restaurant_for_Tableau.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "31d0cac9",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/zh/mnvg84rj3_7413ycjzpn5y8r0000gp/T/ipykernel_81067/2436082506.py:3: DtypeWarning: Columns (4) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  df = pd.read_csv('tripadvisor_european_restaurants.csv')\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv('tripadvisor_european_restaurants.csv')\n",
    "# df_prod = df.head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c645e5dd",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "339a5093",
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "\n",
    "1. TO LOOK AT DATA\n",
    "\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a639adb4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1083397, 42)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7996c9cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['Mid-range', 538207],\n",
       " ['Cheap Eats', 240351],\n",
       " ['Italian', 236822],\n",
       " ['European', 177712],\n",
       " ['Mediterranean', 155388],\n",
       " ['Vegetarian Friendly', 133520],\n",
       " ['Pizza', 113259],\n",
       " ['Cafe', 107793],\n",
       " ['French', 98892],\n",
       " ['Bar', 90677],\n",
       " ['Spanish', 82501],\n",
       " ['Seafood', 80241],\n",
       " ['British', 64133],\n",
       " ['Fast food', 58479],\n",
       " ['Pub', 53573],\n",
       " ['Asian', 45942],\n",
       " ['German', 36346],\n",
       " ['International', 32942],\n",
       " ['Quick Bites', 29544],\n",
       " ['Chinese', 29113],\n",
       " ['Dessert', 28969],\n",
       " ['Fine Dining', 28081],\n",
       " ['American', 27972],\n",
       " ['Greek', 26215],\n",
       " ['Indian', 21197],\n",
       " ['Japanese', 20717],\n",
       " ['Barbecue', 20511],\n",
       " ['Steakhouse', 18576],\n",
       " ['Portuguese', 17682],\n",
       " ['Vegan Options', 16240],\n",
       " ['Sushi', 15435],\n",
       " ['Healthy', 14077],\n",
       " ['Dutch', 14041],\n",
       " ['Bakeries', 13373],\n",
       " ['Grill', 13261],\n",
       " ['Belgian', 11558],\n",
       " ['Austrian', 11028],\n",
       " ['Central European', 11015],\n",
       " ['Turkish', 10264],\n",
       " ['Wine Bar', 9745],\n",
       " ['Contemporary', 9620],\n",
       " ['Thai', 9446],\n",
       " ['Polish', 9374],\n",
       " ['Brew Pub', 9062],\n",
       " ['Deli', 8498],\n",
       " ['Middle Eastern', 8494],\n",
       " ['Diner', 7613],\n",
       " ['Mexican', 7398],\n",
       " ['Gluten Free Options', 7357],\n",
       " ['Irish', 6496],\n",
       " ['Gastropub', 6396],\n",
       " ['Street Food', 5480],\n",
       " ['Fusion', 5447],\n",
       " ['Balti', 5155],\n",
       " ['Vietnamese', 5121],\n",
       " ['Czech', 4388],\n",
       " ['Northern-Italian', 4130],\n",
       " ['Swedish', 3598],\n",
       " ['Eastern European', 3560],\n",
       " ['Soups', 3261],\n",
       " ['Moroccan', 3199],\n",
       " ['Southern-Italian', 3190],\n",
       " ['Lebanese', 3091],\n",
       " ['South American', 3031],\n",
       " ['Latin', 3014],\n",
       " ['Scandinavian', 2864],\n",
       " ['Cantonese', 2791],\n",
       " ['Croatian', 2786],\n",
       " ['Central-Italian', 2487],\n",
       " ['Hungarian', 2305],\n",
       " ['Tuscan', 2249],\n",
       " ['African', 2191],\n",
       " ['Scottish', 2166],\n",
       " ['Brazilian', 2018],\n",
       " ['Dining bars', 1937],\n",
       " ['Danish', 1907],\n",
       " ['Caribbean', 1897],\n",
       " ['Neapolitan', 1836],\n",
       " ['Basque', 1697],\n",
       " ['Romanian', 1688],\n",
       " ['Emilian', 1635],\n",
       " ['Lombard', 1526],\n",
       " ['Sicilian', 1495],\n",
       " ['Argentinian', 1490],\n",
       " ['Romana', 1374],\n",
       " ['Korean', 1291],\n",
       " ['Speciality Food Market', 1184],\n",
       " ['Pakistani', 1133],\n",
       " ['Halal', 1050],\n",
       " ['Peruvian', 1026],\n",
       " ['Bangladeshi', 984],\n",
       " ['Catalan', 975],\n",
       " ['Arabic', 938],\n",
       " ['Campania', 773],\n",
       " ['Nepalese', 738],\n",
       " ['Hawaiian', 706],\n",
       " ['Ligurian', 674],\n",
       " ['Beer restaurants', 661],\n",
       " ['Indonesian', 650],\n",
       " ['Persian', 639],\n",
       " ['Central American', 613],\n",
       " ['Sardinian', 587],\n",
       " ['Welsh', 565],\n",
       " ['Lazio', 560],\n",
       " ['Venezuelan', 508],\n",
       " ['Russian', 503],\n",
       " ['Cajun & Creole', 495],\n",
       " ['Szechuan', 494],\n",
       " ['Hong Kong', 463],\n",
       " ['Japanese Fusion', 430],\n",
       " ['Swiss', 376],\n",
       " ['Israeli', 361],\n",
       " ['Jamaican', 340],\n",
       " ['Apulian', 336],\n",
       " ['Southwestern', 335],\n",
       " ['Afghani', 334],\n",
       " ['Ethiopian', 297],\n",
       " ['Cuban', 289],\n",
       " ['Taiwanese', 247],\n",
       " ['Tunisian', 247],\n",
       " ['Australian', 234],\n",
       " ['Sri Lankan', 228],\n",
       " ['Colombian', 223],\n",
       " ['Egyptian', 211],\n",
       " ['Philippine', 210],\n",
       " ['Central Asian', 204],\n",
       " ['Calabrian', 194],\n",
       " ['Malaysian', 183],\n",
       " ['Georgian', 174],\n",
       " ['Canadian', 169],\n",
       " ['Armenian', 165],\n",
       " ['Caucasian', 161],\n",
       " ['Mongolian', 151],\n",
       " ['Shanghai', 149],\n",
       " ['Albanian', 135],\n",
       " ['Delivery Only', 134],\n",
       " ['Cambodian', 118],\n",
       " ['Tibetan', 117],\n",
       " ['Fruit parlours', 116],\n",
       " ['Romagna', 110],\n",
       " ['Slovenian', 107],\n",
       " ['Kosher', 99],\n",
       " ['Algerian', 91],\n",
       " ['Ukrainian', 90],\n",
       " ['Chilean', 87],\n",
       " ['Dine With a Local Chef', 63],\n",
       " ['Native American', 58],\n",
       " ['Japanese sweets parlour', 57],\n",
       " ['Ecuadorean', 55],\n",
       " ['Medicinal foods', 53],\n",
       " ['Imperial Chinese', 40],\n",
       " ['Singaporean', 39],\n",
       " ['Beijing Specialties ', 36],\n",
       " ['Polynesian', 36],\n",
       " ['New Zealand', 34],\n",
       " ['Beijing cuisine', 31],\n",
       " ['Uzbek', 28],\n",
       " ['Azerbaijani', 25],\n",
       " ['NorthWestern Chinese', 25],\n",
       " ['Norwegian', 24],\n",
       " ['NorthEastern Chinese', 23],\n",
       " ['Hunan', 22],\n",
       " ['Nigerian', 21],\n",
       " ['Guatemalan', 20],\n",
       " ['Assyrian', 19],\n",
       " ['Salvadoran', 19],\n",
       " ['Bahamian', 16],\n",
       " ['Hokkaido cuisine', 15],\n",
       " ['Fujian', 14],\n",
       " ['Yunnan', 14],\n",
       " ['Anhui', 14],\n",
       " ['Xinjiang', 14],\n",
       " ['Burmese', 13],\n",
       " ['Zhejiang', 13],\n",
       " ['Latvian', 13],\n",
       " ['Kyoto cuisine', 12],\n",
       " ['Puerto Rican', 11],\n",
       " ['Costa Rican', 9],\n",
       " ['Kaiseki', 7],\n",
       " ['Nonya/Malaysian', 6],\n",
       " ['Kappo', 4],\n",
       " ['Shandong', 2],\n",
       " ['Guangxi', 2],\n",
       " ['Guizhou', 2],\n",
       " ['Hangzhou', 2],\n",
       " ['Jiangxi', 2],\n",
       " ['Kyushu cuisine', 2],\n",
       " ['Hubei', 1],\n",
       " ['Henan', 1]]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['top_tags_2'] = df['top_tags'].str.split(', ')\n",
    "top_tags_list = list(set().union(*df['top_tags_2'].dropna()))\n",
    "\n",
    "top_tags_list_2 = []\n",
    "for top_tag in top_tags_list:\n",
    "    top_tags_list_2.append([top_tag, df['top_tags_2'].dropna().map(set([top_tag]).issubset).fillna(False).value_counts()[True]])\n",
    "\n",
    "top_tags_list_2 = sorted(top_tags_list_2, key=lambda x: x[1], reverse=True)\n",
    "top_tags_list_2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4492ae58",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9e185fc8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['After-hours', 'Dinner', 'Drinks', 'Lunch', 'Brunch', 'Breakfast']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['meals_2'] = df['meals'].str.split(', ')\n",
    "list(set().union(*df['meals_2'].dropna()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "838ef264",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Italian                                                          53243\n",
       "French                                                           39103\n",
       "Cafe                                                             35009\n",
       "Spanish                                                          27339\n",
       "Italian, Pizza                                                   26998\n",
       "                                                                 ...  \n",
       "Italian, International, Mediterranean, Pizza, European               1\n",
       "Italian, Bar, Pizza, Mediterranean, European, Gastropub              1\n",
       "Italian, Mediterranean, Pizza, Wine Bar                              1\n",
       "Grill, Fusion, Cafe, Spanish, Wine Bar                               1\n",
       "French, American, Bar, International, European, Pub, Romanian        1\n",
       "Name: cuisines, Length: 97741, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['cuisines'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "35be5a6b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['Italian', 235823],\n",
       " ['European', 208436],\n",
       " ['Mediterranean', 173020],\n",
       " ['Pizza', 114070],\n",
       " ['Cafe', 109188],\n",
       " ['French', 98480],\n",
       " ['Spanish', 93191],\n",
       " ['Bar', 90508],\n",
       " ['Pub', 82113],\n",
       " ['Seafood', 81397],\n",
       " ['British', 67673],\n",
       " ['Fast food', 61154],\n",
       " ['Asian', 53658],\n",
       " ['German', 36236],\n",
       " ['International', 34727],\n",
       " ['Greek', 30774],\n",
       " ['Chinese', 29046],\n",
       " ['American', 27921],\n",
       " ['Barbecue', 26997],\n",
       " ['Healthy', 26168],\n",
       " ['Portuguese', 23781],\n",
       " ['Grill', 22019],\n",
       " ['Indian', 21119],\n",
       " ['Japanese', 20645],\n",
       " ['Central European', 20349],\n",
       " ['Steakhouse', 18511],\n",
       " ['Southern-Italian', 18191],\n",
       " ['Sushi', 17777],\n",
       " ['Wine Bar', 17482],\n",
       " ['Gastropub', 14764],\n",
       " ['Contemporary', 14665],\n",
       " ['Dutch', 14076],\n",
       " ['Diner', 13444],\n",
       " ['Deli', 11621],\n",
       " ['Middle Eastern', 11588],\n",
       " ['Central-Italian', 11582],\n",
       " ['Belgian', 11549],\n",
       " ['Turkish', 11318],\n",
       " ['Austrian', 11026],\n",
       " ['Thai', 11004],\n",
       " ['Street Food', 10743],\n",
       " ['Fusion', 10702],\n",
       " ['Northern-Italian', 10249],\n",
       " ['Polish', 9367],\n",
       " ['Brew Pub', 9145],\n",
       " ['Soups', 7931],\n",
       " ['Mexican', 7364],\n",
       " ['Vietnamese', 7005],\n",
       " ['Campania', 6617],\n",
       " ['Neapolitan', 6397],\n",
       " ['Irish', 6338],\n",
       " ['South American', 6320],\n",
       " ['Croatian', 6279],\n",
       " ['Eastern European', 5974],\n",
       " ['Balti', 5763],\n",
       " ['Czech', 5716],\n",
       " ['Tuscan', 5666],\n",
       " ['Sicilian', 5666],\n",
       " ['Dining bars', 5058],\n",
       " ['Swedish', 4723],\n",
       " ['Scottish', 4692],\n",
       " ['Scandinavian', 4474],\n",
       " ['Hungarian', 3781],\n",
       " ['Lazio', 3771],\n",
       " ['Romana', 3653],\n",
       " ['Bangladeshi', 3504],\n",
       " ['Moroccan', 3225],\n",
       " ['Lebanese', 3078],\n",
       " ['Romanian', 3062],\n",
       " ['Latin', 3032],\n",
       " ['Catalan', 2999],\n",
       " ['Danish', 2973],\n",
       " ['Lombard', 2848],\n",
       " ['Emilian', 2535],\n",
       " ['Argentinian', 2509],\n",
       " ['Ligurian', 2356],\n",
       " ['Sardinian', 2252],\n",
       " ['Beer restaurants', 2201],\n",
       " ['African', 2197],\n",
       " ['Brazilian', 2040],\n",
       " ['Arabic', 1954],\n",
       " ['Pakistani', 1897],\n",
       " ['Caribbean', 1896],\n",
       " ['Korean', 1761],\n",
       " ['Central American', 1567],\n",
       " ['Welsh', 1372],\n",
       " ['Hawaiian', 1092],\n",
       " ['Japanese Fusion', 1086],\n",
       " ['Nepalese', 1052],\n",
       " ['Peruvian', 1015],\n",
       " ['Indonesian', 955],\n",
       " ['Persian', 836],\n",
       " ['Venezuelan', 762],\n",
       " ['Apulian', 714],\n",
       " ['Russian', 672],\n",
       " ['Tunisian', 661],\n",
       " ['Israeli', 611],\n",
       " ['Afghani', 588],\n",
       " ['Cajun & Creole', 507],\n",
       " ['Central Asian', 486],\n",
       " ['Cuban', 486],\n",
       " ['Jamaican', 469],\n",
       " ['Colombian', 466],\n",
       " ['Malaysian', 454],\n",
       " ['Mongolian', 440],\n",
       " ['Taiwanese', 434],\n",
       " ['Egyptian', 415],\n",
       " ['Swiss', 388],\n",
       " ['Australian', 384],\n",
       " ['Calabrian', 367],\n",
       " ['Southwestern', 361],\n",
       " ['Ethiopian', 352],\n",
       " ['Sri Lankan', 323],\n",
       " ['Caucasian', 318],\n",
       " ['Armenian', 313],\n",
       " ['Albanian', 285],\n",
       " ['Cambodian', 278],\n",
       " ['Canadian', 266],\n",
       " ['Georgian', 254],\n",
       " ['Fruit parlours', 240],\n",
       " ['Romagna', 229],\n",
       " ['Ukrainian', 224],\n",
       " ['Algerian', 218],\n",
       " ['Philippine', 212],\n",
       " ['Medicinal foods', 194],\n",
       " ['Slovenian', 177],\n",
       " ['Tibetan', 151],\n",
       " ['Chilean', 146],\n",
       " ['Singaporean', 120],\n",
       " ['Ecuadorean', 114],\n",
       " ['Native American', 105],\n",
       " ['Norwegian', 101],\n",
       " ['Japanese sweets parlour', 96],\n",
       " ['New Zealand', 69],\n",
       " ['Beijing cuisine', 66],\n",
       " ['Polynesian', 63],\n",
       " ['Azerbaijani', 56],\n",
       " ['Assyrian', 49],\n",
       " ['Fujian', 43],\n",
       " ['Uzbek', 42],\n",
       " ['Burmese', 36],\n",
       " ['Xinjiang', 35],\n",
       " ['Yunnan', 34],\n",
       " ['Puerto Rican', 33],\n",
       " ['Guatemalan', 32],\n",
       " ['Latvian', 32],\n",
       " ['Nigerian', 28],\n",
       " ['Bahamian', 28],\n",
       " ['Salvadoran', 26],\n",
       " ['Hokkaido cuisine', 25],\n",
       " ['Costa Rican', 25],\n",
       " ['Kyoto cuisine', 18],\n",
       " ['Kaiseki', 17],\n",
       " ['Kyushu cuisine', 8],\n",
       " ['Kappo', 6],\n",
       " ['Shojin', 2]]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['cuisines_2'] = df['cuisines'].str.split(', ')\n",
    "cuisines_list = list(set().union(*df['cuisines_2'].dropna()))\n",
    "\n",
    "cuisines_list_2 = []\n",
    "for cuisine in cuisines_list:\n",
    "    cuisines_list_2.append([cuisine, df['cuisines_2'].dropna().map(set([cuisine]).issubset).fillna(False).value_counts()[True]])\n",
    "\n",
    "cuisines_list_2 = sorted(cuisines_list_2, key=lambda x: x[1], reverse=True)\n",
    "cuisines_list_2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "68273f08",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "70518140",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3a87558c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['Seating', 228439],\n",
       " ['Reservations', 215387],\n",
       " ['Table Service', 191467],\n",
       " ['Wheelchair Accessible', 146385],\n",
       " ['Serves Alcohol', 129553],\n",
       " ['Takeout', 94983],\n",
       " ['Outdoor Seating', 74512],\n",
       " ['Accepts Credit Cards', 58121],\n",
       " ['Highchairs Available', 52849],\n",
       " ['Full Bar', 49332],\n",
       " ['Free Wifi', 41665],\n",
       " ['Parking Available', 27316],\n",
       " ['Wine and Beer', 25291],\n",
       " ['Delivery', 18758],\n",
       " ['Television', 17841],\n",
       " ['Accepts Visa', 17558],\n",
       " ['Accepts Mastercard', 16681],\n",
       " ['Street Parking', 14063],\n",
       " ['Free off-street parking', 12344],\n",
       " ['Digital Payments', 10863],\n",
       " ['Validated Parking', 7949],\n",
       " ['Accepts American Express', 7707],\n",
       " ['Gift Cards Available', 6103],\n",
       " ['Cash Only', 6046],\n",
       " ['Private Dining', 5075],\n",
       " ['Dog Friendly', 5064],\n",
       " ['Buffet', 4562],\n",
       " ['Family style', 4423],\n",
       " ['Live Music', 4080],\n",
       " ['Non-smoking restaurants', 2607],\n",
       " ['Waterfront', 1722],\n",
       " ['Accepts Discover', 1262],\n",
       " ['Valet Parking', 1155],\n",
       " ['Playgrounds', 1141],\n",
       " ['Beach', 668],\n",
       " ['Drive Thru', 499],\n",
       " ['BYOB', 494],\n",
       " ['Sports bars', 409],\n",
       " ['Jazz Bar', 350]]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['features_2'] = df['features'].str.split(', ')\n",
    "features_list = list(set().union(*df['features_2'].dropna()))\n",
    "\n",
    "features_list_2 = []\n",
    "for feature in features_list:\n",
    "    features_list_2.append([feature, df['features_2'].dropna().map(set([feature]).issubset).fillna(False).value_counts()[True]])\n",
    "\n",
    "features_list_2 = sorted(features_list_2, key=lambda x: x[1], reverse=True)\n",
    "features_list_2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 411,
   "id": "302844aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "# def check_price_range(price_range):\n",
    "#     counter = 0\n",
    "#     for a in price_range:\n",
    "#         if a not in '0123456789-€':\n",
    "#             counter += 1\n",
    "#     return counter\n",
    "\n",
    "# df_price_range['test'] = df_price_range.apply(lambda x: check_price_range(x['index']),axis=1)\n",
    "# df_price_range[df_price_range['test'] > 0]\n",
    "\n",
    "# Swiss franc (CHF) == 0,96 Евро"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3435fa68",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "7d839555",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "English          689754\n",
       "All languages    298450\n",
       "Name: default_language, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['default_language'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "9ecaf0f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7.0     269200\n",
