Ecology data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import jellyfish\n",
    "from datetime import datetime, timedelta\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import statistics as stats\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "%matplotlib inline "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "maindata=pd.read_excel(r\"C:\\Users\\Anastasia\\Documents\\Python\\Хакатон\\ecologydata.xlsx\")\n",
    "maindata['region'] = maindata['region'].map(lambda x: x.strip())\n",
    "maindata['region'] = maindata['region'].map(lambda x: x.capitalize())\n",
    "maindata=maindata.drop('Unnamed: 0',axis=1)\n",
    "maindata = maindata[maindata['region'] != 'Валовой региональный продукт по субъектам российской федерации (валовая добавленная стоимость в текущих основных ценах) – всего']\n",
    "\n",
    "\n",
    "changes = {'Г. севастополь': 'Г севастополь',\n",
    "           'Республика северная осетия-алания': 'Республика северная осетия – алания',\n",
    "           'Республика саха(якутия)': 'Республика саха (якутия)'}\n",
    "\n",
    "maindata['region'] = maindata['region'].replace(changes)\n",
    "\n",
    "\n",
    "okrugi_list = ['Северо-кавказский федеральный округ',\n",
    "       'Северо-западный федеральный округ', 'Центральный федеральный округ',\n",
    "       'Приволжский федеральный округ', 'Южный федеральный округ',\n",
    "       'Сибирский федеральный округ', 'Уральский федеральный округ',\n",
    "       'Дальневосточный федеральный округ']\n",
    "maindata = maindata[~maindata['region'].isin(okrugi_list)]\n",
    "maindata = maindata.groupby(['region', 'year']).max().reset_index()\n",
    "maindata['region'].unique()\n",
    "pd.DataFrame(maindata['region'].unique())\n",
    "pd.DataFrame(maindata['region'].unique()).to_excel(r\"C:\\Users\\Anastasia\\Documents\\Python\\Хакатон\\regions.xlsx\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "maindata.to_excel(r\"C:\\Users\\Anastasia\\Documents\\Python\\Хакатон\\maindata.xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Алтайский край                         10\n",
       "Амурская область                       10\n",
       "Архангельская область                  10\n",
       "Астраханская область                   10\n",
       "Белгородская область                   10\n",
       "Брянская область                       10\n",
       "Владимирская область                   10\n",
       "Волгоградская область                  10\n",
       "Вологодская область                    10\n",
       "Воронежская область                    10\n",
       "Г севастополь                          10\n",
       "Г. москва                              10\n",
       "Г. санкт-петербург                     10\n",
       "Еврейская автономная область           10\n",
       "Забайкальский край                     10\n",
       "Ивановская область                     10\n",
       "Иркутская область                      10\n",
       "Кабардино-балкарская республика        10\n",
       "Калининградская область                10\n",
       "Калужская область                      10\n",
       "Камчатский край                        10\n",
       "Карачаево-черкесская республика        10\n",
       "Кемеровская область                    10\n",
       "Кировская область                      10\n",
       "Костромская область                    10\n",
       "Краснодарский край                     10\n",
       "Красноярский край                      10\n",
       "Курганская область                     10\n",
       "Курская область                        10\n",
       "Ленинградская область                  10\n",
       "Липецкая область                       10\n",
       "Магаданская область                    10\n",
       "Московская область                     10\n",
       "Мурманская область                     10\n",
       "Нижегородская область                  10\n",
       "Новгородская область                   10\n",
       "Новосибирская область                  10\n",
       "Омская область                         10\n",
       "Оренбургская область                   10\n",
       "Орловская область                      10\n",
       "Пензенская область                     10\n",
       "Пермский край                          10\n",
       "Приморский край                        10\n",
       "Псковская область                      10\n",
       "Республика адыгея                      10\n",
       "Республика алтай                       10\n",
       "Республика башкортостан                10\n",
       "Республика бурятия                     10\n",
       "Республика дагестан                    10\n",
       "Республика ингушетия                   10\n",
       "Республика калмыкия                    10\n",
       "Республика карелия                     10\n",
       "Республика коми                        10\n",
       "Республика крым                        10\n",
       "Республика марий эл                    10\n",
       "Республика мордовия                    10\n",
       "Республика саха (якутия)               10\n",
       "Республика северная осетия – алания    10\n",
       "Республика татарстан                   10\n",
       "Республика тыва                        10\n",
       "Республика хакасия                     10\n",
       "Ростовская область                     10\n",
       "Рязанская область                      10\n",
       "Самарская область                      10\n",
       "Саратовская область                    10\n",
       "Сахалинская область                    10\n",
       "Свердловская область                   10\n",
       "Смоленская область                     10\n",
       "Ставропольский край                    10\n",
       "Тамбовская область                     10\n",
       "Тверская область                       10\n",
       "Томская область                        10\n",
       "Тульская область                       10\n",
       "Тюменская область                      10\n",
       "Удмуртская республика                  10\n",
       "Ульяновская область                    10\n",
       "Хабаровский край                       10\n",
       "Челябинская область                    10\n",
       "Чеченская республика                   10\n",
       "Чувашская республика                   10\n",
       "Чукотский автономный округ             10\n",
       "Ярославская область                    10\n",
       "Name: region, dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with pd.option_context('display.max_rows', 999):\n",
    "    display(maindata['region'].value_counts().sort_index())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Вологодская область Волгоградская область\n",
      "Кировская область Кемеровская область\n",
      "Красноярский край Краснодарский край\n",
      "Курская область Амурская область\n",
      "Курская область Калужская область\n",
      "Курская область Кировская область\n",
      "Курская область Курганская область\n",
      "Мурманская область Курганская область\n",
      "Новгородская область Белгородская область\n",
      "Новгородская область Нижегородская область\n",
      "Омская область Амурская область\n",
      "Омская область Курская область\n",
      "Орловская область Кировская область\n",
      "Псковская область Кировская область\n",
      "Псковская область Московская область\n",
      "Псковская область Орловская область\n",
      "Республика крым Республика коми\n",
      "Ростовская область Костромская область\n",
      "Ростовская область Московская область\n",
      "Ростовская область Псковская область\n",
      "Самарская область Амурская область\n",
      "Тверская область Амурская область\n",
      "Тверская область Курская область\n",
      "Томская область Курская область\n",
      "Томская область Омская область\n",
      "Томская область Тверская область\n",
      "Тульская область Курская область\n",
      "Тульская область Тверская область\n",
      "Тульская область Томская область\n",
      "Тюменская область Тверская область\n",
      "Тюменская область Томская область\n"
     ]
    }
   ],
   "source": [
    "for reg1 in maindata['region'].unique():\n",
    "    for reg2 in maindata['region'].unique():\n",
    "        if reg1 > reg2:\n",
    "            if jellyfish.levenshtein_distance(reg1, reg2) < 4:\n",
    "                print(reg1, reg2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "changes = {'Г. севастополь': 'Г севастополь',\n",
    "           'Республика северная осетия-алания': 'Республика северная осетия – алания',\n",
    "           'Республика саха(якутия)': 'Республика саха (якутия)'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "maindata['region'] = maindata['region'].replace(changes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Алтайский край                         10\n",
       "Амурская область                       10\n",
       "Архангельская область                  10\n",
       "Астраханская область                   10\n",
       "Белгородская область                   10\n",
       "Брянская область                       10\n",
       "Владимирская область                   10\n",
       "Волгоградская область                  10\n",
       "Вологодская область                    10\n",
       "Воронежская область                    10\n",
       "Г севастополь                          10\n",
       "Г. москва                              10\n",
       "Г. санкт-петербург                     10\n",
       "Еврейская автономная область           10\n",
       "Забайкальский край                     10\n",
       "Ивановская область                     10\n",
       "Иркутская область                      10\n",
       "Кабардино-балкарская республика        10\n",
       "Калининградская область                10\n",
       "Калужская область                      10\n",
       "Камчатский край                        10\n",
       "Карачаево-черкесская республика        10\n",
       "Кемеровская область                    10\n",
       "Кировская область                      10\n",
       "Костромская область                    10\n",
       "Краснодарский край                     10\n",
       "Красноярский край                      10\n",
       "Курганская область                     10\n",
       "Курская область                        10\n",
       "Ленинградская область                  10\n",
       "Липецкая область                       10\n",
       "Магаданская область                    10\n",
       "Московская область                     10\n",
       "Мурманская область                     10\n",
       "Нижегородская область                  10\n",
       "Новгородская область                   10\n",
       "Новосибирская область                  10\n",
       "Омская область                         10\n",
       "Оренбургская область                   10\n",
       "Орловская область                      10\n",
       "Пензенская область                     10\n",
       "Пермский край                          10\n",
       "Приморский край                        10\n",
       "Псковская область                      10\n",
       "Республика адыгея                      10\n",
       "Республика алтай                       10\n",
       "Республика башкортостан                10\n",
       "Республика бурятия                     10\n",
       "Республика дагестан                    10\n",
       "Республика ингушетия                   10\n",
       "Республика калмыкия                    10\n",
       "Республика карелия                     10\n",
       "Республика коми                        10\n",
       "Республика крым                        10\n",
       "Республика марий эл                    10\n",
       "Республика мордовия                    10\n",
       "Республика саха (якутия)               10\n",
       "Республика северная осетия – алания    10\n",
       "Республика татарстан                   10\n",
       "Республика тыва                        10\n",
       "Республика хакасия                     10\n",
       "Ростовская область                     10\n",
       "Рязанская область                      10\n",
       "Самарская область                      10\n",
       "Саратовская область                    10\n",
       "Сахалинская область                    10\n",
       "Свердловская область                   10\n",
       "Смоленская область                     10\n",
       "Ставропольский край                    10\n",
       "Тамбовская область                     10\n",
       "Тверская область                       10\n",
       "Томская область                        10\n",
       "Тульская область                       10\n",
       "Тюменская область                      10\n",
       "Удмуртская республика                  10\n",
       "Ульяновская область                    10\n",
       "Хабаровский край                       10\n",
       "Челябинская область                    10\n",
       "Чеченская республика                   10\n",
       "Чувашская республика                   10\n",
       "Чукотский автономный округ             10\n",
       "Ярославская область                    10\n",
       "Name: region, dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with pd.option_context('display.max_rows', 999):\n",
    "    display(maindata['region'].value_counts().sort_index())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "okrugi_list = ['Северо-кавказский федеральный округ',\n",
    "       'Северо-западный федеральный округ', 'Центральный федеральный округ',\n",
    "       'Приволжский федеральный округ', 'Южный федеральный округ',\n",
    "       'Сибирский федеральный округ', 'Уральский федеральный округ',\n",
    "       'Дальневосточный федеральный округ']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "okrugi_df = maindata[maindata['region'].isin(okrugi_list)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "region                1.000000\n",
       "year                  1.000000\n",
       "population            0.887805\n",
       "pollution_static      0.887805\n",
       "revealed_pollution    0.879268\n",
       "spending              0.500000\n",
       "GRP_pc                0.787805\n",
       "dtype: float64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "maindata.notnull().mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "#возьмем 2016 так как там более менее заполнены все колонки\n",
    "sample_2016=maindata[maindata['year']==2016]\n",
    "sample_2016=sample_2016.dropna(how='any',axis=0)\n",
    "sample_2016.isnull().sum() # то есть null нет хули тебе не нравится\\\n",
    "y= sample_2016['pollution_static']\n",
    "x=sample_2016.drop('pollution_static',axis=1).drop('region',axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0.0, -0.1, 1.43, 0.05, -0.0]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "lr = LinearRegression()\n",
    "lr.fit(x, y)\n",
    "[round(x, 2) for x in lr.coef_] # и как это интерпритировать ну блэт лан сойдет"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  20.98041544,  120.72595219,  234.85471003,  125.73573931,\n",
       "        318.25732701,   99.44114543,   16.21791066,  216.80712686,\n",
       "        199.96923812,   61.93163773,   69.46124101,  588.31688383,\n",
       "        398.50761887,  135.66347155,  174.37852558,   16.55050457,\n",
       "        582.13900188,    7.3026    ,   62.34765331,  125.30092106,\n",
       "         26.30043117,  166.91469237,  315.99765259,  187.03435763,\n",
       "         47.98476704,  101.77379713, 1720.39357703,   97.8480982 ,\n",
       "         84.25289889,  928.87686356,  323.52822573,   -6.8463227 ,\n",
       "        -97.45622796,  332.66876454,  155.12558085,  124.62643857,\n",
       "         23.85872291,  166.01079103,  211.12416443,    7.16623105,\n",
       "         12.78772533,  396.32848417,  162.05728387,   70.62519099,\n",
       "         44.98421384,   74.78378837,  766.87770276,  219.42442377,\n",
       "       -229.80352843,   46.10034983,  165.1492452 ,  505.23566768,\n",
       "         74.20685354,   30.41822373,  184.95917743,  527.54549863,\n",
       "        140.31651476,  585.87037314,  100.26400197,  162.74067111,\n",
       "          3.57583172,  151.81767158,  409.18877278,  100.18188985,\n",
       "        -91.61450461,  552.62351661,   85.99196737,   10.94775471,\n",
       "         29.00000443,   73.13386695,  305.00299011,  169.53091072,\n",
       "       2152.4218345 ,   56.05947612,   99.45883597,  232.1224159 ,\n",
       "        456.72319296,  -39.47063985,   18.34987791, -107.61062474,\n",
       "        154.61996878])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lr.predict(x)   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample_2016['pollution_static']=np.log(sample_2016['pollution_static'])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frequency')"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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PP/1UbH67dO/eXc8995w2bNigY8eOadGiRWrUqJGOHj1a4jl157NkyRJJ0t13361JkyapefPmxX6f7iNe/ua+1UxpY4/qi5IG2/3jH/9QWlqaJHm+CLs8HA6HunTpoiVLlqhBgwZyuVz6/PPPPdMDAv73cq+Kf83m5+drw4YNJU7bs2eP5w//pZde6nm88M1y3X/Af23Tpk1en9O9jeXZPneO06dPe70o4Pvvv9fPP/9cZP7K5n6eVatWeZ3HfZPdysq0adMmZWdnlzjNfQPh2NjYIjdMrurc7teOt9eNVPprx10qKvLa+eKLL7yOk3tbIyIi1Lp1a5+fo7JERETopptu0v/93/9JkjZv3lzkI8myvKfcY/6b3/ymxOkHDhzwejPfirxnpXOFU5I+/PDDci0Ps1HSYKuPPvpIjzzyiKRzJ+pfc801ZVqutCNUgYGBno9MC3/84r6yS1KFzj3xxbPPPlviztd9M9iWLVuqY8eOnscjIyM9d15///33iy2XkZGhf/7zn16fz72N5dm+Tp06qUWLFpLk9aNi9zczNGnSRF27dvX5OcrDfQXk8uXLSzzXcPv27Z4rKZOTkyslQ3Z2tmbPnl3s8dzcXD3//POenIWPnlR17ksuuUSS9PPPP3tuqlrYZ599pnXr1nldviKvneuvv14BAQHKyMjwlJ3CsrOzNW3aNM+8lX0qgTel7TfcN461LKvIfGUZF/dNbt2nbfzahAkTvJYw9/rLe5Tz9ttvlyR9/PHHRb5lBRcGShqq3IkTJ/TRRx/p5ptv1tVXX60zZ86oYcOGnj9YZTFhwgTdcMMNWrp0aZFbdhw5ckSjR4/Wvn375HA41L9/f8+02NhYJSUlSZLmz5/vvw3yIjw8XCtXrtRdd93lOVLo/pqpf/3rX5L+9zU7hbn/YD/99NP64IMPPCfab9y4UU6ns9Q/NO6rMt99912fd/oOh0NPP/20pHMF8YEHHvB8lUxGRoZGjx6tRYsWebIVPjJZmW688UZ16NBB0rnbWaSkpHj+4H366ae6+uqrlZ+fr3bt2lXoSGxpYmJi9OSTT2r27NmeqwF/+OEHDR48WN99953CwsI0fvx4W3M3btzYU5yHDRvmKQz5+flasmSJhgwZUupFOe7XziuvvOL1FhmlPfeIESMkSePHj9f//d//ef6B9P333+uaa67Rnj17FB4e7vX2LlWhffv2mjBhgjZt2uR5H1mWpS+//FIPPPCApHNXJxceJ/e4fP7559q9e3eJ63XvZ1566SX961//8qz7xx9/1B133KFFixZ5HfuWLVsqODhYJ06c0DvvvOPzNl111VW66qqrZFmWfv/73+vFF1/0FMq8vDylpqZq7NixWrp0qc/rhgGq+L5sqCHcN2sNDg626tat6/lfeHi458aV+u8NGJOTkz13tv81bzd6fPDBB4usJzo62oqKiiry2JQpU4qtb+LEiZ7pERERVuPGja3GjRtbM2fO9MxTlhvCljZf4cwzZ870bGdcXJznhp+SrFGjRpW43szMTKtZs2ae+UJDQ62IiAhLktWoUSPr1Vdf9Xrzy++++84KCQnx3EQ1KSnJaty4sXX55Zefd0zdHn/8cc9zBwQEFMs9fvz4EpdzT/d2M9Sy3ky4JLt377YaN27sWT48PLzIa6lRo0bF7mRf1lylcd/I9Pbbb7eGDh3qeU3HxsZ61hsYGGgtWrTIr7nLczNby7KsjRs3WrVq1fKsPzIy0vN6GDBggOd3W9KNWf/1r395lgsLC7MaNWpkNW7cuMg3d5R2Y9fTp097voGhpHEKDQ0t8a73ZbmZa1lu1FsWMTExRX5v8fHxnhsKS7ISExOtb775psgyeXl5nhvxOhwOq3bt2p79xk8//WRZ1rk7+3fv3r3Iugtv+1/+8pdSf2+33367Z96YmBjP+pcsWeKZp7Tljx075pnu7X17vv0ZzMSRNFSq/Px8HTlyREeOHFF6erpCQ0PVrFkzDRo0SFOmTNHevXv15ptvKjEx0af1PvTQQ3rhhRc0ePBgtWrVSpZlKTc3Vw0bNtSNN96otWvXasKECcWWmzhxop577jl16NBBlmXpwIEDOnDgQKV9/DlmzBh98MEH6t27t1wul8LCwtS9e3e99tpr+tvf/lbiMnFxcVq/fr1GjBihpKQkuVwuJSQk6IEHHtCWLVuK3Mrg19q0aaNPPvlEAwcO9Hx334EDB0o9T+nXnn76aX366acaPHiwEhMTlZWV5fky8ZSUlFK/t7OytGjRQt98840mTpxY5Maw7du391wg0qpVq0p7fofDoSVLluj555/XxRdfrLy8PMXFxenaa6/V+vXrddNNNxmRu1u3bvr888913XXXKTY2VgUFBWrVqpWmTZumDz/8sMiFKb9255136h//+Ie6du2qoKAg/fTTTzpw4IDn+27PJzw8XMuXL9c///lP9erVS+Hh4crOzlbjxo119913KzU1tdTv7awK77//vh577DFdfvnlSkpKUlZWlkJCQtShQweNHz9e27dv9xz9dAsODtann37quc3PsWPHPPsN91HukJAQpaSkaPz48WrWrJkCAgIUFBSk/v37a9myZXryySdLzTVv3jw99thjat26tXJzcz3rz8rKKtN2xcbGauXKlVq4cKGcTqfi4+OVlZWliy66SL1799asWbM0aNCg8g0abOWwLK4HBoCSTJ48WU899ZTuuOMOLViwwO44AGoYjqQBAAAYiJIGAABgIEoaAACAgbyfRQoAgIGmT5+u6dOn+7TM4cOHKykNUHm4cAAAUK24L+jwBX/qUB1dMCWttO/WM1liYmKZL3GviRif0jE+3jE2pWN8Ssf4lI7x8a4sY+O+sfr5cE4aAACAgShpAAAABqKkAQAAGIiSBgAAYCBKGgAAgIEoaQAAAAaipAEAABiIkgYAAGAgShoAAICBKGkAAAAGoqQBAAAYiJIGAABgIEoaAACAgYLseuK5c+dqy5YtiomJ0YwZMzyPL1++XCtWrFBgYKAuvfRS3XrrrXZFBAAAsI1tJa1Pnz4aOHCg5syZ43ns22+/1VdffaXp06crODhYJ06csCseAACArWz7uLNt27aKjIws8tjHH3+swYMHKzg4WJIUExNjRzQAAADb2XYkrSS//PKLdu7cqcWLFys4OFi33XabWrRoUeK8KSkpSklJkSRNnTpViYmJVRnVb4KCgqpt9qpQU8Znwr0TlLY7zeflHA6HLMuqhETlV6dlHT3z92fsjuGX1055fy8mOnDkgBrXbez52cTXTllU1eurpux7yovx8c6fY2NUSXO5XMrKytKUKVO0d+9ezZw5U3/729/kcDiKzet0OuV0Oj0/p6enV2VUv0lMTKy22atCTRmfn3f8rDYb29gdwy925u804nfmj9fOBfV7idqp5t83tztGhVXV66um7HvKi/Hxrixjk5SUVKZ1GXV1Z3x8vLp16yaHw6EWLVooICBAp06dsjsWAABAlTOqpHXp0kXffvutJOnQoUMqKChQVFSUzakAAACqnm0fd86aNUs7duzQqVOnNHLkSCUnJ6tfv36aO3euxo4dq6CgII0aNarEjzoBAAAudLaVtDFjxpT4+OjRo6s4CQAAgHmM+rgTAAAA51DSAAAADERJAwAAMBAlDQAAwECUNAAAAANR0gAAAAxESQMAADAQJQ0AAMBAlDQAAAADUdIAAAAMREkDAAAwECUNAADAQJQ0AAAAA1HSAAAADERJAwAAMBAlDQAAwECUNAAAAANR0gAAAAxESQMAADAQJQ0AAMBAlDQAAAADUdIAAAAMREkDAAAwECUNAADAQJQ0AAAAA1HSAAAADERJAwAAMBAlDQAAwECUNAAAAANR0gAAAAxESQMAADAQJQ0AAMBAlDQAAAADUdIAAAAMREkDAAAwECUNAADAQJQ0AAAAA9lW0ubOnau7775bY8eOLTbtgw8+UHJysk6ePGlDMgAAAPvZVtL69OmjCRMmFHs8PT1dqampSkxMtCEVAACAGWwraW3btlVkZGSxxxcuXKg//vGPcjgcNqQCAAAwQ5DdAQr76quvFB8fryZNmpx33pSUFKWkpEiSpk6dWm2PvAUFBVXb7FWhpoxPcHCw3RH8Jjg42IjfmT9eOxfS7+VC+YdvVb2+asq+p7wYH+/8OTbGlLTc3Fy9++67euKJJ8o0v9PplNPp9Pycnp5eWdEqVWJiYrXNXhVqyvjk5+fbHcFv8vPzjfid+eO1cyH9XizLsjuCX1TV66um7HvKi/Hxrixjk5SUVKZ1GXN155EjR5SWlqZHHnlEo0aNUkZGhsaNG6fjx4/bHQ0AAKDKGXMkrVGjRvrnP//p+XnUqFF69tlnFR0dbWMqAAAAe9hW0mbNmqUdO3bo1KlTGjlypJKTk9WvXz+74gAAABjFtpI2ZsyYUqfPmTOnipIAAACYx5hz0gAAAPA/lDQAAAADUdIAAAAMREkDAAAwECUNAADAQJQ0AAAAA1HSAAAADERJAwAAMBAlDQAAwECUNAAAAANR0gAAAAxESQMAADAQJQ0AAMBAlDQAAAADUdIAAAAMREkDAAAwECUNAADAQJQ0AAAAA1HSAAAADERJAwAAMBAlDQAAwECUNAAAAANR0gAAAAxESQMAADAQJQ0AAMBAlDQAAAADUdIAAAAMREkDAAAwECUNAADAQJQ0AAAAA1HSAAAADERJAwAAMBAlDQAAwECUNAAAAANR0gAAAAxESQMAADBQkF1PPHfuXG3ZskUxMTGaMWOGJOnVV1/V5s2bFRQUpLp16+q+++5TRESEXREBAABsY9uRtD59+mjChAlFHuvQoYNmzJih6dOn66KLLtJ7771nUzoAAAB72VbS2rZtq8jIyCKPdezYUYGBgZKkVq1aKTMz045oAAAAtrPt487zWblypXr27Ol1ekpKilJSUiRJU6dOVWJiYlVF86ugoKBqm70q1JTxCQ4OtjuC3+zdt1fjbxpvdww5HA5ZllWhdRzcd1Bt1MZPiezlcDjsjuAXwcHBVbJPqCn7nvJifLzz59gYWdLeffddBQYGqlevXl7ncTqdcjqdnp/T09OrIprfJSYmVtvsVaGmjE9+fr7dEfwnW2r+WXO7U/jFzqiddkfwm4oWVlPk5+dXyT6hpux7yovx8a4sY5OUlFSmdRl3defq1au1efNmjR49+oL5lx8AAICvjCppW7du1fvvv69x48YpNDTU7jgAAAC2se3jzlmzZmnHjh06deqURo4cqeTkZL333nsqKCjQX//6V0lSy5YtNWLECLsiAgAA2Ma2kjZmzJhij/Xr18+GJAAAAOYx6uNOAAAAnENJAwAAMBAlDQAAwECUNAAAAANR0gAAAAxESQMAADAQJQ0AAMBAlDQAAAADUdIAAAAMREkDAAAwECUNAADAQJQ0AAAAA1HSAAAADERJAwAAMBAlDQAAwECUNAAAAANR0gAAAAxESQMAADAQJQ0AAMBAlDQAAAADUdIAAAAMREkDAAAwECUNAADAQJQ0AAAAA1HSAAAADERJAwAAMBAlDQAAwECUNAAAAANR0gAAAAxESQMAADAQJQ0AAMBAlDQAAAADUdIAAAAM5HNJe+ihh7Rs2TKdPHmyMvIAAABAUpCvC7hcLr322mtatGiROnfurCuvvFIdO3aUw+GojHwAAAA1ks8lbfbs2dq5c6dWrlypjRs36ssvv1R8fLz69u2rvn37qnbt2pWREwAAoEbxuaRJUps2bdSmTRsNHz5cn3/+uVatWqV33nlH7777rtq3b69+/fqpa9euCgryvvq5c+dqy5YtiomJ0YwZMyRJWVlZmjlzpo4eParatWvroYceUmRkZPm2DAAAoBorV0lzCwsLk9PplNPp1MGDB/XOO+9o/fr1Sk1NVWRkpPr06aNrrrlG8fHxxZbt06ePBg4cqDlz5ngeW7p0qS655BINGTJES5cu1dKlS3XrrbdWJCIAAEC1VOGrO10ul7766iu98cYb2rhxoyTp4osvVrNmzfTvf/9bDz74oDZv3lxsubZt2xY7SrZp0yb17t1bktS7d29t2rSpovEAAACqpXIfSfvll1+0atUqrVmzRsePH1dUVJSuuuoqOZ1OJSUlSZIOHTqkmTNn6tVXX1VdjYc/AAAgAElEQVTnzp3Pu84TJ04oLi5OkhQXF1fqFaQpKSlKSUmRJE2dOlWJiYnl3RRbBQUFVdvsVaGmjE9wcLDdEfzmQrqIiG0xT3BwcJXsE2rKvqe8GB/v/Dk2Ppe0NWvWaOXKldq5c6ckqV27drrjjjtKPActKSlJ11xzjV566SW/hC3M/TGrW3p6ut+foyokJiZW2+xVoaaMT35+vt0R/MayLLsj+A3bYp78/Pwq2SfUlH1PeTE+3pVlbNwHs87H55I2d+5cRUdH67rrrpPT6VS9evVKnb9+/frq2bNnmdYdExOjY8eOKS4uTseOHVN0dLSv8QAAAC4IPpe0MWPGqGvXrgoMDCzT/C1btlTLli3LNO9ll12mNWvWaMiQIVqzZo26dOniazwAAIALgs8lrUePHn554lmzZmnHjh06deqURo4cqeTkZA0ZMkQzZ87UypUrlZiYqD//+c9+eS4AAIDqxueS9vbbb+uLL77QtGnTSpz+6KOPqkePHho6dGip6xkzZkyJj0+cONHXSAAAABccn2/B8cUXX6hdu3Zep7dr104bNmyoUCgAAICazueSlpaWpvr163udnpSUpCNHjlQoFAAAQE3nc0mzLEunT5/2Oj07O1sul6tCoQAAAGo6n0tagwYNSvwGAbfNmzeX+f4fAAAAKJnPJa1v3776/vvv9fe//11ZWVmex7OysjRv3jzt2rVLffv29WtIAACAmsbnqzv79++v7du3a/Xq1VqzZo0SEhIkSRkZGbIsS926ddPAgQP9HhQAAKAmKdd3d44ZM0aXXXaZPvvsMx0+fFiS1KlTJ/Xq1UuXX365XwMCAADUROX+gvUrrrhCV1xxhT+zAAAA4L98PicNAAAAla9cR9Jyc3O1fv16/fLLL8rKypJlWUWmOxwOjRgxwi8BAQAAaiKfS9revXs1depUnTx5stT5KGkAAADl53NJW7hwofLy8jR69Gi1b99eUVFRlZELAACgRivXkbShQ4dyFScAAEAl8vnCgVq1aik6OroysgAAAOC/fC5pXbt21TfffFMZWQAAAPBfPpe0W2+9VZmZmVqwYIGOHj1aGZkAAABqPJ/PSbvrrrskST/88IOWL1+ugIDiPc/hcOiNN96oeDoAAIAayueS1qNHDzkcjsrIAgAAgP/yuaSNHj26MnIAAACgEL4WCgAAwEDl+lool8ul9evX65tvvtGJEyd0yy23qEmTJjp9+rS+/vprtW3bVvHx8f7OCgAAUGP4XNLy8vI0ZcoU7dy5U8HBwcrPz9egQYMkSWFhYVq4cKGcTqduvPFGv4cFAACoKXz+uPOtt97S7t279dBDD2nOnDlFpgUGBqpbt27aunWr3wICAADURD6XtI0bN8rpdKp79+4l3n6jXr163D8NAACggnwuaZmZmWrcuLHX6WFhYTpz5kyFQgEAANR0Ppe0yMhIHTt2zOv0gwcPKjY2tkKhAAAAajqfS1r79u21evVq5eXlFZt29OhRrVq1Sh07dvRLOAAAgJrK55J2ww036NSpU3rssceUkpIiSdq2bZsWL16scePGKTAwUNdff73fgwIAANQkPpe0pKQkPfnkk5KkxYsXS5Lef/99vffee4qNjdUTTzyhxMRE/6YEAACoYcp1M9sWLVpoxowZ2r9/vw4ePCjp3FWdzZs353s9AQAA/KBcJc2tSZMmatKkiZ+iAAAAwI3v7gQAADCQz0fSbr755vPO43A49MYbb5QrEAAAAMpR0nr06FHsvLOzZ8/qyJEj+uGHH9SoUSM1atTIbwEBAABqIp9L2ujRo71O++677zR9+nTdc889FQoFAABQ0/n1nLSLL75YvXv31muvvebP1QIAANQ4fr9wICkpSXv37vX3agEAAGqUCt2CoyTfffedQkJCKrSOf//731q5cqUcDocaNmyo++67r8LrBAAAqE58Lmmff/55iY9nZWVp27Zt2rx5s/r27VvuQJmZmVq+fLlmzpypkJAQPf/881q/fr369OlT7nUCAABUNz6XtBdffNHrtICAAPXu3Vt33HFHhUK5XC7l5eUpMDBQeXl5iouLq9D6AAAAqhufS9oTTzxR7DGHw6HIyEjVqVNH4eHhFQoUHx+v6667Tvfee69CQkLUsWNHdezYsdh8KSkpni94nzp1arX9vtCgoKBqm70q1JTxCQ4OtjuC31xIXw3Htphn7769Gn/T+Ep/HofDIcuyKvU56rSso2f+/kylPkdlqSn75vLw59j4XNIuueQSvzyxN1lZWdq0aZPmzJmj8PBwPf/881q7dq1++9vfFpnP6XTK6XR6fk5PT6/UXJUlMTGx2mavCjVlfPLz8+2O4DeV/YetKrEtBsqWmn/W3O4UfrEzf2e13b/VlH1zeZRlbJKSksq0LuO+Fio1NVV16tRRdHS0goKC1K1bN33//fd2xwIAAKhSPh9Je+mll3x+EofDoREjRpRp3sTERO3evVu5ubkKCQlRamqqmje/MP7VBAAAUFY+l7SVK1eW64nKWtJatmyp7t27a9y4cQoMDFSTJk2KfKwJAABQE5TrSNqzzz6rhIQEDRo0SA0aNJBlWTp48KA++OADHTt2TOPHj1d0dHS5QyUnJys5ObncywMAAFR3Pp+T9vrrrys6OlqPPvqo2rRpo8jISEVFReniiy/WuHHjFBkZqddff10BAQFF/gcAAICy87k9bdmyRZ07d/Y6/bLLLtOWLVsqFAoAAKCm87mk5eXl6dixY16nZ2ZmKi8vr0KhAAAAajqfS1rr1q21YsUK7dq1q9i0nTt3asWKFWrdurVfwgEAANRUPl84cPvtt2vSpEmaOHGiWrVqpaSkJDkcDv3888/6/vvvVatWLd1+++2VkRUAAKDG8LmkNWrUSM8++6zeeOMNff31154bzYaEhKhbt2665ZZbVK9ePb8HBQAAqEl8LmmSVK9ePf35z3+Wy+XS8ePHZVmW4uLiuIoTAADAT8pV0twCAgIUHx/vrywAAAD4r3KVtJycHH344Yfatm2bTpw4oXvvvVetWrXSyZMnlZKSou7du5f5y0MBAABQnM8l7dSpU5o4caJ++eUX1alTR0eOHPHcciM6OlorV65UVlYWFw8AAABUgM8lbfHixcrMzNTTTz+tOnXq6E9/+lOR6V26dFFqaqrfAgIAANREPp/pv3nzZg0YMEAtWrSQw+EoNr1OnTrKyMjwSzgAAICayueSdvLkSV100UVepwcGBio3N7dCoQAAAGo6n0taTEyMjhw54nX6vn37lJiYWKFQAAAANZ3PJe03v/mNVq5cqePHjxebtnfvXq1du1aXXXaZX8IBAADUVD5fOHDDDTfoq6++0rhx49SlSxdJ0tq1a7Vq1Spt3LhRMTExGjJkiN+DAgAA1CQ+l7T4+Hg9/fTTevnll/XJJ59IktasWSNJ6tixo0aMGKGoqCj/pgQAAKhhynUz2zp16uixxx5TVlaWDh06JMuyVK9ePcXExPg7HwAAQI3kU0nLycnRwoUL1bFjR3Xv3l2RkZFq1apVZWUDAACosXy6cCAsLExr165VdnZ2ZeUBAACAynF1Z4MGDXT06NHKyAIAAID/8rmkDRo0SB9//LEOHz5cGXkAAACgclw4cOTIESUkJGjs2LG67LLLdNFFFykkJKTIPA6HQ0OHDvVbSAAAgJrG55L25ptvev5748aNXuejpAEAAJSfzyVt9uzZlZEDAAAAhZSppO3Zs0f16tVTZGSk6tWrV9mZAAAAarwyXTjw+OOPa+vWrZ6fc3JyNHv2bB08eLDSggEAANRkPl/dKUn5+flav359iV+yDgAAgIorV0kDAABA5aKkAQAAGIiSBgAAYKAy34Jjy5YtnnPQcnNzJUkbNmzQ/v37S5z/2muvrXg6AACAGqrMJW3dunVat25dkcdSUlK8zk9JAwAAKL8ylbRJkyZVdg4AAAAUUqaS1rZt28rOAQAAgEK4cAAAAMBAPn93Z1U4ffq05s2bp59++kkOh0P33nuvWrVqZXcsAACAKmNkSZs/f746deqksWPHqqCgwHM1KQAAQE1h3Med2dnZ+u6779SvXz9JUlBQkCIiImxOBQAAULWMO5KWlpam6OhozZ07VwcOHFCzZs00bNgwhYWFFZkvJSXFcwuQqVOnKjEx0Y64FRYUFFRts1eFmjI+wcHBdkfwG4fDYXcEv2FbzHOhbId07n1fXfdvNWXfXB7+HBvjStrZs2e1b98+DR8+XC1bttT8+fO1dOlS3XTTTUXmczqdcjqdnp/T09OrOqpfJCYmVtvsVaGmjE9+fr7dEfzGsiy7I/gN22KeC2U7pHPv++q6f6sp++byKMvYJCUllWldxn3cmZCQoISEBLVs2VKS1L17d+3bt8/mVAAAAFXLuJIWGxurhIQEHTp0SJKUmpqqBg0a2JwKAACgahn3cackDR8+XC+88IIKCgpUp04d3XfffXZHAgAAqFJGlrQmTZpo6tSpdscAAACwjXEfdwIAAICSBgAAYCRKGgAAgIEoaQAAAAaipAEAABiIkgYAAGAgShoAAICBKGkAAAAGoqQBAAAYiJIGAABgIEoaAACAgShpAAAABqKkAQAAGIiSBgAAYCBKGgAAgIEoaQAAAAaipAEAABiIkgYAAGAgShoAAICBKGkAAAAGoqQBAAAYiJIGAABgIEoaAACAgShpAAAABqKkAQAAGIiSBgAAYCBKGgAAgIEoaQAAAAaipAEAABiIkgYAAGAgShoAAICBKGkAAAAGoqQBAAAYiJIGAABgIEoaAACAgShpAAAABjK2pLlcLj366KOaOnWq3VEAAACqnLEl7cMPP1T9+vXtjgEAAGALI0taRkaGtmzZoiuvvNLuKAAAALYIsjtASRYsWKBbb71VZ86c8TpPSkqKUlJSJElTp05VYmJiVcXzq6CgoGqbvSrUlPEJDg62O4LfOBwOuyP4DdtingtlO6Rz7/vqun+rKfvm8vDn2BhX0jZv3qyYmBg1a9ZM27dv9zqf0+mU0+n0/Jyenl4V8fwuMTGx2mavCjVlfPLz8+2O4DeWZdkdwW/YFvNcKNshnXvfV9f9W03ZN5dHWcYmKSmpTOsyrqTt2rVLX331lb7++mvl5eXpzJkzeuGFFzR69Gi7owEAAFQZ40raLbfcoltuuUWStH37di1btoyCBgAAahwjLxwAAACo6Yw7klZYu3bt1K5dO7tjAAAAVDmOpAEAABiIkgYAAGAgShoAAICBKGkAAAAGoqQBAAAYiJIGAABgIEoaAACAgShpAAAABqKkAQAAGIiSBgAAYCBKGgAAgIEoaQAAAAaipAEAABiIkgYAAGAgShoAAICBKGkAAAAGoqQBAAAYKMjuANXFM488o4wfMvy+3uDgYOXn5/t9vaVJaJagCdMmVOlzAgCK2r13t8b+fqzdMcrl13+7fjr6kxrWbmhjIv8x6W8kJa2MMn7IUJuNbeyO4Rc7tdPuCABQ4wXkBFwwf1f2Ru1Vm70XxraY9DeSjzsBAAAMREkDAAAwECUNAADAQJQ0AAAAA1HSAAAADERJAwAAMBAlDQAAwECUNAAAAANR0gAAAAxESQMAADAQJQ0AAMBAlDQAAAADUdIAAAAMREkDAAAwECUNAADAQJQ0AAAAA1HSAAAADBRkd4BfS09P15w5c3T8+HE5HA45nU5dffXVdscCAACoUsaVtMDAQN12221q1qyZzpw5o/Hjx6tDhw5q0KCB3dEAAACqjHEfd8bFxalZs2aSpFq1aql+/frKzMy0ORUAAEDVMq6kFZaWlqZ9+/apRYsWdkcBAACoUsZ93OmWk5OjGTNmaNiwYQoPDy82PSUlRSkpKZKkqVOnKjExsVLzBAcHV+r6q9LefXs1/qbxdscoE4fDIcuyvE4/cOSAGtdtXIWJKsfBfQfVRm3sjuEXDofD7gh+w7aY50LZDoltMVVwcHCFOkVQUJDfOomRJa2goEAzZsxQr1691K1btxLncTqdcjqdnp/T09MrNVN+fn6lrr9KZUvNP2tudwq/2Bm1U82/r/7bsjNqp90R/Ka0Ul3dsC3muVC2Q2JbTJWfn1+hTpGYmHje5ZOSksq0LuM+7rQsS/PmzVP9+vV17bXX2h0HAADAFsYdSdu1a5fWrl2rRo0a6ZFHHpEk3Xzzzbr00kttTgYAAFB1jCtpbdq00VtvvWV3DAAAAFsZ93EnAAAAKGkAAABGoqQBAAAYiJIGAABgIEoaAACAgShpAAAABqKkAQAAGIiSBgAAYCBKGgAAgIEoaQAAAAaipAEAABiIkgYAAGAgShoAAICBKGkAAAAGoqQBAAAYiJIGAABgIEoaAACAgShpAAAABqKkAQAAGIiSBgAAYCBKGgAAgIEoaQAAAAaipAEAABiIkgYAAGAgShoAAICBKGkAAAAGoqQBAAAYiJIGAABgIEoaAACAgShpAAAABqKkAQAAGIiSBgAAYCBKGgAAgIEoaQAAAAaipAEAABiIkgYAAGAgShoAAICBguwOUJKtW7dq/vz5crlcuvLKKzVkyBC7IwEAAFQp446kuVwuvfzyy5owYYJmzpypdevW6eDBg3bHAgAAqFLGlbQ9e/aoXr16qlu3roKCgtSzZ09t2rTJ7lgAAABVymFZlmV3iMI2btyorVu3auTIkZKktWvXavfu3brrrruKzJeSkqKUlBRJ0tSpU6s8JwAAQGUy7khaSZ3R4XAUe8zpdGrq1KnVvqCNHz/e7ghGY3xKx/h4x9iUjvEpHeNTOsbHO3+OjXElLSEhQRkZGZ6fMzIyFBcXZ2MiAACAqmdcSWvevLl++eUXpaWlqaCgQOvXr9dll11mdywAAIAqFTh58uTJdocoLCAgQPXq1dOLL76oFStWqFevXurevbvdsSpVs2bN7I5gNMandIyPd4xN6Rif0jE+pWN8vPPX2Bh34QAAAAAM/LgTAAAAlDQAAAAjGfm1UDXB3LlztWXLFsXExGjGjBl2xzFOenq65syZo+PHj8vhcMjpdOrqq6+2O5YR8vLyNGnSJBUUFOjs2bPq3r27kpOT7Y5lHJfLpfHjxys+Pp7bBfzKqFGjFBYWpoCAAAUGBlb7Wxn50+nTpzVv3jz99NNPcjgcuvfee9WqVSu7Yxnh0KFDmjlzpufntLQ0JScn65prrrExlVn+/e9/a+XKlXI4HGrYsKHuu+8+hYSElHt9lDSb9OnTRwMHDtScOXPsjmKkwMBA3XbbbWrWrJnOnDmj8ePHq0OHDmrQoIHd0WwXHBysSZMmKSwsTAUFBZo4caI6derEH5Jf+fDDD1W/fn2dOXPG7ihGmjRpkqKjo+2OYZz58+erU6dOGjt2rAoKCpSbm2t3JGMkJSVp2rRpks79I+iee+5R165dbU5ljszMTC1fvlwzZ85USEiInn/+ea1fv159+vQp9zr5uNMmbdu2VWRkpN0xjBUXF+e5OqZWrVqqX7++MjMzbU5lBofDobCwMEnS2bNndfbs2RJv+FyTZWRkaMuWLbryyivtjoJqJDs7W99995369esnSQoKClJERITNqcyUmpqqevXqqXbt2nZHMYrL5VJeXp7Onj2rvLy8Ct/nlSNpMF5aWpr27dunFi1a2B3FGC6XS+PGjdPhw4f1u9/9Ti1btrQ7klEWLFigW2+9laNopZgyZYokqX///nI6nTanMUNaWpqio6M1d+5cHThwQM2aNdOwYcM8/yjC/6xbt06XX3653TGMEh8fr+uuu0733nuvQkJC1LFjR3Xs2LFC6+RIGoyWk5OjGTNmaNiwYQoPD7c7jjECAgI0bdo0zZs3T3v37tWPP/5odyRjbN68WTExMdzDqRR//etf9dxzz2nChAn66KOPtGPHDrsjGeHs2bPat2+fBgwYoP/3//6fQkNDtXTpUrtjGaegoECbN2++4O9h6qusrCxt2rRJc+bM0UsvvaScnBytXbu2QuukpMFYBQUFmjFjhnr16qVu3brZHcdIERERatu2rbZu3Wp3FGPs2rVLX331lUaNGqVZs2bp22+/1QsvvGB3LKPEx8dLkmJiYtSlSxft2bPH5kRmSEhIUEJCgufIdPfu3bVv3z6bU5nn66+/VtOmTRUbG2t3FKOkpqaqTp06io6OVlBQkLp166bvv/++Quvk404YybIszZs3T/Xr19e1115rdxyjnDx5UoGBgYqIiFBeXp5SU1M1ePBgu2MZ45ZbbtEtt9wiSdq+fbuWLVum0aNH25zKHDk5ObIsS7Vq1VJOTo62bdumG264we5YRoiNjVVCQoIOHTqkpKQkpaamcrFSCfios2SJiYnavXu3cnNzFRISotTUVDVv3rxC66Sk2WTWrFnasWOHTp06pZEjRyo5OdlzsirOHQ1Zu3atGjVqpEceeUSSdPPNN+vSSy+1OZn9jh07pjlz5sjlcsmyLPXo0UOdO3e2OxaqiRMnTmj69OmSzn28d8UVV6hTp042pzLH8OHD9cILL6igoEB16tTRfffdZ3cko+Tm5mrbtm0aMWKE3VGM07JlS3Xv3l3jxo1TYGCgmjRpUuHzPflaKAAAAANxThoAAICBKGkAAAAGoqQBAAAYiJIGAABgIEoaAACAgShpAKqlyZMna9SoUUUemzNnjpKTkyvl+dLS0pScnKy33nqrUtbvC8uy9Pjjjxe5SW9eXp7uueceLVmyxMZkAPyJkgYA/5WWlqa33npL+/fvtztKqdatW6e9e/fqD3/4g+exkJAQDR48WB988IEyMzNtTAfAXyhpAPBfR48e1dtvv11iSatdu7Zee+01/f73v6/6YL/y9ttvq3PnzrrooouKPN6vXz85HA795z//sSkZAH+ipAFAGTgcDoWEhCgwMNDWHKmpqTp06JB69+5dbFpYWJi6du2q1atXKz8/34Z0APyJr4UCUGlWr16tuXPn6oknntDOnTu1evVqHT9+XElJSRo6dGiJ3//35ZdfatmyZZ6jWU2aNNGgQYPUpUuXcmWYPHmyjh49qjlz5hR5PC0tTffff79uuOEGJScne7JK0ty5cz3/3bZtW02ePLnY/G5nz57VsmXLtGbNGqWlpSk0NFQXX3yxbrzxRjVq1KjE52vevLnefvtt/fjjj4qIiFCvXr10yy23lKkAbtiwQQEBAerQoUOJ03/zm99o7dq12r59O1/3BFRzlDQAle71119Xbm6uBgwYIOlceZs9e7by8/PVp08fz3wfffSRXn75ZdWvX9/zseKaNWs0bdo0jRgxosLfg1eaiy++WEOHDtV7770np9OpNm3aSDr3pduleeGFF7RhwwZ16NBBAwYM0PHjx/XRRx/p8ccf11/+8hc1bdq0yPxff/21Pv74Y/Xv3199+/bVpk2btGzZMkVEROj6668/b87vvvtODRs2VFhYWInTW7VqJUmUNOACQEkDUOlOnTql6dOnKzw8XJI0YMAAPfzww1q4cKF69uypkJAQZWVl6bXXXlPdunU1ZcqUIvOOGzdOr7zyinr06KGIiIhKyVi3bl116NBB7733nlq1aqXf/va3511m27Zt2rBhg3r06KExY8bI4XBIknr27Klx48Zp/vz5+stf/lJkmYMHD2rGjBmqU6eOJKl///56+OGHtWLFivOWNJfLpUOHDpV6VLF27doKDAzUTz/9dN78AMzGOWkAKt2AAQM8pUuSwsPD1b9/f50+fVrbt2+XdK7w5Obm6qqrrio278CBA5WTk6PU1NQqz16aL7/8UpJ0/fXXewqaJDVu3FiXXnqpdu7cqZMnTxZZpkuXLp6CJp07161du3Y6fvy4cnJySn2+U6dOybIsRUZGljpfZGRksecFUP1Q0gBUuvr16xd7rEGDBpKkI0eOSDp3zpYkNWzYsNi87sfc85oiLS1NDoejxO1zn4/m3i63wgXNzV26Tp06VerzuYugZVmlzmdZVpHSCKB6oqQBqHQlFYbzFY3KfG7p3EeHFVWebQgI8L7bPd/6IiMj5XA4lJWVVep8p0+fVlRUlM/ZAJiFkgag0h08eLDYYz///LOkc+eCFf7/ks6lci/vnscXERERJZaako7K+Xr0qW7durIsy7Mthbkzl3TkrLwCAgLUoEEDHT582Os8aWlpOnv2bJErSwFUT5Q0AJXu448/VnZ2tufn7OxsffLJJ4qIiFDbtm0lSR06dFBoaKhWrFihM2fOeOY9c+aMVqxYobCwMK+3nShNUlKSzpw5oz179ngec7lcJd7w1X3F5PmOVLl17dpVkvTee+8VOQr2448/6quvvlKbNm0UHR3tc+bStG3bVgcPHiwynoXt3r3bMx+A6o2rOwFUuqioKE2YMEF9+/aVZVlavXq10tPTNXLkSIWGhko6d8Tr1ltv1csvv6wJEyZ4bs2xevVqHT58WCNGjChyQUFZOZ1OLVu2TNOmTdPVV1+toKAgbdy4scSPOxs0aKBatWrpo48+UkhIiCIiIhQTE6P27duXuO4OHTqoR48eWr9+vU6fPq3OnTt7bsERHBysO++80+e859OjRw999NFH2rp1q3r27Fls+pYtWxQVFaV27dr5/bkBVC1KGoBK98c//lE7d+7UihUrdOLECV100UUaPXq0rrjiiiLz/e53v1NcXJw++OADvf3225LOXSn58MMPe45a+apOnTp65JFHtGjRIr355puKiopSr1691K9fP40ZM6bIvCEhIXrwwQf15ptvauHChcrPz1fbtm29ljRJGj16tJo2bao1a9bolVde8dzM9qabbqqUjxzbtm2rBg0aaO3atcVKWk5Ojr788ksNGDBAwcHBfn9uAFXLYVXV2bsAahz3XfwnTZrEkR0/WrdunV588UU9//zzSkpK8jz+4YcfatGiRZo9e7bi4+NtTAjAHzgnDQCqmcsvv1zNmzfXkiVLPI/l5eXp/fff16BBgyhowAWCjzsBoBqaMmVKkZ9DQkL00ksv2ZQGQGXgSBoAAICBOCcNAADAQBxJAwAAMLmcZLoAAAAgSURBVBAlDQAAwECUNAAAAANR0gAAAAxESQMAADDQ/wenS/WIURK0owAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#посмотрим дистрибуции\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('ggplot')\n",
    "\n",
    "# Histogram of the pollution of 2016\n",
    "sample_2016['pollution_static'].plot(kind='hist',color='purple',edgecolor='black',figsize=(10,7))\n",
    "plt.title('Distribution of pollution_static', size=24)\n",
    "plt.xlabel('pollution ()', size=18)\n",
    "plt.ylabel('Frequency', size=18)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frequency')"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sample_2016['population'].plot(kind='hist',color='purple',edgecolor='black',figsize=(10,7))\n",
    "plt.title('Distribution of population', size=24)\n",
    "plt.xlabel('population()', size=18)\n",
    "plt.ylabel('Frequency', size=18)\n",
    "#вообще напоминает какое-то распределение ( хотя все по 2016 году хз)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frequency')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sample_2016['spending'].plot(kind='hist',color='purple',edgecolor='black',figsize=(10,7))\n",
    "plt.title('Distribution of spending', size=24)\n",
    "plt.xlabel('spending ()', size=18)\n",
    "plt.ylabel('Frequency', size=18)\n",
    "# поч у них фактически одинаковый curve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frequency')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# по всему ряду\n",
    "maindata['pollution_static'].plot(kind='hist',color='purple',edgecolor='black',figsize=(10,7))\n",
    "plt.title('Distribution of pollution_static', size=24)\n",
    "plt.xlabel('pollution ()', size=18)\n",
    "plt.ylabel('Frequency', size=18)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Предсказание pollution_static \n",
    "Там, где известен spending"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ВРеменной ряд"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>region</th>\n",
       "      <th>year</th>\n",
       "      <th>population</th>\n",
       "      <th>pollution_static</th>\n",
       "      <th>revealed_pollution</th>\n",
       "      <th>spending</th>\n",
       "      <th>GRP_pc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Алтайский край</td>\n",
       "      <td>2005</td>\n",
       "      <td>2503.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>77.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>53812.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Алтайский край</td>\n",
       "      <td>2010</td>\n",
       "      <td>2417.0</td>\n",
       "      <td>207.0</td>\n",
       "      <td>78.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>124955.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Алтайский край</td>\n",
       "      <td>2011</td>\n",
       "      <td>2407.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>77.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>137677.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Алтайский край</td>\n",
       "      <td>2012</td>\n",
       "      <td>2399.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>79.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>153556.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Алтайский край</td>\n",
       "      <td>2013</td>\n",
       "      <td>2391.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>73.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>173763.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           region  year  population  pollution_static  revealed_pollution  \\\n",
       "0  Алтайский край  2005      2503.0             233.0                77.2   \n",
       "1  Алтайский край  2010      2417.0             207.0                78.9   \n",
       "2  Алтайский край  2011      2407.0             204.0                77.8   \n",
       "3  Алтайский край  2012      2399.0             216.0                79.2   \n",
       "4  Алтайский край  2013      2391.0             201.0                73.5   \n",
       "\n",
       "   spending    GRP_pc  \n",
       "0       NaN   53812.4  \n",
       "1       NaN  124955.8  \n",
       "2       NaN  137677.2  \n",
       "3       NaN  153556.7  \n",
       "4       NaN  173763.5  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "maindata.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "year\n",
       "2005    255.350000\n",
       "2010    238.975000\n",
       "2011    239.513750\n",
       "2012    245.390000\n",
       "2013    230.582500\n",
       "2014    212.834146\n",
       "2015    210.919512\n",
       "2016    211.658537\n",
       "2017    213.158537\n",
       "2018           NaN\n",
       "Name: pollution_static, dtype: float64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "maindata.groupby('year')['pollution_static'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "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",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>region</th>\n",
       "      <th>year</th>\n",
       "      <th>population</th>\n",
       "      <th>pollution_static</th>\n",
       "      <th>revealed_pollution</th>\n",
       "      <th>spending</th>\n",
       "      <th>GRP_pc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Алтайский край</td>\n",
