L 9.375 51.859375 \n",
       "L 17.625 21.921875 \n",
       "L 20.703125 10.796875 \n",
       "Q 20.90625 11.625 23.390625 21.484375 \n",
       "L 31.640625 51.859375 \n",
       "L 40.671875 51.859375 \n",
       "L 48.4375 21.78125 \n",
       "L 51.03125 11.859375 \n",
       "L 54 21.875 \n",
       "L 62.890625 51.859375 \n",
       "L 71.4375 51.859375 \n",
       "L 55.21875 0 \n",
       "L 46.09375 0 \n",
       "L 37.84375 31.0625 \n",
       "L 35.84375 39.890625 \n",
       "L 25.34375 0 \n",
       "z\n",
       "\" id=\"ArialMT-77\"/>\n",
       "    </defs>\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(398.296615 14.485938)scale(0.1 -0.1)\">\n",
       "     <use xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"50\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"105.615234\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"161.230469\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"189.013672\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"222.314453\" xlink:href=\"#ArialMT-61\"/>\n",
       "     <use x=\"277.929688\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"327.929688\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"355.712891\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"383.496094\" xlink:href=\"#ArialMT-3d\"/>\n",
       "     <use x=\"441.894531\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"469.662109\" xlink:href=\"#ArialMT-54\"/>\n",
       "     <use x=\"530.667969\" xlink:href=\"#ArialMT-77\"/>\n",
       "     <use x=\"602.884766\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"658.5\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"686.283203\" xlink:href=\"#ArialMT-79\"/>\n",
       "     <use x=\"736.283203\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"791.898438\" xlink:href=\"#ArialMT-61\"/>\n",
       "     <use x=\"847.513672\" xlink:href=\"#ArialMT-72\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p58113a74fc\">\n",
       "   <rect height=\"155.9\" width=\"149.858333\" x=\"46.089063\" y=\"20.485938\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p09aa867aab\">\n",
       "   <rect height=\"155.9\" width=\"149.858333\" x=\"206.747396\" y=\"20.485938\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p7cfd567583\">\n",
       "   <rect height=\"155.9\" width=\"149.858333\" x=\"367.405729\" y=\"20.485938\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 518.4x216 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.catplot('churn', col='contract', data=df, kind='count', height = 3, aspect=0.8, hue_order=['g', 'b'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### DSL users are more likely to stay, Fiber optic users are more likely to switch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Created with matplotlib (http://matplotlib.org/) -->\n",
       "<svg height=\"1073.376562pt\" version=\"1.1\" viewBox=\"0 0 869.939063 1073.376562\" width=\"869.939063pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       " <defs>\n",
       "  <style type=\"text/css\">\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\n",
       "  </style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 1073.376562 \n",
       "L 869.939063 1073.376562 \n",
       "L 869.939063 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill:none;\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 46.089063 340.919271 \n",
       "L 311.105729 340.919271 \n",
       "L 311.105729 20.485937 \n",
       "L 46.089063 20.485937 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\"/>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <path clip-path=\"url(#p6bef865afe)\" d=\"M 46.089063 340.919271 \n",
       "L 311.105729 340.919271 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_4\"/>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 0 -->\n",
       "      <defs>\n",
       "       <path d=\"M 4.15625 35.296875 \n",
       "Q 4.15625 48 6.765625 55.734375 \n",
       "Q 9.375 63.484375 14.515625 67.671875 \n",
       "Q 19.671875 71.875 27.484375 71.875 \n",
       "Q 33.25 71.875 37.59375 69.546875 \n",
       "Q 41.9375 67.234375 44.765625 62.859375 \n",
       "Q 47.609375 58.5 49.21875 52.21875 \n",
       "Q 50.828125 45.953125 50.828125 35.296875 \n",
       "Q 50.828125 22.703125 48.234375 14.96875 \n",
       "Q 45.65625 7.234375 40.5 3 \n",
       "Q 35.359375 -1.21875 27.484375 -1.21875 \n",
       "Q 17.140625 -1.21875 11.234375 6.203125 \n",
       "Q 4.15625 15.140625 4.15625 35.296875 \n",
       "z\n",
       "M 13.1875 35.296875 \n",
       "Q 13.1875 17.671875 17.3125 11.828125 \n",
       "Q 21.4375 6 27.484375 6 \n",
       "Q 33.546875 6 37.671875 11.859375 \n",
       "Q 41.796875 17.71875 41.796875 35.296875 \n",
       "Q 41.796875 52.984375 37.671875 58.78125 \n",
       "Q 33.546875 64.59375 27.390625 64.59375 \n",
       "Q 21.34375 64.59375 17.71875 59.46875 \n",
       "Q 13.1875 52.9375 13.1875 35.296875 \n",
       "z\n",
       "\" id=\"ArialMT-30\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(37.028125 344.498177)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <path clip-path=\"url(#p6bef865afe)\" d=\"M 46.089063 288.393522 \n",
       "L 311.105729 288.393522 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_6\"/>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 200 -->\n",
       "      <defs>\n",
       "       <path d=\"M 50.34375 8.453125 \n",
       "L 50.34375 0 \n",
       "L 3.03125 0 \n",
       "Q 2.9375 3.171875 4.046875 6.109375 \n",
       "Q 5.859375 10.9375 9.828125 15.625 \n",
       "Q 13.8125 20.3125 21.34375 26.46875 \n",
       "Q 33.015625 36.03125 37.109375 41.625 \n",
       "Q 41.21875 47.21875 41.21875 52.203125 \n",
       "Q 41.21875 57.421875 37.46875 61 \n",
       "Q 33.734375 64.59375 27.734375 64.59375 \n",
       "Q 21.390625 64.59375 17.578125 60.78125 \n",
       "Q 13.765625 56.984375 13.71875 50.25 \n",
       "L 4.6875 51.171875 \n",
       "Q 5.609375 61.28125 11.65625 66.578125 \n",
       "Q 17.71875 71.875 27.9375 71.875 \n",
       "Q 38.234375 71.875 44.234375 66.15625 \n",
       "Q 50.25 60.453125 50.25 52 \n",
       "Q 50.25 47.703125 48.484375 43.546875 \n",
       "Q 46.734375 39.40625 42.65625 34.8125 \n",
       "Q 38.578125 30.21875 29.109375 22.21875 \n",
       "Q 21.1875 15.578125 18.9375 13.203125 \n",
       "Q 16.703125 10.84375 15.234375 8.453125 \n",
       "z\n",
       "\" id=\"ArialMT-32\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(25.90625 291.972428)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-32\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <path clip-path=\"url(#p6bef865afe)\" d=\"M 46.089063 235.867772 \n",
       "L 311.105729 235.867772 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_8\"/>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 400 -->\n",
       "      <defs>\n",
       "       <path d=\"M 32.328125 0 \n",
       "L 32.328125 17.140625 \n",
       "L 1.265625 17.140625 \n",
       "L 1.265625 25.203125 \n",
       "L 33.9375 71.578125 \n",
       "L 41.109375 71.578125 \n",
       "L 41.109375 25.203125 \n",
       "L 50.78125 25.203125 \n",
       "L 50.78125 17.140625 \n",
       "L 41.109375 17.140625 \n",
       "L 41.109375 0 \n",
       "z\n",
       "M 32.328125 25.203125 \n",
       "L 32.328125 57.46875 \n",
       "L 9.90625 25.203125 \n",
       "z\n",
       "\" id=\"ArialMT-34\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(25.90625 239.446679)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-34\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <path clip-path=\"url(#p6bef865afe)\" d=\"M 46.089063 183.342023 \n",
       "L 311.105729 183.342023 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_10\"/>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 600 -->\n",
       "      <defs>\n",
       "       <path d=\"M 49.75 54.046875 \n",
       "L 41.015625 53.375 \n",
       "Q 39.84375 58.546875 37.703125 60.890625 \n",
       "Q 34.125 64.65625 28.90625 64.65625 \n",
       "Q 24.703125 64.65625 21.53125 62.3125 \n",
       "Q 17.390625 59.28125 14.984375 53.46875 \n",
       "Q 12.59375 47.65625 12.5 36.921875 \n",
       "Q 15.671875 41.75 20.265625 44.09375 \n",
       "Q 24.859375 46.4375 29.890625 46.4375 \n",
       "Q 38.671875 46.4375 44.84375 39.96875 \n",
       "Q 51.03125 33.5 51.03125 23.25 \n",
       "Q 51.03125 16.5 48.125 10.71875 \n",
       "Q 45.21875 4.9375 40.140625 1.859375 \n",
       "Q 35.0625 -1.21875 28.609375 -1.21875 \n",
       "Q 17.625 -1.21875 10.6875 6.859375 \n",
       "Q 3.765625 14.9375 3.765625 33.5 \n",
       "Q 3.765625 54.25 11.421875 63.671875 \n",
       "Q 18.109375 71.875 29.4375 71.875 \n",
       "Q 37.890625 71.875 43.28125 67.140625 \n",
       "Q 48.6875 62.40625 49.75 54.046875 \n",
       "z\n",
       "M 13.875 23.1875 \n",
       "Q 13.875 18.65625 15.796875 14.5 \n",
       "Q 17.71875 10.359375 21.1875 8.171875 \n",
       "Q 24.65625 6 28.46875 6 \n",
       "Q 34.03125 6 38.03125 10.484375 \n",
       "Q 42.046875 14.984375 42.046875 22.703125 \n",
       "Q 42.046875 30.125 38.078125 34.390625 \n",
       "Q 34.125 38.671875 28.125 38.671875 \n",
       "Q 22.171875 38.671875 18.015625 34.390625 \n",
       "Q 13.875 30.125 13.875 23.1875 \n",
       "z\n",
       "\" id=\"ArialMT-36\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(25.90625 186.920929)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-36\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <path clip-path=\"url(#p6bef865afe)\" d=\"M 46.089063 130.816274 \n",
       "L 311.105729 130.816274 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_12\"/>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 800 -->\n",
       "      <defs>\n",
       "       <path d=\"M 17.671875 38.8125 \n",
       "Q 12.203125 40.828125 9.5625 44.53125 \n",
       "Q 6.9375 48.25 6.9375 53.421875 \n",
       "Q 6.9375 61.234375 12.546875 66.546875 \n",
       "Q 18.171875 71.875 27.484375 71.875 \n",
       "Q 36.859375 71.875 42.578125 66.421875 \n",
       "Q 48.296875 60.984375 48.296875 53.171875 \n",
       "Q 48.296875 48.1875 45.671875 44.5 \n",
       "Q 43.0625 40.828125 37.75 38.8125 \n",
       "Q 44.34375 36.671875 47.78125 31.875 \n",
       "Q 51.21875 27.09375 51.21875 20.453125 \n",
       "Q 51.21875 11.28125 44.71875 5.03125 \n",
       "Q 38.234375 -1.21875 27.640625 -1.21875 \n",
       "Q 17.046875 -1.21875 10.546875 5.046875 \n",
       "Q 4.046875 11.328125 4.046875 20.703125 \n",
       "Q 4.046875 27.6875 7.59375 32.390625 \n",
       "Q 11.140625 37.109375 17.671875 38.8125 \n",
       "z\n",
       "M 15.921875 53.71875 \n",
       "Q 15.921875 48.640625 19.1875 45.40625 \n",
       "Q 22.46875 42.1875 27.6875 42.1875 \n",
       "Q 32.765625 42.1875 36.015625 45.375 \n",
       "Q 39.265625 48.578125 39.265625 53.21875 \n",
       "Q 39.265625 58.0625 35.90625 61.359375 \n",
       "Q 32.5625 64.65625 27.59375 64.65625 \n",
       "Q 22.5625 64.65625 19.234375 61.421875 \n",
       "Q 15.921875 58.203125 15.921875 53.71875 \n",
       "z\n",
       "M 13.09375 20.65625 \n",
       "Q 13.09375 16.890625 14.875 13.375 \n",
       "Q 16.65625 9.859375 20.171875 7.921875 \n",
       "Q 23.6875 6 27.734375 6 \n",
       "Q 34.03125 6 38.125 10.046875 \n",
       "Q 42.234375 14.109375 42.234375 20.359375 \n",
       "Q 42.234375 26.703125 38.015625 30.859375 \n",
       "Q 33.796875 35.015625 27.4375 35.015625 \n",
       "Q 21.234375 35.015625 17.15625 30.90625 \n",
       "Q 13.09375 26.8125 13.09375 20.65625 \n",
       "z\n",
       "\" id=\"ArialMT-38\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(25.90625 134.39518)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-38\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <path clip-path=\"url(#p6bef865afe)\" d=\"M 46.089063 78.290525 \n",
       "L 311.105729 78.290525 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_14\"/>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 1000 -->\n",
       "      <defs>\n",
       "       <path d=\"M 37.25 0 \n",
       "L 28.46875 0 \n",
       "L 28.46875 56 \n",
       "Q 25.296875 52.984375 20.140625 49.953125 \n",
       "Q 14.984375 46.921875 10.890625 45.40625 \n",
       "L 10.890625 53.90625 \n",
       "Q 18.265625 57.375 23.78125 62.296875 \n",
       "Q 29.296875 67.234375 31.59375 71.875 \n",
       "L 37.25 71.875 \n",
       "z\n",
       "\" id=\"ArialMT-31\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(20.345313 81.869431)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <path clip-path=\"url(#p6bef865afe)\" d=\"M 46.089063 25.764775 \n",
       "L 311.105729 25.764775 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_16\"/>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 1200 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(20.345313 29.343682)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-32\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_8\">\n",
       "     <!-- count -->\n",
       "     <defs>\n",
       "      <path d=\"M 40.4375 19 \n",
       "L 49.078125 17.875 \n",
       "Q 47.65625 8.9375 41.8125 3.875 \n",
       "Q 35.984375 -1.171875 27.484375 -1.171875 \n",
       "Q 16.84375 -1.171875 10.375 5.78125 \n",
       "Q 3.90625 12.75 3.90625 25.734375 \n",
       "Q 3.90625 34.125 6.6875 40.421875 \n",
       "Q 9.46875 46.734375 15.15625 49.875 \n",
       "Q 20.84375 53.03125 27.546875 53.03125 \n",
       "Q 35.984375 53.03125 41.359375 48.75 \n",
       "Q 46.734375 44.484375 48.25 36.625 \n",
       "L 39.703125 35.296875 \n",
       "Q 38.484375 40.53125 35.375 43.15625 \n",
       "Q 32.28125 45.796875 27.875 45.796875 \n",
       "Q 21.234375 45.796875 17.078125 41.03125 \n",
       "Q 12.9375 36.28125 12.9375 25.984375 \n",
       "Q 12.9375 15.53125 16.9375 10.796875 \n",
       "Q 20.953125 6.0625 27.390625 6.0625 \n",
       "Q 32.5625 6.0625 36.03125 9.234375 \n",
       "Q 39.5 12.40625 40.4375 19 \n",
       "z\n",
       "\" id=\"ArialMT-63\"/>\n",
       "      <path d=\"M 3.328125 25.921875 \n",
       "Q 3.328125 40.328125 11.328125 47.265625 \n",
       "Q 18.015625 53.03125 27.640625 53.03125 \n",
       "Q 38.328125 53.03125 45.109375 46.015625 \n",
       "Q 51.90625 39.015625 51.90625 26.65625 \n",
       "Q 51.90625 16.65625 48.90625 10.90625 \n",
       "Q 45.90625 5.171875 40.15625 2 \n",
       "Q 34.421875 -1.171875 27.640625 -1.171875 \n",
       "Q 16.75 -1.171875 10.03125 5.8125 \n",
       "Q 3.328125 12.796875 3.328125 25.921875 \n",
       "z\n",
       "M 12.359375 25.921875 \n",
       "Q 12.359375 15.96875 16.703125 11.015625 \n",
       "Q 21.046875 6.0625 27.640625 6.0625 \n",
       "Q 34.1875 6.0625 38.53125 11.03125 \n",
       "Q 42.875 16.015625 42.875 26.21875 \n",
       "Q 42.875 35.84375 38.5 40.796875 \n",
       "Q 34.125 45.75 27.640625 45.75 \n",