       "6.0     120076\n",
       "5.0      39570\n",
       "12.0     37983\n",
       "14.0     30482\n",
       "11.0     22390\n",
       "10.0     19618\n",
       "13.0     11757\n",
       "8.0      11331\n",
       "9.0      10837\n",
       "4.0       8239\n",
       "3.0       6051\n",
       "2.0       3417\n",
       "1.0       2751\n",
       "15.0       130\n",
       "Name: working_shifts_per_week, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['working_shifts_per_week'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2c63125a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8780a8cc",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fed2287b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3e54b69f",
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "\n",
    "2. TO ADD NEW FLAGS\n",
    "\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6a03d889",
   "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>restaurant_link</th>\n",
       "      <th>restaurant_name</th>\n",
       "      <th>country</th>\n",
       "      <th>region</th>\n",
       "      <th>province</th>\n",
       "      <th>city</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>claimed</th>\n",
       "      <th>price_level</th>\n",
       "      <th>...</th>\n",
       "      <th>poor</th>\n",
       "      <th>terrible</th>\n",
       "      <th>food</th>\n",
       "      <th>service</th>\n",
       "      <th>value</th>\n",
       "      <th>atmosphere</th>\n",
       "      <th>top_tags_2</th>\n",
       "      <th>meals_2</th>\n",
       "      <th>cuisines_2</th>\n",
       "      <th>features_2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>g10001637-d10002227</td>\n",
       "      <td>Le 147</td>\n",
       "      <td>France</td>\n",
       "      <td>Nouvelle-Aquitaine</td>\n",
       "      <td>Haute-Vienne</td>\n",
       "      <td>Saint-Jouvent</td>\n",
       "      <td>45.961674</td>\n",
       "      <td>1.169131</td>\n",
       "      <td>Claimed</td>\n",
       "      <td>€</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[Cheap Eats, French]</td>\n",
       "      <td>[Lunch, Dinner]</td>\n",
       "      <td>[French]</td>\n",
       "      <td>[Reservations, Seating, Wheelchair Accessible,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>g10001637-d14975787</td>\n",
       "      <td>Le Saint Jouvent</td>\n",
       "      <td>France</td>\n",
       "      <td>Nouvelle-Aquitaine</td>\n",
       "      <td>Haute-Vienne</td>\n",
       "      <td>Saint-Jouvent</td>\n",
       "      <td>45.957040</td>\n",
       "      <td>1.205480</td>\n",
       "      <td>Unclaimed</td>\n",
       "      <td>€</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[Cheap Eats]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>g10002858-d4586832</td>\n",
       "      <td>Au Bout du Pont</td>\n",
       "      <td>France</td>\n",
       "      <td>Centre-Val de Loire</td>\n",
       "      <td>Berry</td>\n",
       "      <td>Rivarennes</td>\n",
       "      <td>46.635895</td>\n",
       "      <td>1.386133</td>\n",
       "      <td>Claimed</td>\n",
       "      <td>€</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[Cheap Eats, French, European]</td>\n",
       "      <td>[Dinner, Lunch, Drinks]</td>\n",
       "      <td>[French, European]</td>\n",
       "      <td>[Reservations, Seating, Table Service, Wheelch...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>g10002986-d3510044</td>\n",
       "      <td>Le Relais de Naiade</td>\n",
       "      <td>France</td>\n",
       "      <td>Nouvelle-Aquitaine</td>\n",
       "      <td>Correze</td>\n",
       "      <td>Lacelle</td>\n",
       "      <td>45.642610</td>\n",
       "      <td>1.824460</td>\n",
       "      <td>Claimed</td>\n",
       "      <td>€</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[Cheap Eats, French]</td>\n",
       "      <td>[Lunch, Dinner]</td>\n",
       "      <td>[French]</td>\n",
       "      <td>[Reservations, Seating, Serves Alcohol, Table ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>g10022428-d9767191</td>\n",
       "      <td>Relais Du MontSeigne</td>\n",
       "      <td>France</td>\n",
       "      <td>Occitanie</td>\n",
       "      <td>Aveyron</td>\n",
       "      <td>Saint-Laurent-de-Levezou</td>\n",
       "      <td>44.208860</td>\n",
       "      <td>2.960470</td>\n",
       "      <td>Unclaimed</td>\n",
       "      <td>€€-€€€</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[Mid-range, French]</td>\n",
       "      <td>[Lunch, Dinner]</td>\n",
       "      <td>[French]</td>\n",
       "      <td>[Reservations, Seating, Wheelchair Accessible,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083392</th>\n",
       "      <td>g9710275-d10770782</td>\n",
       "      <td>Complex Popas Pacurari</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Northeast Romania</td>\n",
       "      <td>Iasi County</td>\n",
       "      <td>NaN</td>\n",
       "      <td>47.172950</td>\n",
       "      <td>27.519110</td>\n",
       "      <td>Unclaimed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[Lunch, Dinner]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083393</th>\n",
       "      <td>g9716321-d15026574</td>\n",
       "      <td>Casa Pastravarului DORIPESCO</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Transylvania</td>\n",
       "      <td>Brasov County</td>\n",
       "      <td>Apata</td>\n",
       "      <td>45.904423</td>\n",
       "      <td>25.470509</td>\n",
       "      <td>Claimed</td>\n",
       "      <td>€€-€€€</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[Mid-range, Eastern European]</td>\n",
       "      <td>[Breakfast, Lunch, Dinner, Brunch, Drinks]</td>\n",
       "      <td>[Eastern European]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083394</th>\n",
       "      <td>g9722813-d15891057</td>\n",
       "      <td>Hanul Tentea</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Transylvania</td>\n",
       "      <td>Maramures County</td>\n",
       "      <td>Sacel</td>\n",
       "      <td>47.631920</td>\n",
       "      <td>24.450910</td>\n",
       "      <td>Unclaimed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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>1083395</th>\n",
       "      <td>g9726871-d21391722</td>\n",
       "      <td>Casa Paduraru</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Southern Romania</td>\n",
       "      <td>Arges County</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44.918950</td>\n",
       "      <td>24.867634</td>\n",
       "      <td>Claimed</td>\n",
       "      <td>€</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[Cheap Eats, French, American, Bar]</td>\n",
       "      <td>[Breakfast, Lunch, Dinner, Brunch, Drinks]</td>\n",
       "      <td>[French, American, Bar, International, Europea...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083396</th>\n",
       "      <td>g9867250-d14979687</td>\n",
       "      <td>Pastravaria Alina Sarbi</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Transylvania</td>\n",
       "      <td>Maramures County</td>\n",
       "      <td>Budesti</td>\n",
       "      <td>47.752220</td>\n",
       "      <td>23.938343</td>\n",
       "      <td>Unclaimed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[Diner]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[Diner]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1083397 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             restaurant_link               restaurant_name  country  \\\n",
       "0        g10001637-d10002227                        Le 147   France   \n",
       "1        g10001637-d14975787              Le Saint Jouvent   France   \n",
       "2         g10002858-d4586832               Au Bout du Pont   France   \n",
       "3         g10002986-d3510044           Le Relais de Naiade   France   \n",
       "4         g10022428-d9767191          Relais Du MontSeigne   France   \n",
       "...                      ...                           ...      ...   \n",
       "1083392   g9710275-d10770782        Complex Popas Pacurari  Romania   \n",
       "1083393   g9716321-d15026574  Casa Pastravarului DORIPESCO  Romania   \n",
       "1083394   g9722813-d15891057                  Hanul Tentea  Romania   \n",
       "1083395   g9726871-d21391722                 Casa Paduraru  Romania   \n",
       "1083396   g9867250-d14979687       Pastravaria Alina Sarbi  Romania   \n",
       "\n",
       "                      region          province                      city  \\\n",
       "0         Nouvelle-Aquitaine      Haute-Vienne             Saint-Jouvent   \n",
       "1         Nouvelle-Aquitaine      Haute-Vienne             Saint-Jouvent   \n",
       "2        Centre-Val de Loire             Berry                Rivarennes   \n",
       "3         Nouvelle-Aquitaine           Correze                   Lacelle   \n",
       "4                  Occitanie           Aveyron  Saint-Laurent-de-Levezou   \n",
       "...                      ...               ...                       ...   \n",
       "1083392    Northeast Romania       Iasi County                       NaN   \n",
       "1083393         Transylvania     Brasov County                     Apata   \n",
       "1083394         Transylvania  Maramures County                     Sacel   \n",
       "1083395     Southern Romania      Arges County                       NaN   \n",
       "1083396         Transylvania  Maramures County                   Budesti   \n",
       "\n",
       "          latitude  longitude    claimed price_level  ... poor terrible food  \\\n",
       "0        45.961674   1.169131    Claimed           €  ...  0.0      0.0  4.0   \n",
       "1        45.957040   1.205480  Unclaimed           €  ...  0.0      0.0  NaN   \n",
       "2        46.635895   1.386133    Claimed           €  ...  0.0      0.0  NaN   \n",
       "3        45.642610   1.824460    Claimed           €  ...  0.0      0.0  4.5   \n",
       "4        44.208860   2.960470  Unclaimed      €€-€€€  ...  0.0      0.0  4.5   \n",
       "...            ...        ...        ...         ...  ...  ...      ...  ...   \n",
       "1083392  47.172950  27.519110  Unclaimed         NaN  ...  0.0      1.0  NaN   \n",
       "1083393  45.904423  25.470509    Claimed      €€-€€€  ...  1.0      2.0  NaN   \n",
       "1083394  47.631920  24.450910  Unclaimed         NaN  ...  0.0      1.0  NaN   \n",
       "1083395  44.918950  24.867634    Claimed           €  ...  NaN      NaN  NaN   \n",
       "1083396  47.752220  23.938343  Unclaimed         NaN  ...  0.0      1.0  NaN   \n",
       "\n",
       "        service value atmosphere                           top_tags_2  \\\n",
       "0           4.5   4.0        NaN                 [Cheap Eats, French]   \n",
       "1           NaN   NaN        NaN                         [Cheap Eats]   \n",
       "2           NaN   NaN        NaN       [Cheap Eats, French, European]   \n",
       "3           4.5   4.5        NaN                 [Cheap Eats, French]   \n",
       "4           4.5   4.5        NaN                  [Mid-range, French]   \n",
       "...         ...   ...        ...                                  ...   \n",
       "1083392     NaN   NaN        NaN                                  NaN   \n",
       "1083393     NaN   NaN        NaN        [Mid-range, Eastern European]   \n",
       "1083394     NaN   NaN        NaN                                  NaN   \n",
       "1083395     NaN   NaN        NaN  [Cheap Eats, French, American, Bar]   \n",
       "1083396     NaN   NaN        NaN                              [Diner]   \n",
       "\n",
       "                                            meals_2  \\\n",
       "0                                   [Lunch, Dinner]   \n",
       "1                                               NaN   \n",
       "2                           [Dinner, Lunch, Drinks]   \n",
       "3                                   [Lunch, Dinner]   \n",
       "4                                   [Lunch, Dinner]   \n",
       "...                                             ...   \n",
       "1083392                             [Lunch, Dinner]   \n",
       "1083393  [Breakfast, Lunch, Dinner, Brunch, Drinks]   \n",
       "1083394                                         NaN   \n",
       "1083395  [Breakfast, Lunch, Dinner, Brunch, Drinks]   \n",
       "1083396                                         NaN   \n",
       "\n",
       "                                                cuisines_2  \\\n",
       "0                                                 [French]   \n",
       "1                                                      NaN   \n",
       "2                                       [French, European]   \n",
       "3                                                 [French]   \n",
       "4                                                 [French]   \n",
       "...                                                    ...   \n",
       "1083392                                                NaN   \n",
       "1083393                                 [Eastern European]   \n",
       "1083394                                                NaN   \n",
       "1083395  [French, American, Bar, International, Europea...   \n",
       "1083396                                            [Diner]   \n",
       "\n",
       "                                                features_2  \n",
       "0        [Reservations, Seating, Wheelchair Accessible,...  \n",
       "1                                                      NaN  \n",
       "2        [Reservations, Seating, Table Service, Wheelch...  \n",
       "3        [Reservations, Seating, Serves Alcohol, Table ...  \n",
       "4        [Reservations, Seating, Wheelchair Accessible,...  \n",
       "...                                                    ...  \n",
       "1083392                                                NaN  \n",
       "1083393                                                NaN  \n",
       "1083394                                                NaN  \n",
       "1083395                                                NaN  \n",
       "1083396                                                NaN  \n",
       "\n",
       "[1083397 rows x 36 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_upd = df.drop(['address', \n",
    "                  'original_location', \n",
    "                  'awards', \n",
    "                  'popularity_detailed', \n",
    "                  'popularity_generic', \n",
    "                  'top_tags', \n",
    "                  'special_diets', \n",
    "                  'keywords', \n",
    "                  'default_language', \n",
    "                  'reviews_count_in_default_language'\n",
    "                 ], axis=1)\n",
    "df_upd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "4c9a090c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def theUK(country):\n",
    "    if country in ['England', 'Scotland', 'Wales', 'Northern Ireland']:\n",
    "        return 'United Kingdom'\n",
    "    else:\n",
    "        return country\n",
    "        \n",
    "df_upd['country_origin'] = df_upd['country']\n",
    "df_upd['country'] = df_upd.apply(lambda x: theUK(x['country']),axis=1)\n",
    "\n",
    "# df_upd['country'].value_counts()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "78967bd2",
   "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>restaurant_link</th>\n",
       "      <th>restaurant_name</th>\n",
       "      <th>country</th>\n",
       "      <th>region</th>\n",
       "      <th>province</th>\n",
       "      <th>city</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>claimed</th>\n",
       "      <th>price_level</th>\n",
       "      <th>...</th>\n",
       "      <th>top_tags_2</th>\n",
       "      <th>cuisines_2</th>\n",
       "      <th>features_2</th>\n",
       "      <th>country_origin</th>\n",
       "      <th>meals_after_hours_flg</th>\n",
       "      <th>meals_dinner_flg</th>\n",
       "      <th>meals_drinks_flg</th>\n",
       "      <th>meals_lunch_flg</th>\n",
       "      <th>meals_brunch_flg</th>\n",
       "      <th>meals_breakfast_flg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>g10001637-d10002227</td>\n",
       "      <td>Le 147</td>\n",
       "      <td>France</td>\n",
       "      <td>Nouvelle-Aquitaine</td>\n",
       "      <td>Haute-Vienne</td>\n",
       "      <td>Saint-Jouvent</td>\n",
       "      <td>45.961674</td>\n",
       "      <td>1.169131</td>\n",
       "      <td>Claimed</td>\n",
       "      <td>€</td>\n",
       "      <td>...</td>\n",
       "      <td>[Cheap Eats, French]</td>\n",
       "      <td>[French]</td>\n",
       "      <td>[Reservations, Seating, Wheelchair Accessible,...</td>\n",
       "      <td>France</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>g10001637-d14975787</td>\n",
       "      <td>Le Saint Jouvent</td>\n",
       "      <td>France</td>\n",
       "      <td>Nouvelle-Aquitaine</td>\n",
       "      <td>Haute-Vienne</td>\n",
       "      <td>Saint-Jouvent</td>\n",
       "      <td>45.957040</td>\n",
       "      <td>1.205480</td>\n",
       "      <td>Unclaimed</td>\n",
       "      <td>€</td>\n",
       "      <td>...</td>\n",
       "      <td>[Cheap Eats]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>France</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>g10002858-d4586832</td>\n",
       "      <td>Au Bout du Pont</td>\n",
       "      <td>France</td>\n",
       "      <td>Centre-Val de Loire</td>\n",
       "      <td>Berry</td>\n",
       "      <td>Rivarennes</td>\n",
       "      <td>46.635895</td>\n",
       "      <td>1.386133</td>\n",
       "      <td>Claimed</td>\n",
       "      <td>€</td>\n",
       "      <td>...</td>\n",
       "      <td>[Cheap Eats, French, European]</td>\n",
       "      <td>[French, European]</td>\n",
       "      <td>[Reservations, Seating, Table Service, Wheelch...</td>\n",
       "      <td>France</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>g10002986-d3510044</td>\n",
       "      <td>Le Relais de Naiade</td>\n",