       "      <td>2005</td>\n",
       "      <td>2503.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>77.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>53812.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Алтайский край</td>\n",
       "      <td>2010</td>\n",
       "      <td>2417.0</td>\n",
       "      <td>207.0</td>\n",
       "      <td>78.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>124955.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Алтайский край</td>\n",
       "      <td>2011</td>\n",
       "      <td>2407.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>77.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>137677.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Алтайский край</td>\n",
       "      <td>2012</td>\n",
       "      <td>2399.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>79.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>153556.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Алтайский край</td>\n",
       "      <td>2013</td>\n",
       "      <td>2391.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>73.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>173763.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Алтайский край</td>\n",
       "      <td>2014</td>\n",
       "      <td>2385.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>1850.18</td>\n",
       "      <td>186798.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Алтайский край</td>\n",
       "      <td>2015</td>\n",
       "      <td>2377.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>72.9</td>\n",
       "      <td>1910.63</td>\n",
       "      <td>204933.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Алтайский край</td>\n",
       "      <td>2016</td>\n",
       "      <td>2366.0</td>\n",
       "      <td>213.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>2297.58</td>\n",
       "      <td>210350.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Алтайский край</td>\n",
       "      <td>2017</td>\n",
       "      <td>2350.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>2163.39</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Алтайский край</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2662.29</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Амурская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>861.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>68.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88597.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Амурская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>829.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>70.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>214827.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Амурская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>821.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>70.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>273175.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Амурская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>817.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>71.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>280023.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Амурская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>811.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>71.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>258817.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Амурская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>810.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>71.4</td>\n",
       "      <td>1836.25</td>\n",
       "      <td>286282.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Амурская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>806.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>73.3</td>\n",
       "      <td>2094.27</td>\n",
       "      <td>343385.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Амурская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>802.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>1821.06</td>\n",
       "      <td>357829.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Амурская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>798.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>71.3</td>\n",
       "      <td>2262.81</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Амурская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2839.10</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Архангельская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>1282.0</td>\n",
       "      <td>314.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>128965.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Архангельская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>1225.0</td>\n",
       "      <td>545.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>302801.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Архангельская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>1213.0</td>\n",
       "      <td>373.0</td>\n",
       "      <td>63.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>360165.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Архангельская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>1202.0</td>\n",
       "      <td>271.0</td>\n",
       "      <td>70.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>391146.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Архангельская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>1192.0</td>\n",
       "      <td>245.0</td>\n",
       "      <td>69.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>417776.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Архангельская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>1183.0</td>\n",
       "      <td>262.0</td>\n",
       "      <td>63.3</td>\n",
       "      <td>6153.94</td>\n",
       "      <td>456985.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Архангельская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>1174.0</td>\n",
       "      <td>260.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>6474.20</td>\n",
       "      <td>532533.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Архангельская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>1166.0</td>\n",
       "      <td>245.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>6251.66</td>\n",
       "      <td>584111.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Архангельская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>1155.0</td>\n",
       "      <td>251.0</td>\n",
       "      <td>62.4</td>\n",
       "      <td>9999.61</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Архангельская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7164.01</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>790</th>\n",
       "      <td>Чувашская республика</td>\n",
       "      <td>2005</td>\n",
       "      <td>1279.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>53.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>54001.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>791</th>\n",
       "      <td>Чувашская республика</td>\n",
       "      <td>2010</td>\n",
       "      <td>1251.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>30.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>125843.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>792</th>\n",
       "      <td>Чувашская республика</td>\n",
       "      <td>2011</td>\n",
       "      <td>1247.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>28.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>151177.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>793</th>\n",
       "      <td>Чувашская республика</td>\n",
       "      <td>2012</td>\n",
       "      <td>1244.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>23.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>174925.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>794</th>\n",
       "      <td>Чувашская республика</td>\n",
       "      <td>2013</td>\n",
       "      <td>1240.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>23.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>179710.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>Чувашская республика</td>\n",
       "      <td>2014</td>\n",
       "      <td>1238.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>25.9</td>\n",
       "      <td>1616.81</td>\n",
       "      <td>191639.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>Чувашская республика</td>\n",
       "      <td>2015</td>\n",
       "      <td>1237.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>31.4</td>\n",
       "      <td>1722.58</td>\n",
       "      <td>203100.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>Чувашская республика</td>\n",
       "      <td>2016</td>\n",
       "      <td>1236.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.4</td>\n",
       "      <td>1343.74</td>\n",
       "      <td>211587.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>Чувашская республика</td>\n",
       "      <td>2017</td>\n",
       "      <td>1231.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>16.6</td>\n",
       "      <td>1650.61</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>Чувашская республика</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1987.23</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>Чукотский автономный округ</td>\n",
       "      <td>2005</td>\n",
       "      <td>52.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>237134.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>801</th>\n",
       "      <td>Чукотский автономный округ</td>\n",
       "      <td>2010</td>\n",
       "      <td>51.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>58.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>767845.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>802</th>\n",
       "      <td>Чукотский автономный округ</td>\n",
       "      <td>2011</td>\n",
       "      <td>51.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>56.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>883368.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>803</th>\n",
       "      <td>Чукотский автономный округ</td>\n",
       "      <td>2012</td>\n",
       "      <td>51.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>58.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>896822.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>804</th>\n",
       "      <td>Чукотский автономный округ</td>\n",
       "      <td>2013</td>\n",
       "      <td>51.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>59.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>877612.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>805</th>\n",
       "      <td>Чукотский автономный округ</td>\n",
       "      <td>2014</td>\n",
       "      <td>51.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>60.2</td>\n",
       "      <td>695.06</td>\n",
       "      <td>1142504.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>806</th>\n",
       "      <td>Чукотский автономный округ</td>\n",
       "      <td>2015</td>\n",
       "      <td>50.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>58.8</td>\n",
       "      <td>556.10</td>\n",
       "      <td>1226152.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>807</th>\n",
       "      <td>Чукотский автономный округ</td>\n",
       "      <td>2016</td>\n",
       "      <td>50.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>55.1</td>\n",
       "      <td>711.01</td>\n",
       "      <td>1323201.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>808</th>\n",
       "      <td>Чукотский автономный округ</td>\n",
       "      <td>2017</td>\n",
       "      <td>50.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>56.3</td>\n",
       "      <td>1109.43</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>809</th>\n",
       "      <td>Чукотский автономный округ</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>709.48</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>810</th>\n",
       "      <td>Ярославская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>1313.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>39.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>99335.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>811</th>\n",
       "      <td>Ярославская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>1271.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>39.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>187875.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>812</th>\n",
       "      <td>Ярославская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>1271.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>36.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>225777.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>813</th>\n",
       "      <td>Ярославская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>1272.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>37.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>257426.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>814</th>\n",
       "      <td>Ярославская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>1272.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>38.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>285331.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>815</th>\n",
       "      <td>Ярославская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>1272.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>35.6</td>\n",
       "      <td>4278.45</td>\n",
       "      <td>307827.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>816</th>\n",
       "      <td>Ярославская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>1272.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>35.9</td>\n",
       "      <td>4194.57</td>\n",
       "      <td>348375.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>817</th>\n",
       "      <td>Ярославская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>1271.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>37.3</td>\n",
       "      <td>4596.52</td>\n",
       "      <td>369539.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>818</th>\n",
       "      <td>Ярославская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>1266.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>44.8</td>\n",
       "      <td>4560.72</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>819</th>\n",
       "      <td>Ярославская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5609.91</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>820 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         region  year  population  pollution_static  \\\n",
       "0                Алтайский край  2005      2503.0             233.0   \n",
       "1                Алтайский край  2010      2417.0             207.0   \n",
       "2                Алтайский край  2011      2407.0             204.0   \n",
       "3                Алтайский край  2012      2399.0             216.0   \n",
       "4                Алтайский край  2013      2391.0             201.0   \n",
       "5                Алтайский край  2014      2385.0             203.0   \n",
       "6                Алтайский край  2015      2377.0             204.0   \n",
       "7                Алтайский край  2016      2366.0             213.0   \n",
       "8                Алтайский край  2017      2350.0             204.0   \n",
       "9                Алтайский край  2018         NaN               NaN   \n",
       "10             Амурская область  2005       861.0             104.0   \n",
       "11             Амурская область  2010       829.0             119.0   \n",
       "12             Амурская область  2011       821.0             134.0   \n",
       "13             Амурская область  2012       817.0             127.0   \n",
       "14             Амурская область  2013       811.0             125.0   \n",
       "15             Амурская область  2014       810.0             132.0   \n",
       "16             Амурская область  2015       806.0             127.0   \n",
       "17             Амурская область  2016       802.0             135.0   \n",
       "18             Амурская область  2017       798.0             133.0   \n",
       "19             Амурская область  2018         NaN               NaN   \n",
       "20        Архангельская область  2005      1282.0             314.0   \n",
       "21        Архангельская область  2010      1225.0             545.0   \n",
       "22        Архангельская область  2011      1213.0             373.0   \n",
       "23        Архангельская область  2012      1202.0             271.0   \n",
       "24        Архангельская область  2013      1192.0             245.0   \n",
       "25        Архангельская область  2014      1183.0             262.0   \n",
       "26        Архангельская область  2015      1174.0             260.0   \n",
       "27        Архангельская область  2016      1166.0             245.0   \n",
       "28        Архангельская область  2017      1155.0             251.0   \n",
       "29        Архангельская область  2018         NaN               NaN   \n",
       "..                          ...   ...         ...               ...   \n",
       "790        Чувашская республика  2005      1279.0              38.0   \n",
       "791        Чувашская республика  2010      1251.0              31.0   \n",
       "792        Чувашская республика  2011      1247.0              28.0   \n",
       "793        Чувашская республика  2012      1244.0              33.0   \n",
       "794        Чувашская республика  2013      1240.0              29.0   \n",
       "795        Чувашская республика  2014      1238.0              36.0   \n",
       "796        Чувашская республика  2015      1237.0              27.0   \n",
       "797        Чувашская республика  2016      1236.0              25.0   \n",
       "798        Чувашская республика  2017      1231.0              43.0   \n",
       "799        Чувашская республика  2018         NaN               NaN   \n",
       "800  Чукотский автономный округ  2005        52.0              32.0   \n",
       "801  Чукотский автономный округ  2010        51.0              22.0   \n",
       "802  Чукотский автономный округ  2011        51.0              22.0   \n",
       "803  Чукотский автономный округ  2012        51.0              21.0   \n",
       "804  Чукотский автономный округ  2013        51.0              21.0   \n",
       "805  Чукотский автономный округ  2014        51.0              18.0   \n",
       "806  Чукотский автономный округ  2015        50.0              21.0   \n",
       "807  Чукотский автономный округ  2016        50.0              21.0   \n",
       "808  Чукотский автономный округ  2017        50.0              20.0   \n",
       "809  Чукотский автономный округ  2018         NaN               NaN   \n",
       "810         Ярославская область  2005      1313.0              93.0   \n",
       "811         Ярославская область  2010      1271.0              81.0   \n",
       "812         Ярославская область  2011      1271.0              78.0   \n",
       "813         Ярославская область  2012      1272.0              77.0   \n",
       "814         Ярославская область  2013      1272.0              82.0   \n",
       "815         Ярославская область  2014      1272.0              88.0   \n",
       "816         Ярославская область  2015      1272.0              91.0   \n",
       "817         Ярославская область  2016      1271.0              86.0   \n",
       "818         Ярославская область  2017      1266.0              76.0   \n",
       "819         Ярославская область  2018         NaN               NaN   \n",
       "\n",
       "     revealed_pollution  spending     GRP_pc  \n",
       "0                  77.2       NaN    53812.4  \n",
       "1                  78.9       NaN   124955.8  \n",
       "2                  77.8       NaN   137677.2  \n",
       "3                  79.2       NaN   153556.7  \n",
       "4                  73.5       NaN   173763.5  \n",
       "5                  73.0   1850.18   186798.6  \n",
       "6                  72.9   1910.63   204933.1  \n",
       "7                  73.0   2297.58   210350.7  \n",
       "8                  75.0   2163.39        NaN  \n",
       "9                   NaN   2662.29        NaN  \n",
       "10                 68.9       NaN    88597.1  \n",
       "11                 70.6       NaN   214827.2  \n",
       "12                 70.6       NaN   273175.8  \n",
       "13                 71.7       NaN   280023.9  \n",
       "14                 71.9       NaN   258817.0  \n",
       "15                 71.4   1836.25   286282.6  \n",
       "16                 73.3   2094.27   343385.7  \n",
       "17                 74.0   1821.06   357829.0  \n",
       "18                 71.3   2262.81        NaN  \n",
       "19                  NaN   2839.10        NaN  \n",
       "20                 75.0       NaN   128965.3  \n",
       "21                 55.8       NaN   302801.3  \n",
       "22                 63.8       NaN   360165.9  \n",
       "23                 70.5       NaN   391146.2  \n",
       "24                 69.9       NaN   417776.4  \n",
       "25                 63.3   6153.94   456985.8  \n",
       "26                 63.0   6474.20   532533.7  \n",
       "27                 64.0   6251.66   584111.3  \n",
       "28                 62.4   9999.61        NaN  \n",
       "29                  NaN   7164.01        NaN  \n",
       "..                  ...       ...        ...  \n",
       "790                53.5       NaN    54001.9  \n",
       "791                30.3       NaN   125843.0  \n",
       "792                28.6       NaN   151177.9  \n",
       "793                23.4       NaN   174925.5  \n",
       "794                23.9       NaN   179710.6  \n",
       "795                25.9   1616.81   191639.9  \n",
       "796                31.4   1722.58   203100.9  \n",
       "797                25.4   1343.74   211587.6  \n",
       "798                16.6   1650.61        NaN  \n",
       "799                 NaN   1987.23        NaN  \n",
       "800                54.0       NaN   237134.5  \n",
       "801                58.1       NaN   767845.6  \n",
       "802                56.6       NaN   883368.7  \n",
       "803                58.3       NaN   896822.1  \n",
       "804                59.5       NaN   877612.8  \n",
       "805                60.2    695.06  1142504.1  \n",
       "806                58.8    556.10  1226152.0  \n",
       "807                55.1    711.01  1323201.3  \n",
       "808                56.3   1109.43        NaN  \n",
       "809                 NaN    709.48        NaN  \n",
       "810                39.1       NaN    99335.1  \n",
       "811                39.7       NaN   187875.5  \n",
       "812                36.1       NaN   225777.7  \n",
       "813                37.1       NaN   257426.7  \n",
       "814                38.6       NaN   285331.7  \n",
       "815                35.6   4278.45   307827.1  \n",
       "816                35.9   4194.57   348375.7  \n",
       "817                37.3   4596.52   369539.9  \n",
       "818                44.8   4560.72        NaN  \n",
       "819                 NaN   5609.91        NaN  \n",
       "\n",
       "[820 rows x 7 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "maindata = maindata.groupby(['region', 'year']).max().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>region</th>\n",
       "      <th>year</th>\n",
       "      <th>population</th>\n",
       "      <th>pollution_static</th>\n",
       "      <th>revealed_pollution</th>\n",
       "      <th>spending</th>\n",
       "      <th>GRP_pc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Алтайский край</td>\n",
       "      <td>2005</td>\n",
       "      <td>2503.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>77.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>53812.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Амурская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>861.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>68.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88597.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Архангельская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>1282.0</td>\n",
       "      <td>314.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>128965.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Астраханская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>1003.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>14.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>69814.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Белгородская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>1512.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>89.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>95911.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Брянская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>1327.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>93.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49923.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Владимирская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>1486.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>24.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58261.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Волгоградская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>2640.0</td>\n",
       "      <td>221.0</td>\n",
       "      <td>63.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>76740.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Вологодская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>1235.0</td>\n",
       "      <td>478.0</td>\n",
       "      <td>77.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>156379.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Воронежская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>2361.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>44.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>56534.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Г севастополь</td>\n",
       "      <td>2005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Г. москва</td>\n",
       "      <td>2005</td>\n",
       "      <td>10924.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>49.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>381997.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Г. санкт-петербург</td>\n",
       "      <td>2005</td>\n",
       "      <td>4713.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>54.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>141795.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Еврейская автономная область</td>\n",
       "      <td>2005</td>\n",
       "      <td>182.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>78.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>77319.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Забайкальский край</td>\n",
       "      <td>2005</td>\n",
       "      <td>1124.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>73.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61741.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Ивановская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>1102.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>43.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40039.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Иркутская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>2492.0</td>\n",
       "      <td>502.0</td>\n",
       "      <td>83.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>102904.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Кабардино-балкарская республика</td>\n",
       "      <td>2005</td>\n",
       "      <td>866.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>54.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42253.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>Калининградская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>936.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>14.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87122.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>Калужская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>1023.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>89.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>69192.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>Камчатский край</td>\n",
       "      <td>2005</td>\n",
       "      <td>337.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>11.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>129240.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>Карачаево-черкесская республика</td>\n",
       "      <td>2005</td>\n",
       "      <td>455.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>93.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36971.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>Кемеровская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>2806.0</td>\n",
       "      <td>1282.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>104764.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>Кировская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>1419.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>51.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55726.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>Костромская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>700.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63304.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>Краснодарский край</td>\n",
       "      <td>2005</td>\n",
       "      <td>5127.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72794.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>Красноярский край</td>\n",
       "      <td>2005</td>\n",
       "      <td>2869.0</td>\n",
       "      <td>2543.0</td>\n",
       "      <td>79.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>152389.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>Курганская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>962.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>51724.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>Курская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>1178.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>49.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72995.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>Ленинградская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>1685.0</td>\n",
       "      <td>209.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>122024.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>Республика коми</td>\n",
       "      <td>2005</td>\n",
       "      <td>963.0</td>\n",
       "      <td>671.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>176075.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>Республика крым</td>\n",
       "      <td>2005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>Республика марий эл</td>\n",
       "      <td>2005</td>\n",
       "      <td>713.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>18.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>46589.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>550</th>\n",
       "      <td>Республика мордовия</td>\n",
       "      <td>2005</td>\n",
       "      <td>865.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>92.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50982.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>560</th>\n",
       "      <td>Республика саха (якутия)</td>\n",
       "      <td>2005</td>\n",
       "      <td>954.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>66.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>191896.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>Республика северная осетия – алания</td>\n",
       "      <td>2005</td>\n",
       "      <td>707.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44127.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>580</th>\n",
       "      <td>Республика татарстан</td>\n",
       "      <td>2005</td>\n",
       "      <td>3762.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>56.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>128226.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>590</th>\n",
       "      <td>Республика тыва</td>\n",
       "      <td>2005</td>\n",
       "      <td>303.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>63.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38429.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>Республика хакасия</td>\n",
       "      <td>2005</td>\n",
       "      <td>534.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>70.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>77864.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>Ростовская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>4332.0</td>\n",
       "      <td>146.0</td>\n",
       "      <td>83.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60575.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>620</th>\n",
       "      <td>Рязанская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>1189.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>76.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70665.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630</th>\n",
       "      <td>Самарская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>3226.0</td>\n",
       "      <td>321.0</td>\n",
       "      <td>60.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>124575.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>640</th>\n",
       "      <td>Саратовская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>2591.0</td>\n",
       "      <td>182.0</td>\n",
       "      <td>67.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65656.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>650</th>\n",
       "      <td>Сахалинская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>521.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>81.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>230298.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>660</th>\n",
       "      <td>Свердловская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>4356.0</td>\n",
       "      <td>1177.0</td>\n",
       "      <td>87.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>108697.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670</th>\n",
       "      <td>Смоленская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>1025.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>81.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63687.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680</th>\n",
       "      <td>Ставропольский край</td>\n",
       "      <td>2005</td>\n",
       "      <td>2747.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>49.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>53414.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690</th>\n",
       "      <td>Тамбовская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>1139.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55573.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>Тверская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>1415.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>30.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68048.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>710</th>\n",
       "      <td>Томская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>1024.0</td>\n",
       "      <td>281.0</td>\n",
       "      <td>46.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>155365.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>720</th>\n",
       "      <td>Тульская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>74.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>71587.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>730</th>\n",
       "      <td>Тюменская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>3294.0</td>\n",
       "      <td>4179.0</td>\n",
       "      <td>1.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>673208.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>740</th>\n",
       "      <td>Удмуртская республика</td>\n",
       "      <td>2005</td>\n",
       "      <td>1546.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>19.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90316.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>750</th>\n",
       "      <td>Ульяновская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>1340.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>83.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59804.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>760</th>\n",
       "      <td>Хабаровский край</td>\n",
       "      <td>2005</td>\n",
       "      <td>1376.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>86.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>116257.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>770</th>\n",
       "      <td>Челябинская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>3517.0</td>\n",
       "      <td>880.0</td>\n",
       "      <td>83.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>99159.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>780</th>\n",
       "      <td>Чеченская республика</td>\n",
       "      <td>2005</td>\n",
       "      <td>1152.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20038.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>790</th>\n",
       "      <td>Чувашская республика</td>\n",
       "      <td>2005</td>\n",
       "      <td>1279.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>53.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>54001.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>Чукотский автономный округ</td>\n",
       "      <td>2005</td>\n",
       "      <td>52.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>237134.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>810</th>\n",
       "      <td>Ярославская область</td>\n",
       "      <td>2005</td>\n",
       "      <td>1313.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>39.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>99335.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>82 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  region  year  population  pollution_static  \\\n",
       "0                         Алтайский край  2005      2503.0             233.0   \n",
       "10                      Амурская область  2005       861.0             104.0   \n",
       "20                 Архангельская область  2005      1282.0             314.0   \n",
       "30                  Астраханская область  2005      1003.0             131.0   \n",
       "40                  Белгородская область  2005      1512.0             102.0   \n",
       "50                      Брянская область  2005      1327.0              49.0   \n",