       "Q 21.046875 45.75 16.703125 40.8125 \n",
       "Q 12.359375 35.890625 12.359375 25.921875 \n",
       "z\n",
       "\" id=\"ArialMT-6f\"/>\n",
       "      <path d=\"M 40.578125 0 \n",
       "L 40.578125 7.625 \n",
       "Q 34.515625 -1.171875 24.125 -1.171875 \n",
       "Q 19.53125 -1.171875 15.546875 0.578125 \n",
       "Q 11.578125 2.34375 9.640625 5 \n",
       "Q 7.71875 7.671875 6.9375 11.53125 \n",
       "Q 6.390625 14.109375 6.390625 19.734375 \n",
       "L 6.390625 51.859375 \n",
       "L 15.1875 51.859375 \n",
       "L 15.1875 23.09375 \n",
       "Q 15.1875 16.21875 15.71875 13.8125 \n",
       "Q 16.546875 10.359375 19.234375 8.375 \n",
       "Q 21.921875 6.390625 25.875 6.390625 \n",
       "Q 29.828125 6.390625 33.296875 8.421875 \n",
       "Q 36.765625 10.453125 38.203125 13.9375 \n",
       "Q 39.65625 17.4375 39.65625 24.078125 \n",
       "L 39.65625 51.859375 \n",
       "L 48.4375 51.859375 \n",
       "L 48.4375 0 \n",
       "z\n",
       "\" id=\"ArialMT-75\"/>\n",
       "      <path d=\"M 6.59375 0 \n",
       "L 6.59375 51.859375 \n",
       "L 14.5 51.859375 \n",
       "L 14.5 44.484375 \n",
       "Q 20.21875 53.03125 31 53.03125 \n",
       "Q 35.6875 53.03125 39.625 51.34375 \n",
       "Q 43.5625 49.65625 45.515625 46.921875 \n",
       "Q 47.46875 44.1875 48.25 40.4375 \n",
       "Q 48.734375 37.984375 48.734375 31.890625 \n",
       "L 48.734375 0 \n",
       "L 39.9375 0 \n",
       "L 39.9375 31.546875 \n",
       "Q 39.9375 36.921875 38.90625 39.578125 \n",
       "Q 37.890625 42.234375 35.28125 43.8125 \n",
       "Q 32.671875 45.40625 29.15625 45.40625 \n",
       "Q 23.53125 45.40625 19.453125 41.84375 \n",
       "Q 15.375 38.28125 15.375 28.328125 \n",
       "L 15.375 0 \n",
       "z\n",
       "\" id=\"ArialMT-6e\"/>\n",
       "      <path d=\"M 25.78125 7.859375 \n",
       "L 27.046875 0.09375 \n",
       "Q 23.34375 -0.6875 20.40625 -0.6875 \n",
       "Q 15.625 -0.6875 12.984375 0.828125 \n",
       "Q 10.359375 2.34375 9.28125 4.8125 \n",
       "Q 8.203125 7.28125 8.203125 15.1875 \n",
       "L 8.203125 45.015625 \n",
       "L 1.765625 45.015625 \n",
       "L 1.765625 51.859375 \n",
       "L 8.203125 51.859375 \n",
       "L 8.203125 64.703125 \n",
       "L 16.9375 69.96875 \n",
       "L 16.9375 51.859375 \n",
       "L 25.78125 51.859375 \n",
       "L 25.78125 45.015625 \n",
       "L 16.9375 45.015625 \n",
       "L 16.9375 14.703125 \n",
       "Q 16.9375 10.9375 17.40625 9.859375 \n",
       "Q 17.875 8.796875 18.921875 8.15625 \n",
       "Q 19.96875 7.515625 21.921875 7.515625 \n",
       "Q 23.390625 7.515625 25.78125 7.859375 \n",
       "z\n",
       "\" id=\"ArialMT-74\"/>\n",
       "     </defs>\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(14.357813 192.933073)rotate(-90)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-63\"/>\n",
       "      <use x=\"50\" xlink:href=\"#ArialMT-6f\"/>\n",
       "      <use x=\"105.615234\" xlink:href=\"#ArialMT-75\"/>\n",
       "      <use x=\"161.230469\" xlink:href=\"#ArialMT-6e\"/>\n",
       "      <use x=\"216.845703\" xlink:href=\"#ArialMT-74\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path clip-path=\"url(#p6bef865afe)\" d=\"M 59.339896 340.919271 \n",
       "L 165.346563 340.919271 \n",
       "L 165.346563 123.20004 \n",
       "L 59.339896 123.20004 \n",
       "z\n",
       "\" style=\"fill:#3274a1;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path clip-path=\"url(#p6bef865afe)\" d=\"M 191.848229 340.919271 \n",
       "L 297.854896 340.919271 \n",
       "L 297.854896 237.443545 \n",
       "L 191.848229 237.443545 \n",
       "z\n",
       "\" style=\"fill:#e1812c;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 46.089063 340.919271 \n",
       "L 46.089063 20.485937 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 46.089063 340.919271 \n",
       "L 311.105729 340.919271 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"text_9\">\n",
       "    <!-- internet_service = DSL | contract = Month-to-month -->\n",
       "    <defs>\n",
       "     <path d=\"M 6.640625 61.46875 \n",
       "L 6.640625 71.578125 \n",
       "L 15.4375 71.578125 \n",
       "L 15.4375 61.46875 \n",
       "z\n",
       "M 6.640625 0 \n",
       "L 6.640625 51.859375 \n",
       "L 15.4375 51.859375 \n",
       "L 15.4375 0 \n",
       "z\n",
       "\" id=\"ArialMT-69\"/>\n",
       "     <path d=\"M 42.09375 16.703125 \n",
       "L 51.171875 15.578125 \n",
       "Q 49.03125 7.625 43.21875 3.21875 \n",
       "Q 37.40625 -1.171875 28.375 -1.171875 \n",
       "Q 17 -1.171875 10.328125 5.828125 \n",
       "Q 3.65625 12.84375 3.65625 25.484375 \n",
       "Q 3.65625 38.578125 10.390625 45.796875 \n",
       "Q 17.140625 53.03125 27.875 53.03125 \n",
       "Q 38.28125 53.03125 44.875 45.953125 \n",
       "Q 51.46875 38.875 51.46875 26.03125 \n",
       "Q 51.46875 25.25 51.421875 23.6875 \n",
       "L 12.75 23.6875 \n",
       "Q 13.234375 15.140625 17.578125 10.59375 \n",
       "Q 21.921875 6.0625 28.421875 6.0625 \n",
       "Q 33.25 6.0625 36.671875 8.59375 \n",
       "Q 40.09375 11.140625 42.09375 16.703125 \n",
       "z\n",
       "M 13.234375 30.90625 \n",
       "L 42.1875 30.90625 \n",
       "Q 41.609375 37.453125 38.875 40.71875 \n",
       "Q 34.671875 45.796875 27.984375 45.796875 \n",
       "Q 21.921875 45.796875 17.796875 41.75 \n",
       "Q 13.671875 37.703125 13.234375 30.90625 \n",
       "z\n",
       "\" id=\"ArialMT-65\"/>\n",
       "     <path d=\"M 6.5 0 \n",
       "L 6.5 51.859375 \n",
       "L 14.40625 51.859375 \n",
       "L 14.40625 44 \n",
       "Q 17.4375 49.515625 20 51.265625 \n",
       "Q 22.5625 53.03125 25.640625 53.03125 \n",
       "Q 30.078125 53.03125 34.671875 50.203125 \n",
       "L 31.640625 42.046875 \n",
       "Q 28.421875 43.953125 25.203125 43.953125 \n",
       "Q 22.3125 43.953125 20.015625 42.21875 \n",
       "Q 17.71875 40.484375 16.75 37.40625 \n",
       "Q 15.28125 32.71875 15.28125 27.15625 \n",
       "L 15.28125 0 \n",
       "z\n",
       "\" id=\"ArialMT-72\"/>\n",
       "     <path d=\"M -1.515625 -19.875 \n",
       "L -1.515625 -13.53125 \n",
       "L 56.734375 -13.53125 \n",
       "L 56.734375 -19.875 \n",
       "z\n",
       "\" id=\"ArialMT-5f\"/>\n",
       "     <path d=\"M 3.078125 15.484375 \n",
       "L 11.765625 16.84375 \n",
       "Q 12.5 11.625 15.84375 8.84375 \n",
       "Q 19.1875 6.0625 25.203125 6.0625 \n",
       "Q 31.25 6.0625 34.171875 8.515625 \n",
       "Q 37.109375 10.984375 37.109375 14.3125 \n",
       "Q 37.109375 17.28125 34.515625 19 \n",
       "Q 32.71875 20.171875 25.53125 21.96875 \n",
       "Q 15.875 24.421875 12.140625 26.203125 \n",
       "Q 8.40625 27.984375 6.46875 31.125 \n",
       "Q 4.546875 34.28125 4.546875 38.09375 \n",
       "Q 4.546875 41.546875 6.125 44.5 \n",
       "Q 7.71875 47.46875 10.453125 49.421875 \n",
       "Q 12.5 50.921875 16.03125 51.96875 \n",
       "Q 19.578125 53.03125 23.640625 53.03125 \n",
       "Q 29.734375 53.03125 34.34375 51.265625 \n",
       "Q 38.96875 49.515625 41.15625 46.5 \n",
       "Q 43.359375 43.5 44.1875 38.484375 \n",
       "L 35.59375 37.3125 \n",
       "Q 35.015625 41.3125 32.203125 43.546875 \n",
       "Q 29.390625 45.796875 24.265625 45.796875 \n",
       "Q 18.21875 45.796875 15.625 43.796875 \n",
       "Q 13.03125 41.796875 13.03125 39.109375 \n",
       "Q 13.03125 37.40625 14.109375 36.03125 \n",
       "Q 15.1875 34.625 17.484375 33.6875 \n",
       "Q 18.796875 33.203125 25.25 31.453125 \n",
       "Q 34.578125 28.953125 38.25 27.359375 \n",
       "Q 41.9375 25.78125 44.03125 22.75 \n",
       "Q 46.140625 19.734375 46.140625 15.234375 \n",
       "Q 46.140625 10.84375 43.578125 6.953125 \n",
       "Q 41.015625 3.078125 36.171875 0.953125 \n",
       "Q 31.34375 -1.171875 25.25 -1.171875 \n",
       "Q 15.140625 -1.171875 9.84375 3.03125 \n",
       "Q 4.546875 7.234375 3.078125 15.484375 \n",
       "z\n",
       "\" id=\"ArialMT-73\"/>\n",
       "     <path d=\"M 21 0 \n",
       "L 1.265625 51.859375 \n",
       "L 10.546875 51.859375 \n",
       "L 21.6875 20.796875 \n",
       "Q 23.484375 15.765625 25 10.359375 \n",
       "Q 26.171875 14.453125 28.265625 20.21875 \n",
       "L 39.796875 51.859375 \n",
       "L 48.828125 51.859375 \n",
       "L 29.203125 0 \n",
       "z\n",
       "\" id=\"ArialMT-76\"/>\n",
       "     <path id=\"ArialMT-20\"/>\n",
       "     <path d=\"M 52.828125 42.09375 \n",
       "L 5.5625 42.09375 \n",
       "L 5.5625 50.296875 \n",
       "L 52.828125 50.296875 \n",
       "z\n",
       "M 52.828125 20.359375 \n",
       "L 5.5625 20.359375 \n",
       "L 5.5625 28.5625 \n",
       "L 52.828125 28.5625 \n",
       "z\n",
       "\" id=\"ArialMT-3d\"/>\n",
       "     <path d=\"M 7.71875 0 \n",
       "L 7.71875 71.578125 \n",
       "L 32.375 71.578125 \n",
       "Q 40.71875 71.578125 45.125 70.5625 \n",
       "Q 51.265625 69.140625 55.609375 65.4375 \n",
       "Q 61.28125 60.640625 64.078125 53.1875 \n",
       "Q 66.890625 45.75 66.890625 36.1875 \n",
       "Q 66.890625 28.03125 64.984375 21.734375 \n",
       "Q 63.09375 15.4375 60.109375 11.296875 \n",
       "Q 57.125 7.171875 53.578125 4.796875 \n",
       "Q 50.046875 2.4375 45.046875 1.21875 \n",
       "Q 40.046875 0 33.546875 0 \n",
       "z\n",
       "M 17.1875 8.453125 \n",
       "L 32.46875 8.453125 \n",
       "Q 39.546875 8.453125 43.578125 9.765625 \n",
       "Q 47.609375 11.078125 50 13.484375 \n",
       "Q 53.375 16.84375 55.25 22.53125 \n",
       "Q 57.125 28.21875 57.125 36.328125 \n",
       "Q 57.125 47.5625 53.4375 53.59375 \n",
       "Q 49.75 59.625 44.484375 61.671875 \n",
       "Q 40.671875 63.140625 32.234375 63.140625 \n",
       "L 17.1875 63.140625 \n",
       "z\n",
       "\" id=\"ArialMT-44\"/>\n",
       "     <path d=\"M 4.5 23 \n",
       "L 13.421875 23.78125 \n",
       "Q 14.0625 18.40625 16.375 14.96875 \n",
       "Q 18.703125 11.53125 23.578125 9.40625 \n",
       "Q 28.46875 7.28125 34.578125 7.28125 \n",
       "Q 39.984375 7.28125 44.140625 8.890625 \n",
       "Q 48.296875 10.5 50.3125 13.296875 \n",
       "Q 52.34375 16.109375 52.34375 19.4375 \n",
       "Q 52.34375 22.796875 50.390625 25.3125 \n",
       "Q 48.4375 27.828125 43.953125 29.546875 \n",
       "Q 41.0625 30.671875 31.203125 33.03125 \n",
       "Q 21.34375 35.40625 17.390625 37.5 \n",
       "Q 12.25 40.1875 9.734375 44.15625 \n",
       "Q 7.234375 48.140625 7.234375 53.078125 \n",
       "Q 7.234375 58.5 10.296875 63.203125 \n",
       "Q 13.375 67.921875 19.28125 70.359375 \n",
       "Q 25.203125 72.796875 32.421875 72.796875 \n",
       "Q 40.375 72.796875 46.453125 70.234375 \n",
       "Q 52.546875 67.671875 55.8125 62.6875 \n",
       "Q 59.078125 57.71875 59.328125 51.421875 \n",
       "L 50.25 50.734375 \n",
       "Q 49.515625 57.515625 45.28125 60.984375 \n",
       "Q 41.0625 64.453125 32.8125 64.453125 \n",
       "Q 24.21875 64.453125 20.28125 61.296875 \n",
       "Q 16.359375 58.15625 16.359375 53.71875 \n",
       "Q 16.359375 49.859375 19.140625 47.359375 \n",
       "Q 21.875 44.875 33.421875 42.265625 \n",
       "Q 44.96875 39.65625 49.265625 37.703125 \n",
       "Q 55.515625 34.8125 58.484375 30.390625 \n",
       "Q 61.46875 25.984375 61.46875 20.21875 \n",
       "Q 61.46875 14.5 58.203125 9.4375 \n",
       "Q 54.9375 4.390625 48.796875 1.578125 \n",
       "Q 42.671875 -1.21875 35.015625 -1.21875 \n",
       "Q 25.296875 -1.21875 18.71875 1.609375 \n",
       "Q 12.15625 4.4375 8.421875 10.125 \n",
       "Q 4.6875 15.828125 4.5 23 \n",
       "z\n",
       "\" id=\"ArialMT-53\"/>\n",
       "     <path d=\"M 7.328125 0 \n",
       "L 7.328125 71.578125 \n",
       "L 16.796875 71.578125 \n",
       "L 16.796875 8.453125 \n",
       "L 52.046875 8.453125 \n",
       "L 52.046875 0 \n",
       "z\n",
       "\" id=\"ArialMT-4c\"/>\n",
       "     <path d=\"M 9.1875 -21.046875 \n",
       "L 9.1875 72.796875 \n",
       "L 16.84375 72.796875 \n",
       "L 16.84375 -21.046875 \n",
       "z\n",
       "\" id=\"ArialMT-7c\"/>\n",
       "     <path d=\"M 40.4375 6.390625 \n",
       "Q 35.546875 2.25 31.03125 0.53125 \n",
       "Q 26.515625 -1.171875 21.34375 -1.171875 \n",
       "Q 12.796875 -1.171875 8.203125 3 \n",
       "Q 3.609375 7.171875 3.609375 13.671875 \n",
       "Q 3.609375 17.484375 5.34375 20.625 \n",
       "Q 7.078125 23.78125 9.890625 25.6875 \n",
       "Q 12.703125 27.59375 16.21875 28.5625 \n",
       "Q 18.796875 29.25 24.03125 29.890625 \n",
       "Q 34.671875 31.15625 39.703125 32.90625 \n",
       "Q 39.75 34.71875 39.75 35.203125 \n",
       "Q 39.75 40.578125 37.25 42.78125 \n",
       "Q 33.890625 45.75 27.25 45.75 \n",
       "Q 21.046875 45.75 18.09375 43.578125 \n",
       "Q 15.140625 41.40625 13.71875 35.890625 \n",
       "L 5.125 37.0625 \n",
       "Q 6.296875 42.578125 8.984375 45.96875 \n",
       "Q 11.671875 49.359375 16.75 51.1875 \n",
       "Q 21.828125 53.03125 28.515625 53.03125 \n",
       "Q 35.15625 53.03125 39.296875 51.46875 \n",
       "Q 43.453125 49.90625 45.40625 47.53125 \n",
       "Q 47.359375 45.171875 48.140625 41.546875 \n",
       "Q 48.578125 39.3125 48.578125 33.453125 \n",
       "L 48.578125 21.734375 \n",
       "Q 48.578125 9.46875 49.140625 6.21875 \n",
       "Q 49.703125 2.984375 51.375 0 \n",
       "L 42.1875 0 \n",
       "Q 40.828125 2.734375 40.4375 6.390625 \n",
       "z\n",
       "M 39.703125 26.03125 \n",
       "Q 34.90625 24.078125 25.34375 22.703125 \n",
       "Q 19.921875 21.921875 17.671875 20.9375 \n",
       "Q 15.4375 19.96875 14.203125 18.09375 \n",
       "Q 12.984375 16.21875 12.984375 13.921875 \n",
       "Q 12.984375 10.40625 15.640625 8.0625 \n",
       "Q 18.3125 5.71875 23.4375 5.71875 \n",
       "Q 28.515625 5.71875 32.46875 7.9375 \n",
       "Q 36.421875 10.15625 38.28125 14.015625 \n",
       "Q 39.703125 17 39.703125 22.796875 \n",
       "z\n",
       "\" id=\"ArialMT-61\"/>\n",
       "     <path d=\"M 7.421875 0 \n",
       "L 7.421875 71.578125 \n",
       "L 21.6875 71.578125 \n",
       "L 38.625 20.90625 \n",
       "Q 40.96875 13.8125 42.046875 10.296875 \n",
       "Q 43.265625 14.203125 45.84375 21.78125 \n",
       "L 62.984375 71.578125 \n",
       "L 75.734375 71.578125 \n",
       "L 75.734375 0 \n",
       "L 66.609375 0 \n",
       "L 66.609375 59.90625 \n",
       "L 45.796875 0 \n",
       "L 37.25 0 \n",
       "L 16.546875 60.9375 \n",
       "L 16.546875 0 \n",
       "z\n",
       "\" id=\"ArialMT-4d\"/>\n",
       "     <path d=\"M 6.59375 0 \n",
       "L 6.59375 71.578125 \n",
       "L 15.375 71.578125 \n",
       "L 15.375 45.90625 \n",
       "Q 21.53125 53.03125 30.90625 53.03125 \n",
       "Q 36.671875 53.03125 40.921875 50.75 \n",
       "Q 45.171875 48.484375 47 44.484375 \n",
       "Q 48.828125 40.484375 48.828125 32.859375 \n",