       "      <td>France</td>\n",
       "      <td>Nouvelle-Aquitaine</td>\n",
       "      <td>Correze</td>\n",
       "      <td>Lacelle</td>\n",
       "      <td>45.642610</td>\n",
       "      <td>1.824460</td>\n",
       "      <td>Claimed</td>\n",
       "      <td>€</td>\n",
       "      <td>...</td>\n",
       "      <td>[Cheap Eats, French]</td>\n",
       "      <td>[French]</td>\n",
       "      <td>[Reservations, Seating, Serves Alcohol, Table ...</td>\n",
       "      <td>France</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>g10022428-d9767191</td>\n",
       "      <td>Relais Du MontSeigne</td>\n",
       "      <td>France</td>\n",
       "      <td>Occitanie</td>\n",
       "      <td>Aveyron</td>\n",
       "      <td>Saint-Laurent-de-Levezou</td>\n",
       "      <td>44.208860</td>\n",
       "      <td>2.960470</td>\n",
       "      <td>Unclaimed</td>\n",
       "      <td>€€-€€€</td>\n",
       "      <td>...</td>\n",
       "      <td>[Mid-range, French]</td>\n",
       "      <td>[French]</td>\n",
       "      <td>[Reservations, Seating, Wheelchair Accessible,...</td>\n",
       "      <td>France</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083392</th>\n",
       "      <td>g9710275-d10770782</td>\n",
       "      <td>Complex Popas Pacurari</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Northeast Romania</td>\n",
       "      <td>Iasi County</td>\n",
       "      <td>NaN</td>\n",
       "      <td>47.172950</td>\n",
       "      <td>27.519110</td>\n",
       "      <td>Unclaimed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Romania</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083393</th>\n",
       "      <td>g9716321-d15026574</td>\n",
       "      <td>Casa Pastravarului DORIPESCO</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Transylvania</td>\n",
       "      <td>Brasov County</td>\n",
       "      <td>Apata</td>\n",
       "      <td>45.904423</td>\n",
       "      <td>25.470509</td>\n",
       "      <td>Claimed</td>\n",
       "      <td>€€-€€€</td>\n",
       "      <td>...</td>\n",
       "      <td>[Mid-range, Eastern European]</td>\n",
       "      <td>[Eastern European]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Romania</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083394</th>\n",
       "      <td>g9722813-d15891057</td>\n",
       "      <td>Hanul Tentea</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Transylvania</td>\n",
       "      <td>Maramures County</td>\n",
       "      <td>Sacel</td>\n",
       "      <td>47.631920</td>\n",
       "      <td>24.450910</td>\n",
       "      <td>Unclaimed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Romania</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083395</th>\n",
       "      <td>g9726871-d21391722</td>\n",
       "      <td>Casa Paduraru</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Southern Romania</td>\n",
       "      <td>Arges County</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44.918950</td>\n",
       "      <td>24.867634</td>\n",
       "      <td>Claimed</td>\n",
       "      <td>€</td>\n",
       "      <td>...</td>\n",
       "      <td>[Cheap Eats, French, American, Bar]</td>\n",
       "      <td>[French, American, Bar, International, Europea...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Romania</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083396</th>\n",
       "      <td>g9867250-d14979687</td>\n",
       "      <td>Pastravaria Alina Sarbi</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Transylvania</td>\n",
       "      <td>Maramures County</td>\n",
       "      <td>Budesti</td>\n",
       "      <td>47.752220</td>\n",
       "      <td>23.938343</td>\n",
       "      <td>Unclaimed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>[Diner]</td>\n",
       "      <td>[Diner]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Romania</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1083397 rows × 42 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             restaurant_link               restaurant_name  country  \\\n",
       "0        g10001637-d10002227                        Le 147   France   \n",
       "1        g10001637-d14975787              Le Saint Jouvent   France   \n",
       "2         g10002858-d4586832               Au Bout du Pont   France   \n",
       "3         g10002986-d3510044           Le Relais de Naiade   France   \n",
       "4         g10022428-d9767191          Relais Du MontSeigne   France   \n",
       "...                      ...                           ...      ...   \n",
       "1083392   g9710275-d10770782        Complex Popas Pacurari  Romania   \n",
       "1083393   g9716321-d15026574  Casa Pastravarului DORIPESCO  Romania   \n",
       "1083394   g9722813-d15891057                  Hanul Tentea  Romania   \n",
       "1083395   g9726871-d21391722                 Casa Paduraru  Romania   \n",
       "1083396   g9867250-d14979687       Pastravaria Alina Sarbi  Romania   \n",
       "\n",
       "                      region          province                      city  \\\n",
       "0         Nouvelle-Aquitaine      Haute-Vienne             Saint-Jouvent   \n",
       "1         Nouvelle-Aquitaine      Haute-Vienne             Saint-Jouvent   \n",
       "2        Centre-Val de Loire             Berry                Rivarennes   \n",
       "3         Nouvelle-Aquitaine           Correze                   Lacelle   \n",
       "4                  Occitanie           Aveyron  Saint-Laurent-de-Levezou   \n",
       "...                      ...               ...                       ...   \n",
       "1083392    Northeast Romania       Iasi County                       NaN   \n",
       "1083393         Transylvania     Brasov County                     Apata   \n",
       "1083394         Transylvania  Maramures County                     Sacel   \n",
       "1083395     Southern Romania      Arges County                       NaN   \n",
       "1083396         Transylvania  Maramures County                   Budesti   \n",
       "\n",
       "          latitude  longitude    claimed price_level  ...  \\\n",
       "0        45.961674   1.169131    Claimed           €  ...   \n",
       "1        45.957040   1.205480  Unclaimed           €  ...   \n",
       "2        46.635895   1.386133    Claimed           €  ...   \n",
       "3        45.642610   1.824460    Claimed           €  ...   \n",
       "4        44.208860   2.960470  Unclaimed      €€-€€€  ...   \n",
       "...            ...        ...        ...         ...  ...   \n",
       "1083392  47.172950  27.519110  Unclaimed         NaN  ...   \n",
       "1083393  45.904423  25.470509    Claimed      €€-€€€  ...   \n",
       "1083394  47.631920  24.450910  Unclaimed         NaN  ...   \n",
       "1083395  44.918950  24.867634    Claimed           €  ...   \n",
       "1083396  47.752220  23.938343  Unclaimed         NaN  ...   \n",
       "\n",
       "                                  top_tags_2  \\\n",
       "0                       [Cheap Eats, French]   \n",
       "1                               [Cheap Eats]   \n",
       "2             [Cheap Eats, French, European]   \n",
       "3                       [Cheap Eats, French]   \n",
       "4                        [Mid-range, French]   \n",
       "...                                      ...   \n",
       "1083392                                  NaN   \n",
       "1083393        [Mid-range, Eastern European]   \n",
       "1083394                                  NaN   \n",
       "1083395  [Cheap Eats, French, American, Bar]   \n",
       "1083396                              [Diner]   \n",
       "\n",
       "                                                cuisines_2  \\\n",
       "0                                                 [French]   \n",
       "1                                                      NaN   \n",
       "2                                       [French, European]   \n",
       "3                                                 [French]   \n",
       "4                                                 [French]   \n",
       "...                                                    ...   \n",
       "1083392                                                NaN   \n",
       "1083393                                 [Eastern European]   \n",
       "1083394                                                NaN   \n",
       "1083395  [French, American, Bar, International, Europea...   \n",
       "1083396                                            [Diner]   \n",
       "\n",
       "                                                features_2 country_origin  \\\n",
       "0        [Reservations, Seating, Wheelchair Accessible,...         France   \n",
       "1                                                      NaN         France   \n",
       "2        [Reservations, Seating, Table Service, Wheelch...         France   \n",
       "3        [Reservations, Seating, Serves Alcohol, Table ...         France   \n",
       "4        [Reservations, Seating, Wheelchair Accessible,...         France   \n",
       "...                                                    ...            ...   \n",
       "1083392                                                NaN        Romania   \n",
       "1083393                                                NaN        Romania   \n",
       "1083394                                                NaN        Romania   \n",
       "1083395                                                NaN        Romania   \n",
       "1083396                                                NaN        Romania   \n",
       "\n",
       "        meals_after_hours_flg meals_dinner_flg meals_drinks_flg  \\\n",
       "0                       False             True            False   \n",
       "1                       False            False            False   \n",
       "2                       False             True             True   \n",
       "3                       False             True            False   \n",
       "4                       False             True            False   \n",
       "...                       ...              ...              ...   \n",
       "1083392                 False             True            False   \n",
       "1083393                 False             True             True   \n",
       "1083394                 False            False            False   \n",
       "1083395                 False             True             True   \n",
       "1083396                 False            False            False   \n",
       "\n",
       "        meals_lunch_flg  meals_brunch_flg  meals_breakfast_flg  \n",
       "0                  True             False                False  \n",
       "1                 False             False                False  \n",
       "2                  True             False                False  \n",
       "3                  True             False                False  \n",
       "4                  True             False                False  \n",
       "...                 ...               ...                  ...  \n",
       "1083392            True             False                False  \n",
       "1083393            True              True                 True  \n",
       "1083394           False             False                False  \n",
       "1083395            True              True                 True  \n",
       "1083396           False             False                False  \n",
       "\n",
       "[1083397 rows x 42 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# flags of existence of meal options\n",
    "\n",
    "df_upd['meals_2'] = df_upd['meals'].str.split(', ')\n",
    "\n",
    "meals_list = list(set().union(*df_upd['meals_2'].dropna()))\n",
    "\n",
    "meals_list_2 = []\n",
    "for meal in meals_list:\n",
    "    meals_list_2.append([meal, df_upd['meals_2'].dropna().map(set([meal]).issubset).fillna(False).value_counts()[True]])\n",
    "meals_list_3 = [m[0] for m in meals_list_2]\n",
    "# meals_list_3\n",
    "\n",
    "meals_flg_list = []\n",
    "for f in meals_list_3:\n",
    "    name = 'meals_'+str.lower(f).replace(\" \", \"_\")+'_flg'\n",
    "    name = name.replace(\"-\", \"_\")\n",
    "    meals_flg_list.append(name)\n",
    "    df_upd[name] = df_upd['meals_2'].dropna().map(set([f]).issubset)\n",
    "    df_upd[name] = df_upd[name].fillna(False)\n",
    "    \n",
    "df_upd = df_upd.drop(['meals_2'], axis=1)\n",
    "df_upd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "63715896",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>restaurant_link</th>\n",
       "      <th>restaurant_name</th>\n",
       "      <th>country</th>\n",
       "      <th>region</th>\n",
       "      <th>province</th>\n",
       "      <th>city</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>claimed</th>\n",
       "      <th>price_level</th>\n",
       "      <th>...</th>\n",
       "      <th>features_reservations_flg</th>\n",
       "      <th>features_table_service_flg</th>\n",
       "      <th>features_wheelchair_accessible_flg</th>\n",
       "      <th>features_serves_alcohol_flg</th>\n",
       "      <th>features_takeout_flg</th>\n",
       "      <th>features_outdoor_seating_flg</th>\n",
       "      <th>features_accepts_credit_cards_flg</th>\n",
       "      <th>features_highchairs_available_flg</th>\n",
       "      <th>features_full_bar_flg</th>\n",
       "      <th>features_free_wifi_flg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>g10001637-d10002227</td>\n",
       "      <td>Le 147</td>\n",
       "      <td>France</td>\n",
       "      <td>Nouvelle-Aquitaine</td>\n",
       "      <td>Haute-Vienne</td>\n",
       "      <td>Saint-Jouvent</td>\n",
       "      <td>45.961674</td>\n",
       "      <td>1.169131</td>\n",
       "      <td>Claimed</td>\n",
       "      <td>€</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>g10001637-d14975787</td>\n",
       "      <td>Le Saint Jouvent</td>\n",
       "      <td>France</td>\n",
       "      <td>Nouvelle-Aquitaine</td>\n",
       "      <td>Haute-Vienne</td>\n",
       "      <td>Saint-Jouvent</td>\n",
       "      <td>45.957040</td>\n",
       "      <td>1.205480</td>\n",
       "      <td>Unclaimed</td>\n",
       "      <td>€</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>g10002858-d4586832</td>\n",
       "      <td>Au Bout du Pont</td>\n",
       "      <td>France</td>\n",
       "      <td>Centre-Val de Loire</td>\n",
       "      <td>Berry</td>\n",
       "      <td>Rivarennes</td>\n",
       "      <td>46.635895</td>\n",
       "      <td>1.386133</td>\n",
       "      <td>Claimed</td>\n",
       "      <td>€</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>g10002986-d3510044</td>\n",
       "      <td>Le Relais de Naiade</td>\n",
       "      <td>France</td>\n",
       "      <td>Nouvelle-Aquitaine</td>\n",
       "      <td>Correze</td>\n",
       "      <td>Lacelle</td>\n",
       "      <td>45.642610</td>\n",
       "      <td>1.824460</td>\n",
       "      <td>Claimed</td>\n",
       "      <td>€</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>g10022428-d9767191</td>\n",
       "      <td>Relais Du MontSeigne</td>\n",
       "      <td>France</td>\n",
       "      <td>Occitanie</td>\n",
       "      <td>Aveyron</td>\n",
       "      <td>Saint-Laurent-de-Levezou</td>\n",
       "      <td>44.208860</td>\n",
       "      <td>2.960470</td>\n",
       "      <td>Unclaimed</td>\n",
       "      <td>€€-€€€</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083392</th>\n",
       "      <td>g9710275-d10770782</td>\n",
       "      <td>Complex Popas Pacurari</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Northeast Romania</td>\n",
       "      <td>Iasi County</td>\n",
       "      <td>NaN</td>\n",
       "      <td>47.172950</td>\n",
       "      <td>27.519110</td>\n",
       "      <td>Unclaimed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083393</th>\n",
       "      <td>g9716321-d15026574</td>\n",
       "      <td>Casa Pastravarului DORIPESCO</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Transylvania</td>\n",
       "      <td>Brasov County</td>\n",
       "      <td>Apata</td>\n",
       "      <td>45.904423</td>\n",
       "      <td>25.470509</td>\n",
       "      <td>Claimed</td>\n",
       "      <td>€€-€€€</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083394</th>\n",
       "      <td>g9722813-d15891057</td>\n",
       "      <td>Hanul Tentea</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Transylvania</td>\n",
       "      <td>Maramures County</td>\n",
       "      <td>Sacel</td>\n",
       "      <td>47.631920</td>\n",
       "      <td>24.450910</td>\n",
       "      <td>Unclaimed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083395</th>\n",
       "      <td>g9726871-d21391722</td>\n",
       "      <td>Casa Paduraru</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Southern Romania</td>\n",
       "      <td>Arges County</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44.918950</td>\n",
       "      <td>24.867634</td>\n",
       "      <td>Claimed</td>\n",
       "      <td>€</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083396</th>\n",
       "      <td>g9867250-d14979687</td>\n",
       "      <td>Pastravaria Alina Sarbi</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Transylvania</td>\n",
       "      <td>Maramures County</td>\n",
       "      <td>Budesti</td>\n",
       "      <td>47.752220</td>\n",
       "      <td>23.938343</td>\n",
       "      <td>Unclaimed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1083397 rows × 52 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             restaurant_link               restaurant_name  country  \\\n",
       "0        g10001637-d10002227                        Le 147   France   \n",
       "1        g10001637-d14975787              Le Saint Jouvent   France   \n",
       "2         g10002858-d4586832               Au Bout du Pont   France   \n",
       "3         g10002986-d3510044           Le Relais de Naiade   France   \n",
       "4         g10022428-d9767191          Relais Du MontSeigne   France   \n",