       "60                  Владимирская область  2005      1486.0              29.0   \n",
       "70                 Волгоградская область  2005      2640.0             221.0   \n",
       "80                   Вологодская область  2005      1235.0             478.0   \n",
       "90                   Воронежская область  2005      2361.0              52.0   \n",
       "100                        Г севастополь  2005         NaN               NaN   \n",
       "110                            Г. москва  2005     10924.0              89.0   \n",
       "120                   Г. санкт-петербург  2005      4713.0              53.0   \n",
       "130         Еврейская автономная область  2005       182.0              28.0   \n",
       "140                   Забайкальский край  2005      1124.0             140.0   \n",
       "150                   Ивановская область  2005      1102.0              40.0   \n",
       "160                    Иркутская область  2005      2492.0             502.0   \n",
       "170      Кабардино-балкарская республика  2005       866.0               2.0   \n",
       "180              Калининградская область  2005       936.0              28.0   \n",
       "190                    Калужская область  2005      1023.0              12.0   \n",
       "200                      Камчатский край  2005       337.0              41.0   \n",
       "210      Карачаево-черкесская республика  2005       455.0              16.0   \n",
       "220                  Кемеровская область  2005      2806.0            1282.0   \n",
       "230                    Кировская область  2005      1419.0              91.0   \n",
       "240                  Костромская область  2005       700.0              52.0   \n",
       "250                   Краснодарский край  2005      5127.0             113.0   \n",
       "260                    Красноярский край  2005      2869.0            2543.0   \n",
       "270                   Курганская область  2005       962.0              61.0   \n",
       "280                      Курская область  2005      1178.0              27.0   \n",
       "290                Ленинградская область  2005      1685.0             209.0   \n",
       "..                                   ...   ...         ...               ...   \n",
       "520                      Республика коми  2005       963.0             671.0   \n",
       "530                      Республика крым  2005         NaN               NaN   \n",
       "540                  Республика марий эл  2005       713.0              29.0   \n",
       "550                  Республика мордовия  2005       865.0              37.0   \n",
       "560             Республика саха (якутия)  2005       954.0             163.0   \n",
       "570  Республика северная осетия – алания  2005       707.0               6.0   \n",
       "580                 Республика татарстан  2005      3762.0             240.0   \n",
       "590                      Республика тыва  2005       303.0              24.0   \n",
       "600                   Республика хакасия  2005       534.0              96.0   \n",
       "610                   Ростовская область  2005      4332.0             146.0   \n",
       "620                    Рязанская область  2005      1189.0             141.0   \n",
       "630                    Самарская область  2005      3226.0             321.0   \n",
       "640                  Саратовская область  2005      2591.0             182.0   \n",
       "650                  Сахалинская область  2005       521.0              89.0   \n",
       "660                 Свердловская область  2005      4356.0            1177.0   \n",
       "670                   Смоленская область  2005      1025.0              34.0   \n",
       "680                  Ставропольский край  2005      2747.0              75.0   \n",
       "690                   Тамбовская область  2005      1139.0              27.0   \n",
       "700                     Тверская область  2005      1415.0              43.0   \n",
       "710                      Томская область  2005      1024.0             281.0   \n",
       "720                     Тульская область  2005      1615.0             148.0   \n",
       "730                    Тюменская область  2005      3294.0            4179.0   \n",
       "740                Удмуртская республика  2005      1546.0             143.0   \n",
       "750                  Ульяновская область  2005      1340.0              35.0   \n",
       "760                     Хабаровский край  2005      1376.0             145.0   \n",
       "770                  Челябинская область  2005      3517.0             880.0   \n",
       "780                 Чеченская республика  2005      1152.0              58.0   \n",
       "790                 Чувашская республика  2005      1279.0              38.0   \n",
       "800           Чукотский автономный округ  2005        52.0              32.0   \n",
       "810                  Ярославская область  2005      1313.0              93.0   \n",
       "\n",
       "     revealed_pollution  spending    GRP_pc  \n",
       "0                  77.2       NaN   53812.4  \n",
       "10                 68.9       NaN   88597.1  \n",
       "20                 75.0       NaN  128965.3  \n",
       "30                 14.3       NaN   69814.0  \n",
       "40                 89.9       NaN   95911.2  \n",
       "50                 93.8       NaN   49923.4  \n",
       "60                 24.7       NaN   58261.0  \n",
       "70                 63.1       NaN   76740.6  \n",
       "80                 77.4       NaN  156379.7  \n",
       "90                 44.8       NaN   56534.5  \n",
       "100                 NaN       NaN       NaN  \n",
       "110                49.5       NaN  381997.1  \n",
       "120                54.7       NaN  141795.6  \n",
       "130                78.2       NaN   77319.2  \n",
       "140                73.5       NaN   61741.0  \n",
       "150                43.2       NaN   40039.1  \n",
       "160                83.8       NaN  102904.3  \n",
       "170                54.7       NaN   42253.1  \n",
       "180                14.3       NaN   87122.8  \n",
       "190                89.6       NaN   69192.2  \n",
       "200                11.2       NaN  129240.8  \n",
       "210                93.2       NaN   36971.7  \n",
       "220                79.0       NaN  104764.5  \n",
       "230                51.6       NaN   55726.6  \n",
       "240                77.0       NaN   63304.4  \n",
       "250                83.0       NaN   72794.1  \n",
       "260                79.1       NaN  152389.0  \n",
       "270                21.0       NaN   51724.0  \n",
       "280                49.1       NaN   72995.3  \n",
       "290                78.0       NaN  122024.2  \n",
       "..                  ...       ...       ...  \n",
       "520                32.5       NaN  176075.2  \n",
       "530                 NaN       NaN       NaN  \n",
       "540                18.9       NaN   46589.5  \n",
       "550                92.9       NaN   50982.6  \n",
       "560                66.9       NaN  191896.0  \n",
       "570                97.5       NaN   44127.2  \n",
       "580                56.5       NaN  128226.9  \n",
       "590                63.1       NaN   38429.7  \n",
       "600                70.4       NaN   77864.6  \n",
       "610                83.1       NaN   60575.0  \n",
       "620                76.3       NaN   70665.8  \n",
       "630                60.3       NaN  124575.2  \n",
       "640                67.7       NaN   65656.6  \n",
       "650                81.5       NaN  230298.2  \n",
       "660                87.7       NaN  108697.2  \n",
       "670                81.3       NaN   63687.0  \n",
       "680                49.1       NaN   53414.6  \n",
       "690                27.5       NaN   55573.9  \n",
       "700                30.7       NaN   68048.7  \n",
       "710                46.8       NaN  155365.2  \n",
       "720                74.2       NaN   71587.4  \n",
       "730                 1.1       NaN  673208.3  \n",
       "740                19.8       NaN   90316.3  \n",
       "750                83.9       NaN   59804.8  \n",
       "760                86.9       NaN  116257.5  \n",
       "770                83.2       NaN   99159.8  \n",
       "780                 NaN       NaN   20038.4  \n",
       "790                53.5       NaN   54001.9  \n",
       "800                54.0       NaN  237134.5  \n",
       "810                39.1       NaN   99335.1  \n",
       "\n",
       "[82 rows x 7 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Новая группа\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>region</th>\n",
       "      <th>year</th>\n",
       "      <th>population</th>\n",
       "      <th>pollution_static</th>\n",
       "      <th>revealed_pollution</th>\n",
       "      <th>spending</th>\n",
       "      <th>GRP_pc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Алтайский край</td>\n",
       "      <td>2010</td>\n",
       "      <td>2417.0</td>\n",
       "      <td>207.0</td>\n",
       "      <td>78.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>124955.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Амурская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>829.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>70.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>214827.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Архангельская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>1225.0</td>\n",
       "      <td>545.0</td>\n",
       "      <td>55.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>302801.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Астраханская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>10.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>143388.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Белгородская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>1532.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>85.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>260015.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Брянская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>1275.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>94.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>114777.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Владимирская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>1441.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>28.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>155494.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Волгоградская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>2607.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>53.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>166028.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Вологодская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>1201.0</td>\n",
       "      <td>474.0</td>\n",
       "      <td>78.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>217826.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Воронежская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>2335.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>39.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>148432.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Г севастополь</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Г. москва</td>\n",
       "      <td>2010</td>\n",
       "      <td>11541.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>730774.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Г. санкт-петербург</td>\n",
       "      <td>2010</td>\n",
       "      <td>4899.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>65.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>349253.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Еврейская автономная область</td>\n",
       "      <td>2010</td>\n",
       "      <td>176.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>86.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>178380.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>Забайкальский край</td>\n",
       "      <td>2010</td>\n",
       "      <td>1106.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>78.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>150548.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Ивановская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>1060.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>41.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>103280.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Иркутская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>2428.0</td>\n",
       "      <td>597.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>224364.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>Кабардино-балкарская республика</td>\n",
       "      <td>2010</td>\n",
       "      <td>860.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>41.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89668.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>Калининградская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>942.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>30.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>208193.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>Калужская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>1009.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>91.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>186347.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>Камчатский край</td>\n",
       "      <td>2010</td>\n",
       "      <td>322.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>319849.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>Карачаево-черкесская республика</td>\n",
       "      <td>2010</td>\n",
       "      <td>477.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>93.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>91782.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>Кемеровская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>2761.0</td>\n",
       "      <td>1411.0</td>\n",
       "      <td>77.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>226198.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>Кировская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>1339.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>56.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>128073.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>Костромская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>666.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>45.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>146536.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>Краснодарский край</td>\n",
       "      <td>2010</td>\n",
       "      <td>5230.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>83.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>196914.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>Красноярский край</td>\n",
       "      <td>2010</td>\n",
       "      <td>2829.0</td>\n",
       "      <td>2491.0</td>\n",
       "      <td>78.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>372848.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>Курганская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>909.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>73.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>129013.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>Курская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>1126.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>48.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>171322.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>Ленинградская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>1719.0</td>\n",
       "      <td>226.0</td>\n",
       "      <td>81.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>286435.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>Республика коми</td>\n",
       "      <td>2010</td>\n",
       "      <td>899.0</td>\n",
       "      <td>595.0</td>\n",
       "      <td>37.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>390740.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>531</th>\n",
       "      <td>Республика крым</td>\n",
       "      <td>2010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>Республика марий эл</td>\n",
       "      <td>2010</td>\n",
       "      <td>695.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>23.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>118110.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>551</th>\n",
       "      <td>Республика мордовия</td>\n",
       "      <td>2010</td>\n",
       "      <td>834.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>125975.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561</th>\n",
       "      <td>Республика саха (якутия)</td>\n",
       "      <td>2010</td>\n",
       "      <td>958.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>71.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>403658.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>Республика северная осетия – алания</td>\n",
       "      <td>2010</td>\n",
       "      <td>712.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>97.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>105781.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581</th>\n",
       "      <td>Республика татарстан</td>\n",
       "      <td>2010</td>\n",
       "      <td>3787.0</td>\n",
       "      <td>263.0</td>\n",
       "      <td>55.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>264561.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>591</th>\n",
       "      <td>Республика тыва</td>\n",
       "      <td>2010</td>\n",
       "      <td>308.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>58.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>99999.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601</th>\n",
       "      <td>Республика хакасия</td>\n",
       "      <td>2010</td>\n",
       "      <td>532.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>63.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>180352.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</th>\n",
       "      <td>Ростовская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>4275.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>83.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>154127.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>621</th>\n",
       "      <td>Рязанская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>1152.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>80.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>154844.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>631</th>\n",
       "      <td>Самарская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>3215.0</td>\n",
       "      <td>308.0</td>\n",
       "      <td>54.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>216167.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>641</th>\n",
       "      <td>Саратовская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>2519.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>84.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>148839.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>651</th>\n",
       "      <td>Сахалинская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>497.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>80.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>977256.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661</th>\n",
       "      <td>Свердловская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>4297.0</td>\n",
       "      <td>1169.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>243234.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671</th>\n",
       "      <td>Смоленская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>983.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>69.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>156567.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>Ставропольский край</td>\n",
       "      <td>2010</td>\n",
       "      <td>2786.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>118920.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>Тамбовская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>1090.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>131456.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>701</th>\n",
       "      <td>Тверская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>1350.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>33.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>161305.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>711</th>\n",
       "      <td>Томская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>1049.0</td>\n",
       "      <td>345.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>272576.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>721</th>\n",
       "      <td>Тульская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>1550.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>78.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>152571.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>731</th>\n",
       "      <td>Тюменская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>3405.0</td>\n",
       "      <td>3132.0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>973332.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>741</th>\n",
       "      <td>Удмуртская республика</td>\n",
       "      <td>2010</td>\n",
       "      <td>1520.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>15.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>180316.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>751</th>\n",
       "      <td>Ульяновская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>1290.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>81.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>137518.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>761</th>\n",
       "      <td>Хабаровский край</td>\n",
       "      <td>2010</td>\n",
       "      <td>1343.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>84.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>262685.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>771</th>\n",
       "      <td>Челябинская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>3476.0</td>\n",
       "      <td>749.0</td>\n",
       "      <td>86.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>187673.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>781</th>\n",
       "      <td>Чеченская республика</td>\n",
       "      <td>2010</td>\n",
       "      <td>1275.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55995.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>791</th>\n",
       "      <td>Чувашская республика</td>\n",
       "      <td>2010</td>\n",
       "      <td>1251.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>30.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>125843.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>801</th>\n",
       "      <td>Чукотский автономный округ</td>\n",
       "      <td>2010</td>\n",
       "      <td>51.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>58.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>767845.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>811</th>\n",
       "      <td>Ярославская область</td>\n",
       "      <td>2010</td>\n",
       "      <td>1271.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>39.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>187875.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>82 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  region  year  population  pollution_static  \\\n",
       "1                         Алтайский край  2010      2417.0             207.0   \n",
       "11                      Амурская область  2010       829.0             119.0   \n",
       "21                 Архангельская область  2010      1225.0             545.0   \n",
       "31                  Астраханская область  2010      1010.0             125.0   \n",
       "41                  Белгородская область  2010      1532.0             132.0   \n",
       "51                      Брянская область  2010      1275.0              35.0   \n",
       "61                  Владимирская область  2010      1441.0              35.0   \n",
       "71                 Волгоградская область  2010      2607.0             201.0   \n",
       "81                   Вологодская область  2010      1201.0             474.0   \n",
       "91                   Воронежская область  2010      2335.0              77.0   \n",
       "101                        Г севастополь  2010         NaN               NaN   \n",
       "111                            Г. москва  2010     11541.0              63.0   \n",
       "121                   Г. санкт-петербург  2010      4899.0              57.0   \n",
       "131         Еврейская автономная область  2010       176.0              23.0   \n",
       "141                   Забайкальский край  2010      1106.0             138.0   \n",
       "151                   Ивановская область  2010      1060.0              37.0   \n",
       "161                    Иркутская область  2010      2428.0             597.0   \n",
       "171      Кабардино-балкарская республика  2010       860.0               3.0   \n",
       "181              Калининградская область  2010       942.0              29.0   \n",
       "191                    Калужская область  2010      1009.0              12.0   \n",
       "201                      Камчатский край  2010       322.0              37.0   \n",
       "211      Карачаево-черкесская республика  2010       477.0              20.0   \n",
       "221                  Кемеровская область  2010      2761.0            1411.0   \n",
       "231                    Кировская область  2010      1339.0             102.0   \n",
       "241                  Костромская область  2010       666.0              54.0   \n",
       "251                   Краснодарский край  2010      5230.0             139.0   \n",
       "261                    Красноярский край  2010      2829.0            2491.0   \n",
       "271                   Курганская область  2010       909.0              55.0   \n",
       "281                      Курская область  2010      1126.0              41.0   \n",
       "291                Ленинградская область  2010      1719.0             226.0   \n",
       "..                                   ...   ...         ...               ...   \n",
       "521                      Республика коми  2010       899.0             595.0   \n",
       "531                      Республика крым  2010         NaN               NaN   \n",
       "541                  Республика марий эл  2010       695.0              33.0   \n",
       "551                  Республика мордовия  2010       834.0              34.0   \n",
       "561             Республика саха (якутия)  2010       958.0             161.0   \n",
       "571  Республика северная осетия – алания  2010       712.0               6.0   \n",
       "581                 Республика татарстан  2010      3787.0             263.0   \n",
       "591                      Республика тыва  2010       308.0              23.0   \n",
       "601                   Республика хакасия  2010       532.0              96.0   \n",
       "611                   Ростовская область  2010      4275.0             176.0   \n",
       "621                    Рязанская область  2010      1152.0             134.0   \n",
       "631                    Самарская область  2010      3215.0             308.0   \n",
       "641                  Саратовская область  2010      2519.0              95.0   \n",
       "651                  Сахалинская область  2010       497.0             100.0   \n",
       "661                 Свердловская область  2010      4297.0            1169.0   \n",
       "671                   Смоленская область  2010       983.0              48.0   \n",
       "681                  Ставропольский край  2010      2786.0              66.0   \n",
       "691                   Тамбовская область  2010      1090.0              46.0   \n",
       "701                     Тверская область  2010      1350.0              60.0   \n",
       "711                      Томская область  2010      1049.0             345.0   \n",
       "721                     Тульская область  2010      1550.0             167.0   \n",
       "731                    Тюменская область  2010      3405.0            3132.0   \n",
       "741                Удмуртская республика  2010      1520.0             101.0   \n",
       "751                  Ульяновская область  2010      1290.0              39.0   \n",
       "761                     Хабаровский край  2010      1343.0             117.0   \n",
       "771                  Челябинская область  2010      3476.0             749.0   \n",
       "781                 Чеченская республика  2010      1275.0              25.0   \n",
       "791                 Чувашская республика  2010      1251.0              31.0   \n",
       "801           Чукотский автономный округ  2010        51.0              22.0   \n",
       "811                  Ярославская область  2010      1271.0              81.0   \n",
       "\n",
       "     revealed_pollution  spending    GRP_pc  \n",
       "1                  78.9       NaN  124955.8  \n",
       "11                 70.6       NaN  214827.2  \n",
       "21                 55.8       NaN  302801.3  \n",
       "31                 10.7       NaN  143388.8  \n",
       "41                 85.2       NaN  260015.6  \n",
       "51                 94.1       NaN  114777.6  \n",
       "61                 28.3       NaN  155494.2  \n",
       "71                 53.5       NaN  166028.8  \n",
       "81                 78.9       NaN  217826.8  \n",
       "91                 39.6       NaN  148432.6  \n",
       "101                 NaN       NaN       NaN  \n",
       "111                54.0       NaN  730774.2  \n",
       "121                65.8       NaN  349253.6  \n",
       "131                86.7       NaN  178380.6  \n",
       "141                78.1       NaN  150548.9  \n",
       "151                41.2       NaN  103280.0  \n",
       "161                82.5       NaN  224364.2  \n",
       "171                41.1       NaN   89668.3  \n",
       "181                30.2       NaN  208193.2  \n",
       "191                91.7       NaN  186347.8  \n",
       "201                13.0       NaN  319849.2  \n",
       "211                93.8       NaN   91782.3  \n",
       "221                77.4       NaN  226198.1  \n",
       "231                56.3       NaN  128073.7  \n",
       "241                45.7       NaN  146536.9  \n",
       "251                83.4       NaN  196914.3  \n",
       "261                78.3       NaN  372848.1  \n",
       "271                73.3       NaN  129013.4  \n",
       "281                48.9       NaN  171322.1  \n",
       "291                81.2       NaN  286435.4  \n",
       "..                  ...       ...       ...  \n",
       "521                37.9       NaN  390740.4  \n",
       "531                 NaN       NaN       NaN  \n",
       "541                23.9       NaN  118110.4  \n",
       "551                93.0       NaN  125975.5  \n",
       "561                71.4       NaN  403658.5  \n",
       "571                97.4       NaN  105781.6  \n",
       "581                55.6       NaN  264561.7  \n",
       "591                58.7       NaN   99999.9  \n",
       "601                63.7       NaN  180352.1  \n",
       "611                83.2       NaN  154127.9  \n",
       "621                80.1       NaN  154844.8  \n",
       "631                54.3       NaN  216167.6  \n",
       "641                84.1       NaN  148839.0  \n",
       "651                80.2       NaN  977256.0  \n",
       "661                89.0       NaN  243234.2  \n",
       "671                69.9       NaN  156567.3  \n",
       "681                51.0       NaN  118920.6  \n",
       "691                18.0       NaN  131456.7  \n",
       "701                33.4       NaN  161305.0  \n",
       "711                54.0       NaN  272576.5  \n",
       "721                78.1       NaN  152571.7  \n",
       "731                 1.3       NaN  973332.6  \n",
       "741                15.2       NaN  180316.9  \n",
       "751                81.5       NaN  137518.4  \n",
       "761                84.7       NaN  262685.8  \n",
       "771                86.2       NaN  187673.7  \n",
       "781                 NaN       NaN   55995.7  \n",
       "791                30.3       NaN  125843.0  \n",
       "801                58.1       NaN  767845.6  \n",
       "811                39.7       NaN  187875.5  \n",
       "\n",
       "[82 rows x 7 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Новая группа\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>region</th>\n",
       "      <th>year</th>\n",
       "      <th>population</th>\n",
       "      <th>pollution_static</th>\n",
       "      <th>revealed_pollution</th>\n",
       "      <th>spending</th>\n",
       "      <th>GRP_pc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Алтайский край</td>\n",
       "      <td>2011</td>\n",
       "      <td>2407.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>77.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>137677.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Амурская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>821.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>70.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>273175.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Архангельская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>1213.0</td>\n",
       "      <td>373.0</td>\n",
       "      <td>63.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>360165.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Астраханская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>1015.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>8.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>170504.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Белгородская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>1536.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>85.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>331010.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Брянская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>1264.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>92.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>137187.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Владимирская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>1432.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>28.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>181842.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Волгоградская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>2595.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>195463.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Вологодская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>1198.0</td>\n",
       "      <td>469.0</td>\n",
       "      <td>77.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>269252.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Воронежская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>2332.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>41.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>203575.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Г севастополь</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Г. москва</td>\n",
       "      <td>2011</td>\n",
       "      <td>11613.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>52.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>859355.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Г. санкт-петербург</td>\n",
       "      <td>2011</td>\n",
       "      <td>4953.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>424643.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Еврейская автономная область</td>\n",
       "      <td>2011</td>\n",
       "      <td>175.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>85.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>225065.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Забайкальский край</td>\n",
       "      <td>2011</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>78.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>184869.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Ивановская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>1054.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>39.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>121945.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>Иркутская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>2424.0</td>\n",
       "      <td>621.0</td>\n",
       "      <td>82.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>261550.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Кабардино-балкарская республика</td>\n",
       "      <td>2011</td>\n",
       "      <td>859.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>33.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>105412.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Калининградская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>947.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>34.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>255217.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>Калужская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>1008.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>91.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>232722.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>Камчатский край</td>\n",
       "      <td>2011</td>\n",
       "      <td>320.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>11.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>356413.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>Карачаево-черкесская республика</td>\n",
       "      <td>2011</td>\n",
       "      <td>475.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>103462.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>Кемеровская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>2751.0</td>\n",
       "      <td>1390.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>272564.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>Кировская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>1328.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>50.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>146451.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>Костромская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>662.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>40.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>175626.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>Краснодарский край</td>\n",