       "L 48.828125 0 \n",
       "L 40.046875 0 \n",
       "L 40.046875 32.859375 \n",
       "Q 40.046875 39.453125 37.1875 42.453125 \n",
       "Q 34.328125 45.453125 29.109375 45.453125 \n",
       "Q 25.203125 45.453125 21.75 43.421875 \n",
       "Q 18.3125 41.40625 16.84375 37.9375 \n",
       "Q 15.375 34.46875 15.375 28.375 \n",
       "L 15.375 0 \n",
       "z\n",
       "\" id=\"ArialMT-68\"/>\n",
       "     <path d=\"M 3.171875 21.484375 \n",
       "L 3.171875 30.328125 \n",
       "L 30.171875 30.328125 \n",
       "L 30.171875 21.484375 \n",
       "z\n",
       "\" id=\"ArialMT-2d\"/>\n",
       "     <path d=\"M 6.59375 0 \n",
       "L 6.59375 51.859375 \n",
       "L 14.453125 51.859375 \n",
       "L 14.453125 44.578125 \n",
       "Q 16.890625 48.390625 20.9375 50.703125 \n",
       "Q 25 53.03125 30.171875 53.03125 \n",
       "Q 35.9375 53.03125 39.625 50.640625 \n",
       "Q 43.3125 48.25 44.828125 43.953125 \n",
       "Q 50.984375 53.03125 60.84375 53.03125 \n",
       "Q 68.5625 53.03125 72.703125 48.75 \n",
       "Q 76.859375 44.484375 76.859375 35.59375 \n",
       "L 76.859375 0 \n",
       "L 68.109375 0 \n",
       "L 68.109375 32.671875 \n",
       "Q 68.109375 37.9375 67.25 40.25 \n",
       "Q 66.40625 42.578125 64.15625 43.984375 \n",
       "Q 61.921875 45.40625 58.890625 45.40625 \n",
       "Q 53.421875 45.40625 49.796875 41.765625 \n",
       "Q 46.1875 38.140625 46.1875 30.125 \n",
       "L 46.1875 0 \n",
       "L 37.40625 0 \n",
       "L 37.40625 33.6875 \n",
       "Q 37.40625 39.546875 35.25 42.46875 \n",
       "Q 33.109375 45.40625 28.21875 45.40625 \n",
       "Q 24.515625 45.40625 21.359375 43.453125 \n",
       "Q 18.21875 41.5 16.796875 37.734375 \n",
       "Q 15.375 33.984375 15.375 26.90625 \n",
       "L 15.375 0 \n",
       "z\n",
       "\" id=\"ArialMT-6d\"/>\n",
       "    </defs>\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(65.031771 14.485937)scale(0.1 -0.1)\">\n",
       "     <use xlink:href=\"#ArialMT-69\"/>\n",
       "     <use x=\"22.216797\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"77.832031\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"105.615234\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"161.230469\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"194.53125\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"250.146484\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"305.761719\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"333.544922\" xlink:href=\"#ArialMT-5f\"/>\n",
       "     <use x=\"389.160156\" xlink:href=\"#ArialMT-73\"/>\n",
       "     <use x=\"439.160156\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"494.775391\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"528.076172\" xlink:href=\"#ArialMT-76\"/>\n",
       "     <use x=\"578.076172\" xlink:href=\"#ArialMT-69\"/>\n",
       "     <use x=\"600.292969\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"650.292969\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"705.908203\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"733.691406\" xlink:href=\"#ArialMT-3d\"/>\n",
       "     <use x=\"792.089844\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"819.873047\" xlink:href=\"#ArialMT-44\"/>\n",
       "     <use x=\"892.089844\" xlink:href=\"#ArialMT-53\"/>\n",
       "     <use x=\"958.789062\" xlink:href=\"#ArialMT-4c\"/>\n",
       "     <use x=\"1014.357422\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1042.140625\" xlink:href=\"#ArialMT-7c\"/>\n",
       "     <use x=\"1068.117188\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1095.900391\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"1145.900391\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"1201.515625\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"1257.130859\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1284.914062\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"1318.214844\" xlink:href=\"#ArialMT-61\"/>\n",
       "     <use x=\"1373.830078\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"1423.830078\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1451.613281\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1479.396484\" xlink:href=\"#ArialMT-3d\"/>\n",
       "     <use x=\"1537.794922\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1565.578125\" xlink:href=\"#ArialMT-4d\"/>\n",
       "     <use x=\"1648.878906\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"1704.494141\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"1760.109375\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1787.892578\" xlink:href=\"#ArialMT-68\"/>\n",
       "     <use x=\"1843.507812\" xlink:href=\"#ArialMT-2d\"/>\n",
       "     <use x=\"1876.808594\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1904.591797\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"1960.207031\" xlink:href=\"#ArialMT-2d\"/>\n",
       "     <use x=\"1993.507812\" xlink:href=\"#ArialMT-6d\"/>\n",
       "     <use x=\"2076.808594\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"2132.423828\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"2188.039062\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"2215.822266\" xlink:href=\"#ArialMT-68\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_2\">\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 321.905729 340.919271 \n",
       "L 586.922396 340.919271 \n",
       "L 586.922396 20.485937 \n",
       "L 321.905729 20.485937 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_3\">\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_17\"/>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_18\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_4\">\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_19\">\n",
       "      <path clip-path=\"url(#p097bb55354)\" d=\"M 321.905729 340.919271 \n",
       "L 586.922396 340.919271 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_20\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_9\">\n",
       "     <g id=\"line2d_21\">\n",
       "      <path clip-path=\"url(#p097bb55354)\" d=\"M 321.905729 288.393522 \n",
       "L 586.922396 288.393522 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_22\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_10\">\n",
       "     <g id=\"line2d_23\">\n",
       "      <path clip-path=\"url(#p097bb55354)\" d=\"M 321.905729 235.867772 \n",
       "L 586.922396 235.867772 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_24\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_11\">\n",
       "     <g id=\"line2d_25\">\n",
       "      <path clip-path=\"url(#p097bb55354)\" d=\"M 321.905729 183.342023 \n",
       "L 586.922396 183.342023 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_26\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_12\">\n",
       "     <g id=\"line2d_27\">\n",
       "      <path clip-path=\"url(#p097bb55354)\" d=\"M 321.905729 130.816274 \n",
       "L 586.922396 130.816274 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_28\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_13\">\n",
       "     <g id=\"line2d_29\">\n",
       "      <path clip-path=\"url(#p097bb55354)\" d=\"M 321.905729 78.290525 \n",
       "L 586.922396 78.290525 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_30\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_14\">\n",
       "     <g id=\"line2d_31\">\n",
       "      <path clip-path=\"url(#p097bb55354)\" d=\"M 321.905729 25.764775 \n",
       "L 586.922396 25.764775 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_32\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path clip-path=\"url(#p097bb55354)\" d=\"M 335.156563 340.919271 \n",
       "L 441.163229 340.919271 \n",
       "L 441.163229 205.140209 \n",
       "L 335.156563 205.140209 \n",
       "z\n",
       "\" style=\"fill:#3274a1;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path clip-path=\"url(#p097bb55354)\" d=\"M 467.664896 340.919271 \n",
       "L 573.671563 340.919271 \n",
       "L 573.671563 326.999947 \n",
       "L 467.664896 326.999947 \n",
       "z\n",
       "\" style=\"fill:#e1812c;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 321.905729 340.919271 \n",
       "L 321.905729 20.485937 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 321.905729 340.919271 \n",
       "L 586.922396 340.919271 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"text_10\">\n",
       "    <!-- internet_service = DSL | contract = One year -->\n",
       "    <defs>\n",
       "     <path d=\"M 4.828125 34.859375 \n",
       "Q 4.828125 52.6875 14.390625 62.765625 \n",
       "Q 23.96875 72.859375 39.109375 72.859375 \n",
       "Q 49.03125 72.859375 56.984375 68.109375 \n",
       "Q 64.9375 63.375 69.109375 54.90625 \n",
       "Q 73.296875 46.4375 73.296875 35.6875 \n",
       "Q 73.296875 24.8125 68.890625 16.21875 \n",
       "Q 64.5 7.625 56.4375 3.203125 \n",
       "Q 48.390625 -1.21875 39.0625 -1.21875 \n",
       "Q 28.953125 -1.21875 20.984375 3.65625 \n",
       "Q 13.03125 8.546875 8.921875 16.984375 \n",
       "Q 4.828125 25.4375 4.828125 34.859375 \n",
       "z\n",
       "M 14.59375 34.71875 \n",
       "Q 14.59375 21.78125 21.546875 14.328125 \n",
       "Q 28.515625 6.890625 39.015625 6.890625 \n",
       "Q 49.703125 6.890625 56.609375 14.40625 \n",
       "Q 63.53125 21.921875 63.53125 35.75 \n",
       "Q 63.53125 44.484375 60.578125 51 \n",
       "Q 57.625 57.515625 51.921875 61.109375 \n",
       "Q 46.234375 64.703125 39.15625 64.703125 \n",
       "Q 29.109375 64.703125 21.84375 57.78125 \n",
       "Q 14.59375 50.875 14.59375 34.71875 \n",
       "z\n",
       "\" id=\"ArialMT-4f\"/>\n",
       "     <path d=\"M 6.203125 -19.96875 \n",
       "L 5.21875 -11.71875 \n",
       "Q 8.109375 -12.5 10.25 -12.5 \n",
       "Q 13.1875 -12.5 14.9375 -11.515625 \n",
       "Q 16.703125 -10.546875 17.828125 -8.796875 \n",
       "Q 18.65625 -7.46875 20.515625 -2.25 \n",
       "Q 20.75 -1.515625 21.296875 -0.09375 \n",
       "L 1.609375 51.859375 \n",
       "L 11.078125 51.859375 \n",
       "L 21.875 21.828125 \n",
       "Q 23.96875 16.109375 25.640625 9.8125 \n",
       "Q 27.15625 15.875 29.25 21.625 \n",
       "L 40.328125 51.859375 \n",
       "L 49.125 51.859375 \n",
       "L 29.390625 -0.875 \n",
       "Q 26.21875 -9.421875 24.46875 -12.640625 \n",
       "Q 22.125 -17 19.09375 -19.015625 \n",
       "Q 16.0625 -21.046875 11.859375 -21.046875 \n",
       "Q 9.328125 -21.046875 6.203125 -19.96875 \n",
       "z\n",
       "\" id=\"ArialMT-79\"/>\n",
       "    </defs>\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(355.573438 14.485937)scale(0.1 -0.1)\">\n",
       "     <use xlink:href=\"#ArialMT-69\"/>\n",
       "     <use x=\"22.216797\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"77.832031\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"105.615234\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"161.230469\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"194.53125\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"250.146484\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"305.761719\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"333.544922\" xlink:href=\"#ArialMT-5f\"/>\n",
       "     <use x=\"389.160156\" xlink:href=\"#ArialMT-73\"/>\n",
       "     <use x=\"439.160156\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"494.775391\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"528.076172\" xlink:href=\"#ArialMT-76\"/>\n",
       "     <use x=\"578.076172\" xlink:href=\"#ArialMT-69\"/>\n",
       "     <use x=\"600.292969\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"650.292969\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"705.908203\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"733.691406\" xlink:href=\"#ArialMT-3d\"/>\n",
       "     <use x=\"792.089844\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"819.873047\" xlink:href=\"#ArialMT-44\"/>\n",
       "     <use x=\"892.089844\" xlink:href=\"#ArialMT-53\"/>\n",
       "     <use x=\"958.789062\" xlink:href=\"#ArialMT-4c\"/>\n",
       "     <use x=\"1014.357422\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1042.140625\" xlink:href=\"#ArialMT-7c\"/>\n",
       "     <use x=\"1068.117188\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1095.900391\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"1145.900391\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"1201.515625\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"1257.130859\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1284.914062\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"1318.214844\" xlink:href=\"#ArialMT-61\"/>\n",
       "     <use x=\"1373.830078\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"1423.830078\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1451.613281\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1479.396484\" xlink:href=\"#ArialMT-3d\"/>\n",
       "     <use x=\"1537.794922\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1565.578125\" xlink:href=\"#ArialMT-4f\"/>\n",
       "     <use x=\"1643.361328\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"1698.976562\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"1754.591797\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1782.375\" xlink:href=\"#ArialMT-79\"/>\n",
       "     <use x=\"1832.375\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"1887.990234\" xlink:href=\"#ArialMT-61\"/>\n",
       "     <use x=\"1943.605469\" xlink:href=\"#ArialMT-72\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_3\">\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 597.722396 340.919271 \n",
       "L 862.739063 340.919271 \n",
       "L 862.739063 20.485937 \n",
       "L 597.722396 20.485937 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_5\">\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_33\"/>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_34\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_6\">\n",
       "    <g id=\"ytick_15\">\n",
       "     <g id=\"line2d_35\">\n",
       "      <path clip-path=\"url(#p2a9d14c068)\" d=\"M 597.722396 340.919271 \n",
       "L 862.739063 340.919271 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_36\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_16\">\n",
       "     <g id=\"line2d_37\">\n",
       "      <path clip-path=\"url(#p2a9d14c068)\" d=\"M 597.722396 288.393522 \n",
       "L 862.739063 288.393522 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_38\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_17\">\n",
       "     <g id=\"line2d_39\">\n",
       "      <path clip-path=\"url(#p2a9d14c068)\" d=\"M 597.722396 235.867772 \n",