       "...                      ...                           ...      ...   \n",
       "1083392   g9710275-d10770782        Complex Popas Pacurari  Romania   \n",
       "1083393   g9716321-d15026574  Casa Pastravarului DORIPESCO  Romania   \n",
       "1083394   g9722813-d15891057                  Hanul Tentea  Romania   \n",
       "1083395   g9726871-d21391722                 Casa Paduraru  Romania   \n",
       "1083396   g9867250-d14979687       Pastravaria Alina Sarbi  Romania   \n",
       "\n",
       "                      region          province                      city  \\\n",
       "0         Nouvelle-Aquitaine      Haute-Vienne             Saint-Jouvent   \n",
       "1         Nouvelle-Aquitaine      Haute-Vienne             Saint-Jouvent   \n",
       "2        Centre-Val de Loire             Berry                Rivarennes   \n",
       "3         Nouvelle-Aquitaine           Correze                   Lacelle   \n",
       "4                  Occitanie           Aveyron  Saint-Laurent-de-Levezou   \n",
       "...                      ...               ...                       ...   \n",
       "1083392    Northeast Romania       Iasi County                       NaN   \n",
       "1083393         Transylvania     Brasov County                     Apata   \n",
       "1083394         Transylvania  Maramures County                     Sacel   \n",
       "1083395     Southern Romania      Arges County                       NaN   \n",
       "1083396         Transylvania  Maramures County                   Budesti   \n",
       "\n",
       "          latitude  longitude    claimed price_level  ...  \\\n",
       "0        45.961674   1.169131    Claimed           €  ...   \n",
       "1        45.957040   1.205480  Unclaimed           €  ...   \n",
       "2        46.635895   1.386133    Claimed           €  ...   \n",
       "3        45.642610   1.824460    Claimed           €  ...   \n",
       "4        44.208860   2.960470  Unclaimed      €€-€€€  ...   \n",
       "...            ...        ...        ...         ...  ...   \n",
       "1083392  47.172950  27.519110  Unclaimed         NaN  ...   \n",
       "1083393  45.904423  25.470509    Claimed      €€-€€€  ...   \n",
       "1083394  47.631920  24.450910  Unclaimed         NaN  ...   \n",
       "1083395  44.918950  24.867634    Claimed           €  ...   \n",
       "1083396  47.752220  23.938343  Unclaimed         NaN  ...   \n",
       "\n",
       "        features_reservations_flg features_table_service_flg  \\\n",
       "0                            True                       True   \n",
       "1                           False                      False   \n",
       "2                            True                       True   \n",
       "3                            True                       True   \n",
       "4                            True                       True   \n",
       "...                           ...                        ...   \n",
       "1083392                     False                      False   \n",
       "1083393                     False                      False   \n",
       "1083394                     False                      False   \n",
       "1083395                     False                      False   \n",
       "1083396                     False                      False   \n",
       "\n",
       "        features_wheelchair_accessible_flg features_serves_alcohol_flg  \\\n",
       "0                                     True                        True   \n",
       "1                                    False                       False   \n",
       "2                                     True                       False   \n",
       "3                                     True                        True   \n",
       "4                                     True                       False   \n",
       "...                                    ...                         ...   \n",
       "1083392                              False                       False   \n",
       "1083393                              False                       False   \n",
       "1083394                              False                       False   \n",
       "1083395                              False                       False   \n",
       "1083396                              False                       False   \n",
       "\n",
       "        features_takeout_flg features_outdoor_seating_flg  \\\n",
       "0                      False                        False   \n",
       "1                      False                        False   \n",
       "2                      False                        False   \n",
       "3                      False                        False   \n",
       "4                      False                        False   \n",
       "...                      ...                          ...   \n",
       "1083392                False                        False   \n",
       "1083393                False                        False   \n",
       "1083394                False                        False   \n",
       "1083395                False                        False   \n",
       "1083396                False                        False   \n",
       "\n",
       "        features_accepts_credit_cards_flg features_highchairs_available_flg  \\\n",
       "0                                    True                             False   \n",
       "1                                   False                             False   \n",
       "2                                   False                             False   \n",
       "3                                   False                             False   \n",
       "4                                   False                             False   \n",
       "...                                   ...                               ...   \n",
       "1083392                             False                             False   \n",
       "1083393                             False                             False   \n",
       "1083394                             False                             False   \n",
       "1083395                             False                             False   \n",
       "1083396                             False                             False   \n",
       "\n",
       "         features_full_bar_flg  features_free_wifi_flg  \n",
       "0                        False                   False  \n",
       "1                        False                   False  \n",
       "2                        False                   False  \n",
       "3                        False                   False  \n",
       "4                        False                   False  \n",
       "...                        ...                     ...  \n",
       "1083392                  False                   False  \n",
       "1083393                  False                   False  \n",
       "1083394                  False                   False  \n",
       "1083395                  False                   False  \n",
       "1083396                  False                   False  \n",
       "\n",
       "[1083397 rows x 52 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# flags of existence of feature options \n",
    "\n",
    "df_upd['features_2'] = df_upd['features'].str.split(', ')\n",
    "\n",
    "features_list = list(set().union(*df_upd['features_2'].dropna()))\n",
    "\n",
    "features_list_2 = []\n",
    "for feature in features_list:\n",
    "    features_list_2.append([feature, df_upd['features_2'].dropna().map(set([feature]).issubset).fillna(False).value_counts()[True]])\n",
    "\n",
    "features_list_2 = sorted(features_list_2, key=lambda x: x[1], reverse=True)\n",
    "features_list_top_11 = [f[0] for f in features_list_2[:11] ]\n",
    "\n",
    "features_flg_list = []\n",
    "for f in features_list_top_11:\n",
    "    name = 'features_'+str.lower(f).replace(\" \", \"_\")+'_flg'\n",
    "    features_flg_list.append(name)\n",
    "    df_upd[name] = df_upd['features_2'].dropna().map(set([f]).issubset)\n",
    "    df_upd[name] = df_upd[name].fillna(False)\n",
    "\n",
    "df_upd = df_upd.drop(['features_2'], axis=1)\n",
    "df_upd\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c7b7239f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# to parse price_range in min and max values\n",
    "\n",
    "def price_range_to_2_columns(price_range):\n",
    "    price_range = price_range.replace(\",\", \"\")\n",
    "    price_range = price_range.replace(\"€\", \"\")\n",
    "    price_range = price_range.replace(\"CHF \", \"\")\n",
    "    price_range = price_range.replace(\"CHF\\xa0\", \"\")  # НЕРАЗРЫВНЫЙ ПРОБЕЛ\n",
    "    price = price_range.split('-')\n",
    "    \n",
    "    price_min = int(price[0])\n",
    "    price_max = int(price[1])\n",
    "\n",
    "    return [price_min, price_max]\n",
    "\n",
    "def correct_price_range(cell):\n",
    "    price_range_dict = {}\n",
    "    if cell is None:\n",
    "        price_min, price_max = None, None\n",
    "    else:\n",
    "        price_min, price_max = price_range_to_2_columns(cell)\n",
    "    price_range_dict['price_min'] = price_min\n",
    "    price_range_dict['price_max'] = price_max\n",
    "    return price_range_dict\n",
    "\n",
    "# price_range = '€10-€30'\n",
    "# price_range = 'CHF 6-CHF 17'\n",
    "# correct_price_range(price_range)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "19464dcd",
   "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>restaurant_link</th>\n",
       "      <th>restaurant_name</th>\n",
       "      <th>country</th>\n",
       "      <th>region</th>\n",
       "      <th>province</th>\n",
       "      <th>city</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>claimed</th>\n",
       "      <th>price_level</th>\n",
       "      <th>...</th>\n",
       "      <th>features_wheelchair_accessible_flg</th>\n",
       "      <th>features_serves_alcohol_flg</th>\n",
       "      <th>features_takeout_flg</th>\n",
       "      <th>features_outdoor_seating_flg</th>\n",
       "      <th>features_accepts_credit_cards_flg</th>\n",
       "      <th>features_highchairs_available_flg</th>\n",
       "      <th>features_full_bar_flg</th>\n",
       "      <th>features_free_wifi_flg</th>\n",
       "      <th>price_min</th>\n",
       "      <th>price_max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>g10001637-d10002227</td>\n",
       "      <td>Le 147</td>\n",
       "      <td>France</td>\n",
       "      <td>Nouvelle-Aquitaine</td>\n",
       "      <td>Haute-Vienne</td>\n",
       "      <td>Saint-Jouvent</td>\n",
       "      <td>45.961674</td>\n",
       "      <td>1.169131</td>\n",
       "      <td>Claimed</td>\n",
       "      <td>€</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>g10001637-d14975787</td>\n",
       "      <td>Le Saint Jouvent</td>\n",
       "      <td>France</td>\n",
       "      <td>Nouvelle-Aquitaine</td>\n",
       "      <td>Haute-Vienne</td>\n",
       "      <td>Saint-Jouvent</td>\n",
       "      <td>45.957040</td>\n",
       "      <td>1.205480</td>\n",
       "      <td>Unclaimed</td>\n",
       "      <td>€</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>g10002858-d4586832</td>\n",
       "      <td>Au Bout du Pont</td>\n",
       "      <td>France</td>\n",
       "      <td>Centre-Val de Loire</td>\n",
       "      <td>Berry</td>\n",
       "      <td>Rivarennes</td>\n",
       "      <td>46.635895</td>\n",
       "      <td>1.386133</td>\n",
       "      <td>Claimed</td>\n",
       "      <td>€</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>g10002986-d3510044</td>\n",
       "      <td>Le Relais de Naiade</td>\n",
       "      <td>France</td>\n",
       "      <td>Nouvelle-Aquitaine</td>\n",
       "      <td>Correze</td>\n",
       "      <td>Lacelle</td>\n",
       "      <td>45.642610</td>\n",
       "      <td>1.824460</td>\n",
       "      <td>Claimed</td>\n",
       "      <td>€</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>g10022428-d9767191</td>\n",
       "      <td>Relais Du MontSeigne</td>\n",
       "      <td>France</td>\n",
       "      <td>Occitanie</td>\n",
       "      <td>Aveyron</td>\n",
       "      <td>Saint-Laurent-de-Levezou</td>\n",
       "      <td>44.208860</td>\n",
       "      <td>2.960470</td>\n",
       "      <td>Unclaimed</td>\n",
       "      <td>€€-€€€</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083392</th>\n",
       "      <td>g9710275-d10770782</td>\n",
       "      <td>Complex Popas Pacurari</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Northeast Romania</td>\n",
       "      <td>Iasi County</td>\n",
       "      <td>NaN</td>\n",
       "      <td>47.172950</td>\n",
       "      <td>27.519110</td>\n",
       "      <td>Unclaimed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083393</th>\n",
       "      <td>g9716321-d15026574</td>\n",
       "      <td>Casa Pastravarului DORIPESCO</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Transylvania</td>\n",
       "      <td>Brasov County</td>\n",
       "      <td>Apata</td>\n",
       "      <td>45.904423</td>\n",
       "      <td>25.470509</td>\n",
       "      <td>Claimed</td>\n",
       "      <td>€€-€€€</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083394</th>\n",
       "      <td>g9722813-d15891057</td>\n",
       "      <td>Hanul Tentea</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Transylvania</td>\n",
       "      <td>Maramures County</td>\n",
       "      <td>Sacel</td>\n",
       "      <td>47.631920</td>\n",
       "      <td>24.450910</td>\n",
       "      <td>Unclaimed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083395</th>\n",
       "      <td>g9726871-d21391722</td>\n",
       "      <td>Casa Paduraru</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Southern Romania</td>\n",
       "      <td>Arges County</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44.918950</td>\n",
       "      <td>24.867634</td>\n",
       "      <td>Claimed</td>\n",
       "      <td>€</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083396</th>\n",
       "      <td>g9867250-d14979687</td>\n",
       "      <td>Pastravaria Alina Sarbi</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Transylvania</td>\n",
       "      <td>Maramures County</td>\n",
       "      <td>Budesti</td>\n",
       "      <td>47.752220</td>\n",
       "      <td>23.938343</td>\n",
       "      <td>Unclaimed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1083397 rows × 53 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             restaurant_link               restaurant_name  country  \\\n",
       "0        g10001637-d10002227                        Le 147   France   \n",
       "1        g10001637-d14975787              Le Saint Jouvent   France   \n",
       "2         g10002858-d4586832               Au Bout du Pont   France   \n",
       "3         g10002986-d3510044           Le Relais de Naiade   France   \n",
       "4         g10022428-d9767191          Relais Du MontSeigne   France   \n",
       "...                      ...                           ...      ...   \n",
       "1083392   g9710275-d10770782        Complex Popas Pacurari  Romania   \n",
       "1083393   g9716321-d15026574  Casa Pastravarului DORIPESCO  Romania   \n",
       "1083394   g9722813-d15891057                  Hanul Tentea  Romania   \n",
       "1083395   g9726871-d21391722                 Casa Paduraru  Romania   \n",
       "1083396   g9867250-d14979687       Pastravaria Alina Sarbi  Romania   \n",
       "\n",
       "                      region          province                      city  \\\n",
       "0         Nouvelle-Aquitaine      Haute-Vienne             Saint-Jouvent   \n",
       "1         Nouvelle-Aquitaine      Haute-Vienne             Saint-Jouvent   \n",
       "2        Centre-Val de Loire             Berry                Rivarennes   \n",
       "3         Nouvelle-Aquitaine           Correze                   Lacelle   \n",
       "4                  Occitanie           Aveyron  Saint-Laurent-de-Levezou   \n",
       "...                      ...               ...                       ...   \n",
       "1083392    Northeast Romania       Iasi County                       NaN   \n",
       "1083393         Transylvania     Brasov County                     Apata   \n",
       "1083394         Transylvania  Maramures County                     Sacel   \n",
       "1083395     Southern Romania      Arges County                       NaN   \n",
       "1083396         Transylvania  Maramures County                   Budesti   \n",
       "\n",
       "          latitude  longitude    claimed price_level  ...  \\\n",
       "0        45.961674   1.169131    Claimed           €  ...   \n",
       "1        45.957040   1.205480  Unclaimed           €  ...   \n",
       "2        46.635895   1.386133    Claimed           €  ...   \n",
       "3        45.642610   1.824460    Claimed           €  ...   \n",
       "4        44.208860   2.960470  Unclaimed      €€-€€€  ...   \n",
       "...            ...        ...        ...         ...  ...   \n",
       "1083392  47.172950  27.519110  Unclaimed         NaN  ...   \n",
       "1083393  45.904423  25.470509    Claimed      €€-€€€  ...   \n",
       "1083394  47.631920  24.450910  Unclaimed         NaN  ...   \n",
       "1083395  44.918950  24.867634    Claimed           €  ...   \n",
       "1083396  47.752220  23.938343  Unclaimed         NaN  ...   \n",
       "\n",
       "        features_wheelchair_accessible_flg features_serves_alcohol_flg  \\\n",
       "0                                     True                        True   \n",
       "1                                    False                       False   \n",
       "2                                     True                       False   \n",
       "3                                     True                        True   \n",
       "4                                     True                       False   \n",
       "...                                    ...                         ...   \n",