       "      <td>2011</td>\n",
       "      <td>5284.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>80.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>236750.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>Красноярский край</td>\n",
       "      <td>2011</td>\n",
       "      <td>2838.0</td>\n",
       "      <td>2517.0</td>\n",
       "      <td>78.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>413172.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>Курганская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>896.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>70.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>151046.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>Курская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>1122.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>52.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>203676.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>Ленинградская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>1734.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>81.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>336981.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>Республика коми</td>\n",
       "      <td>2011</td>\n",
       "      <td>890.0</td>\n",
       "      <td>712.0</td>\n",
       "      <td>32.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>487363.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>Республика крым</td>\n",
       "      <td>2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>Республика марий эл</td>\n",
       "      <td>2011</td>\n",
       "      <td>692.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>24.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>140243.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>552</th>\n",
       "      <td>Республика мордовия</td>\n",
       "      <td>2011</td>\n",
       "      <td>825.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>93.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>144636.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>562</th>\n",
       "      <td>Республика саха (якутия)</td>\n",
       "      <td>2011</td>\n",
       "      <td>956.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>72.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>508674.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>Республика северная осетия – алания</td>\n",
       "      <td>2011</td>\n",
       "      <td>709.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>98.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120824.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582</th>\n",
       "      <td>Республика татарстан</td>\n",
       "      <td>2011</td>\n",
       "      <td>3803.0</td>\n",
       "      <td>278.0</td>\n",
       "      <td>53.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>344092.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>592</th>\n",
       "      <td>Республика тыва</td>\n",
       "      <td>2011</td>\n",
       "      <td>309.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>51.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>108178.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>602</th>\n",
       "      <td>Республика хакасия</td>\n",
       "      <td>2011</td>\n",
       "      <td>532.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>61.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>212487.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>612</th>\n",
       "      <td>Ростовская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>4260.0</td>\n",
       "      <td>154.0</td>\n",
       "      <td>85.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>179470.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>622</th>\n",
       "      <td>Рязанская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>1148.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>80.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>186187.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>632</th>\n",
       "      <td>Самарская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>3214.0</td>\n",
       "      <td>292.0</td>\n",
       "      <td>60.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>259480.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>642</th>\n",
       "      <td>Саратовская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>2509.0</td>\n",
       "      <td>109.0</td>\n",
       "      <td>80.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>171449.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>652</th>\n",
       "      <td>Сахалинская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>495.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>81.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1210003.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662</th>\n",
       "      <td>Свердловская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>4307.0</td>\n",
       "      <td>1091.0</td>\n",
       "      <td>89.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>300068.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>672</th>\n",
       "      <td>Смоленская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>981.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>65.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>184184.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682</th>\n",
       "      <td>Ставропольский край</td>\n",
       "      <td>2011</td>\n",
       "      <td>2787.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>46.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>142409.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692</th>\n",
       "      <td>Тамбовская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>1082.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>18.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>159543.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702</th>\n",
       "      <td>Тверская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>1342.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>25.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>189484.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>712</th>\n",
       "      <td>Томская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>1058.0</td>\n",
       "      <td>379.0</td>\n",
       "      <td>48.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>317037.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>722</th>\n",
       "      <td>Тульская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>1545.0</td>\n",
       "      <td>193.0</td>\n",
       "      <td>77.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>180866.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>732</th>\n",
       "      <td>Тюменская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>3460.0</td>\n",
       "      <td>3293.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1198186.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>742</th>\n",
       "      <td>Удмуртская республика</td>\n",
       "      <td>2011</td>\n",
       "      <td>1518.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>16.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>221152.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>752</th>\n",
       "      <td>Ульяновская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>1282.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>173890.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>762</th>\n",
       "      <td>Хабаровский край</td>\n",
       "      <td>2011</td>\n",
       "      <td>1342.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>83.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>297609.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>772</th>\n",
       "      <td>Челябинская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>3480.0</td>\n",
       "      <td>694.0</td>\n",
       "      <td>84.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>222664.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>782</th>\n",
       "      <td>Чеченская республика</td>\n",
       "      <td>2011</td>\n",
       "      <td>1302.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>67220.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>792</th>\n",
       "      <td>Чувашская республика</td>\n",
       "      <td>2011</td>\n",
       "      <td>1247.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>28.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>151177.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>802</th>\n",
       "      <td>Чукотский автономный округ</td>\n",
       "      <td>2011</td>\n",
       "      <td>51.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>56.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>883368.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>812</th>\n",
       "      <td>Ярославская область</td>\n",
       "      <td>2011</td>\n",
       "      <td>1271.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>36.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>225777.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>82 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  region  year  population  pollution_static  \\\n",
       "2                         Алтайский край  2011      2407.0             204.0   \n",
       "12                      Амурская область  2011       821.0             134.0   \n",
       "22                 Архангельская область  2011      1213.0             373.0   \n",
       "32                  Астраханская область  2011      1015.0             132.0   \n",
       "42                  Белгородская область  2011      1536.0             134.0   \n",
       "52                      Брянская область  2011      1264.0              37.0   \n",
       "62                  Владимирская область  2011      1432.0              35.0   \n",
       "72                 Волгоградская область  2011      2595.0             178.0   \n",
       "82                   Вологодская область  2011      1198.0             469.0   \n",
       "92                   Воронежская область  2011      2332.0              72.0   \n",
       "102                        Г севастополь  2011         NaN               NaN   \n",
       "112                            Г. москва  2011     11613.0              61.0   \n",
       "122                   Г. санкт-петербург  2011      4953.0              69.0   \n",
       "132         Еврейская автономная область  2011       175.0              25.0   \n",
       "142                   Забайкальский край  2011      1100.0             131.0   \n",
       "152                   Ивановская область  2011      1054.0              37.0   \n",
       "162                    Иркутская область  2011      2424.0             621.0   \n",
       "172      Кабардино-балкарская республика  2011       859.0               2.0   \n",
       "182              Калининградская область  2011       947.0              25.0   \n",
       "192                    Калужская область  2011      1008.0              13.0   \n",
       "202                      Камчатский край  2011       320.0              31.0   \n",
       "212      Карачаево-черкесская республика  2011       475.0              25.0   \n",
       "222                  Кемеровская область  2011      2751.0            1390.0   \n",
       "232                    Кировская область  2011      1328.0              99.0   \n",
       "242                  Костромская область  2011       662.0              50.0   \n",
       "252                   Краснодарский край  2011      5284.0             161.0   \n",
       "262                    Красноярский край  2011      2838.0            2517.0   \n",
       "272                   Курганская область  2011       896.0              47.0   \n",
       "282                      Курская область  2011      1122.0              42.0   \n",
       "292                Ленинградская область  2011      1734.0             216.0   \n",
       "..                                   ...   ...         ...               ...   \n",
       "522                      Республика коми  2011       890.0             712.0   \n",
       "532                      Республика крым  2011         NaN               NaN   \n",
       "542                  Республика марий эл  2011       692.0              29.0   \n",
       "552                  Республика мордовия  2011       825.0              34.0   \n",
       "562             Республика саха (якутия)  2011       956.0             157.0   \n",
       "572  Республика северная осетия – алания  2011       709.0               4.0   \n",
       "582                 Республика татарстан  2011      3803.0             278.0   \n",
       "592                      Республика тыва  2011       309.0              19.0   \n",
       "602                   Республика хакасия  2011       532.0              90.0   \n",
       "612                   Ростовская область  2011      4260.0             154.0   \n",
       "622                    Рязанская область  2011      1148.0             122.0   \n",
       "632                    Самарская область  2011      3214.0             292.0   \n",
       "642                  Саратовская область  2011      2509.0             109.0   \n",
       "652                  Сахалинская область  2011       495.0              92.0   \n",
       "662                 Свердловская область  2011      4307.0            1091.0   \n",
       "672                   Смоленская область  2011       981.0              48.0   \n",
       "682                  Ставропольский край  2011      2787.0              68.0   \n",
       "692                   Тамбовская область  2011      1082.0              48.0   \n",
       "702                     Тверская область  2011      1342.0              67.0   \n",
       "712                      Томская область  2011      1058.0             379.0   \n",
       "722                     Тульская область  2011      1545.0             193.0   \n",
       "732                    Тюменская область  2011      3460.0            3293.0   \n",
       "742                Удмуртская республика  2011      1518.0             104.0   \n",
       "752                  Ульяновская область  2011      1282.0              42.0   \n",
       "762                     Хабаровский край  2011      1342.0             113.0   \n",
       "772                  Челябинская область  2011      3480.0             694.0   \n",
       "782                 Чеченская республика  2011      1302.0              20.0   \n",
       "792                 Чувашская республика  2011      1247.0              28.0   \n",
       "802           Чукотский автономный округ  2011        51.0              22.0   \n",
       "812                  Ярославская область  2011      1271.0              78.0   \n",
       "\n",
       "     revealed_pollution  spending     GRP_pc  \n",
       "2                  77.8       NaN   137677.2  \n",
       "12                 70.6       NaN   273175.8  \n",
       "22                 63.8       NaN   360165.9  \n",
       "32                  8.8       NaN   170504.7  \n",
       "42                 85.4       NaN   331010.0  \n",
       "52                 92.8       NaN   137187.1  \n",
       "62                 28.8       NaN   181842.6  \n",
       "72                 53.0       NaN   195463.7  \n",
       "82                 77.4       NaN   269252.8  \n",
       "92                 41.6       NaN   203575.5  \n",
       "102                 NaN       NaN        NaN  \n",
       "112                52.2       NaN   859355.1  \n",
       "122                64.0       NaN   424643.7  \n",
       "132                85.8       NaN   225065.5  \n",
       "142                78.5       NaN   184869.1  \n",
       "152                39.5       NaN   121945.5  \n",
       "162                82.9       NaN   261550.4  \n",
       "172                33.9       NaN   105412.7  \n",
       "182                34.2       NaN   255217.8  \n",
       "192                91.4       NaN   232722.0  \n",
       "202                11.9       NaN   356413.4  \n",
       "212                93.0       NaN   103462.3  \n",
       "222                82.0       NaN   272564.2  \n",
       "232                50.6       NaN   146451.8  \n",
       "242                40.2       NaN   175626.6  \n",
       "252                80.1       NaN   236750.6  \n",
       "262                78.3       NaN   413172.4  \n",
       "272                70.9       NaN   151046.4  \n",
       "282                52.6       NaN   203676.0  \n",
       "292                81.4       NaN   336981.3  \n",
       "..                  ...       ...        ...  \n",
       "522                32.1       NaN   487363.5  \n",
       "532                 NaN       NaN        NaN  \n",
       "542                24.6       NaN   140243.8  \n",
       "552                93.3       NaN   144636.0  \n",
       "562                72.7       NaN   508674.4  \n",
       "572                98.1       NaN   120824.3  \n",
       "582                53.7       NaN   344092.5  \n",
       "592                51.7       NaN   108178.0  \n",
       "602                61.6       NaN   212487.7  \n",
       "612                85.1       NaN   179470.3  \n",
       "622                80.6       NaN   186187.2  \n",
       "632                60.9       NaN   259480.6  \n",
       "642                80.8       NaN   171449.8  \n",
       "652                81.2       NaN  1210003.9  \n",
       "662                89.6       NaN   300068.8  \n",
       "672                65.3       NaN   184184.9  \n",
       "682                46.5       NaN   142409.2  \n",
       "692                18.6       NaN   159543.0  \n",
       "702                25.5       NaN   189484.3  \n",
       "712                48.1       NaN   317037.4  \n",
       "722                77.6       NaN   180866.3  \n",
       "732                 1.2       NaN  1198186.0  \n",
       "742                16.1       NaN   221152.7  \n",
       "752                82.5       NaN   173890.3  \n",
       "762                83.7       NaN   297609.2  \n",
       "772                84.9       NaN   222664.2  \n",
       "782                 NaN       NaN    67220.5  \n",
       "792                28.6       NaN   151177.9  \n",
       "802                56.6       NaN   883368.7  \n",
       "812                36.1       NaN   225777.7  \n",
       "\n",
       "[82 rows x 7 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Новая группа\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>region</th>\n",
       "      <th>year</th>\n",
       "      <th>population</th>\n",
       "      <th>pollution_static</th>\n",
       "      <th>revealed_pollution</th>\n",
       "      <th>spending</th>\n",
       "      <th>GRP_pc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Алтайский край</td>\n",
       "      <td>2012</td>\n",
       "      <td>2399.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>79.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>153556.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Амурская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>817.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>71.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>280023.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Архангельская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>1202.0</td>\n",
       "      <td>271.0</td>\n",
       "      <td>70.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>391146.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Астраханская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>1014.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>8.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>206677.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Белгородская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>1541.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>86.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>354570.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Брянская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>1254.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>164726.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Владимирская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>1422.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>29.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>200456.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Волгоградская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>2583.0</td>\n",
       "      <td>171.0</td>\n",
       "      <td>55.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>220755.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Вологодская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>1196.0</td>\n",
       "      <td>473.0</td>\n",
       "      <td>76.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>296726.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Воронежская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>2330.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>38.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>241947.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Г севастополь</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Г. москва</td>\n",
       "      <td>2012</td>\n",
       "      <td>11980.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>39.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>895017.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Г. санкт-петербург</td>\n",
       "      <td>2012</td>\n",
       "      <td>5028.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>62.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>456943.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Еврейская автономная область</td>\n",
       "      <td>2012</td>\n",
       "      <td>173.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>246301.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Забайкальский край</td>\n",
       "      <td>2012</td>\n",
       "      <td>1095.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>79.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>204112.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Ивановская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>1049.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>41.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>129448.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>Иркутская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>2422.0</td>\n",
       "      <td>720.0</td>\n",
       "      <td>81.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>304545.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>Кабардино-балкарская республика</td>\n",
       "      <td>2012</td>\n",
       "      <td>859.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>35.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>124226.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Калининградская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>955.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>27.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>279096.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>Калужская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>1006.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>91.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>283299.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>Камчатский край</td>\n",
       "      <td>2012</td>\n",
       "      <td>320.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>9.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>397725.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>Карачаево-черкесская республика</td>\n",
       "      <td>2012</td>\n",
       "      <td>472.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>93.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>124058.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>Кемеровская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>2742.0</td>\n",
       "      <td>1360.0</td>\n",
       "      <td>79.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>261527.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>Кировская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>1319.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>54.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>157541.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>Костромская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>659.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>35.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>198142.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>Краснодарский край</td>\n",
       "      <td>2012</td>\n",
       "      <td>5330.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>86.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>274995.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>Красноярский край</td>\n",
       "      <td>2012</td>\n",
       "      <td>2847.0</td>\n",
       "      <td>2583.0</td>\n",
       "      <td>72.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>416272.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>Курганская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>886.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>68.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>163909.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>Курская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>1119.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>49.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>221537.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>Ленинградская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>1751.0</td>\n",
       "      <td>229.0</td>\n",
       "      <td>80.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>385686.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>Республика коми</td>\n",
       "      <td>2012</td>\n",
       "      <td>880.0</td>\n",
       "      <td>688.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>541155.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>Республика крым</td>\n",
       "      <td>2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>543</th>\n",
       "      <td>Республика марий эл</td>\n",
       "      <td>2012</td>\n",
       "      <td>690.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>22.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>169514.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>553</th>\n",
       "      <td>Республика мордовия</td>\n",
       "      <td>2012</td>\n",
       "      <td>819.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>92.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>163399.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>563</th>\n",
       "      <td>Республика саха (якутия)</td>\n",
       "      <td>2012</td>\n",
       "      <td>956.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>72.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>566387.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>Республика северная осетия – алания</td>\n",
       "      <td>2012</td>\n",
       "      <td>706.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>137721.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>583</th>\n",
       "      <td>Республика татарстан</td>\n",
       "      <td>2012</td>\n",
       "      <td>3822.0</td>\n",
       "      <td>288.0</td>\n",
       "      <td>51.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>376907.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>593</th>\n",
       "      <td>Республика тыва</td>\n",
       "      <td>2012</td>\n",
       "      <td>310.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>53.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120582.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>Республика хакасия</td>\n",
       "      <td>2012</td>\n",
       "      <td>533.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>66.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>245293.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613</th>\n",
       "      <td>Ростовская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>4254.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>84.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>198129.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>623</th>\n",
       "      <td>Рязанская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>1144.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>221430.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>633</th>\n",
       "      <td>Самарская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>3213.0</td>\n",
       "      <td>276.0</td>\n",
       "      <td>61.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>291701.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>643</th>\n",
       "      <td>Саратовская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>2503.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>76.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>190850.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>653</th>\n",
       "      <td>Сахалинская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>494.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1298440.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>663</th>\n",
       "      <td>Свердловская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>4316.0</td>\n",
       "      <td>1129.0</td>\n",
       "      <td>89.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>344382.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673</th>\n",
       "      <td>Смоленская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>975.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>65.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>206391.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>Ставропольский край</td>\n",
       "      <td>2012</td>\n",
       "      <td>2791.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>46.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>154811.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693</th>\n",
       "      <td>Тамбовская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>18.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>188418.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>703</th>\n",
       "      <td>Тверская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>1334.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>27.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>200327.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>713</th>\n",
       "      <td>Томская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>1064.0</td>\n",
       "      <td>323.0</td>\n",
       "      <td>50.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>350116.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>723</th>\n",
       "      <td>Тульская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>1532.0</td>\n",
       "      <td>198.0</td>\n",
       "      <td>75.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>202302.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>733</th>\n",
       "      <td>Тюменская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>3511.0</td>\n",
       "      <td>3520.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1327227.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>743</th>\n",
       "      <td>Удмуртская республика</td>\n",
       "      <td>2012</td>\n",
       "      <td>1518.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>5.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>245592.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>753</th>\n",
       "      <td>Ульяновская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>1274.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>67.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>188185.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>Хабаровский край</td>\n",
       "      <td>2012</td>\n",
       "      <td>1342.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>84.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>326306.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>773</th>\n",
       "      <td>Челябинская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>3485.0</td>\n",
       "      <td>678.0</td>\n",
       "      <td>85.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>241758.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>783</th>\n",
       "      <td>Чеченская республика</td>\n",
       "      <td>2012</td>\n",
       "      <td>1325.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>77877.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>793</th>\n",
       "      <td>Чувашская республика</td>\n",
       "      <td>2012</td>\n",
       "      <td>1244.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>23.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>174925.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>803</th>\n",
       "      <td>Чукотский автономный округ</td>\n",
       "      <td>2012</td>\n",
       "      <td>51.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>58.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>896822.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>813</th>\n",
       "      <td>Ярославская область</td>\n",
       "      <td>2012</td>\n",
       "      <td>1272.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>37.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>257426.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>82 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  region  year  population  pollution_static  \\\n",
       "3                         Алтайский край  2012      2399.0             216.0   \n",
       "13                      Амурская область  2012       817.0             127.0   \n",
       "23                 Архангельская область  2012      1202.0             271.0   \n",
       "33                  Астраханская область  2012      1014.0             134.0   \n",
       "43                  Белгородская область  2012      1541.0             134.0   \n",
       "53                      Брянская область  2012      1254.0              39.0   \n",
       "63                  Владимирская область  2012      1422.0              32.0   \n",
       "73                 Волгоградская область  2012      2583.0             171.0   \n",
       "83                   Вологодская область  2012      1196.0             473.0   \n",
       "93                   Воронежская область  2012      2330.0              79.0   \n",
       "103                        Г севастополь  2012         NaN               NaN   \n",
       "113                            Г. москва  2012     11980.0              72.0   \n",
       "123                   Г. санкт-петербург  2012      5028.0              69.0   \n",
       "133         Еврейская автономная область  2012       173.0              25.0   \n",
       "143                   Забайкальский край  2012      1095.0             127.0   \n",
       "153                   Ивановская область  2012      1049.0              29.0   \n",
       "163                    Иркутская область  2012      2422.0             720.0   \n",
       "173      Кабардино-балкарская республика  2012       859.0               3.0   \n",
       "183              Калининградская область  2012       955.0              25.0   \n",
       "193                    Калужская область  2012      1006.0              13.0   \n",
       "203                      Камчатский край  2012       320.0              34.0   \n",
       "213      Карачаево-черкесская республика  2012       472.0              22.0   \n",
       "223                  Кемеровская область  2012      2742.0            1360.0   \n",
       "233                    Кировская область  2012      1319.0             101.0   \n",
       "243                  Костромская область  2012       659.0              52.0   \n",
       "253                   Краснодарский край  2012      5330.0             216.0   \n",
       "263                    Красноярский край  2012      2847.0            2583.0   \n",
       "273                   Курганская область  2012       886.0              41.0   \n",
       "283                      Курская область  2012      1119.0              41.0   \n",
       "293                Ленинградская область  2012      1751.0             229.0   \n",
       "..                                   ...   ...         ...               ...   \n",
       "523                      Республика коми  2012       880.0             688.0   \n",
       "533                      Республика крым  2012         NaN               NaN   \n",
       "543                  Республика марий эл  2012       690.0              34.0   \n",
       "553                  Республика мордовия  2012       819.0              50.0   \n",
       "563             Республика саха (якутия)  2012       956.0             161.0   \n",
       "573  Республика северная осетия – алания  2012       706.0               4.0   \n",
       "583                 Республика татарстан  2012      3822.0             288.0   \n",
       "593                      Республика тыва  2012       310.0              20.0   \n",
       "603                   Республика хакасия  2012       533.0              94.0   \n",
       "613                   Ростовская область  2012      4254.0             200.0   \n",
       "623                    Рязанская область  2012      1144.0             124.0   \n",
       "633                    Самарская область  2012      3213.0             276.0   \n",
       "643                  Саратовская область  2012      2503.0             128.0   \n",
       "653                  Сахалинская область  2012       494.0              87.0   \n",
       "663                 Свердловская область  2012      4316.0            1129.0   \n",
       "673                   Смоленская область  2012       975.0              46.0   \n",
       "683                  Ставропольский край  2012      2791.0              69.0   \n",
       "693                   Тамбовская область  2012      1076.0              52.0   \n",
       "703                     Тверская область  2012      1334.0              63.0   \n",
       "713                      Томская область  2012      1064.0             323.0   \n",
       "723                     Тульская область  2012      1532.0             198.0   \n",
       "733                    Тюменская область  2012      3511.0            3520.0   \n",
       "743                Удмуртская республика  2012      1518.0             172.0   \n",
       "753                  Ульяновская область  2012      1274.0              34.0   \n",
       "763                     Хабаровский край  2012      1342.0             115.0   \n",
       "773                  Челябинская область  2012      3485.0             678.0   \n",
       "783                 Чеченская республика  2012      1325.0              19.0   \n",