       "L 862.739063 235.867772 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_40\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_18\">\n",
       "     <g id=\"line2d_41\">\n",
       "      <path clip-path=\"url(#p2a9d14c068)\" d=\"M 597.722396 183.342023 \n",
       "L 862.739063 183.342023 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_42\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_19\">\n",
       "     <g id=\"line2d_43\">\n",
       "      <path clip-path=\"url(#p2a9d14c068)\" d=\"M 597.722396 130.816274 \n",
       "L 862.739063 130.816274 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_44\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_20\">\n",
       "     <g id=\"line2d_45\">\n",
       "      <path clip-path=\"url(#p2a9d14c068)\" d=\"M 597.722396 78.290525 \n",
       "L 862.739063 78.290525 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_46\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_21\">\n",
       "     <g id=\"line2d_47\">\n",
       "      <path clip-path=\"url(#p2a9d14c068)\" d=\"M 597.722396 25.764775 \n",
       "L 862.739063 25.764775 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_48\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path clip-path=\"url(#p2a9d14c068)\" d=\"M 610.973229 340.919271 \n",
       "L 716.979896 340.919271 \n",
       "L 716.979896 180.453107 \n",
       "L 610.973229 180.453107 \n",
       "z\n",
       "\" style=\"fill:#3274a1;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path clip-path=\"url(#p2a9d14c068)\" d=\"M 743.481563 340.919271 \n",
       "L 849.488229 340.919271 \n",
       "L 849.488229 337.767726 \n",
       "L 743.481563 337.767726 \n",
       "z\n",
       "\" style=\"fill:#e1812c;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path d=\"M 597.722396 340.919271 \n",
       "L 597.722396 20.485937 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path d=\"M 597.722396 340.919271 \n",
       "L 862.739063 340.919271 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"text_11\">\n",
       "    <!-- internet_service = DSL | contract = Two year -->\n",
       "    <defs>\n",
       "     <path d=\"M 25.921875 0 \n",
       "L 25.921875 63.140625 \n",
       "L 2.34375 63.140625 \n",
       "L 2.34375 71.578125 \n",
       "L 59.078125 71.578125 \n",
       "L 59.078125 63.140625 \n",
       "L 35.40625 63.140625 \n",
       "L 35.40625 0 \n",
       "z\n",
       "\" id=\"ArialMT-54\"/>\n",
       "     <path d=\"M 16.15625 0 \n",
       "L 0.296875 51.859375 \n",
       "L 9.375 51.859375 \n",
       "L 17.625 21.921875 \n",
       "L 20.703125 10.796875 \n",
       "Q 20.90625 11.625 23.390625 21.484375 \n",
       "L 31.640625 51.859375 \n",
       "L 40.671875 51.859375 \n",
       "L 48.4375 21.78125 \n",
       "L 51.03125 11.859375 \n",
       "L 54 21.875 \n",
       "L 62.890625 51.859375 \n",
       "L 71.4375 51.859375 \n",
       "L 55.21875 0 \n",
       "L 46.09375 0 \n",
       "L 37.84375 31.0625 \n",
       "L 35.84375 39.890625 \n",
       "L 25.34375 0 \n",
       "z\n",
       "\" id=\"ArialMT-77\"/>\n",
       "    </defs>\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(631.399479 14.485937)scale(0.1 -0.1)\">\n",
       "     <use xlink:href=\"#ArialMT-69\"/>\n",
       "     <use x=\"22.216797\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"77.832031\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"105.615234\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"161.230469\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"194.53125\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"250.146484\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"305.761719\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"333.544922\" xlink:href=\"#ArialMT-5f\"/>\n",
       "     <use x=\"389.160156\" xlink:href=\"#ArialMT-73\"/>\n",
       "     <use x=\"439.160156\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"494.775391\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"528.076172\" xlink:href=\"#ArialMT-76\"/>\n",
       "     <use x=\"578.076172\" xlink:href=\"#ArialMT-69\"/>\n",
       "     <use x=\"600.292969\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"650.292969\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"705.908203\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"733.691406\" xlink:href=\"#ArialMT-3d\"/>\n",
       "     <use x=\"792.089844\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"819.873047\" xlink:href=\"#ArialMT-44\"/>\n",
       "     <use x=\"892.089844\" xlink:href=\"#ArialMT-53\"/>\n",
       "     <use x=\"958.789062\" xlink:href=\"#ArialMT-4c\"/>\n",
       "     <use x=\"1014.357422\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1042.140625\" xlink:href=\"#ArialMT-7c\"/>\n",
       "     <use x=\"1068.117188\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1095.900391\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"1145.900391\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"1201.515625\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"1257.130859\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1284.914062\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"1318.214844\" xlink:href=\"#ArialMT-61\"/>\n",
       "     <use x=\"1373.830078\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"1423.830078\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1451.613281\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1479.396484\" xlink:href=\"#ArialMT-3d\"/>\n",
       "     <use x=\"1537.794922\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1565.5625\" xlink:href=\"#ArialMT-54\"/>\n",
       "     <use x=\"1626.568359\" xlink:href=\"#ArialMT-77\"/>\n",
       "     <use x=\"1698.785156\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"1754.400391\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1782.183594\" xlink:href=\"#ArialMT-79\"/>\n",
       "     <use x=\"1832.183594\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"1887.798828\" xlink:href=\"#ArialMT-61\"/>\n",
       "     <use x=\"1943.414062\" xlink:href=\"#ArialMT-72\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_4\">\n",
       "   <g id=\"patch_17\">\n",
       "    <path d=\"M 46.089063 690.652604 \n",
       "L 311.105729 690.652604 \n",
       "L 311.105729 370.219271 \n",
       "L 46.089063 370.219271 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_7\">\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_49\"/>\n",
       "    </g>\n",
       "    <g id=\"xtick_8\">\n",
       "     <g id=\"line2d_50\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_8\">\n",
       "    <g id=\"ytick_22\">\n",
       "     <g id=\"line2d_51\">\n",
       "      <path clip-path=\"url(#pc288f069bf)\" d=\"M 46.089063 690.652604 \n",
       "L 311.105729 690.652604 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_52\"/>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 0 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(37.028125 694.23151)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_23\">\n",
       "     <g id=\"line2d_53\">\n",
       "      <path clip-path=\"url(#pc288f069bf)\" d=\"M 46.089063 638.126855 \n",
       "L 311.105729 638.126855 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_54\"/>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 200 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(25.90625 641.705761)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-32\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_24\">\n",
       "     <g id=\"line2d_55\">\n",
       "      <path clip-path=\"url(#pc288f069bf)\" d=\"M 46.089063 585.601106 \n",
       "L 311.105729 585.601106 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_56\"/>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 400 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(25.90625 589.180012)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-34\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_25\">\n",
       "     <g id=\"line2d_57\">\n",
       "      <path clip-path=\"url(#pc288f069bf)\" d=\"M 46.089063 533.075356 \n",
       "L 311.105729 533.075356 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_58\"/>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 600 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(25.90625 536.654263)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-36\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_26\">\n",
       "     <g id=\"line2d_59\">\n",
       "      <path clip-path=\"url(#pc288f069bf)\" d=\"M 46.089063 480.549607 \n",
       "L 311.105729 480.549607 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_60\"/>\n",
       "     <g id=\"text_16\">\n",
       "      <!-- 800 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(25.90625 484.128513)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-38\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_27\">\n",
       "     <g id=\"line2d_61\">\n",
       "      <path clip-path=\"url(#pc288f069bf)\" d=\"M 46.089063 428.023858 \n",
       "L 311.105729 428.023858 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_62\"/>\n",
       "     <g id=\"text_17\">\n",
       "      <!-- 1000 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(20.345313 431.602764)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_28\">\n",
       "     <g id=\"line2d_63\">\n",
       "      <path clip-path=\"url(#pc288f069bf)\" d=\"M 46.089063 375.498109 \n",
       "L 311.105729 375.498109 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_64\"/>\n",
       "     <g id=\"text_18\">\n",
       "      <!-- 1200 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(20.345313 379.077015)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-32\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_19\">\n",
       "     <!-- count -->\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(14.357813 542.666406)rotate(-90)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-63\"/>\n",
       "      <use x=\"50\" xlink:href=\"#ArialMT-6f\"/>\n",
       "      <use x=\"105.615234\" xlink:href=\"#ArialMT-75\"/>\n",
       "      <use x=\"161.230469\" xlink:href=\"#ArialMT-6e\"/>\n",
       "      <use x=\"216.845703\" xlink:href=\"#ArialMT-74\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path clip-path=\"url(#pc288f069bf)\" d=\"M 59.339896 690.652604 \n",
       "L 165.346563 690.652604 \n",
       "L 165.346563 436.953235 \n",
       "L 59.339896 436.953235 \n",
       "z\n",
       "\" style=\"fill:#3274a1;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path clip-path=\"url(#pc288f069bf)\" d=\"M 191.848229 690.652604 \n",
       "L 297.854896 690.652604 \n",
       "L 297.854896 385.478001 \n",
       "L 191.848229 385.478001 \n",
       "z\n",
       "\" style=\"fill:#e1812c;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path d=\"M 46.089063 690.652604 \n",
       "L 46.089063 370.219271 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path d=\"M 46.089063 690.652604 \n",
       "L 311.105729 690.652604 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"text_20\">\n",
       "    <!-- internet_service = Fiber optic | contract = Month-to-month -->\n",
       "    <defs>\n",
       "     <path d=\"M 8.203125 0 \n",
       "L 8.203125 71.578125 \n",
       "L 56.5 71.578125 \n",
       "L 56.5 63.140625 \n",
       "L 17.671875 63.140625 \n",
       "L 17.671875 40.96875 \n",
       "L 51.265625 40.96875 \n",
       "L 51.265625 32.515625 \n",
       "L 17.671875 32.515625 \n",
       "L 17.671875 0 \n",
       "z\n",
       "\" id=\"ArialMT-46\"/>\n",
       "     <path d=\"M 14.703125 0 \n",
       "L 6.546875 0 \n",
       "L 6.546875 71.578125 \n",
       "L 15.328125 71.578125 \n",
       "L 15.328125 46.046875 \n",
       "Q 20.90625 53.03125 29.546875 53.03125 \n",
       "Q 34.328125 53.03125 38.59375 51.09375 \n",
       "Q 42.875 49.171875 45.625 45.671875 \n",
       "Q 48.390625 42.1875 49.953125 37.25 \n",
       "Q 51.515625 32.328125 51.515625 26.703125 \n",
       "Q 51.515625 13.375 44.921875 6.09375 \n",
       "Q 38.328125 -1.171875 29.109375 -1.171875 \n",
       "Q 19.921875 -1.171875 14.703125 6.5 \n",
       "z\n",
       "M 14.59375 26.3125 \n",
       "Q 14.59375 17 17.140625 12.84375 \n",
       "Q 21.296875 6.0625 28.375 6.0625 \n",
       "Q 34.125 6.0625 38.328125 11.0625 \n",
       "Q 42.53125 16.0625 42.53125 25.984375 \n",
       "Q 42.53125 36.140625 38.5 40.96875 \n",
       "Q 34.46875 45.796875 28.765625 45.796875 \n",
       "Q 23 45.796875 18.796875 40.796875 \n",
       "Q 14.59375 35.796875 14.59375 26.3125 \n",
       "z\n",
       "\" id=\"ArialMT-62\"/>\n",
       "     <path d=\"M 6.59375 -19.875 \n",
       "L 6.59375 51.859375 \n",
       "L 14.59375 51.859375 \n",
       "L 14.59375 45.125 \n",
       "Q 17.4375 49.078125 21 51.046875 \n",
       "Q 24.5625 53.03125 29.640625 53.03125 \n",
       "Q 36.28125 53.03125 41.359375 49.609375 \n",
       "Q 46.4375 46.1875 49.015625 39.953125 \n",
       "Q 51.609375 33.734375 51.609375 26.3125 \n",
       "Q 51.609375 18.359375 48.75 11.984375 \n",
       "Q 45.90625 5.609375 40.453125 2.21875 \n",
       "Q 35.015625 -1.171875 29 -1.171875 \n",
       "Q 24.609375 -1.171875 21.109375 0.6875 \n",
       "Q 17.625 2.546875 15.375 5.375 \n",
       "L 15.375 -19.875 \n",
       "z\n",
       "M 14.546875 25.640625 \n",
       "Q 14.546875 15.625 18.59375 10.84375 \n",
       "Q 22.65625 6.0625 28.421875 6.0625 \n",
       "Q 34.28125 6.0625 38.453125 11.015625 \n",
       "Q 42.625 15.96875 42.625 26.375 \n",
       "Q 42.625 36.28125 38.546875 41.203125 \n",
       "Q 34.46875 46.140625 28.8125 46.140625 \n",
       "Q 23.1875 46.140625 18.859375 40.890625 \n",
       "Q 14.546875 35.640625 14.546875 25.640625 \n",
       "z\n",
       "\" id=\"ArialMT-70\"/>\n",
       "    </defs>\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(51.415365 364.219271)scale(0.1 -0.1)\">\n",
       "     <use xlink:href=\"#ArialMT-69\"/>\n",
       "     <use x=\"22.216797\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"77.832031\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"105.615234\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"161.230469\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"194.53125\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"250.146484\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"305.761719\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"333.544922\" xlink:href=\"#ArialMT-5f\"/>\n",
       "     <use x=\"389.160156\" xlink:href=\"#ArialMT-73\"/>\n",
       "     <use x=\"439.160156\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"494.775391\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"528.076172\" xlink:href=\"#ArialMT-76\"/>\n",
       "     <use x=\"578.076172\" xlink:href=\"#ArialMT-69\"/>\n",