       "1083392                              False                       False   \n",
       "1083393                              False                       False   \n",
       "1083394                              False                       False   \n",
       "1083395                              False                       False   \n",
       "1083396                              False                       False   \n",
       "\n",
       "        features_takeout_flg features_outdoor_seating_flg  \\\n",
       "0                      False                        False   \n",
       "1                      False                        False   \n",
       "2                      False                        False   \n",
       "3                      False                        False   \n",
       "4                      False                        False   \n",
       "...                      ...                          ...   \n",
       "1083392                False                        False   \n",
       "1083393                False                        False   \n",
       "1083394                False                        False   \n",
       "1083395                False                        False   \n",
       "1083396                False                        False   \n",
       "\n",
       "        features_accepts_credit_cards_flg features_highchairs_available_flg  \\\n",
       "0                                    True                             False   \n",
       "1                                   False                             False   \n",
       "2                                   False                             False   \n",
       "3                                   False                             False   \n",
       "4                                   False                             False   \n",
       "...                                   ...                               ...   \n",
       "1083392                             False                             False   \n",
       "1083393                             False                             False   \n",
       "1083394                             False                             False   \n",
       "1083395                             False                             False   \n",
       "1083396                             False                             False   \n",
       "\n",
       "        features_full_bar_flg  features_free_wifi_flg  price_min  price_max  \n",
       "0                       False                   False        NaN        NaN  \n",
       "1                       False                   False        NaN        NaN  \n",
       "2                       False                   False        NaN        NaN  \n",
       "3                       False                   False        NaN        NaN  \n",
       "4                       False                   False        NaN        NaN  \n",
       "...                       ...                     ...        ...        ...  \n",
       "1083392                 False                   False        NaN        NaN  \n",
       "1083393                 False                   False        NaN        NaN  \n",
       "1083394                 False                   False        NaN        NaN  \n",
       "1083395                 False                   False        2.0        8.0  \n",
       "1083396                 False                   False        NaN        NaN  \n",
       "\n",
       "[1083397 rows x 53 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_price = df_upd[['restaurant_link','price_range']].dropna()\n",
    "df_price2 = df_price['price_range'].apply(lambda x: pd.Series(correct_price_range(x)))\n",
    "# df_price2\n",
    "df_price4 = df_upd[['restaurant_link']].merge(\n",
    "    df_price2,\n",
    "    left_index=True, right_index=True\n",
    ")\n",
    "df_price4\n",
    "\n",
    "df_upd = df_upd.join(df_price4.set_index('restaurant_link'), on='restaurant_link')\n",
    "df_upd = df_upd.drop(['price_range'], axis=1)\n",
    "df_upd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e254ed25",
   "metadata": {},
   "outputs": [],
   "source": [
    "# to convert original_open_hours to datetime fields\n",
    "\n",
    "import json\n",
    "from datetime import datetime\n",
    "from datetime import timedelta\n",
    "import statistics\n",
    "\n",
    "def ifNone(val):\n",
    "    if val is None:\n",
    "        return timedelta(seconds=0)\n",
    "    else:\n",
    "        return val\n",
    "\n",
    "def day_schedule_to_4_columns(day_list):\n",
    "    t_list = []\n",
    "    for tt in day_list:\n",
    "        for t in tt.split('-'):\n",
    "            t_list.append(datetime.strptime('01/01/22 '+t+':00', '%d/%m/%y %H:%M:%S'))\n",
    "#     если закрывается за полночь, то сместить в следующие сутки:\n",
    "    if t_list != [] and t_list[-1] < t_list[0]:\n",
    "        one_day = timedelta(days=1)\n",
    "        t_list[-1] += one_day\n",
    "    return t_list\n",
    "\n",
    "def dict_by_cell(test_cell):\n",
    "    test_dict = {}\n",
    "    for key in json.loads(test_cell).keys():\n",
    "        open_dttm = None\n",
    "        close_dttm = None\n",
    "        start_break_dttm = None\n",
    "        end_break_dttm = None\n",
    "        t_list = day_schedule_to_4_columns(json.loads(test_cell)[key])\n",
    "\n",
    "        if t_list != []:\n",
    "            open_dttm = t_list[0]\n",
    "            close_dttm = t_list[-1]\n",
    "            if t_list[1] != t_list[-1]:\n",
    "                start_break_dttm = t_list[1]\n",
    "                end_break_dttm = t_list[2]\n",
    "            else:\n",
    "                start_break_dttm = None\n",
    "                end_break_dttm = None\n",
    "\n",
    "        test_dict[key] = {\n",
    "            'weekend_flg': (False, True)[key in ['Sat', 'Sun']],\n",
    "            'open_dttm': open_dttm,\n",
    "            'close_dttm': close_dttm,\n",
    "            'start_break_dttm': start_break_dttm,\n",
    "            'end_break_dttm': end_break_dttm,\n",
    "            'open_hours': (ifNone(close_dttm)-ifNone(open_dttm))-(ifNone(end_break_dttm)-ifNone(start_break_dttm)),\n",
    "    #         (test_dict[key]['close_dttm']-test_dict[key]['open_dttm'])-(ifNone(test_dict[key]['end_break_dttm'])-ifNone(test_dict[key]['start_break_dttm']))\n",
    "            'break_hours': (ifNone(end_break_dttm)-ifNone(start_break_dttm))\n",
    "        }\n",
    "    return test_dict\n",
    "    \n",
    "def new_schedule_parameters(test_dict):\n",
    "    schedule_dict = {}\n",
    "    empty_flg = (False, True)[sum([1 for key in test_dict.keys() if test_dict[key]['open_dttm'] is not None]) >= 1]\n",
    "    \n",
    "    if empty_flg == 1:\n",
    "        min_open_dttm = min([test_dict[key]['open_dttm'] for key in test_dict.keys() if test_dict[key]['open_dttm'] is not None])\n",
    "#         min_open_sec = (min_open_dttm - datetime.datetime(1970,1,1)).total_seconds()\n",
    "        min_open_sec = min_open_dttm.timestamp()\n",
    "        max_close_dttm = max([test_dict[key]['close_dttm'] for key in test_dict.keys() if test_dict[key]['close_dttm'] is not None])\n",
    "        max_close_sec = max_close_dttm.timestamp()\n",
    "\n",
    "        break_flg = (False, True)[sum([1 for key in test_dict.keys() if test_dict[key]['start_break_dttm'] is not None]) >= 1]\n",
    "        if len([test_dict[key]['break_hours'] for key in test_dict.keys() if test_dict[key]['start_break_dttm'] is not None]) > 0:\n",
    "            max_break_hours = max([test_dict[key]['break_hours'] for key in test_dict.keys() if test_dict[key]['start_break_dttm'] is not None])\n",
    "        else:\n",
    "            max_break_hours = timedelta(seconds=0)\n",
    "        \n",
    "        # statistics.median()\n",
    "        if len([test_dict[key]['open_hours'] for key in test_dict.keys() if test_dict[key]['open_dttm'] is not None and test_dict[key]['weekend_flg'] is False]) > 0:\n",
    "            max_no_weekend_hours = max([test_dict[key]['open_hours'] for key in test_dict.keys() if test_dict[key]['open_dttm'] is not None and test_dict[key]['weekend_flg'] is False])\n",
    "        else:\n",
    "            max_no_weekend_hours = timedelta(seconds=0)\n",
    "        if len([test_dict[key]['open_hours'] for key in test_dict.keys() if test_dict[key]['open_dttm'] is not None and test_dict[key]['weekend_flg'] is True]) > 0:\n",
    "            max_weekend_hours = max([test_dict[key]['open_hours'] for key in test_dict.keys() if test_dict[key]['open_dttm'] is not None and test_dict[key]['weekend_flg'] is True])\n",
    "        else:\n",
    "            max_weekend_hours = timedelta(seconds=0)\n",
    "            \n",
    "        schedule_dict['min_open_dttm'] = min_open_dttm\n",
    "        schedule_dict['min_open_sec'] = min_open_sec\n",
    "        schedule_dict['max_close_dttm'] = max_close_dttm\n",
    "        schedule_dict['max_close_sec'] = max_close_sec\n",
    "        schedule_dict['break_flg'] = break_flg\n",
    "        schedule_dict['max_break_hours'] = max_break_hours\n",
    "        schedule_dict['max_no_weekend_hours'] = max_no_weekend_hours\n",
    "        schedule_dict['max_weekend_hours'] = max_weekend_hours\n",
    "\n",
    "        for key in test_dict.keys():\n",
    "            schedule_dict[str.lower('open_%s_hours' % key)] = test_dict[key]['open_hours']\n",
    "    \n",
    "    return schedule_dict\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1ee7290b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e0a5c8fe",
   "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>min_open_dttm</th>\n",
       "      <th>min_open_sec</th>\n",
       "      <th>max_close_dttm</th>\n",
       "      <th>max_close_sec</th>\n",
       "      <th>break_flg</th>\n",
       "      <th>max_break_hours</th>\n",
       "      <th>max_no_weekend_hours</th>\n",
       "      <th>max_weekend_hours</th>\n",
       "      <th>open_mon_hours</th>\n",
       "      <th>open_tue_hours</th>\n",
       "      <th>open_wed_hours</th>\n",
       "      <th>open_thu_hours</th>\n",
       "      <th>open_fri_hours</th>\n",
       "      <th>open_sat_hours</th>\n",
       "      <th>open_sun_hours</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2022-01-01 09:00:00</td>\n",
       "      <td>1.641013e+09</td>\n",
       "      <td>2022-01-01 22:00:00</td>\n",
       "      <td>1.641060e+09</td>\n",
       "      <td>True</td>\n",
       "      <td>0 days 04:30:00</td>\n",
       "      <td>0 days 08:30:00</td>\n",
       "      <td>0 days 08:30:00</td>\n",
       "      <td>0 days 05:30:00</td>\n",
       "      <td>0 days 08:00:00</td>\n",
       "      <td>0 days 08:00:00</td>\n",
       "      <td>0 days 08:00:00</td>\n",
       "      <td>0 days 08:30:00</td>\n",
       "      <td>0 days 08:30:00</td>\n",
       "      <td>0 days 07:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2022-01-01 12:00:00</td>\n",
       "      <td>1.641024e+09</td>\n",
       "      <td>2022-01-01 22:00:00</td>\n",
       "      <td>1.641060e+09</td>\n",
       "      <td>True</td>\n",
       "      <td>0 days 04:00:00</td>\n",
       "      <td>0 days 06:00:00</td>\n",
       "      <td>0 days 06:00:00</td>\n",
       "      <td>0 days 00:00:00</td>\n",
       "      <td>0 days 00:00:00</td>\n",
       "      <td>0 days 06:00:00</td>\n",
       "      <td>0 days 06:00:00</td>\n",
       "      <td>0 days 06:00:00</td>\n",
       "      <td>0 days 06:00:00</td>\n",
       "      <td>0 days 06:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2022-01-01 10:00:00</td>\n",
       "      <td>1.641017e+09</td>\n",
       "      <td>2022-01-01 14:00:00</td>\n",
       "      <td>1.641031e+09</td>\n",
       "      <td>False</td>\n",
       "      <td>0 days 00:00:00</td>\n",
       "      <td>0 days 04:00:00</td>\n",
       "      <td>0 days 04:00:00</td>\n",
       "      <td>0 days 00:00:00</td>\n",
       "      <td>0 days 04:00:00</td>\n",
       "      <td>0 days 04:00:00</td>\n",
       "      <td>0 days 04:00:00</td>\n",
       "      <td>0 days 04:00:00</td>\n",
       "      <td>0 days 04:00:00</td>\n",
       "      <td>0 days 04:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2022-01-01 12:00:00</td>\n",
       "      <td>1.641024e+09</td>\n",
       "      <td>2022-01-01 21:00:00</td>\n",
       "      <td>1.641056e+09</td>\n",
       "      <td>True</td>\n",
       "      <td>0 days 05:00:00</td>\n",
       "      <td>0 days 04:00:00</td>\n",
       "      <td>0 days 04:00:00</td>\n",
       "      <td>0 days 00:00:00</td>\n",
       "      <td>0 days 00:00:00</td>\n",
       "      <td>0 days 02:00:00</td>\n",
       "      <td>0 days 02:00:00</td>\n",
       "      <td>0 days 04:00:00</td>\n",
       "      <td>0 days 02:00:00</td>\n",
       "      <td>0 days 04:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2022-01-01 09:00:00</td>\n",
       "      <td>1.641013e+09</td>\n",
       "      <td>2022-01-01 23:45:00</td>\n",
       "      <td>1.641066e+09</td>\n",
       "      <td>False</td>\n",
       "      <td>0 days 00:00:00</td>\n",
       "      <td>0 days 12:00:00</td>\n",
       "      <td>0 days 08:00:00</td>\n",
       "      <td>0 days 00:00:00</td>\n",
       "      <td>0 days 07:00:00</td>\n",
       "      <td>0 days 07:00:00</td>\n",
       "      <td>0 days 12:00:00</td>\n",
       "      <td>0 days 12:00:00</td>\n",
       "      <td>0 days 07:00:00</td>\n",
       "      <td>0 days 08:00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        min_open_dttm  min_open_sec      max_close_dttm  max_close_sec  \\\n",
       "5 2022-01-01 09:00:00  1.641013e+09 2022-01-01 22:00:00   1.641060e+09   \n",
       "6 2022-01-01 12:00:00  1.641024e+09 2022-01-01 22:00:00   1.641060e+09   \n",
       "7 2022-01-01 10:00:00  1.641017e+09 2022-01-01 14:00:00   1.641031e+09   \n",
       "8 2022-01-01 12:00:00  1.641024e+09 2022-01-01 21:00:00   1.641056e+09   \n",
       "9 2022-01-01 09:00:00  1.641013e+09 2022-01-01 23:45:00   1.641066e+09   \n",
       "\n",
       "   break_flg max_break_hours max_no_weekend_hours max_weekend_hours  \\\n",
       "5       True 0 days 04:30:00      0 days 08:30:00   0 days 08:30:00   \n",
       "6       True 0 days 04:00:00      0 days 06:00:00   0 days 06:00:00   \n",
       "7      False 0 days 00:00:00      0 days 04:00:00   0 days 04:00:00   \n",
       "8       True 0 days 05:00:00      0 days 04:00:00   0 days 04:00:00   \n",
       "9      False 0 days 00:00:00      0 days 12:00:00   0 days 08:00:00   \n",
       "\n",
       "   open_mon_hours  open_tue_hours  open_wed_hours  open_thu_hours  \\\n",
       "5 0 days 05:30:00 0 days 08:00:00 0 days 08:00:00 0 days 08:00:00   \n",
       "6 0 days 00:00:00 0 days 00:00:00 0 days 06:00:00 0 days 06:00:00   \n",
       "7 0 days 00:00:00 0 days 04:00:00 0 days 04:00:00 0 days 04:00:00   \n",
       "8 0 days 00:00:00 0 days 00:00:00 0 days 02:00:00 0 days 02:00:00   \n",
       "9 0 days 00:00:00 0 days 07:00:00 0 days 07:00:00 0 days 12:00:00   \n",
       "\n",
       "   open_fri_hours  open_sat_hours  open_sun_hours  \n",
       "5 0 days 08:30:00 0 days 08:30:00 0 days 07:00:00  \n",
       "6 0 days 06:00:00 0 days 06:00:00 0 days 06:00:00  \n",
       "7 0 days 04:00:00 0 days 04:00:00 0 days 04:00:00  \n",
       "8 0 days 04:00:00 0 days 02:00:00 0 days 04:00:00  \n",
       "9 0 days 12:00:00 0 days 07:00:00 0 days 08:00:00  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_schedule = df_upd[['restaurant_link','original_open_hours', 'country']].dropna()\n",
    "df_schedule2 = df_schedule['original_open_hours'].apply(lambda x: pd.Series(new_schedule_parameters(dict_by_cell(x))))\n",
    "df_schedule2.head(5)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "83a3fcf8",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>restaurant_link</th>\n",
       "      <th>country</th>\n",
       "      <th>min_open_dttm</th>\n",
       "      <th>min_open_sec</th>\n",
       "      <th>max_close_dttm</th>\n",
       "      <th>max_close_sec</th>\n",
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       "      <th>max_break_hours</th>\n",
       "      <th>max_no_weekend_hours</th>\n",
       "      <th>max_weekend_hours</th>\n",
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       "      <th>open_tue_hours</th>\n",
       "      <th>open_wed_hours</th>\n",
       "      <th>open_thu_hours</th>\n",
       "      <th>open_fri_hours</th>\n",
       "      <th>open_sat_hours</th>\n",
       "      <th>open_sun_hours</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>5</th>\n",
       "      <td>g10029260-d6605477</td>\n",
       "      <td>France</td>\n",
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       "      <td>1.641013e+09</td>\n",
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       "      <td>1.641024e+09</td>\n",
       "      <td>2022-01-01 22:00:00</td>\n",
       "      <td>1.641060e+09</td>\n",
       "      <td>True</td>\n",
       "      <td>0 days 04:00:00</td>\n",
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       "      <td>0 days 00:00:00</td>\n",
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       "      <td>0 days 06:00:00</td>\n",
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       "    </tr>\n",
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       "      <th>7</th>\n",
       "      <td>g10029907-d8079764</td>\n",
       "      <td>France</td>\n",
       "      <td>2022-01-01 10:00:00</td>\n",
       "      <td>1.641017e+09</td>\n",
       "      <td>2022-01-01 14:00:00</td>\n",
       "      <td>1.641031e+09</td>\n",
       "      <td>False</td>\n",
       "      <td>0 days 00:00:00</td>\n",
       "      <td>0 days 04:00:00</td>\n",
       "      <td>0 days 04:00:00</td>\n",
       "      <td>0 days 00:00:00</td>\n",
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       "      <td>0 days 04:00:00</td>\n",
       "      <td>0 days 04:00:00</td>\n",
       "      <td>0 days 04:00:00</td>\n",
       "      <td>0 days 04:00:00</td>\n",