       "793                 Чувашская республика  2012      1244.0              33.0   \n",
       "803           Чукотский автономный округ  2012        51.0              21.0   \n",
       "813                  Ярославская область  2012      1272.0              77.0   \n",
       "\n",
       "     revealed_pollution  spending     GRP_pc  \n",
       "3                  79.2       NaN   153556.7  \n",
       "13                 71.7       NaN   280023.9  \n",
       "23                 70.5       NaN   391146.2  \n",
       "33                  8.7       NaN   206677.1  \n",
       "43                 86.4       NaN   354570.6  \n",
       "53                 93.0       NaN   164726.6  \n",
       "63                 29.3       NaN   200456.4  \n",
       "73                 55.2       NaN   220755.1  \n",
       "83                 76.7       NaN   296726.1  \n",
       "93                 38.2       NaN   241947.4  \n",
       "103                 NaN       NaN        NaN  \n",
       "113                39.6       NaN   895017.9  \n",
       "123                62.4       NaN   456943.4  \n",
       "133                86.0       NaN   246301.3  \n",
       "143                79.6       NaN   204112.1  \n",
       "153                41.4       NaN   129448.3  \n",
       "163                81.9       NaN   304545.5  \n",
       "173                35.1       NaN   124226.6  \n",
       "183                27.6       NaN   279096.9  \n",
       "193                91.2       NaN   283299.9  \n",
       "203                 9.7       NaN   397725.9  \n",
       "213                93.2       NaN   124058.6  \n",
       "223                79.7       NaN   261527.1  \n",
       "233                54.4       NaN   157541.4  \n",
       "243                35.8       NaN   198142.5  \n",
       "253                86.7       NaN   274995.7  \n",
       "263                72.4       NaN   416272.7  \n",
       "273                68.7       NaN   163909.9  \n",
       "283                49.8       NaN   221537.3  \n",
       "293                80.3       NaN   385686.5  \n",
       "..                  ...       ...        ...  \n",
       "523                37.5       NaN   541155.3  \n",
       "533                 NaN       NaN        NaN  \n",
       "543                22.3       NaN   169514.7  \n",
       "553                92.1       NaN   163399.0  \n",
       "563                72.9       NaN   566387.0  \n",
       "573                98.0       NaN   137721.8  \n",
       "583                51.8       NaN   376907.1  \n",
       "593                53.1       NaN   120582.9  \n",
       "603                66.6       NaN   245293.7  \n",
       "613                84.6       NaN   198129.2  \n",
       "623                79.0       NaN   221430.1  \n",
       "633                61.9       NaN   291701.5  \n",
       "643                76.8       NaN   190850.1  \n",
       "653                76.0       NaN  1298440.0  \n",
       "663                89.5       NaN   344382.7  \n",
       "673                65.8       NaN   206391.7  \n",
       "683                46.9       NaN   154811.0  \n",
       "693                18.3       NaN   188418.7  \n",
       "703                27.9       NaN   200327.2  \n",
       "713                50.2       NaN   350116.9  \n",
       "723                75.9       NaN   202302.5  \n",
       "733                 1.5       NaN  1327227.1  \n",
       "743                 5.9       NaN   245592.6  \n",
       "753                67.3       NaN   188185.7  \n",
       "763                84.8       NaN   326306.5  \n",
       "773                85.1       NaN   241758.0  \n",
       "783                 NaN       NaN    77877.2  \n",
       "793                23.4       NaN   174925.5  \n",
       "803                58.3       NaN   896822.1  \n",
       "813                37.1       NaN   257426.7  \n",
       "\n",
       "[82 rows x 7 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Новая группа\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>region</th>\n",
       "      <th>year</th>\n",
       "      <th>population</th>\n",
       "      <th>pollution_static</th>\n",
       "      <th>revealed_pollution</th>\n",
       "      <th>spending</th>\n",
       "      <th>GRP_pc</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Алтайский край</td>\n",
       "      <td>2013</td>\n",
       "      <td>2391.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>73.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>173763.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Амурская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>811.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>71.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>258817.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Архангельская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>1192.0</td>\n",
       "      <td>245.0</td>\n",
       "      <td>69.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>417776.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Астраханская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>1017.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>7.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>269821.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Белгородская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>1544.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>87.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>368874.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Брянская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>1242.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>94.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>175865.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Владимирская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>1413.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>29.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>216320.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Волгоградская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>2569.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>56.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>235814.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Вологодская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>1193.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>71.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>289782.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Воронежская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>2329.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>41.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>262578.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Г севастополь</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>Г. москва</td>\n",
       "      <td>2013</td>\n",
       "      <td>12108.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>43.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>980986.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Г. санкт-петербург</td>\n",
       "      <td>2013</td>\n",
       "      <td>5132.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>59.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>490440.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Еврейская автономная область</td>\n",
       "      <td>2013</td>\n",
       "      <td>171.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>81.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>224042.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Забайкальский край</td>\n",
       "      <td>2013</td>\n",
       "      <td>1090.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>80.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>209780.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Ивановская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>1043.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>45.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>151263.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>Иркутская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>2418.0</td>\n",
       "      <td>686.0</td>\n",
       "      <td>83.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>332700.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Кабардино-балкарская республика</td>\n",
       "      <td>2013</td>\n",
       "      <td>859.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>44.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>129236.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Калининградская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>963.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>31.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>287695.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Калужская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>1005.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>90.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>291365.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>Камчатский край</td>\n",
       "      <td>2013</td>\n",
       "      <td>320.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>19.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>416493.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>Карачаево-черкесская республика</td>\n",
       "      <td>2013</td>\n",
       "      <td>470.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>93.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>140400.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>Кемеровская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>2734.0</td>\n",
       "      <td>1356.0</td>\n",
       "      <td>76.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>243932.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>Кировская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>1311.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>58.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>170457.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>Костромская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>656.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>33.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>211383.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>Краснодарский край</td>\n",
       "      <td>2013</td>\n",
       "      <td>5404.0</td>\n",
       "      <td>205.0</td>\n",
       "      <td>86.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>309837.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Красноярский край</td>\n",
       "      <td>2013</td>\n",
       "      <td>2853.0</td>\n",
       "      <td>2497.0</td>\n",
       "      <td>72.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>441084.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>Курганская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>877.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>53.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>189502.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>Курская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>1119.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>51.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>242646.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>Ленинградская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>1764.0</td>\n",
       "      <td>245.0</td>\n",
       "      <td>75.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>386177.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524</th>\n",
       "      <td>Республика коми</td>\n",
       "      <td>2013</td>\n",
       "      <td>872.0</td>\n",
       "      <td>774.0</td>\n",
       "      <td>33.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>550386.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>Республика крым</td>\n",
       "      <td>2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544</th>\n",
       "      <td>Республика марий эл</td>\n",
       "      <td>2013</td>\n",
       "      <td>688.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>19.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>182664.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>554</th>\n",
       "      <td>Республика мордовия</td>\n",
       "      <td>2013</td>\n",
       "      <td>812.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>95.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>182380.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>Республика саха (якутия)</td>\n",
       "      <td>2013</td>\n",
       "      <td>955.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>73.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>597037.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>Республика северная осетия – алания</td>\n",
       "      <td>2013</td>\n",
       "      <td>704.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>96.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168268.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>584</th>\n",
       "      <td>Республика татарстан</td>\n",
       "      <td>2013</td>\n",
       "      <td>3838.0</td>\n",
       "      <td>298.0</td>\n",
       "      <td>63.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>405069.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>594</th>\n",
       "      <td>Республика тыва</td>\n",
       "      <td>2013</td>\n",
       "      <td>312.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>44.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>132745.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>Республика хакасия</td>\n",
       "      <td>2013</td>\n",
       "      <td>534.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>265860.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>Ростовская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>4246.0</td>\n",
       "      <td>193.0</td>\n",
       "      <td>85.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>215923.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>624</th>\n",
       "      <td>Рязанская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>1141.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>82.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>244399.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>634</th>\n",
       "      <td>Самарская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>3211.0</td>\n",
       "      <td>261.0</td>\n",
       "      <td>62.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>326422.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>644</th>\n",
       "      <td>Саратовская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>2497.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>210477.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>654</th>\n",
       "      <td>Сахалинская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>491.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>58.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1364874.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>664</th>\n",
       "      <td>Свердловская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>4321.0</td>\n",
       "      <td>1097.0</td>\n",
       "      <td>89.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>363261.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>Смоленская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>968.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>63.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>232503.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684</th>\n",
       "      <td>Ставропольский край</td>\n",
       "      <td>2013</td>\n",
       "      <td>2794.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>46.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>172204.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>Тамбовская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>1069.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>18.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>220392.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>704</th>\n",
       "      <td>Тверская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>1325.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>23.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>224621.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>714</th>\n",
       "      <td>Томская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>1070.0</td>\n",
       "      <td>306.0</td>\n",
       "      <td>48.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>377218.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>724</th>\n",
       "      <td>Тульская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>1522.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>75.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>227925.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>734</th>\n",
       "      <td>Тюменская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>3546.0</td>\n",
       "      <td>2751.0</td>\n",
       "      <td>2.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1402915.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>744</th>\n",
       "      <td>Удмуртская республика</td>\n",
       "      <td>2013</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>266992.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>754</th>\n",
       "      <td>Ульяновская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>1268.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>208720.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>764</th>\n",
       "      <td>Хабаровский край</td>\n",
       "      <td>2013</td>\n",
       "      <td>1340.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>371415.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>774</th>\n",
       "      <td>Челябинская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>3490.0</td>\n",
       "      <td>667.0</td>\n",
       "      <td>85.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>252988.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>784</th>\n",
       "      <td>Чеченская республика</td>\n",
       "      <td>2013</td>\n",
       "      <td>1346.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>4.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>91646.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>794</th>\n",
       "      <td>Чувашская республика</td>\n",
       "      <td>2013</td>\n",
       "      <td>1240.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>23.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>179710.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>804</th>\n",
       "      <td>Чукотский автономный округ</td>\n",
       "      <td>2013</td>\n",
       "      <td>51.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>59.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>877612.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>814</th>\n",
       "      <td>Ярославская область</td>\n",
       "      <td>2013</td>\n",
       "      <td>1272.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>38.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>285331.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>82 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  region  year  population  pollution_static  \\\n",
       "4                         Алтайский край  2013      2391.0             201.0   \n",
       "14                      Амурская область  2013       811.0             125.0   \n",
       "24                 Архангельская область  2013      1192.0             245.0   \n",
       "34                  Астраханская область  2013      1017.0             130.0   \n",
       "44                  Белгородская область  2013      1544.0             118.0   \n",
       "54                      Брянская область  2013      1242.0              37.0   \n",
       "64                  Владимирская область  2013      1413.0              32.0   \n",
       "74                 Волгоградская область  2013      2569.0             173.0   \n",
       "84                   Вологодская область  2013      1193.0             499.0   \n",
       "94                   Воронежская область  2013      2329.0              76.0   \n",
       "104                        Г севастополь  2013         NaN               NaN   \n",
       "114                            Г. москва  2013     12108.0              66.0   \n",
       "124                   Г. санкт-петербург  2013      5132.0              72.0   \n",
       "134         Еврейская автономная область  2013       171.0              24.0   \n",
       "144                   Забайкальский край  2013      1090.0             127.0   \n",
       "154                   Ивановская область  2013      1043.0              30.0   \n",
       "164                    Иркутская область  2013      2418.0             686.0   \n",
       "174      Кабардино-балкарская республика  2013       859.0               2.0   \n",
       "184              Калининградская область  2013       963.0              21.0   \n",
       "194                    Калужская область  2013      1005.0              15.0   \n",
       "204                      Камчатский край  2013       320.0              33.0   \n",
       "214      Карачаево-черкесская республика  2013       470.0              21.0   \n",
       "224                  Кемеровская область  2013      2734.0            1356.0   \n",
       "234                    Кировская область  2013      1311.0             103.0   \n",
       "244                  Костромская область  2013       656.0              50.0   \n",
       "254                   Краснодарский край  2013      5404.0             205.0   \n",
       "264                    Красноярский край  2013      2853.0            2497.0   \n",
       "274                   Курганская область  2013       877.0              55.0   \n",
       "284                      Курская область  2013      1119.0              38.0   \n",
       "294                Ленинградская область  2013      1764.0             245.0   \n",
       "..                                   ...   ...         ...               ...   \n",
       "524                      Республика коми  2013       872.0             774.0   \n",
       "534                      Республика крым  2013         NaN               NaN   \n",
       "544                  Республика марий эл  2013       688.0              27.0   \n",
       "554                  Республика мордовия  2013       812.0              36.0   \n",
       "564             Республика саха (якутия)  2013       955.0             165.0   \n",
       "574  Республика северная осетия – алания  2013       704.0               5.0   \n",
       "584                 Республика татарстан  2013      3838.0             298.0   \n",
       "594                      Республика тыва  2013       312.0              19.0   \n",
       "604                   Республика хакасия  2013       534.0              90.0   \n",
       "614                   Ростовская область  2013      4246.0             193.0   \n",
       "624                    Рязанская область  2013      1141.0             103.0   \n",
       "634                    Самарская область  2013      3211.0             261.0   \n",
       "644                  Саратовская область  2013      2497.0              99.0   \n",
       "654                  Сахалинская область  2013       491.0              77.0   \n",
       "664                 Свердловская область  2013      4321.0            1097.0   \n",
       "674                   Смоленская область  2013       968.0              59.0   \n",
       "684                  Ставропольский край  2013      2794.0              75.0   \n",
       "694                   Тамбовская область  2013      1069.0              54.0   \n",
       "704                     Тверская область  2013      1325.0              60.0   \n",
       "714                      Томская область  2013      1070.0             306.0   \n",
       "724                     Тульская область  2013      1522.0             181.0   \n",
       "734                    Тюменская область  2013      3546.0            2751.0   \n",
       "744                Удмуртская республика  2013      1517.0             172.0   \n",
       "754                  Ульяновская область  2013      1268.0              38.0   \n",
       "764                     Хабаровский край  2013      1340.0             114.0   \n",
       "774                  Челябинская область  2013      3490.0             667.0   \n",
       "784                 Чеченская республика  2013      1346.0              21.0   \n",
       "794                 Чувашская республика  2013      1240.0              29.0   \n",
       "804           Чукотский автономный округ  2013        51.0              21.0   \n",
       "814                  Ярославская область  2013      1272.0              82.0   \n",
       "\n",
       "     revealed_pollution  spending     GRP_pc  \n",
       "4                  73.5       NaN   173763.5  \n",
       "14                 71.9       NaN   258817.0  \n",
       "24                 69.9       NaN   417776.4  \n",
       "34                  7.7       NaN   269821.7  \n",
       "44                 87.8       NaN   368874.8  \n",
       "54                 94.1       NaN   175865.0  \n",
       "64                 29.5       NaN   216320.8  \n",
       "74                 56.9       NaN   235814.1  \n",
       "84                 71.4       NaN   289782.8  \n",
       "94                 41.3       NaN   262578.3  \n",
       "104                 NaN       NaN        NaN  \n",
       "114                43.9       NaN   980986.6  \n",
       "124                59.3       NaN   490440.5  \n",
       "134                81.1       NaN   224042.7  \n",
       "144                80.6       NaN   209780.8  \n",
       "154                45.5       NaN   151263.6  \n",
       "164                83.8       NaN   332700.5  \n",
       "174                44.6       NaN   129236.2  \n",
       "184                31.3       NaN   287695.4  \n",
       "194                90.7       NaN   291365.2  \n",
       "204                19.6       NaN   416493.0  \n",
       "214                93.6       NaN   140400.9  \n",
       "224                76.9       NaN   243932.3  \n",
       "234                58.8       NaN   170457.6  \n",
       "244                33.4       NaN   211383.4  \n",
       "254                86.6       NaN   309837.7  \n",
       "264                72.1       NaN   441084.9  \n",
       "274                53.1       NaN   189502.7  \n",
       "284                51.8       NaN   242646.1  \n",
       "294                75.2       NaN   386177.6  \n",
       "..                  ...       ...        ...  \n",
       "524                33.1       NaN   550386.2  \n",
       "534                 NaN       NaN        NaN  \n",
       "544                19.5       NaN   182664.2  \n",
       "554                95.1       NaN   182380.2  \n",
       "564                73.1       NaN   597037.4  \n",
       "574                96.2       NaN   168268.3  \n",
       "584                63.6       NaN   405069.9  \n",
       "594                44.7       NaN   132745.7  \n",
       "604                67.0       NaN   265860.7  \n",
       "614                85.1       NaN   215923.2  \n",
       "624                82.7       NaN   244399.3  \n",
       "634                62.4       NaN   326422.2  \n",
       "644                83.0       NaN   210477.6  \n",
       "654                58.3       NaN  1364874.7  \n",
       "664                89.1       NaN   363261.5  \n",
       "674                63.6       NaN   232503.7  \n",
       "684                46.9       NaN   172204.2  \n",
       "694                18.1       NaN   220392.5  \n",
       "704                23.5       NaN   224621.6  \n",
       "714                48.2       NaN   377218.0  \n",
       "724                75.9       NaN   227925.7  \n",
       "734                 2.3       NaN  1402915.6  \n",
       "744                19.3       NaN   266992.3  \n",
       "754                67.5       NaN   208720.5  \n",
       "764                81.0       NaN   371415.6  \n",
       "774                85.1       NaN   252988.8  \n",
       "784                 4.9       NaN    91646.1  \n",
       "794                23.9       NaN   179710.6  \n",
       "804                59.5       NaN   877612.8  \n",
       "814                38.6       NaN   285331.7  \n",
       "\n",
       "[82 rows x 7 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Новая группа\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>region</th>\n",
       "      <th>year</th>\n",
       "      <th>population</th>\n",
       "      <th>pollution_static</th>\n",
       "      <th>revealed_pollution</th>\n",
       "      <th>spending</th>\n",
       "      <th>GRP_pc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Алтайский край</td>\n",
       "      <td>2014</td>\n",
       "      <td>2385.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>1850.18</td>\n",
       "      <td>186798.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Амурская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>810.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>71.4</td>\n",
       "      <td>1836.25</td>\n",
       "      <td>286282.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Архангельская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>1183.0</td>\n",
       "      <td>262.0</td>\n",
       "      <td>63.3</td>\n",
       "      <td>6153.94</td>\n",
       "      <td>456985.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Астраханская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>1021.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>4022.92</td>\n",
       "      <td>290822.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Белгородская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>1548.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>84.6</td>\n",
       "      <td>7044.08</td>\n",
       "      <td>400820.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Брянская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>1233.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>1020.36</td>\n",
       "      <td>196096.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Владимирская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>1406.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>31.9</td>\n",
       "      <td>2125.58</td>\n",
       "      <td>232757.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Волгоградская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>2557.0</td>\n",
       "      <td>154.0</td>\n",
       "      <td>51.5</td>\n",
       "      <td>10183.10</td>\n",
       "      <td>279101.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Вологодская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>1191.0</td>\n",
       "      <td>491.0</td>\n",
       "      <td>69.4</td>\n",
       "      <td>5910.48</td>\n",
       "      <td>324790.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Воронежская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>55.4</td>\n",
       "      <td>4399.08</td>\n",
       "      <td>308004.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Г севастополь</td>\n",
       "      <td>2014</td>\n",
       "      <td>399.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>24.5</td>\n",
       "      <td>211.39</td>\n",
       "      <td>78009.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>Г. москва</td>\n",
       "      <td>2014</td>\n",
       "      <td>12197.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>46.1</td>\n",
       "      <td>31714.32</td>\n",
       "      <td>1051559.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Г. санкт-петербург</td>\n",
       "      <td>2014</td>\n",
       "      <td>5192.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>60.8</td>\n",
       "      <td>12007.67</td>\n",
       "      <td>515556.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Еврейская автономная область</td>\n",
       "      <td>2014</td>\n",
       "      <td>169.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>64.4</td>\n",
       "      <td>321.42</td>\n",
       "      <td>247666.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Забайкальский край</td>\n",
       "      <td>2014</td>\n",
       "      <td>1087.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>81.3</td>\n",
       "      <td>2128.87</td>\n",
       "      <td>215668.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>Ивановская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>1037.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>61.6</td>\n",
       "      <td>649.98</td>\n",
       "      <td>146032.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>Иркутская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>2415.0</td>\n",
       "      <td>637.0</td>\n",
       "      <td>83.9</td>\n",
       "      <td>13855.43</td>\n",
       "      <td>379171.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Кабардино-балкарская республика</td>\n",
       "      <td>2014</td>\n",
       "      <td>861.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>35.9</td>\n",
       "      <td>627.72</td>\n",
       "      <td>135984.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Калининградская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>969.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>36.6</td>\n",
       "      <td>1372.84</td>\n",
       "      <td>325131.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>Калужская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>1011.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>87.4</td>\n",
       "      <td>2822.61</td>\n",
       "      <td>324024.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>Камчатский край</td>\n",
       "      <td>2014</td>\n",
       "      <td>317.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1269.23</td>\n",
       "      <td>457553.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>Карачаево-черкесская республика</td>\n",
       "      <td>2014</td>\n",
       "      <td>469.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>90.6</td>\n",
       "      <td>551.20</td>\n",
       "      <td>139156.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>Кемеровская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>2725.0</td>\n",
       "      <td>1332.0</td>\n",
       "      <td>77.7</td>\n",
       "      <td>13769.86</td>\n",
       "      <td>275513.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>Кировская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>1304.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>67.9</td>\n",
       "      <td>3319.62</td>\n",
       "      <td>194311.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>Костромская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>654.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>35.1</td>\n",
       "      <td>917.64</td>\n",
       "      <td>223884.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>Краснодарский край</td>\n",
       "      <td>2014</td>\n",
       "      <td>5454.0</td>\n",
       "      <td>189.0</td>\n",
       "      <td>86.4</td>\n",
       "      <td>11254.67</td>\n",
       "      <td>328771.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>Красноярский край</td>\n",
       "      <td>2014</td>\n",
       "      <td>2859.0</td>\n",
       "      <td>2356.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>31448.64</td>\n",
       "      <td>493985.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>Курганская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>870.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>64.2</td>\n",
       "      <td>1341.94</td>\n",
       "      <td>194978.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>Курская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>1117.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>2558.63</td>\n",
       "      <td>266769.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>Ленинградская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>1776.0</td>\n",
       "      <td>272.0</td>\n",
       "      <td>75.2</td>\n",
       "      <td>23987.55</td>\n",
       "      <td>397419.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>Республика коми</td>\n",
       "      <td>2014</td>\n",
       "      <td>864.0</td>\n",
       "      <td>707.0</td>\n",
       "      <td>34.9</td>\n",
       "      <td>9581.58</td>\n",
       "      <td>557641.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>Республика крым</td>\n",
       "      <td>2014</td>\n",
       "      <td>1896.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>87.8</td>\n",
       "      <td>849.94</td>\n",
       "      <td>100526.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545</th>\n",
       "      <td>Республика марий эл</td>\n",
       "      <td>2014</td>\n",
       "      <td>687.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>27.8</td>\n",
       "      <td>734.60</td>\n",
       "      <td>208406.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555</th>\n",
       "      <td>Республика мордовия</td>\n",
       "      <td>2014</td>\n",
       "      <td>809.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>95.5</td>\n",
       "      <td>2909.97</td>\n",
       "      <td>214519.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>Республика саха (якутия)</td>\n",
       "      <td>2014</td>\n",
       "      <td>957.0</td>\n",
       "      <td>307.0</td>\n",
       "      <td>58.3</td>\n",
       "      <td>13073.98</td>\n",
       "      <td>688540.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>Республика северная осетия – алания</td>\n",
       "      <td>2014</td>\n",
       "      <td>706.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>97.7</td>\n",
       "      <td>471.07</td>\n",
       "      <td>178762.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>Республика татарстан</td>\n",
       "      <td>2014</td>\n",
       "      <td>3855.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>59.2</td>\n",
       "      <td>20922.93</td>\n",
       "      <td>431913.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595</th>\n",
       "      <td>Республика тыва</td>\n",
       "      <td>2014</td>\n",
       "      <td>314.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>577.99</td>\n",
       "      <td>146906.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>605</th>\n",
       "      <td>Республика хакасия</td>\n",
       "      <td>2014</td>\n",
       "      <td>536.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>69.3</td>\n",
       "      <td>1956.55</td>\n",
       "      <td>296058.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>615</th>\n",
       "      <td>Ростовская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>4242.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>86.4</td>\n",
       "      <td>8299.73</td>\n",
       "      <td>237465.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>625</th>\n",