       "     <use x=\"600.292969\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"650.292969\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"705.908203\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"733.691406\" xlink:href=\"#ArialMT-3d\"/>\n",
       "     <use x=\"792.089844\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"819.873047\" xlink:href=\"#ArialMT-46\"/>\n",
       "     <use x=\"880.957031\" xlink:href=\"#ArialMT-69\"/>\n",
       "     <use x=\"903.173828\" xlink:href=\"#ArialMT-62\"/>\n",
       "     <use x=\"958.789062\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"1014.404297\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"1047.705078\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1075.488281\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"1131.103516\" xlink:href=\"#ArialMT-70\"/>\n",
       "     <use x=\"1186.71875\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1214.501953\" xlink:href=\"#ArialMT-69\"/>\n",
       "     <use x=\"1236.71875\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"1286.71875\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1314.501953\" xlink:href=\"#ArialMT-7c\"/>\n",
       "     <use x=\"1340.478516\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1368.261719\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"1418.261719\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"1473.876953\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"1529.492188\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1557.275391\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"1590.576172\" xlink:href=\"#ArialMT-61\"/>\n",
       "     <use x=\"1646.191406\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"1696.191406\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1723.974609\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1751.757812\" xlink:href=\"#ArialMT-3d\"/>\n",
       "     <use x=\"1810.15625\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1837.939453\" xlink:href=\"#ArialMT-4d\"/>\n",
       "     <use x=\"1921.240234\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"1976.855469\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"2032.470703\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"2060.253906\" xlink:href=\"#ArialMT-68\"/>\n",
       "     <use x=\"2115.869141\" xlink:href=\"#ArialMT-2d\"/>\n",
       "     <use x=\"2149.169922\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"2176.953125\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"2232.568359\" xlink:href=\"#ArialMT-2d\"/>\n",
       "     <use x=\"2265.869141\" xlink:href=\"#ArialMT-6d\"/>\n",
       "     <use x=\"2349.169922\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"2404.785156\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"2460.400391\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"2488.183594\" xlink:href=\"#ArialMT-68\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_5\">\n",
       "   <g id=\"patch_22\">\n",
       "    <path d=\"M 321.905729 690.652604 \n",
       "L 586.922396 690.652604 \n",
       "L 586.922396 370.219271 \n",
       "L 321.905729 370.219271 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_9\">\n",
       "    <g id=\"xtick_9\">\n",
       "     <g id=\"line2d_65\"/>\n",
       "    </g>\n",
       "    <g id=\"xtick_10\">\n",
       "     <g id=\"line2d_66\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_10\">\n",
       "    <g id=\"ytick_29\">\n",
       "     <g id=\"line2d_67\">\n",
       "      <path clip-path=\"url(#pd398a7b397)\" d=\"M 321.905729 690.652604 \n",
       "L 586.922396 690.652604 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_68\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_30\">\n",
       "     <g id=\"line2d_69\">\n",
       "      <path clip-path=\"url(#pd398a7b397)\" d=\"M 321.905729 638.126855 \n",
       "L 586.922396 638.126855 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_70\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_31\">\n",
       "     <g id=\"line2d_71\">\n",
       "      <path clip-path=\"url(#pd398a7b397)\" d=\"M 321.905729 585.601106 \n",
       "L 586.922396 585.601106 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_72\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_32\">\n",
       "     <g id=\"line2d_73\">\n",
       "      <path clip-path=\"url(#pd398a7b397)\" d=\"M 321.905729 533.075356 \n",
       "L 586.922396 533.075356 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_74\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_33\">\n",
       "     <g id=\"line2d_75\">\n",
       "      <path clip-path=\"url(#pd398a7b397)\" d=\"M 321.905729 480.549607 \n",
       "L 586.922396 480.549607 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_76\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_34\">\n",
       "     <g id=\"line2d_77\">\n",
       "      <path clip-path=\"url(#pd398a7b397)\" d=\"M 321.905729 428.023858 \n",
       "L 586.922396 428.023858 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_78\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_35\">\n",
       "     <g id=\"line2d_79\">\n",
       "      <path clip-path=\"url(#pd398a7b397)\" d=\"M 321.905729 375.498109 \n",
       "L 586.922396 375.498109 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_80\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path clip-path=\"url(#pd398a7b397)\" d=\"M 335.156563 690.652604 \n",
       "L 441.163229 690.652604 \n",
       "L 441.163229 576.4091 \n",
       "L 335.156563 576.4091 \n",
       "z\n",
       "\" style=\"fill:#3274a1;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path clip-path=\"url(#pd398a7b397)\" d=\"M 467.664896 690.652604 \n",
       "L 573.671563 690.652604 \n",
       "L 573.671563 663.339215 \n",
       "L 467.664896 663.339215 \n",
       "z\n",
       "\" style=\"fill:#e1812c;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_25\">\n",
       "    <path d=\"M 321.905729 690.652604 \n",
       "L 321.905729 370.219271 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_26\">\n",
       "    <path d=\"M 321.905729 690.652604 \n",
       "L 586.922396 690.652604 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"text_21\">\n",
       "    <!-- internet_service = Fiber optic | contract = One year -->\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(341.957031 364.219271)scale(0.1 -0.1)\">\n",
       "     <use xlink:href=\"#ArialMT-69\"/>\n",
       "     <use x=\"22.216797\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"77.832031\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"105.615234\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"161.230469\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"194.53125\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"250.146484\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"305.761719\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"333.544922\" xlink:href=\"#ArialMT-5f\"/>\n",
       "     <use x=\"389.160156\" xlink:href=\"#ArialMT-73\"/>\n",
       "     <use x=\"439.160156\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"494.775391\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"528.076172\" xlink:href=\"#ArialMT-76\"/>\n",
       "     <use x=\"578.076172\" xlink:href=\"#ArialMT-69\"/>\n",
       "     <use x=\"600.292969\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"650.292969\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"705.908203\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"733.691406\" xlink:href=\"#ArialMT-3d\"/>\n",
       "     <use x=\"792.089844\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"819.873047\" xlink:href=\"#ArialMT-46\"/>\n",
       "     <use x=\"880.957031\" xlink:href=\"#ArialMT-69\"/>\n",
       "     <use x=\"903.173828\" xlink:href=\"#ArialMT-62\"/>\n",
       "     <use x=\"958.789062\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"1014.404297\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"1047.705078\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1075.488281\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"1131.103516\" xlink:href=\"#ArialMT-70\"/>\n",
       "     <use x=\"1186.71875\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1214.501953\" xlink:href=\"#ArialMT-69\"/>\n",
       "     <use x=\"1236.71875\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"1286.71875\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1314.501953\" xlink:href=\"#ArialMT-7c\"/>\n",
       "     <use x=\"1340.478516\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1368.261719\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"1418.261719\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"1473.876953\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"1529.492188\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1557.275391\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"1590.576172\" xlink:href=\"#ArialMT-61\"/>\n",
       "     <use x=\"1646.191406\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"1696.191406\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1723.974609\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1751.757812\" xlink:href=\"#ArialMT-3d\"/>\n",
       "     <use x=\"1810.15625\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1837.939453\" xlink:href=\"#ArialMT-4f\"/>\n",
       "     <use x=\"1915.722656\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"1971.337891\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"2026.953125\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"2054.736328\" xlink:href=\"#ArialMT-79\"/>\n",
       "     <use x=\"2104.736328\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"2160.351562\" xlink:href=\"#ArialMT-61\"/>\n",
       "     <use x=\"2215.966797\" xlink:href=\"#ArialMT-72\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_6\">\n",
       "   <g id=\"patch_27\">\n",
       "    <path d=\"M 597.722396 690.652604 \n",
       "L 862.739063 690.652604 \n",
       "L 862.739063 370.219271 \n",
       "L 597.722396 370.219271 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_11\">\n",
       "    <g id=\"xtick_11\">\n",
       "     <g id=\"line2d_81\"/>\n",
       "    </g>\n",
       "    <g id=\"xtick_12\">\n",
       "     <g id=\"line2d_82\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_12\">\n",
       "    <g id=\"ytick_36\">\n",
       "     <g id=\"line2d_83\">\n",
       "      <path clip-path=\"url(#p54012e6f10)\" d=\"M 597.722396 690.652604 \n",
       "L 862.739063 690.652604 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_84\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_37\">\n",
       "     <g id=\"line2d_85\">\n",
       "      <path clip-path=\"url(#p54012e6f10)\" d=\"M 597.722396 638.126855 \n",
       "L 862.739063 638.126855 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_86\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_38\">\n",
       "     <g id=\"line2d_87\">\n",
       "      <path clip-path=\"url(#p54012e6f10)\" d=\"M 597.722396 585.601106 \n",
       "L 862.739063 585.601106 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_88\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_39\">\n",
       "     <g id=\"line2d_89\">\n",
       "      <path clip-path=\"url(#p54012e6f10)\" d=\"M 597.722396 533.075356 \n",
       "L 862.739063 533.075356 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_90\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_40\">\n",
       "     <g id=\"line2d_91\">\n",
       "      <path clip-path=\"url(#p54012e6f10)\" d=\"M 597.722396 480.549607 \n",
       "L 862.739063 480.549607 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_92\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_41\">\n",
       "     <g id=\"line2d_93\">\n",
       "      <path clip-path=\"url(#p54012e6f10)\" d=\"M 597.722396 428.023858 \n",
       "L 862.739063 428.023858 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_94\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_42\">\n",
       "     <g id=\"line2d_95\">\n",
       "      <path clip-path=\"url(#p54012e6f10)\" d=\"M 597.722396 375.498109 \n",
       "L 862.739063 375.498109 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_96\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_28\">\n",
       "    <path clip-path=\"url(#p54012e6f10)\" d=\"M 610.973229 690.652604 \n",
       "L 716.979896 690.652604 \n",
       "L 716.979896 586.126363 \n",
       "L 610.973229 586.126363 \n",
       "z\n",
       "\" style=\"fill:#3274a1;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_29\">\n",
       "    <path clip-path=\"url(#p54012e6f10)\" d=\"M 743.481563 690.652604 \n",
       "L 849.488229 690.652604 \n",
       "L 849.488229 682.511113 \n",
       "L 743.481563 682.511113 \n",
       "z\n",
       "\" style=\"fill:#e1812c;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_30\">\n",
       "    <path d=\"M 597.722396 690.652604 \n",
       "L 597.722396 370.219271 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_31\">\n",
       "    <path d=\"M 597.722396 690.652604 \n",
       "L 862.739063 690.652604 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"text_22\">\n",
       "    <!-- internet_service = Fiber optic | contract = Two year -->\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(617.783073 364.219271)scale(0.1 -0.1)\">\n",
       "     <use xlink:href=\"#ArialMT-69\"/>\n",
       "     <use x=\"22.216797\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"77.832031\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"105.615234\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"161.230469\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"194.53125\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"250.146484\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"305.761719\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"333.544922\" xlink:href=\"#ArialMT-5f\"/>\n",
       "     <use x=\"389.160156\" xlink:href=\"#ArialMT-73\"/>\n",
       "     <use x=\"439.160156\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"494.775391\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"528.076172\" xlink:href=\"#ArialMT-76\"/>\n",
       "     <use x=\"578.076172\" xlink:href=\"#ArialMT-69\"/>\n",
       "     <use x=\"600.292969\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"650.292969\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"705.908203\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"733.691406\" xlink:href=\"#ArialMT-3d\"/>\n",
       "     <use x=\"792.089844\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"819.873047\" xlink:href=\"#ArialMT-46\"/>\n",
       "     <use x=\"880.957031\" xlink:href=\"#ArialMT-69\"/>\n",
       "     <use x=\"903.173828\" xlink:href=\"#ArialMT-62\"/>\n",