       "      <td>0 days 04:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>g10036850-d8414223</td>\n",
       "      <td>France</td>\n",
       "      <td>2022-01-01 12:00:00</td>\n",
       "      <td>1.641024e+09</td>\n",
       "      <td>2022-01-01 21:00:00</td>\n",
       "      <td>1.641056e+09</td>\n",
       "      <td>True</td>\n",
       "      <td>0 days 05:00:00</td>\n",
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       "      <td>0 days 04:00:00</td>\n",
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       "      <td>0 days 02:00:00</td>\n",
       "      <td>0 days 04:00:00</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>g10054961-d3387712</td>\n",
       "      <td>France</td>\n",
       "      <td>2022-01-01 09:00:00</td>\n",
       "      <td>1.641013e+09</td>\n",
       "      <td>2022-01-01 23:45:00</td>\n",
       "      <td>1.641066e+09</td>\n",
       "      <td>False</td>\n",
       "      <td>0 days 00:00:00</td>\n",
       "      <td>0 days 12:00:00</td>\n",
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       "      <td>0 days 07:00:00</td>\n",
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       "      <td>0 days 12:00:00</td>\n",
       "      <td>0 days 07:00:00</td>\n",
       "      <td>0 days 08:00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       restaurant_link country       min_open_dttm  min_open_sec  \\\n",
       "5   g10029260-d6605477  France 2022-01-01 09:00:00  1.641013e+09   \n",
       "6  g10029907-d17781655  France 2022-01-01 12:00:00  1.641024e+09   \n",
       "7   g10029907-d8079764  France 2022-01-01 10:00:00  1.641017e+09   \n",
       "8   g10036850-d8414223  France 2022-01-01 12:00:00  1.641024e+09   \n",
       "9   g10054961-d3387712  France 2022-01-01 09:00:00  1.641013e+09   \n",
       "\n",
       "       max_close_dttm  max_close_sec  break_flg max_break_hours  \\\n",
       "5 2022-01-01 22:00:00   1.641060e+09       True 0 days 04:30:00   \n",
       "6 2022-01-01 22:00:00   1.641060e+09       True 0 days 04:00:00   \n",
       "7 2022-01-01 14:00:00   1.641031e+09      False 0 days 00:00:00   \n",
       "8 2022-01-01 21:00:00   1.641056e+09       True 0 days 05:00:00   \n",
       "9 2022-01-01 23:45:00   1.641066e+09      False 0 days 00:00:00   \n",
       "\n",
       "  max_no_weekend_hours max_weekend_hours  open_mon_hours  open_tue_hours  \\\n",
       "5      0 days 08:30:00   0 days 08:30:00 0 days 05:30:00 0 days 08:00:00   \n",
       "6      0 days 06:00:00   0 days 06:00:00 0 days 00:00:00 0 days 00:00:00   \n",
       "7      0 days 04:00:00   0 days 04:00:00 0 days 00:00:00 0 days 04:00:00   \n",
       "8      0 days 04:00:00   0 days 04:00:00 0 days 00:00:00 0 days 00:00:00   \n",
       "9      0 days 12:00:00   0 days 08:00:00 0 days 00:00:00 0 days 07:00:00   \n",
       "\n",
       "   open_wed_hours  open_thu_hours  open_fri_hours  open_sat_hours  \\\n",
       "5 0 days 08:00:00 0 days 08:00:00 0 days 08:30:00 0 days 08:30:00   \n",
       "6 0 days 06:00:00 0 days 06:00:00 0 days 06:00:00 0 days 06:00:00   \n",
       "7 0 days 04:00:00 0 days 04:00:00 0 days 04:00:00 0 days 04:00:00   \n",
       "8 0 days 02:00:00 0 days 02:00:00 0 days 04:00:00 0 days 02:00:00   \n",
       "9 0 days 07:00:00 0 days 12:00:00 0 days 12:00:00 0 days 07:00:00   \n",
       "\n",
       "   open_sun_hours  \n",
       "5 0 days 07:00:00  \n",
       "6 0 days 06:00:00  \n",
       "7 0 days 04:00:00  \n",
       "8 0 days 04:00:00  \n",
       "9 0 days 08:00:00  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_schedule4 = df_upd[['restaurant_link', 'country']].merge(\n",
    "    df_schedule2,\n",
    "    left_index=True, right_index=True\n",
    ")\n",
    "df_schedule4.head(5)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "3cc32346",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>restaurant_link</th>\n",
       "      <th>restaurant_name</th>\n",
       "      <th>country</th>\n",
       "      <th>region</th>\n",
       "      <th>province</th>\n",
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       "      <th>claimed</th>\n",
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       "      <th>...</th>\n",
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       "      <th>max_no_weekend_hours</th>\n",
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       "      <th>open_sat_hours</th>\n",
       "      <th>open_sun_hours</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <td>g10001637-d10002227</td>\n",
       "      <td>Le 147</td>\n",
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       "      <td>Haute-Vienne</td>\n",
       "      <td>Saint-Jouvent</td>\n",
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       "      <td>1.169131</td>\n",
       "      <td>Claimed</td>\n",
       "      <td>€</td>\n",
       "      <td>...</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
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       "      <td>NaT</td>\n",
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       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>g10001637-d14975787</td>\n",
       "      <td>Le Saint Jouvent</td>\n",
       "      <td>France</td>\n",
       "      <td>Nouvelle-Aquitaine</td>\n",
       "      <td>Haute-Vienne</td>\n",
       "      <td>Saint-Jouvent</td>\n",
       "      <td>45.957040</td>\n",
       "      <td>1.205480</td>\n",
       "      <td>Unclaimed</td>\n",
       "      <td>€</td>\n",
       "      <td>...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>g10002858-d4586832</td>\n",
       "      <td>Au Bout du Pont</td>\n",
       "      <td>France</td>\n",
       "      <td>Centre-Val de Loire</td>\n",
       "      <td>Berry</td>\n",
       "      <td>Rivarennes</td>\n",
       "      <td>46.635895</td>\n",
       "      <td>1.386133</td>\n",
       "      <td>Claimed</td>\n",
       "      <td>€</td>\n",
       "      <td>...</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>g10002986-d3510044</td>\n",
       "      <td>Le Relais de Naiade</td>\n",
       "      <td>France</td>\n",
       "      <td>Nouvelle-Aquitaine</td>\n",
       "      <td>Correze</td>\n",
       "      <td>Lacelle</td>\n",
       "      <td>45.642610</td>\n",
       "      <td>1.824460</td>\n",
       "      <td>Claimed</td>\n",
       "      <td>€</td>\n",
       "      <td>...</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>g10022428-d9767191</td>\n",
       "      <td>Relais Du MontSeigne</td>\n",
       "      <td>France</td>\n",
       "      <td>Occitanie</td>\n",
       "      <td>Aveyron</td>\n",
       "      <td>Saint-Laurent-de-Levezou</td>\n",
       "      <td>44.208860</td>\n",
       "      <td>2.960470</td>\n",
       "      <td>Unclaimed</td>\n",
       "      <td>€€-€€€</td>\n",
       "      <td>...</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083392</th>\n",
       "      <td>g9710275-d10770782</td>\n",
       "      <td>Complex Popas Pacurari</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Northeast Romania</td>\n",
       "      <td>Iasi County</td>\n",
       "      <td>NaN</td>\n",
       "      <td>47.172950</td>\n",
       "      <td>27.519110</td>\n",
       "      <td>Unclaimed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0 days</td>\n",
       "      <td>0 days 12:00:00</td>\n",
       "      <td>0 days 12:00:00</td>\n",
       "      <td>0 days 12:00:00</td>\n",
       "      <td>0 days 12:00:00</td>\n",
       "      <td>0 days 12:00:00</td>\n",
       "      <td>0 days 12:00:00</td>\n",
       "      <td>0 days 12:00:00</td>\n",
       "      <td>0 days 12:00:00</td>\n",
       "      <td>0 days 12:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083393</th>\n",
       "      <td>g9716321-d15026574</td>\n",
       "      <td>Casa Pastravarului DORIPESCO</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Transylvania</td>\n",
       "      <td>Brasov County</td>\n",
       "      <td>Apata</td>\n",
       "      <td>45.904423</td>\n",
       "      <td>25.470509</td>\n",
       "      <td>Claimed</td>\n",
       "      <td>€€-€€€</td>\n",
       "      <td>...</td>\n",
       "      <td>0 days</td>\n",
       "      <td>0 days 14:00:00</td>\n",
       "      <td>0 days 14:00:00</td>\n",
       "      <td>0 days 14:00:00</td>\n",
       "      <td>0 days 14:00:00</td>\n",
       "      <td>0 days 14:00:00</td>\n",
       "      <td>0 days 14:00:00</td>\n",
       "      <td>0 days 14:00:00</td>\n",
       "      <td>0 days 14:00:00</td>\n",
       "      <td>0 days 14:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083394</th>\n",
       "      <td>g9722813-d15891057</td>\n",
       "      <td>Hanul Tentea</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Transylvania</td>\n",
       "      <td>Maramures County</td>\n",
       "      <td>Sacel</td>\n",
       "      <td>47.631920</td>\n",
       "      <td>24.450910</td>\n",
       "      <td>Unclaimed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083395</th>\n",
       "      <td>g9726871-d21391722</td>\n",
       "      <td>Casa Paduraru</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Southern Romania</td>\n",
       "      <td>Arges County</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44.918950</td>\n",
       "      <td>24.867634</td>\n",
       "      <td>Claimed</td>\n",
       "      <td>€</td>\n",
       "      <td>...</td>\n",
       "      <td>0 days</td>\n",
       "      <td>0 days 11:00:00</td>\n",
       "      <td>0 days 00:00:00</td>\n",
       "      <td>0 days 11:00:00</td>\n",
       "      <td>0 days 11:00:00</td>\n",
       "      <td>0 days 11:00:00</td>\n",
       "      <td>0 days 11:00:00</td>\n",
       "      <td>0 days 11:00:00</td>\n",
       "      <td>0 days 00:00:00</td>\n",
       "      <td>0 days 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083396</th>\n",
       "      <td>g9867250-d14979687</td>\n",
       "      <td>Pastravaria Alina Sarbi</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Transylvania</td>\n",
       "      <td>Maramures County</td>\n",
       "      <td>Budesti</td>\n",
       "      <td>47.752220</td>\n",
       "      <td>23.938343</td>\n",
       "      <td>Unclaimed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaT</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1083397 rows × 68 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             restaurant_link               restaurant_name  country  \\\n",
       "0        g10001637-d10002227                        Le 147   France   \n",
       "1        g10001637-d14975787              Le Saint Jouvent   France   \n",
       "2         g10002858-d4586832               Au Bout du Pont   France   \n",
       "3         g10002986-d3510044           Le Relais de Naiade   France   \n",
       "4         g10022428-d9767191          Relais Du MontSeigne   France   \n",
       "...                      ...                           ...      ...   \n",
       "1083392   g9710275-d10770782        Complex Popas Pacurari  Romania   \n",
       "1083393   g9716321-d15026574  Casa Pastravarului DORIPESCO  Romania   \n",
       "1083394   g9722813-d15891057                  Hanul Tentea  Romania   \n",
       "1083395   g9726871-d21391722                 Casa Paduraru  Romania   \n",
       "1083396   g9867250-d14979687       Pastravaria Alina Sarbi  Romania   \n",
       "\n",
       "                      region          province                      city  \\\n",
       "0         Nouvelle-Aquitaine      Haute-Vienne             Saint-Jouvent   \n",
       "1         Nouvelle-Aquitaine      Haute-Vienne             Saint-Jouvent   \n",
       "2        Centre-Val de Loire             Berry                Rivarennes   \n",
       "3         Nouvelle-Aquitaine           Correze                   Lacelle   \n",
       "4                  Occitanie           Aveyron  Saint-Laurent-de-Levezou   \n",
       "...                      ...               ...                       ...   \n",
       "1083392    Northeast Romania       Iasi County                       NaN   \n",
       "1083393         Transylvania     Brasov County                     Apata   \n",
       "1083394         Transylvania  Maramures County                     Sacel   \n",
       "1083395     Southern Romania      Arges County                       NaN   \n",
       "1083396         Transylvania  Maramures County                   Budesti   \n",
       "\n",
       "          latitude  longitude    claimed price_level  ... max_break_hours  \\\n",
       "0        45.961674   1.169131    Claimed           €  ...             NaT   \n",
       "1        45.957040   1.205480  Unclaimed           €  ...             NaT   \n",
       "2        46.635895   1.386133    Claimed           €  ...             NaT   \n",
       "3        45.642610   1.824460    Claimed           €  ...             NaT   \n",
       "4        44.208860   2.960470  Unclaimed      €€-€€€  ...             NaT   \n",
       "...            ...        ...        ...         ...  ...             ...   \n",
       "1083392  47.172950  27.519110  Unclaimed         NaN  ...          0 days   \n",
       "1083393  45.904423  25.470509    Claimed      €€-€€€  ...          0 days   \n",
       "1083394  47.631920  24.450910  Unclaimed         NaN  ...             NaT   \n",
       "1083395  44.918950  24.867634    Claimed           €  ...          0 days   \n",
       "1083396  47.752220  23.938343  Unclaimed         NaN  ...             NaT   \n",
       "\n",
       "        max_no_weekend_hours max_weekend_hours  open_mon_hours  \\\n",
       "0                        NaT               NaT             NaT   \n",
       "1                        NaT               NaT             NaT   \n",
       "2                        NaT               NaT             NaT   \n",
       "3                        NaT               NaT             NaT   \n",
       "4                        NaT               NaT             NaT   \n",
       "...                      ...               ...             ...   \n",
       "1083392      0 days 12:00:00   0 days 12:00:00 0 days 12:00:00   \n",
       "1083393      0 days 14:00:00   0 days 14:00:00 0 days 14:00:00   \n",
       "1083394                  NaT               NaT             NaT   \n",
       "1083395      0 days 11:00:00   0 days 00:00:00 0 days 11:00:00   \n",
       "1083396                  NaT               NaT             NaT   \n",
       "\n",
       "         open_tue_hours  open_wed_hours  open_thu_hours  open_fri_hours  \\\n",
       "0                   NaT             NaT             NaT             NaT   \n",
       "1                   NaT             NaT             NaT             NaT   \n",
       "2                   NaT             NaT             NaT             NaT   \n",
       "3                   NaT             NaT             NaT             NaT   \n",
       "4                   NaT             NaT             NaT             NaT   \n",
       "...                 ...             ...             ...             ...   \n",
       "1083392 0 days 12:00:00 0 days 12:00:00 0 days 12:00:00 0 days 12:00:00   \n",
       "1083393 0 days 14:00:00 0 days 14:00:00 0 days 14:00:00 0 days 14:00:00   \n",
       "1083394             NaT             NaT             NaT             NaT   \n",
       "1083395 0 days 11:00:00 0 days 11:00:00 0 days 11:00:00 0 days 11:00:00   \n",
       "1083396             NaT             NaT             NaT             NaT   \n",
       "\n",
       "         open_sat_hours  open_sun_hours  \n",
       "0                   NaT             NaT  \n",
       "1                   NaT             NaT  \n",
       "2                   NaT             NaT  \n",
       "3                   NaT             NaT  \n",
       "4                   NaT             NaT  \n",
       "...                 ...             ...  \n",
       "1083392 0 days 12:00:00 0 days 12:00:00  \n",
       "1083393 0 days 14:00:00 0 days 14:00:00  \n",
       "1083394             NaT             NaT  \n",
       "1083395 0 days 00:00:00 0 days 00:00:00  \n",
       "1083396             NaT             NaT  \n",
       "\n",
       "[1083397 rows x 68 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df_upd = df_upd.join(df_schedule4.set_index('restaurant_link'), on='restaurant_link')\n",
    "df_upd = pd.merge(df_upd, df_schedule4,  how='left', left_on=['restaurant_link','country'], right_on = ['restaurant_link','country'])\n",
    "\n",
    "# df_upd = df_upd.drop(['original_open_hours'], axis=1)\n",
    "df_upd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "bf8802d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "ratio_parameters = ['vegetarian_friendly', 'vegan_options', 'gluten_free']\n",
    "\n",
    "for r in ratio_parameters:\n",
    "    df_upd[r].replace({\"N\": False, \"Y\": True}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "d33ac5f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# df['cuisines'].value_counts()\n",
    "\n",
    "df_upd['cuisines_2'] = df_upd['cuisines'].str.split(', ')\n",
    "# cuisines_list = list(set().union(*df_upd['cuisines_2'].dropna()))\n",
    "\n",
    "# cuisines_list_2 = []\n",
    "# for cuisine in cuisines_list:\n",
    "#     cuisines_list_2.append([cuisine, df['cuisines_2'].dropna().map(set([cuisine]).issubset).fillna(False).value_counts()[True]])\n",
    "\n",
    "# cuisines_list_2 = sorted(cuisines_list_2, key=lambda x: x[1], reverse=True)\n",
    "# cuisines_list_2\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "2dbb9ff6",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_upd_short = df_upd\n",
    "# list(df_upd_short)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7e2af0cc",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "4999a127",
   "metadata": {},
   "outputs": [],
   "source": [
    "# price anomalies\n",
    "\n",
    "# df_upd_short[df_upd_short['price_max'] > 10000][['restaurant_name', 'price_min', 'price_max']].dropna().sort_values('price_max')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "93fe9954",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8da86bea",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "c63f9528",
   "metadata": {},
   "outputs": [],
   "source": [