       "      <td>Рязанская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>1135.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>85.5</td>\n",
       "      <td>2553.75</td>\n",
       "      <td>259732.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>635</th>\n",
       "      <td>Самарская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>3213.0</td>\n",
       "      <td>266.0</td>\n",
       "      <td>65.3</td>\n",
       "      <td>16548.74</td>\n",
       "      <td>357774.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>645</th>\n",
       "      <td>Саратовская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>2493.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>77.1</td>\n",
       "      <td>4661.61</td>\n",
       "      <td>227132.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>655</th>\n",
       "      <td>Сахалинская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>488.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>42.6</td>\n",
       "      <td>5835.57</td>\n",
       "      <td>1631919.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>665</th>\n",
       "      <td>Свердловская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>4327.0</td>\n",
       "      <td>1021.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>15219.96</td>\n",
       "      <td>383847.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>Смоленская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>965.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>66.9</td>\n",
       "      <td>1360.68</td>\n",
       "      <td>242884.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>Ставропольский край</td>\n",
       "      <td>2014</td>\n",
       "      <td>2799.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>45.3</td>\n",
       "      <td>4028.53</td>\n",
       "      <td>193349.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>695</th>\n",
       "      <td>Тамбовская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>1062.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>25.7</td>\n",
       "      <td>1483.07</td>\n",
       "      <td>268051.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>705</th>\n",
       "      <td>Тверская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>1315.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>28.7</td>\n",
       "      <td>1926.03</td>\n",
       "      <td>239829.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>715</th>\n",
       "      <td>Томская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>1074.0</td>\n",
       "      <td>290.0</td>\n",
       "      <td>51.7</td>\n",
       "      <td>6167.10</td>\n",
       "      <td>401259.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>725</th>\n",
       "      <td>Тульская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>1514.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>74.3</td>\n",
       "      <td>3454.61</td>\n",
       "      <td>270914.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>735</th>\n",
       "      <td>Тюменская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>3581.0</td>\n",
       "      <td>2181.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>45207.86</td>\n",
       "      <td>1485863.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>745</th>\n",
       "      <td>Удмуртская республика</td>\n",
       "      <td>2014</td>\n",
       "      <td>1518.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>33.5</td>\n",
       "      <td>2059.95</td>\n",
       "      <td>296948.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>755</th>\n",
       "      <td>Ульяновская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>1262.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>71.5</td>\n",
       "      <td>1802.87</td>\n",
       "      <td>220392.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765</th>\n",
       "      <td>Хабаровский край</td>\n",
       "      <td>2014</td>\n",
       "      <td>1338.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>80.6</td>\n",
       "      <td>4930.19</td>\n",
       "      <td>402759.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>775</th>\n",
       "      <td>Челябинская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>3498.0</td>\n",
       "      <td>653.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>12119.11</td>\n",
       "      <td>284486.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>785</th>\n",
       "      <td>Чеченская республика</td>\n",
       "      <td>2014</td>\n",
       "      <td>1370.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>415.22</td>\n",
       "      <td>109649.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>Чувашская республика</td>\n",
       "      <td>2014</td>\n",
       "      <td>1238.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>25.9</td>\n",
       "      <td>1616.81</td>\n",
       "      <td>191639.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>805</th>\n",
       "      <td>Чукотский автономный округ</td>\n",
       "      <td>2014</td>\n",
       "      <td>51.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>60.2</td>\n",
       "      <td>695.06</td>\n",
       "      <td>1142504.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>815</th>\n",
       "      <td>Ярославская область</td>\n",
       "      <td>2014</td>\n",
       "      <td>1272.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>35.6</td>\n",
       "      <td>4278.45</td>\n",
       "      <td>307827.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>82 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  region  year  population  pollution_static  \\\n",
       "5                         Алтайский край  2014      2385.0             203.0   \n",
       "15                      Амурская область  2014       810.0             132.0   \n",
       "25                 Архангельская область  2014      1183.0             262.0   \n",
       "35                  Астраханская область  2014      1021.0             118.0   \n",
       "45                  Белгородская область  2014      1548.0             127.0   \n",
       "55                      Брянская область  2014      1233.0              36.0   \n",
       "65                  Владимирская область  2014      1406.0              31.0   \n",
       "75                 Волгоградская область  2014      2557.0             154.0   \n",
       "85                   Вологодская область  2014      1191.0             491.0   \n",
       "95                   Воронежская область  2014      2331.0              68.0   \n",
       "105                        Г севастополь  2014       399.0               1.0   \n",
       "115                            Г. москва  2014     12197.0              68.0   \n",
       "125                   Г. санкт-петербург  2014      5192.0              71.0   \n",
       "135         Еврейская автономная область  2014       169.0              18.0   \n",
       "145                   Забайкальский край  2014      1087.0             125.0   \n",
       "155                   Ивановская область  2014      1037.0              33.0   \n",
       "165                    Иркутская область  2014      2415.0             637.0   \n",
       "175      Кабардино-балкарская республика  2014       861.0               2.0   \n",
       "185              Калининградская область  2014       969.0              19.0   \n",
       "195                    Калужская область  2014      1011.0              19.0   \n",
       "205                      Камчатский край  2014       317.0              23.0   \n",
       "215      Карачаево-черкесская республика  2014       469.0              16.0   \n",
       "225                  Кемеровская область  2014      2725.0            1332.0   \n",
       "235                    Кировская область  2014      1304.0             115.0   \n",
       "245                  Костромская область  2014       654.0              49.0   \n",
       "255                   Краснодарский край  2014      5454.0             189.0   \n",
       "265                    Красноярский край  2014      2859.0            2356.0   \n",
       "275                   Курганская область  2014       870.0              43.0   \n",
       "285                      Курская область  2014      1117.0              36.0   \n",
       "295                Ленинградская область  2014      1776.0             272.0   \n",
       "..                                   ...   ...         ...               ...   \n",
       "525                      Республика коми  2014       864.0             707.0   \n",
       "535                      Республика крым  2014      1896.0              21.0   \n",
       "545                  Республика марий эл  2014       687.0              25.0   \n",
       "555                  Республика мордовия  2014       809.0              35.0   \n",
       "565             Республика саха (якутия)  2014       957.0             307.0   \n",
       "575  Республика северная осетия – алания  2014       706.0               3.0   \n",
       "585                 Республика татарстан  2014      3855.0             294.0   \n",
       "595                      Республика тыва  2014       314.0              19.0   \n",
       "605                   Республика хакасия  2014       536.0              84.0   \n",
       "615                   Ростовская область  2014      4242.0             194.0   \n",
       "625                    Рязанская область  2014      1135.0             108.0   \n",
       "635                    Самарская область  2014      3213.0             266.0   \n",
       "645                  Саратовская область  2014      2493.0             120.0   \n",
       "655                  Сахалинская область  2014       488.0              65.0   \n",
       "665                 Свердловская область  2014      4327.0            1021.0   \n",
       "675                   Смоленская область  2014       965.0              53.0   \n",
       "685                  Ставропольский край  2014      2799.0              79.0   \n",
       "695                   Тамбовская область  2014      1062.0              45.0   \n",
       "705                     Тверская область  2014      1315.0              69.0   \n",
       "715                      Томская область  2014      1074.0             290.0   \n",
       "725                     Тульская область  2014      1514.0             181.0   \n",
       "735                    Тюменская область  2014      3581.0            2181.0   \n",
       "745                Удмуртская республика  2014      1518.0             176.0   \n",
       "755                  Ульяновская область  2014      1262.0              34.0   \n",
       "765                     Хабаровский край  2014      1338.0             103.0   \n",
       "775                  Челябинская область  2014      3498.0             653.0   \n",
       "785                 Чеченская республика  2014      1370.0              31.0   \n",
       "795                 Чувашская республика  2014      1238.0              36.0   \n",
       "805           Чукотский автономный округ  2014        51.0              18.0   \n",
       "815                  Ярославская область  2014      1272.0              88.0   \n",
       "\n",
       "     revealed_pollution  spending     GRP_pc  \n",
       "5                  73.0   1850.18   186798.6  \n",
       "15                 71.4   1836.25   286282.6  \n",
       "25                 63.3   6153.94   456985.8  \n",
       "35                  5.1   4022.92   290822.2  \n",
       "45                 84.6   7044.08   400820.8  \n",
       "55                 93.0   1020.36   196096.7  \n",
       "65                 31.9   2125.58   232757.6  \n",
       "75                 51.5  10183.10   279101.4  \n",
       "85                 69.4   5910.48   324790.3  \n",
       "95                 55.4   4399.08   308004.7  \n",
       "105                24.5    211.39    78009.3  \n",
       "115                46.1  31714.32  1051559.6  \n",
       "125                60.8  12007.67   515556.9  \n",
       "135                64.4    321.42   247666.9  \n",
       "145                81.3   2128.87   215668.4  \n",
       "155                61.6    649.98   146032.6  \n",
       "165                83.9  13855.43   379171.6  \n",
       "175                35.9    627.72   135984.6  \n",
       "185                36.6   1372.84   325131.0  \n",
       "195                87.4   2822.61   324024.4  \n",
       "205                21.0   1269.23   457553.1  \n",
       "215                90.6    551.20   139156.0  \n",
       "225                77.7  13769.86   275513.8  \n",
       "235                67.9   3319.62   194311.6  \n",
       "245                35.1    917.64   223884.2  \n",
       "255                86.4  11254.67   328771.2  \n",
       "265                73.0  31448.64   493985.7  \n",
       "275                64.2   1341.94   194978.6  \n",
       "285                51.0   2558.63   266769.3  \n",
       "295                75.2  23987.55   397419.3  \n",
       "..                  ...       ...        ...  \n",
       "525                34.9   9581.58   557641.3  \n",
       "535                87.8    849.94   100526.4  \n",
       "545                27.8    734.60   208406.1  \n",
       "555                95.5   2909.97   214519.4  \n",
       "565                58.3  13073.98   688540.1  \n",
       "575                97.7    471.07   178762.8  \n",
       "585                59.2  20922.93   431913.8  \n",
       "595                50.0    577.99   146906.9  \n",
       "605                69.3   1956.55   296058.1  \n",
       "615                86.4   8299.73   237465.8  \n",
       "625                85.5   2553.75   259732.0  \n",
       "635                65.3  16548.74   357774.7  \n",
       "645                77.1   4661.61   227132.0  \n",
       "655                42.6   5835.57  1631919.0  \n",
       "665                89.0  15219.96   383847.2  \n",
       "675                66.9   1360.68   242884.6  \n",
       "685                45.3   4028.53   193349.6  \n",
       "695                25.7   1483.07   268051.7  \n",
       "705                28.7   1926.03   239829.4  \n",
       "715                51.7   6167.10   401259.7  \n",
       "725                74.3   3454.61   270914.9  \n",
       "735                 3.5  45207.86  1485863.5  \n",
       "745                33.5   2059.95   296948.8  \n",
       "755                71.5   1802.87   220392.1  \n",
       "765                80.6   4930.19   402759.5  \n",
       "775                84.0  12119.11   284486.7  \n",
       "785                 3.4    415.22   109649.0  \n",
       "795                25.9   1616.81   191639.9  \n",
       "805                60.2    695.06  1142504.1  \n",
       "815                35.6   4278.45   307827.1  \n",
       "\n",
       "[82 rows x 7 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Новая группа\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>region</th>\n",
       "      <th>year</th>\n",
       "      <th>population</th>\n",
       "      <th>pollution_static</th>\n",
       "      <th>revealed_pollution</th>\n",
       "      <th>spending</th>\n",
       "      <th>GRP_pc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Алтайский край</td>\n",
       "      <td>2015</td>\n",
       "      <td>2377.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>72.9</td>\n",
       "      <td>1910.63</td>\n",
       "      <td>204933.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Амурская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>806.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>73.3</td>\n",
       "      <td>2094.27</td>\n",
       "      <td>343385.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Архангельская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>1174.0</td>\n",
       "      <td>260.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>6474.20</td>\n",
       "      <td>532533.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Астраханская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>1019.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>4.7</td>\n",
       "      <td>4458.92</td>\n",
       "      <td>315996.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Белгородская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>1550.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>84.4</td>\n",
       "      <td>8266.54</td>\n",
       "      <td>447619.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Брянская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>1226.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>92.1</td>\n",
       "      <td>1022.99</td>\n",
       "      <td>221080.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Владимирская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>1397.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>2026.45</td>\n",
       "      <td>262945.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Волгоградская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>2546.0</td>\n",
       "      <td>160.0</td>\n",
       "      <td>57.1</td>\n",
       "      <td>17617.81</td>\n",
       "      <td>290186.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Вологодская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>1188.0</td>\n",
       "      <td>461.0</td>\n",
       "      <td>74.2</td>\n",
       "      <td>3784.73</td>\n",
       "      <td>402652.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Воронежская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>2333.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>56.2</td>\n",
       "      <td>4586.78</td>\n",
       "      <td>345566.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Г севастополь</td>\n",
       "      <td>2015</td>\n",
       "      <td>416.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>43.7</td>\n",
       "      <td>241.00</td>\n",
       "      <td>119384.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Г. москва</td>\n",
       "      <td>2015</td>\n",
       "      <td>12330.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>39.9</td>\n",
       "      <td>34755.82</td>\n",
       "      <td>1102496.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Г. санкт-петербург</td>\n",
       "      <td>2015</td>\n",
       "      <td>5226.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>56.3</td>\n",
       "      <td>15828.35</td>\n",
       "      <td>650339.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Еврейская автономная область</td>\n",
       "      <td>2015</td>\n",
       "      <td>166.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>70.9</td>\n",
       "      <td>357.36</td>\n",
       "      <td>266405.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Забайкальский край</td>\n",
       "      <td>2015</td>\n",
       "      <td>1083.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>81.5</td>\n",
       "      <td>2478.26</td>\n",
       "      <td>228215.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Ивановская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>1030.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>33.1</td>\n",
       "      <td>627.82</td>\n",
       "      <td>174687.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>Иркутская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>2413.0</td>\n",
       "      <td>639.0</td>\n",
       "      <td>79.6</td>\n",
       "      <td>15755.66</td>\n",
       "      <td>414986.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>Кабардино-балкарская республика</td>\n",
       "      <td>2015</td>\n",
       "      <td>862.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>24.7</td>\n",
       "      <td>856.43</td>\n",
       "      <td>139908.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Калининградская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>976.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>56.8</td>\n",
       "      <td>1813.58</td>\n",
       "      <td>359639.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>Калужская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>85.2</td>\n",
       "      <td>2749.55</td>\n",
       "      <td>336353.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>Камчатский край</td>\n",
       "      <td>2015</td>\n",
       "      <td>316.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>835.53</td>\n",
       "      <td>553863.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>Карачаево-черкесская республика</td>\n",
       "      <td>2015</td>\n",
       "      <td>468.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>93.2</td>\n",
       "      <td>386.69</td>\n",
       "      <td>144061.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>Кемеровская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>2718.0</td>\n",
       "      <td>1344.0</td>\n",
       "      <td>77.7</td>\n",
       "      <td>9503.36</td>\n",
       "      <td>309904.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>Кировская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>1297.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>66.9</td>\n",
       "      <td>3542.52</td>\n",
       "      <td>216918.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>Костромская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>651.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>28.4</td>\n",
       "      <td>853.13</td>\n",
       "      <td>245940.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>Краснодарский край</td>\n",
       "      <td>2015</td>\n",
       "      <td>5514.0</td>\n",
       "      <td>191.0</td>\n",
       "      <td>86.6</td>\n",
       "      <td>9675.78</td>\n",
       "      <td>352601.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>Красноярский край</td>\n",
       "      <td>2015</td>\n",
       "      <td>2866.0</td>\n",
       "      <td>2476.0</td>\n",
       "      <td>71.6</td>\n",
       "      <td>37122.99</td>\n",
       "      <td>582345.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>Курганская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>862.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>57.9</td>\n",
       "      <td>1194.77</td>\n",
       "      <td>207236.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>Курская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>1120.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>53.8</td>\n",
       "      <td>2845.08</td>\n",
       "      <td>301242.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>Ленинградская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>1779.0</td>\n",
       "      <td>247.0</td>\n",
       "      <td>78.1</td>\n",
       "      <td>8807.79</td>\n",
       "      <td>478065.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>Республика коми</td>\n",
       "      <td>2015</td>\n",
       "      <td>857.0</td>\n",
       "      <td>612.0</td>\n",
       "      <td>37.3</td>\n",
       "      <td>12669.73</td>\n",
       "      <td>613975.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>Республика крым</td>\n",
       "      <td>2015</td>\n",
       "      <td>1907.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>69.8</td>\n",
       "      <td>1580.20</td>\n",
       "      <td>139873.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>Республика марий эл</td>\n",
       "      <td>2015</td>\n",
       "      <td>686.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>30.9</td>\n",
       "      <td>771.45</td>\n",
       "      <td>250039.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556</th>\n",
       "      <td>Республика мордовия</td>\n",
       "      <td>2015</td>\n",
       "      <td>807.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>92.3</td>\n",
       "      <td>2531.49</td>\n",
       "      <td>223161.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>Республика саха (якутия)</td>\n",
       "      <td>2015</td>\n",
       "      <td>960.0</td>\n",
       "      <td>287.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>12099.44</td>\n",
       "      <td>780139.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576</th>\n",
       "      <td>Республика северная осетия – алания</td>\n",
       "      <td>2015</td>\n",
       "      <td>704.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>96.6</td>\n",
       "      <td>446.95</td>\n",
       "      <td>178921.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>586</th>\n",
       "      <td>Республика татарстан</td>\n",
       "      <td>2015</td>\n",
       "      <td>3869.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>59.8</td>\n",
       "      <td>20276.55</td>\n",
       "      <td>483509.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>596</th>\n",
       "      <td>Республика тыва</td>\n",
       "      <td>2015</td>\n",
       "      <td>316.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>39.8</td>\n",
       "      <td>600.41</td>\n",
       "      <td>150265.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>606</th>\n",
       "      <td>Республика хакасия</td>\n",
       "      <td>2015</td>\n",
       "      <td>537.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>65.9</td>\n",
       "      <td>1857.26</td>\n",
       "      <td>317763.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616</th>\n",
       "      <td>Ростовская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>4236.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>85.6</td>\n",
       "      <td>7290.09</td>\n",
       "      <td>280522.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>626</th>\n",
       "      <td>Рязанская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>1130.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>88.6</td>\n",
       "      <td>2344.22</td>\n",
       "      <td>285257.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>636</th>\n",
       "      <td>Самарская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>3206.0</td>\n",
       "      <td>261.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>15263.78</td>\n",
       "      <td>394135.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>646</th>\n",
       "      <td>Саратовская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>2488.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>68.1</td>\n",
       "      <td>4270.65</td>\n",
       "      <td>251047.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>656</th>\n",
       "      <td>Сахалинская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>487.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>34.8</td>\n",
       "      <td>3398.55</td>\n",
       "      <td>1716734.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>666</th>\n",
       "      <td>Свердловская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>4330.0</td>\n",
       "      <td>984.0</td>\n",
       "      <td>89.1</td>\n",
       "      <td>18552.74</td>\n",
       "      <td>421100.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>Смоленская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>959.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>64.2</td>\n",
       "      <td>1348.03</td>\n",
       "      <td>266927.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686</th>\n",
       "      <td>Ставропольский край</td>\n",
       "      <td>2015</td>\n",
       "      <td>2802.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>41.5</td>\n",
       "      <td>3367.31</td>\n",
       "      <td>221814.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>696</th>\n",
       "      <td>Тамбовская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>1050.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>24.2</td>\n",
       "      <td>1657.71</td>\n",
       "      <td>300289.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>706</th>\n",
       "      <td>Тверская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>1305.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>31.8</td>\n",
       "      <td>2166.41</td>\n",
       "      <td>251633.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>716</th>\n",
       "      <td>Томская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>1077.0</td>\n",
       "      <td>293.0</td>\n",
       "      <td>43.3</td>\n",
       "      <td>7007.49</td>\n",
       "      <td>438316.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>726</th>\n",
       "      <td>Тульская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>1506.0</td>\n",
       "      <td>149.0</td>\n",
       "      <td>76.8</td>\n",
       "      <td>3933.41</td>\n",
       "      <td>316248.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>736</th>\n",
       "      <td>Тюменская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>3615.0</td>\n",
       "      <td>2146.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>49103.97</td>\n",
       "      <td>1626160.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>746</th>\n",
       "      <td>Удмуртская республика</td>\n",
       "      <td>2015</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>33.7</td>\n",
       "      <td>2572.37</td>\n",
       "      <td>341391.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>756</th>\n",
       "      <td>Ульяновская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>1258.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>71.1</td>\n",
       "      <td>1933.92</td>\n",
       "      <td>241633.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>766</th>\n",
       "      <td>Хабаровский край</td>\n",
       "      <td>2015</td>\n",
       "      <td>1334.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>80.7</td>\n",
       "      <td>8432.05</td>\n",
       "      <td>445809.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>776</th>\n",
       "      <td>Челябинская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>3501.0</td>\n",
       "      <td>627.0</td>\n",
       "      <td>83.3</td>\n",
       "      <td>12363.13</td>\n",
       "      <td>345597.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>786</th>\n",
       "      <td>Чеченская республика</td>\n",
       "      <td>2015</td>\n",
       "      <td>1394.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>767.58</td>\n",
       "      <td>111705.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>Чувашская республика</td>\n",
       "      <td>2015</td>\n",
       "      <td>1237.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>31.4</td>\n",
       "      <td>1722.58</td>\n",
       "      <td>203100.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>806</th>\n",
       "      <td>Чукотский автономный округ</td>\n",
       "      <td>2015</td>\n",
       "      <td>50.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>58.8</td>\n",
       "      <td>556.10</td>\n",
       "      <td>1226152.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>816</th>\n",
       "      <td>Ярославская область</td>\n",
       "      <td>2015</td>\n",
       "      <td>1272.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>35.9</td>\n",
       "      <td>4194.57</td>\n",
       "      <td>348375.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>82 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  region  year  population  pollution_static  \\\n",
       "6                         Алтайский край  2015      2377.0             204.0   \n",
       "16                      Амурская область  2015       806.0             127.0   \n",
       "26                 Архангельская область  2015      1174.0             260.0   \n",
       "36                  Астраханская область  2015      1019.0             119.0   \n",
       "46                  Белгородская область  2015      1550.0             118.0   \n",
       "56                      Брянская область  2015      1226.0              37.0   \n",
       "66                  Владимирская область  2015      1397.0              30.0   \n",
       "76                 Волгоградская область  2015      2546.0             160.0   \n",
       "86                   Вологодская область  2015      1188.0             461.0   \n",
       "96                   Воронежская область  2015      2333.0              69.0   \n",
       "106                        Г севастополь  2015       416.0               2.0   \n",
       "116                            Г. москва  2015     12330.0              63.0   \n",
       "126                   Г. санкт-петербург  2015      5226.0              73.0   \n",
       "136         Еврейская автономная область  2015       166.0              19.0   \n",
       "146                   Забайкальский край  2015      1083.0             119.0   \n",
       "156                   Ивановская область  2015      1030.0              33.0   \n",
       "166                    Иркутская область  2015      2413.0             639.0   \n",
       "176      Кабардино-балкарская республика  2015       862.0               3.0   \n",
       "186              Калининградская область  2015       976.0              20.0   \n",
       "196                    Калужская область  2015      1010.0              26.0   \n",
       "206                      Камчатский край  2015       316.0              25.0   \n",
       "216      Карачаево-черкесская республика  2015       468.0              15.0   \n",
       "226                  Кемеровская область  2015      2718.0            1344.0   \n",
       "236                    Кировская область  2015      1297.0              96.0   \n",
       "246                  Костромская область  2015       651.0              46.0   \n",
       "256                   Краснодарский край  2015      5514.0             191.0   \n",
       "266                    Красноярский край  2015      2866.0            2476.0   \n",
       "276                   Курганская область  2015       862.0              52.0   \n",
       "286                      Курская область  2015      1120.0              31.0   \n",
       "296                Ленинградская область  2015      1779.0             247.0   \n",
       "..                                   ...   ...         ...               ...   \n",
       "526                      Республика коми  2015       857.0             612.0   \n",
       "536                      Республика крым  2015      1907.0              23.0   \n",
       "546                  Республика марий эл  2015       686.0              22.0   \n",
       "556                  Республика мордовия  2015       807.0              32.0   \n",
       "566             Республика саха (якутия)  2015       960.0             287.0   \n",
       "576  Республика северная осетия – алания  2015       704.0               5.0   \n",
       "586                 Республика татарстан  2015      3869.0             294.0   \n",
       "596                      Республика тыва  2015       316.0              20.0   \n",
       "606                   Республика хакасия  2015       537.0              89.0   \n",
       "616                   Ростовская область  2015      4236.0             165.0   \n",
       "626                    Рязанская область  2015      1130.0              98.0   \n",
       "636                    Самарская область  2015      3206.0             261.0   \n",
       "646                  Саратовская область  2015      2488.0             118.0   \n",
       "656                  Сахалинская область  2015       487.0              72.0   \n",
       "666                 Свердловская область  2015      4330.0             984.0   \n",
       "676                   Смоленская область  2015       959.0              59.0   \n",
       "686                  Ставропольский край  2015      2802.0              85.0   \n",
       "696                   Тамбовская область  2015      1050.0              56.0   \n",
       "706                     Тверская область  2015      1305.0              60.0   \n",
       "716                      Томская область  2015      1077.0             293.0   \n",
       "726                     Тульская область  2015      1506.0             149.0   \n",
       "736                    Тюменская область  2015      3615.0            2146.0   \n",
       "746                Удмуртская республика  2015      1517.0             148.0   \n",
       "756                  Ульяновская область  2015      1258.0              33.0   \n",
       "766                     Хабаровский край  2015      1334.0             116.0   \n",
       "776                  Челябинская область  2015      3501.0             627.0   \n",
       "786                 Чеченская республика  2015      1394.0              21.0   \n",
       "796                 Чувашская республика  2015      1237.0              27.0   \n",
       "806           Чукотский автономный округ  2015        50.0              21.0   \n",
       "816                  Ярославская область  2015      1272.0              91.0   \n",
       "\n",
       "     revealed_pollution  spending     GRP_pc  \n",
       "6                  72.9   1910.63   204933.1  \n",
       "16                 73.3   2094.27   343385.7  \n",
       "26                 63.0   6474.20   532533.7  \n",
       "36                  4.7   4458.92   315996.9  \n",
       "46                 84.4   8266.54   447619.7  \n",
       "56                 92.1   1022.99   221080.0  \n",
       "66                 17.0   2026.45   262945.5  \n",
       "76                 57.1  17617.81   290186.0  \n",
       "86                 74.2   3784.73   402652.1  \n",
       "96                 56.2   4586.78   345566.8  \n",
       "106                43.7    241.00   119384.5  \n",
       "116                39.9  34755.82  1102496.4  \n",
       "126                56.3  15828.35   650339.7  \n",
       "136                70.9    357.36   266405.8  \n",
       "146                81.5   2478.26   228215.0  \n",
       "156                33.1    627.82   174687.5  \n",
       "166                79.6  15755.66   414986.5  \n",
       "176                24.7    856.43   139908.7  \n",
       "186                56.8   1813.58   359639.7  \n",
       "196                85.2   2749.55   336353.9  \n",
       "206                25.0    835.53   553863.9  \n",
       "216                93.2    386.69   144061.8  \n",
       "226                77.7   9503.36   309904.3  \n",
       "236                66.9   3542.52   216918.0  \n",
       "246                28.4    853.13   245940.9  \n",
       "256                86.6   9675.78   352601.2  \n",
       "266                71.6  37122.99   582345.8  \n",
       "276                57.9   1194.77   207236.0  \n",
       "286                53.8   2845.08   301242.5  \n",
       "296                78.1   8807.79   478065.2  \n",
       "..                  ...       ...        ...  \n",
       "526                37.3  12669.73   613975.0  \n",
       "536                69.8   1580.20   139873.3  \n",
       "546                30.9    771.45   250039.3  \n",
       "556                92.3   2531.49   223161.1  \n",
       "566                62.5  12099.44   780139.8  \n",