       "     <use x=\"958.789062\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"1014.404297\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"1047.705078\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1075.488281\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"1131.103516\" xlink:href=\"#ArialMT-70\"/>\n",
       "     <use x=\"1186.71875\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1214.501953\" xlink:href=\"#ArialMT-69\"/>\n",
       "     <use x=\"1236.71875\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"1286.71875\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1314.501953\" xlink:href=\"#ArialMT-7c\"/>\n",
       "     <use x=\"1340.478516\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1368.261719\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"1418.261719\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"1473.876953\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"1529.492188\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1557.275391\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"1590.576172\" xlink:href=\"#ArialMT-61\"/>\n",
       "     <use x=\"1646.191406\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"1696.191406\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1723.974609\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1751.757812\" xlink:href=\"#ArialMT-3d\"/>\n",
       "     <use x=\"1810.15625\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1837.923828\" xlink:href=\"#ArialMT-54\"/>\n",
       "     <use x=\"1898.929688\" xlink:href=\"#ArialMT-77\"/>\n",
       "     <use x=\"1971.146484\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"2026.761719\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"2054.544922\" xlink:href=\"#ArialMT-79\"/>\n",
       "     <use x=\"2104.544922\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"2160.160156\" xlink:href=\"#ArialMT-61\"/>\n",
       "     <use x=\"2215.775391\" xlink:href=\"#ArialMT-72\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_7\">\n",
       "   <g id=\"patch_32\">\n",
       "    <path d=\"M 46.089063 1040.385937 \n",
       "L 311.105729 1040.385937 \n",
       "L 311.105729 719.952604 \n",
       "L 46.089063 719.952604 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_13\">\n",
       "    <g id=\"xtick_13\">\n",
       "     <g id=\"line2d_97\"/>\n",
       "     <g id=\"text_23\">\n",
       "      <!-- 0 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(109.56276 1051.04375)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_14\">\n",
       "     <g id=\"line2d_98\"/>\n",
       "     <g id=\"text_24\">\n",
       "      <!-- 1 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(242.071094 1051.04375)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_25\">\n",
       "     <!-- churn -->\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(166.091146 1064.189062)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-63\"/>\n",
       "      <use x=\"50\" xlink:href=\"#ArialMT-68\"/>\n",
       "      <use x=\"105.615234\" xlink:href=\"#ArialMT-75\"/>\n",
       "      <use x=\"161.230469\" xlink:href=\"#ArialMT-72\"/>\n",
       "      <use x=\"194.53125\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_14\">\n",
       "    <g id=\"ytick_43\">\n",
       "     <g id=\"line2d_99\">\n",
       "      <path clip-path=\"url(#p05941cfc06)\" d=\"M 46.089063 1040.385937 \n",
       "L 311.105729 1040.385937 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_100\"/>\n",
       "     <g id=\"text_26\">\n",
       "      <!-- 0 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(37.028125 1043.964844)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_44\">\n",
       "     <g id=\"line2d_101\">\n",
       "      <path clip-path=\"url(#p05941cfc06)\" d=\"M 46.089063 987.860188 \n",
       "L 311.105729 987.860188 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_102\"/>\n",
       "     <g id=\"text_27\">\n",
       "      <!-- 200 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(25.90625 991.439094)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-32\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_45\">\n",
       "     <g id=\"line2d_103\">\n",
       "      <path clip-path=\"url(#p05941cfc06)\" d=\"M 46.089063 935.334439 \n",
       "L 311.105729 935.334439 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_104\"/>\n",
       "     <g id=\"text_28\">\n",
       "      <!-- 400 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(25.90625 938.913345)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-34\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_46\">\n",
       "     <g id=\"line2d_105\">\n",
       "      <path clip-path=\"url(#p05941cfc06)\" d=\"M 46.089063 882.80869 \n",
       "L 311.105729 882.80869 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_106\"/>\n",
       "     <g id=\"text_29\">\n",
       "      <!-- 600 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(25.90625 886.387596)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-36\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_47\">\n",
       "     <g id=\"line2d_107\">\n",
       "      <path clip-path=\"url(#p05941cfc06)\" d=\"M 46.089063 830.28294 \n",
       "L 311.105729 830.28294 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_108\"/>\n",
       "     <g id=\"text_30\">\n",
       "      <!-- 800 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(25.90625 833.861847)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-38\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_48\">\n",
       "     <g id=\"line2d_109\">\n",
       "      <path clip-path=\"url(#p05941cfc06)\" d=\"M 46.089063 777.757191 \n",
       "L 311.105729 777.757191 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_110\"/>\n",
       "     <g id=\"text_31\">\n",
       "      <!-- 1000 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(20.345313 781.336097)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_49\">\n",
       "     <g id=\"line2d_111\">\n",
       "      <path clip-path=\"url(#p05941cfc06)\" d=\"M 46.089063 725.231442 \n",
       "L 311.105729 725.231442 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_112\"/>\n",
       "     <g id=\"text_32\">\n",
       "      <!-- 1200 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(20.345313 728.810348)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-32\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_33\">\n",
       "     <!-- count -->\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(14.357813 892.39974)rotate(-90)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-63\"/>\n",
       "      <use x=\"50\" xlink:href=\"#ArialMT-6f\"/>\n",
       "      <use x=\"105.615234\" xlink:href=\"#ArialMT-75\"/>\n",
       "      <use x=\"161.230469\" xlink:href=\"#ArialMT-6e\"/>\n",
       "      <use x=\"216.845703\" xlink:href=\"#ArialMT-74\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_33\">\n",
       "    <path clip-path=\"url(#p05941cfc06)\" d=\"M 59.339896 1040.385937 \n",
       "L 165.346563 1040.385937 \n",
       "L 165.346563 928.76872 \n",
       "L 59.339896 928.76872 \n",
       "z\n",
       "\" style=\"fill:#3274a1;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_34\">\n",
       "    <path clip-path=\"url(#p05941cfc06)\" d=\"M 191.848229 1040.385937 \n",
       "L 297.854896 1040.385937 \n",
       "L 297.854896 1014.385692 \n",
       "L 191.848229 1014.385692 \n",
       "z\n",
       "\" style=\"fill:#e1812c;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_35\">\n",
       "    <path d=\"M 46.089063 1040.385937 \n",
       "L 46.089063 719.952604 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_36\">\n",
       "    <path d=\"M 46.089063 1040.385937 \n",
       "L 311.105729 1040.385937 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"text_34\">\n",
       "    <!-- internet_service = No | contract = Month-to-month -->\n",
       "    <defs>\n",
       "     <path d=\"M 7.625 0 \n",
       "L 7.625 71.578125 \n",
       "L 17.328125 71.578125 \n",
       "L 54.9375 15.375 \n",
       "L 54.9375 71.578125 \n",
       "L 64.015625 71.578125 \n",
       "L 64.015625 0 \n",
       "L 54.296875 0 \n",
       "L 16.703125 56.25 \n",
       "L 16.703125 0 \n",
       "z\n",
       "\" id=\"ArialMT-4e\"/>\n",
       "    </defs>\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(68.364583 713.952604)scale(0.1 -0.1)\">\n",
       "     <use xlink:href=\"#ArialMT-69\"/>\n",
       "     <use x=\"22.216797\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"77.832031\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"105.615234\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"161.230469\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"194.53125\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"250.146484\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"305.761719\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"333.544922\" xlink:href=\"#ArialMT-5f\"/>\n",
       "     <use x=\"389.160156\" xlink:href=\"#ArialMT-73\"/>\n",
       "     <use x=\"439.160156\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"494.775391\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"528.076172\" xlink:href=\"#ArialMT-76\"/>\n",
       "     <use x=\"578.076172\" xlink:href=\"#ArialMT-69\"/>\n",
       "     <use x=\"600.292969\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"650.292969\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"705.908203\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"733.691406\" xlink:href=\"#ArialMT-3d\"/>\n",
       "     <use x=\"792.089844\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"819.873047\" xlink:href=\"#ArialMT-4e\"/>\n",
       "     <use x=\"892.089844\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"947.705078\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"975.488281\" xlink:href=\"#ArialMT-7c\"/>\n",
       "     <use x=\"1001.464844\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1029.248047\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"1079.248047\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"1134.863281\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"1190.478516\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1218.261719\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"1251.5625\" xlink:href=\"#ArialMT-61\"/>\n",
       "     <use x=\"1307.177734\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"1357.177734\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1384.960938\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1412.744141\" xlink:href=\"#ArialMT-3d\"/>\n",
       "     <use x=\"1471.142578\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1498.925781\" xlink:href=\"#ArialMT-4d\"/>\n",
       "     <use x=\"1582.226562\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"1637.841797\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"1693.457031\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1721.240234\" xlink:href=\"#ArialMT-68\"/>\n",
       "     <use x=\"1776.855469\" xlink:href=\"#ArialMT-2d\"/>\n",
       "     <use x=\"1810.15625\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1837.939453\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"1893.554688\" xlink:href=\"#ArialMT-2d\"/>\n",
       "     <use x=\"1926.855469\" xlink:href=\"#ArialMT-6d\"/>\n",
       "     <use x=\"2010.15625\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"2065.771484\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"2121.386719\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"2149.169922\" xlink:href=\"#ArialMT-68\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_8\">\n",
       "   <g id=\"patch_37\">\n",
       "    <path d=\"M 321.905729 1040.385937 \n",
       "L 586.922396 1040.385937 \n",
       "L 586.922396 719.952604 \n",
       "L 321.905729 719.952604 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_15\">\n",
       "    <g id=\"xtick_15\">\n",
       "     <g id=\"line2d_113\"/>\n",
       "     <g id=\"text_35\">\n",
       "      <!-- 0 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(385.379427 1051.04375)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_16\">\n",
       "     <g id=\"line2d_114\"/>\n",
       "     <g id=\"text_36\">\n",
       "      <!-- 1 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(517.88776 1051.04375)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_37\">\n",
       "     <!-- churn -->\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(441.907813 1064.189062)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-63\"/>\n",
       "      <use x=\"50\" xlink:href=\"#ArialMT-68\"/>\n",
       "      <use x=\"105.615234\" xlink:href=\"#ArialMT-75\"/>\n",
       "      <use x=\"161.230469\" xlink:href=\"#ArialMT-72\"/>\n",
       "      <use x=\"194.53125\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_16\">\n",
       "    <g id=\"ytick_50\">\n",
       "     <g id=\"line2d_115\">\n",
       "      <path clip-path=\"url(#pfa310313f5)\" d=\"M 321.905729 1040.385937 \n",
       "L 586.922396 1040.385937 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_116\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_51\">\n",
       "     <g id=\"line2d_117\">\n",
       "      <path clip-path=\"url(#pfa310313f5)\" d=\"M 321.905729 987.860188 \n",
       "L 586.922396 987.860188 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_118\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_52\">\n",
       "     <g id=\"line2d_119\">\n",
       "      <path clip-path=\"url(#pfa310313f5)\" d=\"M 321.905729 935.334439 \n",
       "L 586.922396 935.334439 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_120\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_53\">\n",
       "     <g id=\"line2d_121\">\n",
       "      <path clip-path=\"url(#pfa310313f5)\" d=\"M 321.905729 882.80869 \n",
       "L 586.922396 882.80869 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_122\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_54\">\n",
       "     <g id=\"line2d_123\">\n",
       "      <path clip-path=\"url(#pfa310313f5)\" d=\"M 321.905729 830.28294 \n",
       "L 586.922396 830.28294 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_124\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_55\">\n",
       "     <g id=\"line2d_125\">\n",
       "      <path clip-path=\"url(#pfa310313f5)\" d=\"M 321.905729 777.757191 \n",
       "L 586.922396 777.757191 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_126\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_56\">\n",
       "     <g id=\"line2d_127\">\n",
       "      <path clip-path=\"url(#pfa310313f5)\" d=\"M 321.905729 725.231442 \n",
       "L 586.922396 725.231442 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_128\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_38\">\n",