    "# df_upd_short.to_csv('tripadvisor_european_restaurants_upd_2.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1926d0b0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bbb73eff",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6592f83f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fd8b85f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "\n",
    "3. TO COLLECT DATASET WITH AGGREGATION BY COUNTRIES\n",
    "\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0fa8900b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "f92e5a6a",
   "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>country</th>\n",
       "      <th>restaurant_cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Austria</td>\n",
       "      <td>20487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>23711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>4469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Croatia</td>\n",
       "      <td>8375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>14844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>9485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Finland</td>\n",
       "      <td>7372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>France</td>\n",
       "      <td>155288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Germany</td>\n",
       "      <td>115333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Greece</td>\n",
       "      <td>33763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Hungary</td>\n",
       "      <td>7431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ireland</td>\n",
       "      <td>11203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Italy</td>\n",
       "      <td>224763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Poland</td>\n",
       "      <td>24698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>32592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Romania</td>\n",
       "      <td>7842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Slovakia</td>\n",
       "      <td>4251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Spain</td>\n",
       "      <td>157479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Sweden</td>\n",
       "      <td>18555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>The Netherlands</td>\n",
       "      <td>29792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>171664</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            country  restaurant_cnt\n",
       "0           Austria           20487\n",
       "1           Belgium           23711\n",
       "2          Bulgaria            4469\n",
       "3           Croatia            8375\n",
       "4    Czech Republic           14844\n",
       "5           Denmark            9485\n",
       "6           Finland            7372\n",
       "7            France          155288\n",
       "8           Germany          115333\n",
       "9            Greece           33763\n",
       "10          Hungary            7431\n",
       "11          Ireland           11203\n",
       "12            Italy          224763\n",
       "13           Poland           24698\n",
       "14         Portugal           32592\n",
       "15          Romania            7842\n",
       "16         Slovakia            4251\n",
       "17            Spain          157479\n",
       "18           Sweden           18555\n",
       "19  The Netherlands           29792\n",
       "20   United Kingdom          171664"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_base = df_upd_short.groupby(['country'])['restaurant_name'].count().reset_index().rename(columns={\"restaurant_name\": \"restaurant_cnt\"})\n",
    "df_base\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "97751dfa",
   "metadata": {},
   "outputs": [],
   "source": [
    "country_cuisine_corr = {}\n",
    "\n",
    "cuisines_list = list(set().union(*df_upd_short['cuisines_2'].dropna()))\n",
    "for c in cuisines_list:\n",
    "    country_cuisine_corr[c] = None\n",
    "\n",
    "country_cuisine_corr['Italian'] = 'Italy'\n",
    "country_cuisine_corr['French'] = 'France'\n",
    "country_cuisine_corr['Spanish'] = 'Spain'\n",
    "# country_cuisine_corr['British'] = 'England'\n",
    "country_cuisine_corr['British'] = 'United Kingdom'\n",
    "country_cuisine_corr['German'] = 'Germany'\n",
    "country_cuisine_corr['Greek'] = 'Greece'\n",
    "country_cuisine_corr['Portuguese'] = 'Portugal'\n",
    "country_cuisine_corr['Southern-Italian'] = 'Italy'\n",
    "country_cuisine_corr['Dutch'] = 'The Netherlands'\n",
    "country_cuisine_corr['Central-Italian'] = 'Italy'\n",
    "country_cuisine_corr['Belgian'] = 'Belgium'\n",
    "country_cuisine_corr['Austrian'] = 'Austria'\n",
    "country_cuisine_corr['Northern-Italian'] = 'Italy'\n",
    "country_cuisine_corr['Polish'] = 'Poland'\n",
    "country_cuisine_corr['Neapolitan'] = 'Italy'\n",
    "country_cuisine_corr['Irish'] = 'Ireland'\n",
    "country_cuisine_corr['Croatian'] = 'Croatia'\n",
    "country_cuisine_corr['Sicilian'] = 'Italy'\n",
    "country_cuisine_corr['Czech'] = 'Czech Republic'\n",
    "country_cuisine_corr['Swedish'] = 'Sweden'\n",
    "# country_cuisine_corr['Scottish'] = 'Scotland'\n",
    "country_cuisine_corr['Scottish'] = 'United Kingdom'\n",
    "country_cuisine_corr['Hungarian'] = 'Hungary'\n",
    "country_cuisine_corr['Romanian'] = 'Romania'\n",
    "country_cuisine_corr['Danish'] = 'Denmark'\n",
    "# country_cuisine_corr['Welsh'] = 'Wales'\n",
    "country_cuisine_corr['Welsh'] = 'United Kingdom'\n",
    "\n",
    "# without own cuisine:\n",
    "# Finland               7372\n",
    "# Bulgaria              4469\n",
    "# Slovakia              4251\n",
    "# Northern Ireland      3634\n",
    "\n",
    "country_cuisine_corr['Chinese'] = 'China'\n",
    "country_cuisine_corr['American'] = 'USA'\n",
    "country_cuisine_corr['Japanese'] = 'Japan'\n",
    "country_cuisine_corr['Deli'] = 'India'\n",
    "country_cuisine_corr['Turkish'] = 'Turkey'\n",
    "country_cuisine_corr['Thai'] = 'Thailand'\n",
    "country_cuisine_corr['Mexican'] = 'Mexico'\n",
    "country_cuisine_corr['Vietnamese'] = 'Viet Nam'\n",
    "# country_cuisine_corr['Tuscan'] = 'Italy'\n",
    "# country_cuisine_corr['Romana'] = ''\n",
    "\n",
    "from collections import Counter\n",
    "\n",
    "# количество ресторанов с указанными кухнями\n",
    "df_cuisines_2 = df_upd_short[['country','cuisines_2']].groupby(['country'])['cuisines_2'].count().reset_index().rename(columns={'cuisines_2':'cuisines_cnt'})\n",
    "df_base = df_base.join(df_cuisines_2.set_index('country'), on='country')\n",
    "\n",
    "# срез датасета с полями про кухню\n",
    "df_cuisines = df_upd_short[['restaurant_link','country','cuisines_2']]  # 'cuisines',\n",
    "# .sample(100000)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "fcc888ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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>country</th>\n",
       "      <th>restaurant_cnt</th>\n",
       "      <th>cuisines_cnt</th>\n",
       "      <th>cuisine_no_1</th>\n",
       "      <th>cuisine_no_2</th>\n",
       "      <th>cuisine_no_3</th>\n",
       "      <th>cuisine_no_1_cnt</th>\n",
       "      <th>cuisine_no_2_cnt</th>\n",
       "      <th>cuisine_no_3_cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Austria</td>\n",
       "      <td>20487</td>\n",
       "      <td>16760</td>\n",
       "      <td>European</td>\n",
       "      <td>Austrian</td>\n",
       "      <td>Central European</td>\n",
       "      <td>10582</td>\n",
       "      <td>9404</td>\n",
       "      <td>2743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>23711</td>\n",
       "      <td>20507</td>\n",
       "      <td>European</td>\n",
       "      <td>Belgian</td>\n",
       "      <td>French</td>\n",
       "      <td>11912</td>\n",
       "      <td>9992</td>\n",
       "      <td>4634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>4469</td>\n",
       "      <td>3851</td>\n",
       "      <td>European</td>\n",
       "      <td>Eastern European</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>1589</td>\n",
       "      <td>980</td>\n",
       "      <td>664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Croatia</td>\n",
       "      <td>8375</td>\n",
       "      <td>7608</td>\n",
       "      <td>European</td>\n",
       "      <td>Croatian</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>5348</td>\n",
       "      <td>5287</td>\n",
       "      <td>3529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>14844</td>\n",
       "      <td>11319</td>\n",
       "      <td>European</td>\n",
       "      <td>Czech</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>6271</td>\n",
       "      <td>5394</td>\n",
       "      <td>1939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>9485</td>\n",
       "      <td>7117</td>\n",
       "      <td>European</td>\n",
       "      <td>Danish</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>3186</td>\n",
       "      <td>2774</td>\n",
       "      <td>1288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Finland</td>\n",
       "      <td>7372</td>\n",
       "      <td>5802</td>\n",
       "      <td>European</td>\n",
       "      <td>Scandinavian</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>2125</td>\n",
       "      <td>1204</td>\n",
       "      <td>1179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>France</td>\n",
       "      <td>155288</td>\n",
       "      <td>132871</td>\n",
       "      <td>French</td>\n",
       "      <td>European</td>\n",
       "      <td>Italian</td>\n",
       "      <td>84643</td>\n",
       "      <td>31729</td>\n",
       "      <td>16140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Germany</td>\n",
       "      <td>115333</td>\n",
       "      <td>87491</td>\n",
       "      <td>German</td>\n",
       "      <td>European</td>\n",
       "      <td>Italian</td>\n",
       "      <td>32567</td>\n",
       "      <td>20365</td>\n",
       "      <td>15251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Greece</td>\n",
       "      <td>33763</td>\n",
       "      <td>30138</td>\n",
       "      <td>Greek</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>Seafood</td>\n",
       "      <td>22191</td>\n",
       "      <td>13886</td>\n",
       "      <td>5541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Hungary</td>\n",
       "      <td>7431</td>\n",
       "      <td>6282</td>\n",
       "      <td>European</td>\n",
       "      <td>Hungarian</td>\n",
       "      <td>Central European</td>\n",
       "      <td>3732</td>\n",
       "      <td>3288</td>\n",
       "      <td>1109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ireland</td>\n",
       "      <td>11203</td>\n",
       "      <td>9788</td>\n",
       "      <td>Irish</td>\n",
       "      <td>European</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>4580</td>\n",
       "      <td>2863</td>\n",
       "      <td>2446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Italy</td>\n",
       "      <td>224763</td>\n",
       "      <td>195924</td>\n",
       "      <td>Italian</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>Pizza</td>\n",
       "      <td>160924</td>\n",
       "      <td>58650</td>\n",
       "      <td>55432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Poland</td>\n",
       "      <td>24698</td>\n",
       "      <td>19033</td>\n",
       "      <td>European</td>\n",
       "      <td>Polish</td>\n",
       "      <td>Italian</td>\n",
       "      <td>10094</td>\n",
       "      <td>8865</td>\n",
       "      <td>3254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>32592</td>\n",
       "      <td>28680</td>\n",
       "      <td>European</td>\n",
       "      <td>Portuguese</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>21440</td>\n",
       "      <td>21352</td>\n",
       "      <td>6867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Romania</td>\n",
       "      <td>7842</td>\n",
       "      <td>6865</td>\n",
       "      <td>European</td>\n",
       "      <td>Romanian</td>\n",
       "      <td>Italian</td>\n",
       "      <td>3766</td>\n",
       "      <td>2748</td>\n",
       "      <td>1484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Slovakia</td>\n",
       "      <td>4251</td>\n",
       "      <td>3147</td>\n",
       "      <td>European</td>\n",
       "      <td>Central European</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>1368</td>\n",
       "      <td>630</td>\n",
       "      <td>599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Spain</td>\n",
       "      <td>157479</td>\n",
       "      <td>134965</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>European</td>\n",
       "      <td>85973</td>\n",
       "      <td>54333</td>\n",
       "      <td>23803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Sweden</td>\n",
       "      <td>18555</td>\n",
       "      <td>13384</td>\n",
       "      <td>European</td>\n",
       "      <td>Swedish</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>5319</td>\n",
       "      <td>4400</td>\n",
       "      <td>2038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>The Netherlands</td>\n",
       "      <td>29792</td>\n",
       "      <td>25588</td>\n",
       "      <td>European</td>\n",
       "      <td>Dutch</td>\n",
       "      <td>Seafood</td>\n",
       "      <td>15332</td>\n",
       "      <td>12410</td>\n",
       "      <td>4759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>171664</td>\n",
       "      <td>147174</td>\n",
       "      <td>British</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>Bar</td>\n",
       "      <td>64264</td>\n",
       "      <td>34735</td>\n",
       "      <td>28771</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            country  restaurant_cnt  cuisines_cnt cuisine_no_1  \\\n",
       "0           Austria           20487         16760     European   \n",
       "1           Belgium           23711         20507     European   \n",
       "2          Bulgaria            4469          3851     European   \n",
       "3           Croatia            8375          7608     European   \n",
       "4    Czech Republic           14844         11319     European   \n",
       "5           Denmark            9485          7117     European   \n",
       "6           Finland            7372          5802     European   \n",
       "7            France          155288        132871       French   \n",
       "8           Germany          115333         87491       German   \n",
       "9            Greece           33763         30138        Greek   \n",
       "10          Hungary            7431          6282     European   \n",
       "11          Ireland           11203          9788        Irish   \n",
       "12            Italy          224763        195924      Italian   \n",
       "13           Poland           24698         19033     European   \n",
       "14         Portugal           32592         28680     European   \n",
       "15          Romania            7842          6865     European   \n",
       "16         Slovakia            4251          3147     European   \n",
       "17            Spain          157479        134965      Spanish   \n",
       "18           Sweden           18555         13384     European   \n",
       "19  The Netherlands           29792         25588     European   \n",
       "20   United Kingdom          171664        147174      British   \n",
       "\n",
       "        cuisine_no_2      cuisine_no_3  cuisine_no_1_cnt  cuisine_no_2_cnt  \\\n",
       "0           Austrian  Central European             10582              9404   \n",
       "1            Belgian            French             11912              9992   \n",
       "2   Eastern European     Mediterranean              1589               980   \n",
       "3           Croatian     Mediterranean              5348              5287   \n",
       "4              Czech              Cafe              6271              5394   \n",
       "5             Danish              Cafe              3186              2774   \n",
       "6       Scandinavian              Cafe              2125              1204   \n",
       "7           European           Italian             84643             31729   \n",
       "8           European           Italian             32567             20365   \n",
       "9      Mediterranean           Seafood             22191             13886   \n",
       "10         Hungarian  Central European              3732              3288   \n",
       "11          European              Cafe              4580              2863   \n",
       "12     Mediterranean             Pizza            160924             58650   \n",
       "13            Polish           Italian             10094              8865   \n",
       "14        Portuguese     Mediterranean             21440             21352   \n",
       "15          Romanian           Italian              3766              2748   \n",
       "16  Central European              Cafe              1368               630   \n",
       "17     Mediterranean          European             85973             54333   \n",
       "18           Swedish              Cafe              5319              4400   \n",
       "19             Dutch           Seafood             15332             12410   \n",
       "20              Cafe               Bar             64264             34735   \n",
       "\n",
       "    cuisine_no_3_cnt  \n",
       "0               2743  \n",
       "1               4634  \n",
       "2                664  \n",
       "3               3529  \n",
       "4               1939  \n",
       "5               1288  \n",
       "6               1179  \n",
       "7              16140  \n",
       "8              15251  \n",
       "9               5541  \n",
       "10              1109  \n",
       "11              2446  \n",
       "12             55432  \n",
       "13              3254  \n",
       "14              6867  \n",
       "15              1484  \n",
       "16               599  \n",
       "17             23803  \n",
       "18              2038  \n",