       "576                96.6    446.95   178921.1  \n",
       "586                59.8  20276.55   483509.9  \n",
       "596                39.8    600.41   150265.5  \n",
       "606                65.9   1857.26   317763.6  \n",
       "616                85.6   7290.09   280522.0  \n",
       "626                88.6   2344.22   285257.8  \n",
       "636                60.5  15263.78   394135.9  \n",
       "646                68.1   4270.65   251047.1  \n",
       "656                34.8   3398.55  1716734.4  \n",
       "666                89.1  18552.74   421100.7  \n",
       "676                64.2   1348.03   266927.2  \n",
       "686                41.5   3367.31   221814.1  \n",
       "696                24.2   1657.71   300289.9  \n",
       "706                31.8   2166.41   251633.2  \n",
       "716                43.3   7007.49   438316.5  \n",
       "726                76.8   3933.41   316248.5  \n",
       "736                 6.9  49103.97  1626160.4  \n",
       "746                33.7   2572.37   341391.7  \n",
       "756                71.1   1933.92   241633.8  \n",
       "766                80.7   8432.05   445809.5  \n",
       "776                83.3  12363.13   345597.1  \n",
       "786                 5.1    767.58   111705.4  \n",
       "796                31.4   1722.58   203100.9  \n",
       "806                58.8    556.10  1226152.0  \n",
       "816                35.9   4194.57   348375.7  \n",
       "\n",
       "[82 rows x 7 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Новая группа\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>region</th>\n",
       "      <th>year</th>\n",
       "      <th>population</th>\n",
       "      <th>pollution_static</th>\n",
       "      <th>revealed_pollution</th>\n",
       "      <th>spending</th>\n",
       "      <th>GRP_pc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Алтайский край</td>\n",
       "      <td>2016</td>\n",
       "      <td>2366.0</td>\n",
       "      <td>213.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>2297.58</td>\n",
       "      <td>210350.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Амурская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>802.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>1821.06</td>\n",
       "      <td>357829.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Архангельская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>1166.0</td>\n",
       "      <td>245.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>6251.66</td>\n",
       "      <td>584111.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Астраханская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>1019.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>5.7</td>\n",
       "      <td>4243.12</td>\n",
       "      <td>332447.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Белгородская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>1553.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>7656.75</td>\n",
       "      <td>470874.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Брянская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>1221.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>91.7</td>\n",
       "      <td>1136.75</td>\n",
       "      <td>233701.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Владимирская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>1390.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>17.6</td>\n",
       "      <td>2169.38</td>\n",
       "      <td>281366.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Волгоградская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>2535.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>7705.84</td>\n",
       "      <td>292565.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Вологодская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>1184.0</td>\n",
       "      <td>441.0</td>\n",
       "      <td>75.1</td>\n",
       "      <td>4431.97</td>\n",
       "      <td>410037.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Воронежская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>2335.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>54.7</td>\n",
       "      <td>4312.66</td>\n",
       "      <td>360418.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Г севастополь</td>\n",
       "      <td>2016</td>\n",
       "      <td>429.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>29.6</td>\n",
       "      <td>344.52</td>\n",
       "      <td>151862.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Г. москва</td>\n",
       "      <td>2016</td>\n",
       "      <td>12381.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>40.6</td>\n",
       "      <td>39667.25</td>\n",
       "      <td>1157373.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Г. санкт-петербург</td>\n",
       "      <td>2016</td>\n",
       "      <td>5282.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>18820.58</td>\n",
       "      <td>712303.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Еврейская автономная область</td>\n",
       "      <td>2016</td>\n",
       "      <td>164.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>75.6</td>\n",
       "      <td>434.35</td>\n",
       "      <td>283783.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Забайкальский край</td>\n",
       "      <td>2016</td>\n",
       "      <td>1079.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>81.3</td>\n",
       "      <td>2729.16</td>\n",
       "      <td>243110.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Ивановская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>1023.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>27.7</td>\n",
       "      <td>634.53</td>\n",
       "      <td>174995.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>Иркутская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>2409.0</td>\n",
       "      <td>642.0</td>\n",
       "      <td>76.6</td>\n",
       "      <td>14852.65</td>\n",
       "      <td>443297.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>Кабардино-балкарская республика</td>\n",
       "      <td>2016</td>\n",
       "      <td>865.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.1</td>\n",
       "      <td>480.28</td>\n",
       "      <td>153710.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Калининградская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>986.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>49.6</td>\n",
       "      <td>1867.67</td>\n",
       "      <td>390359.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Калужская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>1014.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>85.3</td>\n",
       "      <td>2067.37</td>\n",
       "      <td>368913.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>Камчатский край</td>\n",
       "      <td>2016</td>\n",
       "      <td>315.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>30.1</td>\n",
       "      <td>1453.47</td>\n",
       "      <td>628114.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>Карачаево-черкесская республика</td>\n",
       "      <td>2016</td>\n",
       "      <td>466.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>93.9</td>\n",
       "      <td>554.80</td>\n",
       "      <td>156602.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>Кемеровская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>2709.0</td>\n",
       "      <td>1349.0</td>\n",
       "      <td>75.8</td>\n",
       "      <td>9445.37</td>\n",
       "      <td>316263.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>Кировская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>1292.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>64.2</td>\n",
       "      <td>3835.15</td>\n",
       "      <td>224776.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>Костромская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>648.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>31.7</td>\n",
       "      <td>737.77</td>\n",
       "      <td>247313.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>Краснодарский край</td>\n",
       "      <td>2016</td>\n",
       "      <td>5571.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>10867.08</td>\n",
       "      <td>363731.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>Красноярский край</td>\n",
       "      <td>2016</td>\n",
       "      <td>2875.0</td>\n",
       "      <td>2363.0</td>\n",
       "      <td>72.7</td>\n",
       "      <td>40007.37</td>\n",
       "      <td>615803.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>Курганская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>854.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>1175.57</td>\n",
       "      <td>225984.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>Курская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>1123.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>56.5</td>\n",
       "      <td>2085.90</td>\n",
       "      <td>325114.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>Ленинградская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>1792.0</td>\n",
       "      <td>243.0</td>\n",
       "      <td>78.2</td>\n",
       "      <td>20965.51</td>\n",
       "      <td>511836.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>Республика коми</td>\n",
       "      <td>2016</td>\n",
       "      <td>850.0</td>\n",
       "      <td>569.0</td>\n",
       "      <td>38.4</td>\n",
       "      <td>12153.81</td>\n",
       "      <td>640622.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>Республика крым</td>\n",
       "      <td>2016</td>\n",
       "      <td>1912.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>2515.15</td>\n",
       "      <td>165433.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>Республика марий эл</td>\n",
       "      <td>2016</td>\n",
       "      <td>685.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>18.4</td>\n",
       "      <td>780.87</td>\n",
       "      <td>234160.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>557</th>\n",
       "      <td>Республика мордовия</td>\n",
       "      <td>2016</td>\n",
       "      <td>808.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>89.9</td>\n",
       "      <td>2152.83</td>\n",
       "      <td>245214.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>Республика саха (якутия)</td>\n",
       "      <td>2016</td>\n",
       "      <td>963.0</td>\n",
       "      <td>257.0</td>\n",
       "      <td>65.1</td>\n",
       "      <td>13295.01</td>\n",
       "      <td>903611.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>Республика северная осетия – алания</td>\n",
       "      <td>2016</td>\n",
       "      <td>703.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>489.83</td>\n",
       "      <td>178390.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>587</th>\n",
       "      <td>Республика татарстан</td>\n",
       "      <td>2016</td>\n",
       "      <td>3885.0</td>\n",
       "      <td>338.0</td>\n",
       "      <td>59.4</td>\n",
       "      <td>18699.11</td>\n",
       "      <td>499778.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>597</th>\n",
       "      <td>Республика тыва</td>\n",
       "      <td>2016</td>\n",
       "      <td>318.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>40.8</td>\n",
       "      <td>481.54</td>\n",
       "      <td>164687.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>607</th>\n",
       "      <td>Республика хакасия</td>\n",
       "      <td>2016</td>\n",
       "      <td>537.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>65.8</td>\n",
       "      <td>2295.62</td>\n",
       "      <td>339586.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>617</th>\n",
       "      <td>Ростовская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>4231.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>85.3</td>\n",
       "      <td>5796.77</td>\n",
       "      <td>300186.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>627</th>\n",
       "      <td>Рязанская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>1127.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>85.2</td>\n",
       "      <td>2512.14</td>\n",
       "      <td>298624.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>637</th>\n",
       "      <td>Самарская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>3203.0</td>\n",
       "      <td>253.0</td>\n",
       "      <td>54.4</td>\n",
       "      <td>13365.50</td>\n",
       "      <td>397857.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>647</th>\n",
       "      <td>Саратовская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>2479.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>74.2</td>\n",
       "      <td>4363.37</td>\n",
       "      <td>263773.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657</th>\n",
       "      <td>Сахалинская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>487.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>39.9</td>\n",
       "      <td>3557.85</td>\n",
       "      <td>1575642.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>667</th>\n",
       "      <td>Свердловская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>4329.0</td>\n",
       "      <td>906.0</td>\n",
       "      <td>89.1</td>\n",
       "      <td>17851.66</td>\n",
       "      <td>456860.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>Смоленская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>953.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>65.7</td>\n",
       "      <td>1268.41</td>\n",
       "      <td>274415.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687</th>\n",
       "      <td>Ставропольский край</td>\n",
       "      <td>2016</td>\n",
       "      <td>2804.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>3994.24</td>\n",
       "      <td>232582.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>697</th>\n",
       "      <td>Тамбовская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>1040.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>24.1</td>\n",
       "      <td>1606.81</td>\n",
       "      <td>297933.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>707</th>\n",
       "      <td>Тверская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>1297.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>28.4</td>\n",
       "      <td>2804.54</td>\n",
       "      <td>276255.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>717</th>\n",
       "      <td>Томская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>1079.0</td>\n",
       "      <td>301.0</td>\n",
       "      <td>39.6</td>\n",
       "      <td>7601.49</td>\n",
       "      <td>451823.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>727</th>\n",
       "      <td>Тульская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>1499.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>82.2</td>\n",
       "      <td>3934.25</td>\n",
       "      <td>344487.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>737</th>\n",
       "      <td>Тюменская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>3660.0</td>\n",
       "      <td>2292.0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>57133.54</td>\n",
       "      <td>1627945.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>747</th>\n",
       "      <td>Удмуртская республика</td>\n",
       "      <td>2016</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>54.1</td>\n",
       "      <td>2526.02</td>\n",
       "      <td>356042.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757</th>\n",
       "      <td>Ульяновская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>1253.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>1894.38</td>\n",
       "      <td>261500.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>767</th>\n",
       "      <td>Хабаровский край</td>\n",
       "      <td>2016</td>\n",
       "      <td>1333.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>5481.15</td>\n",
       "      <td>478030.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>777</th>\n",
       "      <td>Челябинская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>3502.0</td>\n",
       "      <td>597.0</td>\n",
       "      <td>84.6</td>\n",
       "      <td>13884.89</td>\n",
       "      <td>360048.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>787</th>\n",
       "      <td>Чеченская республика</td>\n",
       "      <td>2016</td>\n",
       "      <td>1415.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>685.16</td>\n",
       "      <td>118696.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>Чувашская республика</td>\n",
       "      <td>2016</td>\n",
       "      <td>1236.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.4</td>\n",
       "      <td>1343.74</td>\n",
       "      <td>211587.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>807</th>\n",
       "      <td>Чукотский автономный округ</td>\n",
       "      <td>2016</td>\n",
       "      <td>50.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>55.1</td>\n",
       "      <td>711.01</td>\n",
       "      <td>1323201.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>817</th>\n",
       "      <td>Ярославская область</td>\n",
       "      <td>2016</td>\n",
       "      <td>1271.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>37.3</td>\n",
       "      <td>4596.52</td>\n",
       "      <td>369539.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>82 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  region  year  population  pollution_static  \\\n",
       "7                         Алтайский край  2016      2366.0             213.0   \n",
       "17                      Амурская область  2016       802.0             135.0   \n",
       "27                 Архангельская область  2016      1166.0             245.0   \n",
       "37                  Астраханская область  2016      1019.0             127.0   \n",
       "47                  Белгородская область  2016      1553.0             113.0   \n",
       "57                      Брянская область  2016      1221.0              39.0   \n",
       "67                  Владимирская область  2016      1390.0              33.0   \n",
       "77                 Волгоградская область  2016      2535.0             161.0   \n",
       "87                   Вологодская область  2016      1184.0             441.0   \n",
       "97                   Воронежская область  2016      2335.0              73.0   \n",
       "107                        Г севастополь  2016       429.0               4.0   \n",
       "117                            Г. москва  2016     12381.0              63.0   \n",
       "127                   Г. санкт-петербург  2016      5282.0              78.0   \n",
       "137         Еврейская автономная область  2016       164.0              19.0   \n",
       "147                   Забайкальский край  2016      1079.0             122.0   \n",
       "157                   Ивановская область  2016      1023.0              27.0   \n",
       "167                    Иркутская область  2016      2409.0             642.0   \n",
       "177      Кабардино-балкарская республика  2016       865.0               4.0   \n",
       "187              Калининградская область  2016       986.0              21.0   \n",
       "197                    Калужская область  2016      1014.0              23.0   \n",
       "207                      Камчатский край  2016       315.0              29.0   \n",
       "217      Карачаево-черкесская республика  2016       466.0              17.0   \n",
       "227                  Кемеровская область  2016      2709.0            1349.0   \n",
       "237                    Кировская область  2016      1292.0              99.0   \n",
       "247                  Костромская область  2016       648.0              50.0   \n",
       "257                   Краснодарский край  2016      5571.0             242.0   \n",
       "267                    Красноярский край  2016      2875.0            2363.0   \n",
       "277                   Курганская область  2016       854.0              42.0   \n",
       "287                      Курская область  2016      1123.0              39.0   \n",
       "297                Ленинградская область  2016      1792.0             243.0   \n",
       "..                                   ...   ...         ...               ...   \n",
       "527                      Республика коми  2016       850.0             569.0   \n",
       "537                      Республика крым  2016      1912.0              31.0   \n",
       "547                  Республика марий эл  2016       685.0              36.0   \n",
       "557                  Республика мордовия  2016       808.0              41.0   \n",
       "567             Республика саха (якутия)  2016       963.0             257.0   \n",
       "577  Республика северная осетия – алания  2016       703.0               5.0   \n",
       "587                 Республика татарстан  2016      3885.0             338.0   \n",
       "597                      Республика тыва  2016       318.0              19.0   \n",
       "607                   Республика хакасия  2016       537.0              92.0   \n",
       "617                   Ростовская область  2016      4231.0             169.0   \n",
       "627                    Рязанская область  2016      1127.0              99.0   \n",
       "637                    Самарская область  2016      3203.0             253.0   \n",
       "647                  Саратовская область  2016      2479.0             110.0   \n",
       "657                  Сахалинская область  2016       487.0              77.0   \n",
       "667                 Свердловская область  2016      4329.0             906.0   \n",
       "677                   Смоленская область  2016       953.0              58.0   \n",
       "687                  Ставропольский край  2016      2804.0              88.0   \n",
       "697                   Тамбовская область  2016      1040.0              56.0   \n",
       "707                     Тверская область  2016      1297.0              63.0   \n",
       "717                      Томская область  2016      1079.0             301.0   \n",
       "727                     Тульская область  2016      1499.0             142.0   \n",
       "737                    Тюменская область  2016      3660.0            2292.0   \n",
       "747                Удмуртская республика  2016      1517.0             147.0   \n",
       "757                  Ульяновская область  2016      1253.0              33.0   \n",
       "767                     Хабаровский край  2016      1333.0             114.0   \n",
       "777                  Челябинская область  2016      3502.0             597.0   \n",
       "787                 Чеченская республика  2016      1415.0              21.0   \n",
       "797                 Чувашская республика  2016      1236.0              25.0   \n",
       "807           Чукотский автономный округ  2016        50.0              21.0   \n",
       "817                  Ярославская область  2016      1271.0              86.0   \n",
       "\n",
       "     revealed_pollution  spending     GRP_pc  \n",
       "7                  73.0   2297.58   210350.7  \n",
       "17                 74.0   1821.06   357829.0  \n",
       "27                 64.0   6251.66   584111.3  \n",
       "37                  5.7   4243.12   332447.4  \n",
       "47                 83.0   7656.75   470874.3  \n",
       "57                 91.7   1136.75   233701.0  \n",
       "67                 17.6   2169.38   281366.9  \n",
       "77                 50.0   7705.84   292565.7  \n",
       "87                 75.1   4431.97   410037.4  \n",
       "97                 54.7   4312.66   360418.2  \n",
       "107                29.6    344.52   151862.7  \n",
       "117                40.6  39667.25  1157373.0  \n",
       "127                55.5  18820.58   712303.6  \n",
       "137                75.6    434.35   283783.1  \n",
       "147                81.3   2729.16   243110.4  \n",
       "157                27.7    634.53   174995.3  \n",
       "167                76.6  14852.65   443297.8  \n",
       "177                12.1    480.28   153710.9  \n",
       "187                49.6   1867.67   390359.4  \n",
       "197                85.3   2067.37   368913.4  \n",
       "207                30.1   1453.47   628114.2  \n",
       "217                93.9    554.80   156602.4  \n",
       "227                75.8   9445.37   316263.9  \n",
       "237                64.2   3835.15   224776.0  \n",
       "247                31.7    737.77   247313.7  \n",
       "257                84.0  10867.08   363731.3  \n",
       "267                72.7  40007.37   615803.9  \n",
       "277                62.5   1175.57   225984.4  \n",
       "287                56.5   2085.90   325114.5  \n",
       "297                78.2  20965.51   511836.5  \n",
       "..                  ...       ...        ...  \n",
       "527                38.4  12153.81   640622.9  \n",
       "537                64.0   2515.15   165433.8  \n",
       "547                18.4    780.87   234160.0  \n",
       "557                89.9   2152.83   245214.7  \n",
       "567                65.1  13295.01   903611.1  \n",
       "577                97.5    489.83   178390.3  \n",
       "587                59.4  18699.11   499778.6  \n",
       "597                40.8    481.54   164687.0  \n",
       "607                65.8   2295.62   339586.0  \n",
       "617                85.3   5796.77   300186.2  \n",
       "627                85.2   2512.14   298624.0  \n",
       "637                54.4  13365.50   397857.2  \n",
       "647                74.2   4363.37   263773.6  \n",
       "657                39.9   3557.85  1575642.6  \n",
       "667                89.1  17851.66   456860.2  \n",
       "677                65.7   1268.41   274415.3  \n",
       "687                42.0   3994.24   232582.0  \n",
       "697                24.1   1606.81   297933.7  \n",
       "707                28.4   2804.54   276255.4  \n",
       "717                39.6   7601.49   451823.9  \n",
       "727                82.2   3934.25   344487.4  \n",
       "737                 6.5  57133.54  1627945.9  \n",
       "747                54.1   2526.02   356042.7  \n",
       "757                72.5   1894.38   261500.3  \n",
       "767                83.0   5481.15   478030.8  \n",
       "777                84.6  13884.89   360048.1  \n",
       "787                 5.0    685.16   118696.4  \n",
       "797                25.4   1343.74   211587.6  \n",
       "807                55.1    711.01  1323201.3  \n",
       "817                37.3   4596.52   369539.9  \n",
       "\n",
       "[82 rows x 7 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Новая группа\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>region</th>\n",
       "      <th>year</th>\n",
       "      <th>population</th>\n",
       "      <th>pollution_static</th>\n",
       "      <th>revealed_pollution</th>\n",
       "      <th>spending</th>\n",
       "      <th>GRP_pc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Алтайский край</td>\n",
       "      <td>2017</td>\n",
       "      <td>2350.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>2163.39</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Амурская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>798.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>71.3</td>\n",
       "      <td>2262.81</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Архангельская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>1155.0</td>\n",
       "      <td>251.0</td>\n",
       "      <td>62.4</td>\n",
       "      <td>9999.61</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Астраханская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>1017.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>5.4</td>\n",
       "      <td>4224.46</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Белгородская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>1550.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>84.2</td>\n",
       "      <td>8010.40</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Брянская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>1211.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>90.3</td>\n",
       "      <td>1432.48</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Владимирская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>1378.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>14.1</td>\n",
       "      <td>2359.97</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Волгоградская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>2521.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>51.9</td>\n",
       "      <td>7275.38</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Вологодская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>1177.0</td>\n",
       "      <td>429.0</td>\n",
       "      <td>83.3</td>\n",
       "      <td>5048.16</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Воронежская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>2333.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>58.2</td>\n",
       "      <td>5595.20</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Г севастополь</td>\n",
       "      <td>2017</td>\n",
       "      <td>437.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>26.9</td>\n",
       "      <td>392.98</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Г. москва</td>\n",
       "      <td>2017</td>\n",
       "      <td>12507.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>39877.09</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Г. санкт-петербург</td>\n",
       "      <td>2017</td>\n",
       "      <td>5352.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>48.4</td>\n",
       "      <td>16571.70</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Еврейская автономная область</td>\n",
       "      <td>2017</td>\n",
       "      <td>162.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>82.2</td>\n",
       "      <td>707.97</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Забайкальский край</td>\n",
       "      <td>2017</td>\n",
       "      <td>1073.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>80.5</td>\n",
       "      <td>3549.02</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Ивановская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>1015.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>21.4</td>\n",
       "      <td>587.64</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Иркутская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>2404.0</td>\n",
       "      <td>660.0</td>\n",
       "      <td>77.9</td>\n",
       "      <td>18465.66</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>Кабардино-балкарская республика</td>\n",
       "      <td>2017</td>\n",
       "      <td>865.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>573.44</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>Калининградская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>995.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>2122.83</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Калужская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>1012.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>82.8</td>\n",
       "      <td>2518.71</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>Камчатский край</td>\n",
       "      <td>2017</td>\n",
       "      <td>316.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>31.1</td>\n",
       "      <td>1315.49</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>Карачаево-черкесская республика</td>\n",
       "      <td>2017</td>\n",
       "      <td>466.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>93.3</td>\n",
       "      <td>475.56</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>Кемеровская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>2695.0</td>\n",
       "      <td>1488.0</td>\n",
       "      <td>74.8</td>\n",
       "      <td>13403.84</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>Кировская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>1283.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>48.8</td>\n",
       "      <td>4127.31</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>Костромская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>643.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>30.8</td>\n",
       "      <td>912.22</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>Краснодарский край</td>\n",
       "      <td>2017</td>\n",
       "      <td>5603.0</td>\n",
       "      <td>427.0</td>\n",
       "      <td>74.4</td>\n",
       "      <td>9879.40</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Красноярский край</td>\n",
       "      <td>2017</td>\n",
       "      <td>2876.0</td>\n",
       "      <td>2371.0</td>\n",
       "      <td>73.1</td>\n",
       "      <td>41917.66</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>Курганская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>846.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>1272.67</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>Курская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>1115.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>49.8</td>\n",
       "      <td>2498.42</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>Ленинградская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>1814.0</td>\n",
       "      <td>226.0</td>\n",
       "      <td>77.7</td>\n",
       "      <td>16615.66</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>528</th>\n",
       "      <td>Республика коми</td>\n",
       "      <td>2017</td>\n",
       "      <td>841.0</td>\n",
       "      <td>451.0</td>\n",
       "      <td>59.5</td>\n",
       "      <td>9669.11</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>Республика крым</td>\n",
       "      <td>2017</td>\n",
       "      <td>1914.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>67.6</td>\n",
       "      <td>2644.63</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548</th>\n",
       "      <td>Республика марий эл</td>\n",
       "      <td>2017</td>\n",
       "      <td>682.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>19.5</td>\n",
       "      <td>879.49</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>558</th>\n",
       "      <td>Республика мордовия</td>\n",
       "      <td>2017</td>\n",
       "      <td>805.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>90.4</td>\n",
       "      <td>2239.93</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>Республика саха (якутия)</td>\n",
       "      <td>2017</td>\n",
       "      <td>964.0</td>\n",
       "      <td>244.0</td>\n",
       "      <td>62.7</td>\n",
       "      <td>18160.22</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578</th>\n",
       "      <td>Республика северная осетия – алания</td>\n",
       "      <td>2017</td>\n",
       "      <td>702.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>97.9</td>\n",
       "      <td>717.17</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>588</th>\n",
       "      <td>Республика татарстан</td>\n",
       "      <td>2017</td>\n",
       "      <td>3895.0</td>\n",
       "      <td>286.0</td>\n",
       "      <td>61.8</td>\n",
       "      <td>20648.16</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>Республика тыва</td>\n",
       "      <td>2017</td>\n",
       "      <td>322.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>41.8</td>\n",
       "      <td>547.65</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>608</th>\n",
       "      <td>Республика хакасия</td>\n",
       "      <td>2017</td>\n",
       "      <td>538.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>60.2</td>\n",
       "      <td>2423.22</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618</th>\n",
       "      <td>Ростовская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>4221.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>85.7</td>\n",
       "      <td>6334.78</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>628</th>\n",
       "      <td>Рязанская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>1122.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>85.6</td>\n",
       "      <td>2876.82</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>638</th>\n",
       "      <td>Самарская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>3193.0</td>\n",
       "      <td>251.0</td>\n",
       "      <td>54.7</td>\n",
       "      <td>14290.97</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>648</th>\n",
       "      <td>Саратовская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>2463.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>5726.29</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>658</th>\n",
       "      <td>Сахалинская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>490.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>32.2</td>\n",
       "      <td>4713.94</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>668</th>\n",
       "      <td>Свердловская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>4325.0</td>\n",
       "      <td>928.0</td>\n",
       "      <td>88.7</td>\n",
       "      <td>21823.40</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678</th>\n",
       "      <td>Смоленская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>950.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>64.6</td>\n",
       "      <td>1424.59</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688</th>\n",
       "      <td>Ставропольский край</td>\n",
       "      <td>2017</td>\n",
       "      <td>2801.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>39.1</td>\n",
       "      <td>3884.92</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>Тамбовская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>1033.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>18.8</td>\n",
       "      <td>2216.54</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>708</th>\n",
       "      <td>Тверская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>1284.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>47.4</td>\n",
       "      <td>3007.96</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>718</th>\n",
       "      <td>Томская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>1078.0</td>\n",
       "      <td>263.0</td>\n",
       "      <td>24.3</td>\n",
       "      <td>6054.17</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>728</th>\n",
       "      <td>Тульская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>1492.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>77.1</td>\n",
       "      <td>3641.03</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>738</th>\n",