       "    <path clip-path=\"url(#pfa310313f5)\" d=\"M 335.156563 1040.385937 \n",
       "L 441.163229 1040.385937 \n",
       "L 441.163229 947.415361 \n",
       "L 335.156563 947.415361 \n",
       "z\n",
       "\" style=\"fill:#3274a1;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_39\">\n",
       "    <path clip-path=\"url(#pfa310313f5)\" d=\"M 467.664896 1040.385937 \n",
       "L 573.671563 1040.385937 \n",
       "L 573.671563 1038.022279 \n",
       "L 467.664896 1038.022279 \n",
       "z\n",
       "\" style=\"fill:#e1812c;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_40\">\n",
       "    <path d=\"M 321.905729 1040.385937 \n",
       "L 321.905729 719.952604 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_41\">\n",
       "    <path d=\"M 321.905729 1040.385937 \n",
       "L 586.922396 1040.385937 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"text_38\">\n",
       "    <!-- internet_service = No | contract = One year -->\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(358.90625 713.952604)scale(0.1 -0.1)\">\n",
       "     <use xlink:href=\"#ArialMT-69\"/>\n",
       "     <use x=\"22.216797\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"77.832031\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"105.615234\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"161.230469\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"194.53125\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"250.146484\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"305.761719\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"333.544922\" xlink:href=\"#ArialMT-5f\"/>\n",
       "     <use x=\"389.160156\" xlink:href=\"#ArialMT-73\"/>\n",
       "     <use x=\"439.160156\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"494.775391\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"528.076172\" xlink:href=\"#ArialMT-76\"/>\n",
       "     <use x=\"578.076172\" xlink:href=\"#ArialMT-69\"/>\n",
       "     <use x=\"600.292969\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"650.292969\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"705.908203\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"733.691406\" xlink:href=\"#ArialMT-3d\"/>\n",
       "     <use x=\"792.089844\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"819.873047\" xlink:href=\"#ArialMT-4e\"/>\n",
       "     <use x=\"892.089844\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"947.705078\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"975.488281\" xlink:href=\"#ArialMT-7c\"/>\n",
       "     <use x=\"1001.464844\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1029.248047\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"1079.248047\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"1134.863281\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"1190.478516\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1218.261719\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"1251.5625\" xlink:href=\"#ArialMT-61\"/>\n",
       "     <use x=\"1307.177734\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"1357.177734\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1384.960938\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1412.744141\" xlink:href=\"#ArialMT-3d\"/>\n",
       "     <use x=\"1471.142578\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1498.925781\" xlink:href=\"#ArialMT-4f\"/>\n",
       "     <use x=\"1576.708984\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"1632.324219\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"1687.939453\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1715.722656\" xlink:href=\"#ArialMT-79\"/>\n",
       "     <use x=\"1765.722656\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"1821.337891\" xlink:href=\"#ArialMT-61\"/>\n",
       "     <use x=\"1876.953125\" xlink:href=\"#ArialMT-72\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_9\">\n",
       "   <g id=\"patch_42\">\n",
       "    <path d=\"M 597.722396 1040.385937 \n",
       "L 862.739063 1040.385937 \n",
       "L 862.739063 719.952604 \n",
       "L 597.722396 719.952604 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_17\">\n",
       "    <g id=\"xtick_17\">\n",
       "     <g id=\"line2d_129\"/>\n",
       "     <g id=\"text_39\">\n",
       "      <!-- 0 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(661.196094 1051.04375)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_18\">\n",
       "     <g id=\"line2d_130\"/>\n",
       "     <g id=\"text_40\">\n",
       "      <!-- 1 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(793.704427 1051.04375)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_41\">\n",
       "     <!-- churn -->\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(717.724479 1064.189062)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#ArialMT-63\"/>\n",
       "      <use x=\"50\" xlink:href=\"#ArialMT-68\"/>\n",
       "      <use x=\"105.615234\" xlink:href=\"#ArialMT-75\"/>\n",
       "      <use x=\"161.230469\" xlink:href=\"#ArialMT-72\"/>\n",
       "      <use x=\"194.53125\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_18\">\n",
       "    <g id=\"ytick_57\">\n",
       "     <g id=\"line2d_131\">\n",
       "      <path clip-path=\"url(#p9531fb78f0)\" d=\"M 597.722396 1040.385937 \n",
       "L 862.739063 1040.385937 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_132\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_58\">\n",
       "     <g id=\"line2d_133\">\n",
       "      <path clip-path=\"url(#p9531fb78f0)\" d=\"M 597.722396 987.860188 \n",
       "L 862.739063 987.860188 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_134\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_59\">\n",
       "     <g id=\"line2d_135\">\n",
       "      <path clip-path=\"url(#p9531fb78f0)\" d=\"M 597.722396 935.334439 \n",
       "L 862.739063 935.334439 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_136\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_60\">\n",
       "     <g id=\"line2d_137\">\n",
       "      <path clip-path=\"url(#p9531fb78f0)\" d=\"M 597.722396 882.80869 \n",
       "L 862.739063 882.80869 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_138\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_61\">\n",
       "     <g id=\"line2d_139\">\n",
       "      <path clip-path=\"url(#p9531fb78f0)\" d=\"M 597.722396 830.28294 \n",
       "L 862.739063 830.28294 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_140\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_62\">\n",
       "     <g id=\"line2d_141\">\n",
       "      <path clip-path=\"url(#p9531fb78f0)\" d=\"M 597.722396 777.757191 \n",
       "L 862.739063 777.757191 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_142\"/>\n",
       "    </g>\n",
       "    <g id=\"ytick_63\">\n",
       "     <g id=\"line2d_143\">\n",
       "      <path clip-path=\"url(#p9531fb78f0)\" d=\"M 597.722396 725.231442 \n",
       "L 862.739063 725.231442 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_144\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_43\">\n",
       "    <path clip-path=\"url(#p9531fb78f0)\" d=\"M 610.973229 1040.385937 \n",
       "L 716.979896 1040.385937 \n",
       "L 716.979896 875.455085 \n",
       "L 610.973229 875.455085 \n",
       "z\n",
       "\" style=\"fill:#3274a1;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_44\">\n",
       "    <path clip-path=\"url(#p9531fb78f0)\" d=\"M 743.481563 1040.385937 \n",
       "L 849.488229 1040.385937 \n",
       "L 849.488229 1039.072794 \n",
       "L 743.481563 1039.072794 \n",
       "z\n",
       "\" style=\"fill:#e1812c;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_45\">\n",
       "    <path d=\"M 597.722396 1040.385937 \n",
       "L 597.722396 719.952604 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_46\">\n",
       "    <path d=\"M 597.722396 1040.385937 \n",
       "L 862.739063 1040.385937 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"text_42\">\n",
       "    <!-- internet_service = No | contract = Two year -->\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(634.732292 713.952604)scale(0.1 -0.1)\">\n",
       "     <use xlink:href=\"#ArialMT-69\"/>\n",
       "     <use x=\"22.216797\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"77.832031\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"105.615234\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"161.230469\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"194.53125\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"250.146484\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"305.761719\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"333.544922\" xlink:href=\"#ArialMT-5f\"/>\n",
       "     <use x=\"389.160156\" xlink:href=\"#ArialMT-73\"/>\n",
       "     <use x=\"439.160156\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"494.775391\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"528.076172\" xlink:href=\"#ArialMT-76\"/>\n",
       "     <use x=\"578.076172\" xlink:href=\"#ArialMT-69\"/>\n",
       "     <use x=\"600.292969\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"650.292969\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"705.908203\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"733.691406\" xlink:href=\"#ArialMT-3d\"/>\n",
       "     <use x=\"792.089844\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"819.873047\" xlink:href=\"#ArialMT-4e\"/>\n",
       "     <use x=\"892.089844\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"947.705078\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"975.488281\" xlink:href=\"#ArialMT-7c\"/>\n",
       "     <use x=\"1001.464844\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1029.248047\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"1079.248047\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"1134.863281\" xlink:href=\"#ArialMT-6e\"/>\n",
       "     <use x=\"1190.478516\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1218.261719\" xlink:href=\"#ArialMT-72\"/>\n",
       "     <use x=\"1251.5625\" xlink:href=\"#ArialMT-61\"/>\n",
       "     <use x=\"1307.177734\" xlink:href=\"#ArialMT-63\"/>\n",
       "     <use x=\"1357.177734\" xlink:href=\"#ArialMT-74\"/>\n",
       "     <use x=\"1384.960938\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1412.744141\" xlink:href=\"#ArialMT-3d\"/>\n",
       "     <use x=\"1471.142578\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1498.910156\" xlink:href=\"#ArialMT-54\"/>\n",
       "     <use x=\"1559.916016\" xlink:href=\"#ArialMT-77\"/>\n",
       "     <use x=\"1632.132812\" xlink:href=\"#ArialMT-6f\"/>\n",
       "     <use x=\"1687.748047\" xlink:href=\"#ArialMT-20\"/>\n",
       "     <use x=\"1715.53125\" xlink:href=\"#ArialMT-79\"/>\n",
       "     <use x=\"1765.53125\" xlink:href=\"#ArialMT-65\"/>\n",
       "     <use x=\"1821.146484\" xlink:href=\"#ArialMT-61\"/>\n",
       "     <use x=\"1876.761719\" xlink:href=\"#ArialMT-72\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p6bef865afe\">\n",
       "   <rect height=\"320.433333\" width=\"265.016667\" x=\"46.089063\" y=\"20.485937\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p097bb55354\">\n",
       "   <rect height=\"320.433333\" width=\"265.016667\" x=\"321.905729\" y=\"20.485937\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p2a9d14c068\">\n",
       "   <rect height=\"320.433333\" width=\"265.016667\" x=\"597.722396\" y=\"20.485937\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pc288f069bf\">\n",
       "   <rect height=\"320.433333\" width=\"265.016667\" x=\"46.089063\" y=\"370.219271\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pd398a7b397\">\n",
       "   <rect height=\"320.433333\" width=\"265.016667\" x=\"321.905729\" y=\"370.219271\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p54012e6f10\">\n",
       "   <rect height=\"320.433333\" width=\"265.016667\" x=\"597.722396\" y=\"370.219271\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p05941cfc06\">\n",
       "   <rect height=\"320.433333\" width=\"265.016667\" x=\"46.089063\" y=\"719.952604\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pfa310313f5\">\n",
       "   <rect height=\"320.433333\" width=\"265.016667\" x=\"321.905729\" y=\"719.952604\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p9531fb78f0\">\n",
       "   <rect height=\"320.433333\" width=\"265.016667\" x=\"597.722396\" y=\"719.952604\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 864x1080 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.catplot('churn', col='contract', row='internet_service', data=df, kind='count', aspect=0.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(years)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n"
     ]
    }
   ],
   "source": [
    "months = list(range(0,13,1))\n",
    "\n",
    "# Monthly revenue decreases by 27% each year due to churn if we do nothing\n",
    "monthly_rev = [455661]\n",
    "for i in range(1,13):\n",
    "    print(i)\n",
    "    monthly_rev.append(monthly_rev[-1] * .73)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(monthly_rev)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1a1dab2fd0>]"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Created with matplotlib (http://matplotlib.org/) -->\n",
       "<svg height=\"244.485312pt\" version=\"1.1\" viewBox=\"0 0 386.065625 244.485312\" width=\"386.065625pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       " <defs>\n",
       "  <style type=\"text/css\">\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\n",
       "  </style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 244.485312 \n",
       "L 386.065625 244.485312 \n",
       "L 386.065625 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill:none;\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 44.065625 224.64 \n",
       "L 378.865625 224.64 \n",
       "L 378.865625 7.2 \n",
       "L 44.065625 7.2 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <path clip-path=\"url(#pe1e14046b8)\" d=\"M 59.283807 224.64 \n",
       "L 59.283807 7.2 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_2\"/>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 0 -->\n",
       "      <defs>\n",
       "       <path d=\"M 4.15625 35.296875 \n",
       "Q 4.15625 48 6.765625 55.734375 \n",
       "Q 9.375 63.484375 14.515625 67.671875 \n",
       "Q 19.671875 71.875 27.484375 71.875 \n",
       "Q 33.25 71.875 37.59375 69.546875 \n",
       "Q 41.9375 67.234375 44.765625 62.859375 \n",
       "Q 47.609375 58.5 49.21875 52.21875 \n",
       "Q 50.828125 45.953125 50.828125 35.296875 \n",
       "Q 50.828125 22.703125 48.234375 14.96875 \n",
       "Q 45.65625 7.234375 40.5 3 \n",
       "Q 35.359375 -1.21875 27.484375 -1.21875 \n",
       "Q 17.140625 -1.21875 11.234375 6.203125 \n",
       "Q 4.15625 15.140625 4.15625 35.296875 \n",
       "z\n",
       "M 13.1875 35.296875 \n",
       "Q 13.1875 17.671875 17.3125 11.828125 \n",
       "Q 21.4375 6 27.484375 6 \n",
       "Q 33.546875 6 37.671875 11.859375 \n",
       "Q 41.796875 17.71875 41.796875 35.296875 \n",
       "Q 41.796875 52.984375 37.671875 58.78125 \n",
       "Q 33.546875 64.59375 27.390625 64.59375 \n",
       "Q 21.34375 64.59375 17.71875 59.46875 \n",
       "Q 13.1875 52.9375 13.1875 35.296875 \n",
       "z\n",
       "\" id=\"ArialMT-30\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(56.503338 235.297812)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <path clip-path=\"url(#pe1e14046b8)\" d=\"M 110.01108 224.64 \n",
       "L 110.01108 7.2 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_4\"/>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 2 -->\n",
       "      <defs>\n",
       "       <path d=\"M 50.34375 8.453125 \n",
       "L 50.34375 0 \n",
       "L 3.03125 0 \n",
       "Q 2.9375 3.171875 4.046875 6.109375 \n",
       "Q 5.859375 10.9375 9.828125 15.625 \n",
       "Q 13.8125 20.3125 21.34375 26.46875 \n",
       "Q 33.015625 36.03125 37.109375 41.625 \n",
       "Q 41.21875 47.21875 41.21875 52.203125 \n",
       "Q 41.21875 57.421875 37.46875 61 \n",
       "Q 33.734375 64.59375 27.734375 64.59375 \n",
       "Q 21.390625 64.59375 17.578125 60.78125 \n",
       "Q 13.765625 56.984375 13.71875 50.25 \n",
       "L 4.6875 51.171875 \n",
       "Q 5.609375 61.28125 11.65625 66.578125 \n",
       "Q 17.71875 71.875 27.9375 71.875 \n",
       "Q 38.234375 71.875 44.234375 66.15625 \n",
       "Q 50.25 60.453125 50.25 52 \n",
       "Q 50.25 47.703125 48.484375 43.546875 \n",
       "Q 46.734375 39.40625 42.65625 34.8125 \n",
       "Q 38.578125 30.21875 29.109375 22.21875 \n",
       "Q 21.1875 15.578125 18.9375 13.203125 \n",
       "Q 16.703125 10.84375 15.234375 8.453125 \n",
       "z\n",
       "\" id=\"ArialMT-32\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(107.230611 235.297812)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-32\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <path clip-path=\"url(#pe1e14046b8)\" d=\"M 160.738352 224.64 \n",
       "L 160.738352 7.2 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_6\"/>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 4 -->\n",
       "      <defs>\n",
       "       <path d=\"M 32.328125 0 \n",
       "L 32.328125 17.140625 \n",
       "L 1.265625 17.140625 \n",
       "L 1.265625 25.203125 \n",
       "L 33.9375 71.578125 \n",
       "L 41.109375 71.578125 \n",
       "L 41.109375 25.203125 \n",
       "L 50.78125 25.203125 \n",
       "L 50.78125 17.140625 \n",
       "L 41.109375 17.140625 \n",
       "L 41.109375 0 \n",
       "z\n",
       "M 32.328125 25.203125 \n",
       "L 32.328125 57.46875 \n",
       "L 9.90625 25.203125 \n",
       "z\n",
       "\" id=\"ArialMT-34\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(157.957884 235.297812)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-34\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <path clip-path=\"url(#pe1e14046b8)\" d=\"M 211.465625 224.64 \n",
       "L 211.465625 7.2 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_8\"/>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 6 -->\n",
       "      <defs>\n",
       "       <path d=\"M 49.75 54.046875 \n",
       "L 41.015625 53.375 \n",
       "Q 39.84375 58.546875 37.703125 60.890625 \n",
       "Q 34.125 64.65625 28.90625 64.65625 \n",
       "Q 24.703125 64.65625 21.53125 62.3125 \n",
       "Q 17.390625 59.28125 14.984375 53.46875 \n",
       "Q 12.59375 47.65625 12.5 36.921875 \n",
       "Q 15.671875 41.75 20.265625 44.09375 \n",
       "Q 24.859375 46.4375 29.890625 46.4375 \n",
       "Q 38.671875 46.4375 44.84375 39.96875 \n",
       "Q 51.03125 33.5 51.03125 23.25 \n",
       "Q 51.03125 16.5 48.125 10.71875 \n",
       "Q 45.21875 4.9375 40.140625 1.859375 \n",
       "Q 35.0625 -1.21875 28.609375 -1.21875 \n",
       "Q 17.625 -1.21875 10.6875 6.859375 \n",
       "Q 3.765625 14.9375 3.765625 33.5 \n",
       "Q 3.765625 54.25 11.421875 63.671875 \n",
       "Q 18.109375 71.875 29.4375 71.875 \n",
       "Q 37.890625 71.875 43.28125 67.140625 \n",
       "Q 48.6875 62.40625 49.75 54.046875 \n",
       "z\n",
       "M 13.875 23.1875 \n",
       "Q 13.875 18.65625 15.796875 14.5 \n",
       "Q 17.71875 10.359375 21.1875 8.171875 \n",
       "Q 24.65625 6 28.46875 6 \n",
       "Q 34.03125 6 38.03125 10.484375 \n",
       "Q 42.046875 14.984375 42.046875 22.703125 \n",
       "Q 42.046875 30.125 38.078125 34.390625 \n",
       "Q 34.125 38.671875 28.125 38.671875 \n",
       "Q 22.171875 38.671875 18.015625 34.390625 \n",
       "Q 13.875 30.125 13.875 23.1875 \n",
       "z\n",
       "\" id=\"ArialMT-36\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(208.685156 235.297812)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-36\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <path clip-path=\"url(#pe1e14046b8)\" d=\"M 262.192898 224.64 \n",
       "L 262.192898 7.2 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_10\"/>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 8 -->\n",
       "      <defs>\n",
       "       <path d=\"M 17.671875 38.8125 \n",
       "Q 12.203125 40.828125 9.5625 44.53125 \n",
       "Q 6.9375 48.25 6.9375 53.421875 \n",
       "Q 6.9375 61.234375 12.546875 66.546875 \n",
       "Q 18.171875 71.875 27.484375 71.875 \n",
       "Q 36.859375 71.875 42.578125 66.421875 \n",
       "Q 48.296875 60.984375 48.296875 53.171875 \n",
       "Q 48.296875 48.1875 45.671875 44.5 \n",
       "Q 43.0625 40.828125 37.75 38.8125 \n",
       "Q 44.34375 36.671875 47.78125 31.875 \n",
       "Q 51.21875 27.09375 51.21875 20.453125 \n",
       "Q 51.21875 11.28125 44.71875 5.03125 \n",
       "Q 38.234375 -1.21875 27.640625 -1.21875 \n",
       "Q 17.046875 -1.21875 10.546875 5.046875 \n",
       "Q 4.046875 11.328125 4.046875 20.703125 \n",
       "Q 4.046875 27.6875 7.59375 32.390625 \n",
       "Q 11.140625 37.109375 17.671875 38.8125 \n",
       "z\n",
       "M 15.921875 53.71875 \n",
       "Q 15.921875 48.640625 19.1875 45.40625 \n",
       "Q 22.46875 42.1875 27.6875 42.1875 \n",
       "Q 32.765625 42.1875 36.015625 45.375 \n",
       "Q 39.265625 48.578125 39.265625 53.21875 \n",
       "Q 39.265625 58.0625 35.90625 61.359375 \n",
       "Q 32.5625 64.65625 27.59375 64.65625 \n",
       "Q 22.5625 64.65625 19.234375 61.421875 \n",
       "Q 15.921875 58.203125 15.921875 53.71875 \n",
       "z\n",
       "M 13.09375 20.65625 \n",
       "Q 13.09375 16.890625 14.875 13.375 \n",
       "Q 16.65625 9.859375 20.171875 7.921875 \n",
       "Q 23.6875 6 27.734375 6 \n",
       "Q 34.03125 6 38.125 10.046875 \n",
       "Q 42.234375 14.109375 42.234375 20.359375 \n",
       "Q 42.234375 26.703125 38.015625 30.859375 \n",
       "Q 33.796875 35.015625 27.4375 35.015625 \n",
       "Q 21.234375 35.015625 17.15625 30.90625 \n",
       "Q 13.09375 26.8125 13.09375 20.65625 \n",
       "z\n",
       "\" id=\"ArialMT-38\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(259.412429 235.297812)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-38\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <path clip-path=\"url(#pe1e14046b8)\" d=\"M 312.92017 224.64 \n",
       "L 312.92017 7.2 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_12\"/>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 10 -->\n",
       "      <defs>\n",
       "       <path d=\"M 37.25 0 \n",
       "L 28.46875 0 \n",
       "L 28.46875 56 \n",
       "Q 25.296875 52.984375 20.140625 49.953125 \n",
       "Q 14.984375 46.921875 10.890625 45.40625 \n",
       "L 10.890625 53.90625 \n",
       "Q 18.265625 57.375 23.78125 62.296875 \n",
       "Q 29.296875 67.234375 31.59375 71.875 \n",
       "L 37.25 71.875 \n",
       "z\n",
       "\" id=\"ArialMT-31\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(307.359233 235.297812)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <path clip-path=\"url(#pe1e14046b8)\" d=\"M 363.647443 224.64 \n",
       "L 363.647443 7.2 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_14\"/>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 12 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(358.086506 235.297812)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-32\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <path clip-path=\"url(#pe1e14046b8)\" d=\"M 44.065625 219.389584 \n",
       "L 378.865625 219.389584 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_16\"/>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 0 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(35.004688 222.96849)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_17\">\n",
       "      <path clip-path=\"url(#pe1e14046b8)\" d=\"M 44.065625 174.991238 \n",
       "L 378.865625 174.991238 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_18\"/>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 100000 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 178.570144)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-31\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"222.460938\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"278.076172\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_19\">\n",
       "      <path clip-path=\"url(#pe1e14046b8)\" d=\"M 44.065625 130.592892 \n",
       "L 378.865625 130.592892 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_20\"/>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 200000 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 134.171798)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-32\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"222.460938\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"278.076172\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_21\">\n",
       "      <path clip-path=\"url(#pe1e14046b8)\" d=\"M 44.065625 86.194546 \n",
       "L 378.865625 86.194546 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_22\"/>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 300000 -->\n",
       "      <defs>\n",
       "       <path d=\"M 4.203125 18.890625 \n",
       "L 12.984375 20.0625 \n",
       "Q 14.5 12.59375 18.140625 9.296875 \n",
       "Q 21.78125 6 27 6 \n",
       "Q 33.203125 6 37.46875 10.296875 \n",
       "Q 41.75 14.59375 41.75 20.953125 \n",
       "Q 41.75 27 37.796875 30.921875 \n",
       "Q 33.84375 34.859375 27.734375 34.859375 \n",
       "Q 25.25 34.859375 21.53125 33.890625 \n",
       "L 22.515625 41.609375 \n",
       "Q 23.390625 41.5 23.921875 41.5 \n",
       "Q 29.546875 41.5 34.03125 44.421875 \n",
       "Q 38.53125 47.359375 38.53125 53.46875 \n",
       "Q 38.53125 58.296875 35.25 61.46875 \n",
       "Q 31.984375 64.65625 26.8125 64.65625 \n",
       "Q 21.6875 64.65625 18.265625 61.421875 \n",
       "Q 14.84375 58.203125 13.875 51.765625 \n",
       "L 5.078125 53.328125 \n",
       "Q 6.6875 62.15625 12.390625 67.015625 \n",
       "Q 18.109375 71.875 26.609375 71.875 \n",
       "Q 32.46875 71.875 37.390625 69.359375 \n",
       "Q 42.328125 66.84375 44.9375 62.5 \n",
       "Q 47.5625 58.15625 47.5625 53.265625 \n",
       "Q 47.5625 48.640625 45.0625 44.828125 \n",
       "Q 42.578125 41.015625 37.703125 38.765625 \n",
       "Q 44.046875 37.3125 47.5625 32.6875 \n",
       "Q 51.078125 28.078125 51.078125 21.140625 \n",
       "Q 51.078125 11.765625 44.234375 5.25 \n",
       "Q 37.40625 -1.265625 26.953125 -1.265625 \n",
       "Q 17.53125 -1.265625 11.296875 4.34375 \n",
       "Q 5.078125 9.96875 4.203125 18.890625 \n",
       "z\n",
       "\" id=\"ArialMT-33\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 89.773452)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-33\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"222.460938\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"278.076172\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_23\">\n",
       "      <path clip-path=\"url(#pe1e14046b8)\" d=\"M 44.065625 41.7962 \n",
       "L 378.865625 41.7962 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"line2d_24\"/>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 400000 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(7.2 45.375106)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#ArialMT-34\"/>\n",
       "       <use x=\"55.615234\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"111.230469\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"166.845703\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"222.460938\" xlink:href=\"#ArialMT-30\"/>\n",
       "       <use x=\"278.076172\" xlink:href=\"#ArialMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_25\">\n",
       "    <path clip-path=\"url(#pe1e14046b8)\" d=\"M 59.283807 17.083636 \n",
       "L 84.647443 71.706242 \n",
       "L 110.01108 111.580745 \n",
       "L 135.374716 140.689131 \n",
       "L 160.738352 161.938254 \n",
       "L 186.101989 177.450113 \n",
       "L 211.465625 188.77377 \n",
       "L 236.829261 197.04004 \n",
       "L 262.192898 203.074417 \n",
       "L 287.556534 207.479512 \n",
       "L 312.92017 210.695232 \n",
       "L 338.283807 213.042707 \n",
       "L 363.647443 214.756364 \n",
       "\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:round;stroke-width:1.5;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 44.065625 224.64 \n",
       "L 44.065625 7.2 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 378.865625 224.64 \n",
       "L 378.865625 7.2 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 44.065625 224.64 \n",
       "L 378.865625 224.64 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 44.065625 7.2 \n",
       "L 378.865625 7.2 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pe1e14046b8\">\n",
       "   <rect height=\"217.44\" width=\"334.8\" x=\"44.065625\" y=\"7.2\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "# ax.set_xticks(range(0,13))\n",
    "plt.plot(months, monthly_rev)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "139130.85"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['churn'] == 1]['monthly_charges'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['gender', 'senior', 'partner', 'dependents', 'tenure', 'phone_service',\n",
       "       'multiple_lines', 'internet_service', 'online_security',\n",
       "       'online_backup', 'device_protection', 'tech_support', 'streaming_tv',\n",
       "       'streaming_movies', 'contract', 'paperless_billing', 'payment_method',\n",
       "       'monthly_charges', 'total_charges', 'churn', 'avg_monthly_charges'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.6.6"
  },
  "toc-showtags": false
 },
 "nbformat": 4,
 "nbformat_minor": 2
}