       "      <td>Тюменская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>3692.0</td>\n",
       "      <td>2336.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>59830.29</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>748</th>\n",
       "      <td>Удмуртская республика</td>\n",
       "      <td>2017</td>\n",
       "      <td>1513.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>50.9</td>\n",
       "      <td>2946.75</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>758</th>\n",
       "      <td>Ульяновская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>1247.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>69.9</td>\n",
       "      <td>2196.92</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>768</th>\n",
       "      <td>Хабаровский край</td>\n",
       "      <td>2017</td>\n",
       "      <td>1328.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>80.6</td>\n",
       "      <td>6719.35</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>778</th>\n",
       "      <td>Челябинская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>3493.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>84.8</td>\n",
       "      <td>14114.45</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>788</th>\n",
       "      <td>Чеченская республика</td>\n",
       "      <td>2017</td>\n",
       "      <td>1437.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>467.69</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>Чувашская республика</td>\n",
       "      <td>2017</td>\n",
       "      <td>1231.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>16.6</td>\n",
       "      <td>1650.61</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>808</th>\n",
       "      <td>Чукотский автономный округ</td>\n",
       "      <td>2017</td>\n",
       "      <td>50.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>56.3</td>\n",
       "      <td>1109.43</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>818</th>\n",
       "      <td>Ярославская область</td>\n",
       "      <td>2017</td>\n",
       "      <td>1266.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>44.8</td>\n",
       "      <td>4560.72</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>82 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  region  year  population  pollution_static  \\\n",
       "8                         Алтайский край  2017      2350.0             204.0   \n",
       "18                      Амурская область  2017       798.0             133.0   \n",
       "28                 Архангельская область  2017      1155.0             251.0   \n",
       "38                  Астраханская область  2017      1017.0             103.0   \n",
       "48                  Белгородская область  2017      1550.0             117.0   \n",
       "58                      Брянская область  2017      1211.0              47.0   \n",
       "68                  Владимирская область  2017      1378.0              37.0   \n",
       "78                 Волгоградская область  2017      2521.0             138.0   \n",
       "88                   Вологодская область  2017      1177.0             429.0   \n",
       "98                   Воронежская область  2017      2333.0              76.0   \n",
       "108                        Г севастополь  2017       437.0               5.0   \n",
       "118                            Г. москва  2017     12507.0              60.0   \n",
       "128                   Г. санкт-петербург  2017      5352.0              87.0   \n",
       "138         Еврейская автономная область  2017       162.0              23.0   \n",
       "148                   Забайкальский край  2017      1073.0             134.0   \n",
       "158                   Ивановская область  2017      1015.0              23.0   \n",
       "168                    Иркутская область  2017      2404.0             660.0   \n",
       "178      Кабардино-балкарская республика  2017       865.0               3.0   \n",
       "188              Калининградская область  2017       995.0              26.0   \n",
       "198                    Калужская область  2017      1012.0              27.0   \n",
       "208                      Камчатский край  2017       316.0              38.0   \n",
       "218      Карачаево-черкесская республика  2017       466.0              17.0   \n",
       "228                  Кемеровская область  2017      2695.0            1488.0   \n",
       "238                    Кировская область  2017      1283.0              98.0   \n",
       "248                  Костромская область  2017       643.0              54.0   \n",
       "258                   Краснодарский край  2017      5603.0             427.0   \n",
       "268                    Красноярский край  2017      2876.0            2371.0   \n",
       "278                   Курганская область  2017       846.0              44.0   \n",
       "288                      Курская область  2017      1115.0              40.0   \n",
       "298                Ленинградская область  2017      1814.0             226.0   \n",
       "..                                   ...   ...         ...               ...   \n",
       "528                      Республика коми  2017       841.0             451.0   \n",
       "538                      Республика крым  2017      1914.0              29.0   \n",
       "548                  Республика марий эл  2017       682.0              35.0   \n",
       "558                  Республика мордовия  2017       805.0              54.0   \n",
       "568             Республика саха (якутия)  2017       964.0             244.0   \n",
       "578  Республика северная осетия – алания  2017       702.0               4.0   \n",
       "588                 Республика татарстан  2017      3895.0             286.0   \n",
       "598                      Республика тыва  2017       322.0              20.0   \n",
       "608                   Республика хакасия  2017       538.0             115.0   \n",
       "618                   Ростовская область  2017      4221.0             195.0   \n",
       "628                    Рязанская область  2017      1122.0              96.0   \n",
       "638                    Самарская область  2017      3193.0             251.0   \n",
       "648                  Саратовская область  2017      2463.0             123.0   \n",
       "658                  Сахалинская область  2017       490.0             105.0   \n",
       "668                 Свердловская область  2017      4325.0             928.0   \n",
       "678                   Смоленская область  2017       950.0              62.0   \n",
       "688                  Ставропольский край  2017      2801.0              95.0   \n",
       "698                   Тамбовская область  2017      1033.0              63.0   \n",
       "708                     Тверская область  2017      1284.0              74.0   \n",
       "718                      Томская область  2017      1078.0             263.0   \n",
       "728                     Тульская область  2017      1492.0             120.0   \n",
       "738                    Тюменская область  2017      3692.0            2336.0   \n",
       "748                Удмуртская республика  2017      1513.0             139.0   \n",
       "758                  Ульяновская область  2017      1247.0              34.0   \n",
       "768                     Хабаровский край  2017      1328.0             118.0   \n",
       "778                  Челябинская область  2017      3493.0             533.0   \n",
       "788                 Чеченская республика  2017      1437.0              15.0   \n",
       "798                 Чувашская республика  2017      1231.0              43.0   \n",
       "808           Чукотский автономный округ  2017        50.0              20.0   \n",
       "818                  Ярославская область  2017      1266.0              76.0   \n",
       "\n",
       "     revealed_pollution  spending  GRP_pc  \n",
       "8                  75.0   2163.39     NaN  \n",
       "18                 71.3   2262.81     NaN  \n",
       "28                 62.4   9999.61     NaN  \n",
       "38                  5.4   4224.46     NaN  \n",
       "48                 84.2   8010.40     NaN  \n",
       "58                 90.3   1432.48     NaN  \n",
       "68                 14.1   2359.97     NaN  \n",
       "78                 51.9   7275.38     NaN  \n",
       "88                 83.3   5048.16     NaN  \n",
       "98                 58.2   5595.20     NaN  \n",
       "108                26.9    392.98     NaN  \n",
       "118                46.0  39877.09     NaN  \n",
       "128                48.4  16571.70     NaN  \n",
       "138                82.2    707.97     NaN  \n",
       "148                80.5   3549.02     NaN  \n",
       "158                21.4    587.64     NaN  \n",
       "168                77.9  18465.66     NaN  \n",
       "178                 7.9    573.44     NaN  \n",
       "188                47.5   2122.83     NaN  \n",
       "198                82.8   2518.71     NaN  \n",
       "208                31.1   1315.49     NaN  \n",
       "218                93.3    475.56     NaN  \n",
       "228                74.8  13403.84     NaN  \n",
       "238                48.8   4127.31     NaN  \n",
       "248                30.8    912.22     NaN  \n",
       "258                74.4   9879.40     NaN  \n",
       "268                73.1  41917.66     NaN  \n",
       "278                55.0   1272.67     NaN  \n",
       "288                49.8   2498.42     NaN  \n",
       "298                77.7  16615.66     NaN  \n",
       "..                  ...       ...     ...  \n",
       "528                59.5   9669.11     NaN  \n",
       "538                67.6   2644.63     NaN  \n",
       "548                19.5    879.49     NaN  \n",
       "558                90.4   2239.93     NaN  \n",
       "568                62.7  18160.22     NaN  \n",
       "578                97.9    717.17     NaN  \n",
       "588                61.8  20648.16     NaN  \n",
       "598                41.8    547.65     NaN  \n",
       "608                60.2   2423.22     NaN  \n",
       "618                85.7   6334.78     NaN  \n",
       "628                85.6   2876.82     NaN  \n",
       "638                54.7  14290.97     NaN  \n",
       "648                76.0   5726.29     NaN  \n",
       "658                32.2   4713.94     NaN  \n",
       "668                88.7  21823.40     NaN  \n",
       "678                64.6   1424.59     NaN  \n",
       "688                39.1   3884.92     NaN  \n",
       "698                18.8   2216.54     NaN  \n",
       "708                47.4   3007.96     NaN  \n",
       "718                24.3   6054.17     NaN  \n",
       "728                77.1   3641.03     NaN  \n",
       "738                 7.5  59830.29     NaN  \n",
       "748                50.9   2946.75     NaN  \n",
       "758                69.9   2196.92     NaN  \n",
       "768                80.6   6719.35     NaN  \n",
       "778                84.8  14114.45     NaN  \n",
       "788                 6.8    467.69     NaN  \n",
       "798                16.6   1650.61     NaN  \n",
       "808                56.3   1109.43     NaN  \n",
       "818                44.8   4560.72     NaN  \n",
       "\n",
       "[82 rows x 7 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Новая группа\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>region</th>\n",
       "      <th>year</th>\n",
       "      <th>population</th>\n",
       "      <th>pollution_static</th>\n",
       "      <th>revealed_pollution</th>\n",
       "      <th>spending</th>\n",
       "      <th>GRP_pc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Алтайский край</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2662.29</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Амурская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2839.10</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Архангельская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7164.01</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Астраханская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3957.97</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Белгородская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9010.84</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Брянская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1819.48</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Владимирская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2488.40</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Волгоградская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8865.97</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Вологодская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4700.32</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Воронежская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6374.09</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Г севастополь</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>607.19</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Г. москва</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41599.68</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Г. санкт-петербург</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17789.78</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Еврейская автономная область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>493.47</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Забайкальский край</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5166.48</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Ивановская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>842.63</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>Иркутская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19251.24</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>Кабардино-балкарская республика</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>454.93</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>Калининградская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1820.08</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Калужская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3367.27</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>Камчатский край</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1629.64</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>Карачаево-черкесская республика</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>487.84</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>Кемеровская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14638.96</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>Кировская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4338.40</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>Костромская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>978.10</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>Краснодарский край</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12094.85</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>Красноярский край</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35623.49</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>Курганская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1445.96</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>Курская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2712.81</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>Ленинградская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16755.25</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>529</th>\n",
       "      <td>Республика коми</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13795.48</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>Республика крым</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3145.75</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>549</th>\n",
       "      <td>Республика марий эл</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1851.62</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>559</th>\n",
       "      <td>Республика мордовия</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1636.32</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>Республика саха (якутия)</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20671.13</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>579</th>\n",
       "      <td>Республика северная осетия – алания</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>624.75</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>589</th>\n",
       "      <td>Республика татарстан</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22122.73</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>599</th>\n",
       "      <td>Республика тыва</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>660.97</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>609</th>\n",
       "      <td>Республика хакасия</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2485.67</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>619</th>\n",
       "      <td>Ростовская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6544.05</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>629</th>\n",
       "      <td>Рязанская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2571.53</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>639</th>\n",
       "      <td>Самарская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12839.76</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>649</th>\n",
       "      <td>Саратовская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4922.80</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>659</th>\n",
       "      <td>Сахалинская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2698.73</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>669</th>\n",
       "      <td>Свердловская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24423.00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>Смоленская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1504.84</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>Ставропольский край</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4984.13</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699</th>\n",
       "      <td>Тамбовская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1665.27</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>709</th>\n",
       "      <td>Тверская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4457.06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>719</th>\n",
       "      <td>Томская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5840.50</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>729</th>\n",
       "      <td>Тульская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4260.89</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>739</th>\n",
       "      <td>Тюменская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48885.36</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>749</th>\n",
       "      <td>Удмуртская республика</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2764.17</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>759</th>\n",
       "      <td>Ульяновская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2355.65</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>769</th>\n",
       "      <td>Хабаровский край</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7696.17</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>779</th>\n",
       "      <td>Челябинская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19197.95</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>789</th>\n",
       "      <td>Чеченская республика</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1091.93</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>Чувашская республика</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1987.23</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>809</th>\n",
       "      <td>Чукотский автономный округ</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>709.48</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>819</th>\n",
       "      <td>Ярославская область</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5609.91</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>82 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  region  year  population  pollution_static  \\\n",
       "9                         Алтайский край  2018         NaN               NaN   \n",
       "19                      Амурская область  2018         NaN               NaN   \n",
       "29                 Архангельская область  2018         NaN               NaN   \n",
       "39                  Астраханская область  2018         NaN               NaN   \n",
       "49                  Белгородская область  2018         NaN               NaN   \n",
       "59                      Брянская область  2018         NaN               NaN   \n",
       "69                  Владимирская область  2018         NaN               NaN   \n",
       "79                 Волгоградская область  2018         NaN               NaN   \n",
       "89                   Вологодская область  2018         NaN               NaN   \n",
       "99                   Воронежская область  2018         NaN               NaN   \n",
       "109                        Г севастополь  2018         NaN               NaN   \n",
       "119                            Г. москва  2018         NaN               NaN   \n",
       "129                   Г. санкт-петербург  2018         NaN               NaN   \n",
       "139         Еврейская автономная область  2018         NaN               NaN   \n",
       "149                   Забайкальский край  2018         NaN               NaN   \n",
       "159                   Ивановская область  2018         NaN               NaN   \n",
       "169                    Иркутская область  2018         NaN               NaN   \n",
       "179      Кабардино-балкарская республика  2018         NaN               NaN   \n",
       "189              Калининградская область  2018         NaN               NaN   \n",
       "199                    Калужская область  2018         NaN               NaN   \n",
       "209                      Камчатский край  2018         NaN               NaN   \n",
       "219      Карачаево-черкесская республика  2018         NaN               NaN   \n",
       "229                  Кемеровская область  2018         NaN               NaN   \n",
       "239                    Кировская область  2018         NaN               NaN   \n",
       "249                  Костромская область  2018         NaN               NaN   \n",
       "259                   Краснодарский край  2018         NaN               NaN   \n",
       "269                    Красноярский край  2018         NaN               NaN   \n",
       "279                   Курганская область  2018         NaN               NaN   \n",
       "289                      Курская область  2018         NaN               NaN   \n",
       "299                Ленинградская область  2018         NaN               NaN   \n",
       "..                                   ...   ...         ...               ...   \n",
       "529                      Республика коми  2018         NaN               NaN   \n",
       "539                      Республика крым  2018         NaN               NaN   \n",
       "549                  Республика марий эл  2018         NaN               NaN   \n",
       "559                  Республика мордовия  2018         NaN               NaN   \n",
       "569             Республика саха (якутия)  2018         NaN               NaN   \n",
       "579  Республика северная осетия – алания  2018         NaN               NaN   \n",
       "589                 Республика татарстан  2018         NaN               NaN   \n",
       "599                      Республика тыва  2018         NaN               NaN   \n",
       "609                   Республика хакасия  2018         NaN               NaN   \n",
       "619                   Ростовская область  2018         NaN               NaN   \n",
       "629                    Рязанская область  2018         NaN               NaN   \n",
       "639                    Самарская область  2018         NaN               NaN   \n",
       "649                  Саратовская область  2018         NaN               NaN   \n",
       "659                  Сахалинская область  2018         NaN               NaN   \n",
       "669                 Свердловская область  2018         NaN               NaN   \n",
       "679                   Смоленская область  2018         NaN               NaN   \n",
       "689                  Ставропольский край  2018         NaN               NaN   \n",
       "699                   Тамбовская область  2018         NaN               NaN   \n",
       "709                     Тверская область  2018         NaN               NaN   \n",
       "719                      Томская область  2018         NaN               NaN   \n",
       "729                     Тульская область  2018         NaN               NaN   \n",
       "739                    Тюменская область  2018         NaN               NaN   \n",
       "749                Удмуртская республика  2018         NaN               NaN   \n",
       "759                  Ульяновская область  2018         NaN               NaN   \n",
       "769                     Хабаровский край  2018         NaN               NaN   \n",
       "779                  Челябинская область  2018         NaN               NaN   \n",
       "789                 Чеченская республика  2018         NaN               NaN   \n",
       "799                 Чувашская республика  2018         NaN               NaN   \n",
       "809           Чукотский автономный округ  2018         NaN               NaN   \n",
       "819                  Ярославская область  2018         NaN               NaN   \n",
       "\n",
       "     revealed_pollution  spending  GRP_pc  \n",
       "9                   NaN   2662.29     NaN  \n",
       "19                  NaN   2839.10     NaN  \n",
       "29                  NaN   7164.01     NaN  \n",
       "39                  NaN   3957.97     NaN  \n",
       "49                  NaN   9010.84     NaN  \n",
       "59                  NaN   1819.48     NaN  \n",
       "69                  NaN   2488.40     NaN  \n",
       "79                  NaN   8865.97     NaN  \n",
       "89                  NaN   4700.32     NaN  \n",
       "99                  NaN   6374.09     NaN  \n",
       "109                 NaN    607.19     NaN  \n",
       "119                 NaN  41599.68     NaN  \n",
       "129                 NaN  17789.78     NaN  \n",
       "139                 NaN    493.47     NaN  \n",
       "149                 NaN   5166.48     NaN  \n",
       "159                 NaN    842.63     NaN  \n",
       "169                 NaN  19251.24     NaN  \n",
       "179                 NaN    454.93     NaN  \n",
       "189                 NaN   1820.08     NaN  \n",
       "199                 NaN   3367.27     NaN  \n",
       "209                 NaN   1629.64     NaN  \n",
       "219                 NaN    487.84     NaN  \n",
       "229                 NaN  14638.96     NaN  \n",
       "239                 NaN   4338.40     NaN  \n",
       "249                 NaN    978.10     NaN  \n",
       "259                 NaN  12094.85     NaN  \n",
       "269                 NaN  35623.49     NaN  \n",
       "279                 NaN   1445.96     NaN  \n",
       "289                 NaN   2712.81     NaN  \n",
       "299                 NaN  16755.25     NaN  \n",
       "..                  ...       ...     ...  \n",
       "529                 NaN  13795.48     NaN  \n",
       "539                 NaN   3145.75     NaN  \n",
       "549                 NaN   1851.62     NaN  \n",
       "559                 NaN   1636.32     NaN  \n",
       "569                 NaN  20671.13     NaN  \n",
       "579                 NaN    624.75     NaN  \n",
       "589                 NaN  22122.73     NaN  \n",
       "599                 NaN    660.97     NaN  \n",
       "609                 NaN   2485.67     NaN  \n",
       "619                 NaN   6544.05     NaN  \n",
       "629                 NaN   2571.53     NaN  \n",
       "639                 NaN  12839.76     NaN  \n",
       "649                 NaN   4922.80     NaN  \n",
       "659                 NaN   2698.73     NaN  \n",
       "669                 NaN  24423.00     NaN  \n",
       "679                 NaN   1504.84     NaN  \n",
       "689                 NaN   4984.13     NaN  \n",
       "699                 NaN   1665.27     NaN  \n",
       "709                 NaN   4457.06     NaN  \n",
       "719                 NaN   5840.50     NaN  \n",
       "729                 NaN   4260.89     NaN  \n",
       "739                 NaN  48885.36     NaN  \n",
       "749                 NaN   2764.17     NaN  \n",
       "759                 NaN   2355.65     NaN  \n",
       "769                 NaN   7696.17     NaN  \n",
       "779                 NaN  19197.95     NaN  \n",
       "789                 NaN   1091.93     NaN  \n",
       "799                 NaN   1987.23     NaN  \n",
       "809                 NaN    709.48     NaN  \n",
       "819                 NaN   5609.91     NaN  \n",
       "\n",
       "[82 rows x 7 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Новая группа\n"
     ]
    }
   ],
   "source": [
    "for ind, gr in maindata.groupby('year'):\n",
    "    display(gr)\n",
    "    print('Новая группа')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "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>year</th>\n",
       "      <th>2005</th>\n",
       "      <th>2010</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>2016</th>\n",
       "      <th>2017</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>region</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Алтайский край</th>\n",
       "      <td>233.0</td>\n",
       "      <td>207.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>213.0</td>\n",
       "      <td>204.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Амурская область</th>\n",
       "      <td>104.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>133.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Архангельская область</th>\n",
       "      <td>314.0</td>\n",
       "      <td>545.0</td>\n",
       "      <td>373.0</td>\n",
       "      <td>271.0</td>\n",
       "      <td>245.0</td>\n",
       "      <td>262.0</td>\n",
       "      <td>260.0</td>\n",
       "      <td>245.0</td>\n",
       "      <td>251.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Астраханская область</th>\n",
       "      <td>131.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>103.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Белгородская область</th>\n",
       "      <td>102.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>117.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "year                    2005   2010   2011   2012   2013   2014   2015   2016  \\\n",
       "region                                                                          \n",
       "Алтайский край         233.0  207.0  204.0  216.0  201.0  203.0  204.0  213.0   \n",
       "Амурская область       104.0  119.0  134.0  127.0  125.0  132.0  127.0  135.0   \n",
       "Архангельская область  314.0  545.0  373.0  271.0  245.0  262.0  260.0  245.0   \n",
       "Астраханская область   131.0  125.0  132.0  134.0  130.0  118.0  119.0  127.0   \n",
       "Белгородская область   102.0  132.0  134.0  134.0  118.0  127.0  118.0  113.0   \n",
       "\n",
       "year                    2017  \n",
       "region                        \n",
       "Алтайский край         204.0  \n",
       "Амурская область       133.0  \n",
       "Архангельская область  251.0  \n",
       "Астраханская область   103.0  \n",
       "Белгородская область   117.0  "
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pollution_df = pd.pivot_table(data=maindata, index='region', columns='year', values='pollution_static')\n",
    "pollution_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {},
   "outputs": [],
   "source": [
    "ar_input = pollution_df.loc['Алтайский край']\n",
    "ar_input.index = [datetime(day=1, month=1, year=year) for year in pollution_df.loc['Алтайский край'].index]\n",
    "ar_input = ar_input.iloc[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Anastasia\\Anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:171: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  % freq, ValueWarning)\n",
      "C:\\Users\\Anastasia\\Anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:191: FutureWarning: Creating a DatetimeIndex by passing range endpoints is deprecated.  Use `pandas.date_range` instead.\n",
      "  start=index[0], end=index[-1], freq=freq)\n"
     ]
    }
   ],
   "source": [
    "from statsmodels.tsa.ar_model import AR\n",
    "model = AR(ar_input)\n",
    "model = model.fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2016-01-01    213.000000\n",
       "2017-01-01    204.000000\n",
       "2018-01-01    210.820637\n",
       "2019-01-01    207.129789\n",
       "2020-01-01    212.127669\n",
       "2021-01-01    207.411380\n",
       "2022-01-01    214.210873\n",
       "2023-01-01    209.416969\n",
       "2024-01-01    214.497102\n",
       "2025-01-01    210.903405\n",
       "2026-01-01    216.225148\n",
       "2027-01-01    212.157609\n",
       "2028-01-01    217.262703\n",
       "2029-01-01    213.876016\n",
       "2030-01-01    218.478226\n",
       "2031-01-01    215.219141\n",
       "2032-01-01    219.815924\n",
       "2033-01-01    216.754911\n",
       "2034-01-01    221.003769\n",
       "2035-01-01    218.251607\n",
       "2036-01-01    222.329413\n",
       "2037-01-01    219.715868\n",
       "2038-01-01    223.612377\n",
       "2039-01-01    221.233804\n",
       "2040-01-01    224.919589\n",
       "Freq: AS-JAN, dtype: float64"
      ]
     },
     "execution_count": 200,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.predict(start=datetime(day=1, month=1, year=2016), end=datetime(day=1, month=1, year=2040))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Предскажем 2017 год основываясь на 2010-2016 годах\n",
    "\n",
    "Предскажем именно на 2017, так как мы знаем правильный ответ и сможем сравнить точность предсказания"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2010-01-01    207.0\n",
       "2011-01-01    204.0\n",
       "2012-01-01    216.0\n",
       "2013-01-01    201.0\n",
       "2014-01-01    203.0\n",
       "2015-01-01    204.0\n",
       "2016-01-01    213.0\n",
       "Name: Алтайский край, dtype: float64"
      ]
     },
     "execution_count": 220,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ar_input = pollution_df.loc['Алтайский край'][1:-1]\n",
    "ar_input.index = [datetime(day=1, month=1, year=year) for year in ar_input.index]\n",
    "ar_input"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Anastasia\\Anaconda3\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:171: ValueWarning: No frequency information was provided, so inferred frequency AS-JAN will be used.\n",
      "  % freq, ValueWarning)\n"
     ]
    }
   ],
   "source": [
    "model = AR(ar_input)\n",
    "model = model.fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "metadata": {},
   "outputs": [],
   "source": [
    "year=[1992,1993,1994,1995,1996,1997,1998,1999,2000,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010,2011,2012,2013,2014]\n",
    "emission=[2078668.286,1938445.873,1698378.384,1631473.969,1612966.62,1526011.049,1495505.276,1531130.181,1557899.281,1557506.912,1557085.207,1604242.827,1602115.967,1615089.813,1669262.404,1666886.188,1714978.893,1574045.082,1670531.186,1763405.295,1830830.424,1778561.006,1705345.684]"
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  {
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   "execution_count": 269,
   "metadata": {},
   "outputs": [
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       "      <td>1666886.188</td>\n",
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       "                0\n",
       "1992  2078668.286\n",
       "1993  1938445.873\n",
       "1994  1698378.384\n",
       "1995  1631473.969\n",
       "1996  1612966.620\n",
       "1997  1526011.049\n",
       "1998  1495505.276\n",
       "1999  1531130.181\n",
       "2000  1557899.281\n",
       "2001  1557506.912\n",
       "2002  1557085.207\n",
       "2003  1604242.827\n",
       "2004  1602115.967\n",
       "2005  1615089.813\n",
       "2006  1669262.404\n",
       "2007  1666886.188\n",
       "2008  1714978.893\n",
       "2009  1574045.082\n",
       "2010  1670531.186\n",
       "2011  1763405.295\n",
       "2012  1830830.424\n",
       "2013  1778561.006\n",
       "2014  1705345.684"
      ]
     },
     "execution_count": 269,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "co2=pd.DataFrame(data=emission,index=year)\n",
    "co2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "metadata": {},
   "outputs": [
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       "      <th>2014-01-01</th>\n",
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       "                      0\n",
       "1992-01-01  2078668.286\n",
       "1993-01-01  1938445.873\n",
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       "2002-01-01  1557085.207\n",
       "2003-01-01  1604242.827\n",
       "2004-01-01  1602115.967\n",
       "2005-01-01  1615089.813\n",
       "2006-01-01  1669262.404\n",
       "2007-01-01  1666886.188\n",
       "2008-01-01  1714978.893\n",
       "2009-01-01  1574045.082\n",
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       "2011-01-01  1763405.295\n",
       "2012-01-01  1830830.424\n",
       "2013-01-01  1778561.006\n",
       "2014-01-01  1705345.684"
      ]
     },
     "execution_count": 270,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "co2.index=[datetime(day=1, month=1, year=year)for year in co2.index]\n",
    "co2\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1992-01-01    2078668.286\n",
       "1993-01-01    1938445.873\n",
       "1994-01-01    1698378.384\n",
       "1995-01-01    1631473.969\n",
       "1996-01-01    1612966.620\n",
       "1997-01-01    1526011.049\n",
       "1998-01-01    1495505.276\n",
       "1999-01-01    1531130.181\n",
       "2000-01-01    1557899.281\n",
       "2001-01-01    1557506.912\n",
       "2002-01-01    1557085.207\n",
       "2003-01-01    1604242.827\n",
       "2004-01-01    1602115.967\n",
       "2005-01-01    1615089.813\n",
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       "2013-01-01    1778561.006\n",
       "2014-01-01    1705345.684\n",
       "Name: 0, dtype: float64"
      ]
     },
     "execution_count": 285,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "co2_train = co2.iloc[:19]\n",
    "co2[0]"
   ]
  }
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