       "19              4759  \n",
       "20             28771  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# довольно долго, минут 10\n",
    "\n",
    "# создание ячеек с топ-3(?) названиями кухонь и количеством ресторанов с ними для каждой страны\n",
    "df_cuisines_top = pd.DataFrame(df_cuisines.groupby('country')['cuisines_2'].sum()   # у каждой страны есть список названий с повторами\n",
    "        .apply(lambda x: \n",
    "               [a[0] for a in Counter(x).most_common(3)] + \n",
    "               [a[1] for a in Counter(x).most_common(3)]\n",
    "              ).tolist(),\n",
    "#         columns=['cuisine_no_1','cuisine_no_2','cuisine_no_3','cuisine_no_1_cnt','cuisine_no_2_cnt','cuisine_no_3_cnt']\n",
    "        columns =\n",
    "                ['cuisine_no_'+str(i) for i in range(1,3+1)] +\n",
    "                ['cuisine_no_'+str(i)+'_cnt' for i in range(1,3+1)]\n",
    "     )\n",
    "\n",
    "df_cuisines_top_ok = df_base.merge(\n",
    "    df_cuisines_top,\n",
    "    left_index=True, right_index=True\n",
    ")\n",
    "df_cuisines_top_ok\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9f6f5ca4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "1495e4f3",
   "metadata": {},
   "outputs": [
    {
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       "      <th>country</th>\n",
       "      <th>restaurant_cnt</th>\n",
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       "      <th>cuisine_no_3</th>\n",
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       "      <th>cuisine_no_3_cnt</th>\n",
       "      <th>cuisine_no_1_prt</th>\n",
       "      <th>cuisine_no_1_country</th>\n",
       "      <th>cuisine_no_2_prt</th>\n",
       "      <th>cuisine_no_2_country</th>\n",
       "      <th>cuisine_no_3_prt</th>\n",
       "      <th>cuisine_no_3_country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Austria</td>\n",
       "      <td>20487</td>\n",
       "      <td>16760</td>\n",
       "      <td>European</td>\n",
       "      <td>Austrian</td>\n",
       "      <td>Central European</td>\n",
       "      <td>10582</td>\n",
       "      <td>9404</td>\n",
       "      <td>2743</td>\n",
       "      <td>0.631384</td>\n",
       "      <td>None</td>\n",
       "      <td>0.561098</td>\n",
       "      <td>Austria</td>\n",
       "      <td>0.163663</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>23711</td>\n",
       "      <td>20507</td>\n",
       "      <td>European</td>\n",
       "      <td>Belgian</td>\n",
       "      <td>French</td>\n",
       "      <td>11912</td>\n",
       "      <td>9992</td>\n",
       "      <td>4634</td>\n",
       "      <td>0.580875</td>\n",
       "      <td>None</td>\n",
       "      <td>0.487248</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>0.225972</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>4469</td>\n",
       "      <td>3851</td>\n",
       "      <td>European</td>\n",
       "      <td>Eastern European</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>1589</td>\n",
       "      <td>980</td>\n",
       "      <td>664</td>\n",
       "      <td>0.412620</td>\n",
       "      <td>None</td>\n",
       "      <td>0.254479</td>\n",
       "      <td>None</td>\n",
       "      <td>0.172423</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Croatia</td>\n",
       "      <td>8375</td>\n",
       "      <td>7608</td>\n",
       "      <td>European</td>\n",
       "      <td>Croatian</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>5348</td>\n",
       "      <td>5287</td>\n",
       "      <td>3529</td>\n",
       "      <td>0.702944</td>\n",
       "      <td>None</td>\n",
       "      <td>0.694926</td>\n",
       "      <td>Croatia</td>\n",
       "      <td>0.463854</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>14844</td>\n",
       "      <td>11319</td>\n",
       "      <td>European</td>\n",
       "      <td>Czech</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>6271</td>\n",
       "      <td>5394</td>\n",
       "      <td>1939</td>\n",
       "      <td>0.554024</td>\n",
       "      <td>None</td>\n",
       "      <td>0.476544</td>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>0.171305</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>9485</td>\n",
       "      <td>7117</td>\n",
       "      <td>European</td>\n",
       "      <td>Danish</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>3186</td>\n",
       "      <td>2774</td>\n",
       "      <td>1288</td>\n",
       "      <td>0.447661</td>\n",
       "      <td>None</td>\n",
       "      <td>0.389771</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Finland</td>\n",
       "      <td>7372</td>\n",
       "      <td>5802</td>\n",
       "      <td>European</td>\n",
       "      <td>Scandinavian</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>2125</td>\n",
       "      <td>1204</td>\n",
       "      <td>1179</td>\n",
       "      <td>0.366253</td>\n",
       "      <td>None</td>\n",
       "      <td>0.207515</td>\n",
       "      <td>None</td>\n",
       "      <td>0.203206</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>France</td>\n",
       "      <td>155288</td>\n",
       "      <td>132871</td>\n",
       "      <td>French</td>\n",
       "      <td>European</td>\n",
       "      <td>Italian</td>\n",
       "      <td>84643</td>\n",
       "      <td>31729</td>\n",
       "      <td>16140</td>\n",
       "      <td>0.637031</td>\n",
       "      <td>France</td>\n",
       "      <td>0.238796</td>\n",
       "      <td>None</td>\n",
       "      <td>0.121471</td>\n",
       "      <td>Italy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Germany</td>\n",
       "      <td>115333</td>\n",
       "      <td>87491</td>\n",
       "      <td>German</td>\n",
       "      <td>European</td>\n",
       "      <td>Italian</td>\n",
       "      <td>32567</td>\n",
       "      <td>20365</td>\n",
       "      <td>15251</td>\n",
       "      <td>0.372233</td>\n",
       "      <td>Germany</td>\n",
       "      <td>0.232767</td>\n",
       "      <td>None</td>\n",
       "      <td>0.174315</td>\n",
       "      <td>Italy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Greece</td>\n",
       "      <td>33763</td>\n",
       "      <td>30138</td>\n",
       "      <td>Greek</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>Seafood</td>\n",
       "      <td>22191</td>\n",
       "      <td>13886</td>\n",
       "      <td>5541</td>\n",
       "      <td>0.736313</td>\n",
       "      <td>Greece</td>\n",
       "      <td>0.460747</td>\n",
       "      <td>None</td>\n",
       "      <td>0.183854</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Hungary</td>\n",
       "      <td>7431</td>\n",
       "      <td>6282</td>\n",
       "      <td>European</td>\n",
       "      <td>Hungarian</td>\n",
       "      <td>Central European</td>\n",
       "      <td>3732</td>\n",
       "      <td>3288</td>\n",
       "      <td>1109</td>\n",
       "      <td>0.594078</td>\n",
       "      <td>None</td>\n",
       "      <td>0.523400</td>\n",
       "      <td>Hungary</td>\n",
       "      <td>0.176536</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ireland</td>\n",
       "      <td>11203</td>\n",
       "      <td>9788</td>\n",
       "      <td>Irish</td>\n",
       "      <td>European</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>4580</td>\n",
       "      <td>2863</td>\n",
       "      <td>2446</td>\n",
       "      <td>0.467920</td>\n",
       "      <td>Ireland</td>\n",
       "      <td>0.292501</td>\n",
       "      <td>None</td>\n",
       "      <td>0.249898</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Italy</td>\n",
       "      <td>224763</td>\n",
       "      <td>195924</td>\n",
       "      <td>Italian</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>Pizza</td>\n",
       "      <td>160924</td>\n",
       "      <td>58650</td>\n",
       "      <td>55432</td>\n",
       "      <td>0.821359</td>\n",
       "      <td>Italy</td>\n",
       "      <td>0.299351</td>\n",
       "      <td>None</td>\n",
       "      <td>0.282926</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Poland</td>\n",
       "      <td>24698</td>\n",
       "      <td>19033</td>\n",
       "      <td>European</td>\n",
       "      <td>Polish</td>\n",
       "      <td>Italian</td>\n",
       "      <td>10094</td>\n",
       "      <td>8865</td>\n",
       "      <td>3254</td>\n",
       "      <td>0.530342</td>\n",
       "      <td>None</td>\n",
       "      <td>0.465770</td>\n",
       "      <td>Poland</td>\n",
       "      <td>0.170966</td>\n",
       "      <td>Italy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>32592</td>\n",
       "      <td>28680</td>\n",
       "      <td>European</td>\n",
       "      <td>Portuguese</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>21440</td>\n",
       "      <td>21352</td>\n",
       "      <td>6867</td>\n",
       "      <td>0.747559</td>\n",
       "      <td>None</td>\n",
       "      <td>0.744491</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>0.239435</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Romania</td>\n",
       "      <td>7842</td>\n",
       "      <td>6865</td>\n",
       "      <td>European</td>\n",
       "      <td>Romanian</td>\n",
       "      <td>Italian</td>\n",
       "      <td>3766</td>\n",
       "      <td>2748</td>\n",
       "      <td>1484</td>\n",
       "      <td>0.548580</td>\n",
       "      <td>None</td>\n",
       "      <td>0.400291</td>\n",
       "      <td>Romania</td>\n",
       "      <td>0.216169</td>\n",
       "      <td>Italy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Slovakia</td>\n",
       "      <td>4251</td>\n",
       "      <td>3147</td>\n",
       "      <td>European</td>\n",
       "      <td>Central European</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>1368</td>\n",
       "      <td>630</td>\n",
       "      <td>599</td>\n",
       "      <td>0.434700</td>\n",
       "      <td>None</td>\n",
       "      <td>0.200191</td>\n",
       "      <td>None</td>\n",
       "      <td>0.190340</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Spain</td>\n",
       "      <td>157479</td>\n",
       "      <td>134965</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>European</td>\n",
       "      <td>85973</td>\n",
       "      <td>54333</td>\n",
       "      <td>23803</td>\n",
       "      <td>0.637002</td>\n",
       "      <td>Spain</td>\n",
       "      <td>0.402571</td>\n",
       "      <td>None</td>\n",
       "      <td>0.176364</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Sweden</td>\n",
       "      <td>18555</td>\n",
       "      <td>13384</td>\n",
       "      <td>European</td>\n",
       "      <td>Swedish</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>5319</td>\n",
       "      <td>4400</td>\n",
       "      <td>2038</td>\n",
       "      <td>0.397415</td>\n",
       "      <td>None</td>\n",
       "      <td>0.328751</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>0.152271</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>The Netherlands</td>\n",
       "      <td>29792</td>\n",
       "      <td>25588</td>\n",
       "      <td>European</td>\n",
       "      <td>Dutch</td>\n",
       "      <td>Seafood</td>\n",
       "      <td>15332</td>\n",
       "      <td>12410</td>\n",
       "      <td>4759</td>\n",
       "      <td>0.599187</td>\n",
       "      <td>None</td>\n",
       "      <td>0.484993</td>\n",
       "      <td>The Netherlands</td>\n",
       "      <td>0.185986</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>171664</td>\n",
       "      <td>147174</td>\n",
       "      <td>British</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>Bar</td>\n",
       "      <td>64264</td>\n",
       "      <td>34735</td>\n",
       "      <td>28771</td>\n",
       "      <td>0.436653</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>0.236013</td>\n",
       "      <td>None</td>\n",
       "      <td>0.195490</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            country  restaurant_cnt  cuisines_cnt cuisine_no_1  \\\n",
       "0           Austria           20487         16760     European   \n",
       "1           Belgium           23711         20507     European   \n",
       "2          Bulgaria            4469          3851     European   \n",
       "3           Croatia            8375          7608     European   \n",
       "4    Czech Republic           14844         11319     European   \n",
       "5           Denmark            9485          7117     European   \n",
       "6           Finland            7372          5802     European   \n",
       "7            France          155288        132871       French   \n",
       "8           Germany          115333         87491       German   \n",
       "9            Greece           33763         30138        Greek   \n",
       "10          Hungary            7431          6282     European   \n",
       "11          Ireland           11203          9788        Irish   \n",
       "12            Italy          224763        195924      Italian   \n",
       "13           Poland           24698         19033     European   \n",
       "14         Portugal           32592         28680     European   \n",
       "15          Romania            7842          6865     European   \n",
       "16         Slovakia            4251          3147     European   \n",
       "17            Spain          157479        134965      Spanish   \n",
       "18           Sweden           18555         13384     European   \n",
       "19  The Netherlands           29792         25588     European   \n",
       "20   United Kingdom          171664        147174      British   \n",
       "\n",
       "        cuisine_no_2      cuisine_no_3  cuisine_no_1_cnt  cuisine_no_2_cnt  \\\n",
       "0           Austrian  Central European             10582              9404   \n",
       "1            Belgian            French             11912              9992   \n",
       "2   Eastern European     Mediterranean              1589               980   \n",
       "3           Croatian     Mediterranean              5348              5287   \n",
       "4              Czech              Cafe              6271              5394   \n",
       "5             Danish              Cafe              3186              2774   \n",
       "6       Scandinavian              Cafe              2125              1204   \n",
       "7           European           Italian             84643             31729   \n",
       "8           European           Italian             32567             20365   \n",
       "9      Mediterranean           Seafood             22191             13886   \n",
       "10         Hungarian  Central European              3732              3288   \n",
       "11          European              Cafe              4580              2863   \n",
       "12     Mediterranean             Pizza            160924             58650   \n",
       "13            Polish           Italian             10094              8865   \n",
       "14        Portuguese     Mediterranean             21440             21352   \n",
       "15          Romanian           Italian              3766              2748   \n",
       "16  Central European              Cafe              1368               630   \n",
       "17     Mediterranean          European             85973             54333   \n",
       "18           Swedish              Cafe              5319              4400   \n",
       "19             Dutch           Seafood             15332             12410   \n",
       "20              Cafe               Bar             64264             34735   \n",
       "\n",
       "    cuisine_no_3_cnt  cuisine_no_1_prt cuisine_no_1_country  cuisine_no_2_prt  \\\n",
       "0               2743          0.631384                 None          0.561098   \n",
       "1               4634          0.580875                 None          0.487248   \n",
       "2                664          0.412620                 None          0.254479   \n",
       "3               3529          0.702944                 None          0.694926   \n",
       "4               1939          0.554024                 None          0.476544   \n",
       "5               1288          0.447661                 None          0.389771   \n",
       "6               1179          0.366253                 None          0.207515   \n",
       "7              16140          0.637031               France          0.238796   \n",
       "8              15251          0.372233              Germany          0.232767   \n",
       "9               5541          0.736313               Greece          0.460747   \n",
       "10              1109          0.594078                 None          0.523400   \n",
       "11              2446          0.467920              Ireland          0.292501   \n",
       "12             55432          0.821359                Italy          0.299351   \n",
       "13              3254          0.530342                 None          0.465770   \n",
       "14              6867          0.747559                 None          0.744491   \n",
       "15              1484          0.548580                 None          0.400291   \n",
       "16               599          0.434700                 None          0.200191   \n",
       "17             23803          0.637002                Spain          0.402571   \n",
       "18              2038          0.397415                 None          0.328751   \n",
       "19              4759          0.599187                 None          0.484993   \n",
       "20             28771          0.436653       United Kingdom          0.236013   \n",
       "\n",
       "   cuisine_no_2_country  cuisine_no_3_prt cuisine_no_3_country  \n",
       "0               Austria          0.163663                 None  \n",
       "1               Belgium          0.225972               France  \n",
       "2                  None          0.172423                 None  \n",
       "3               Croatia          0.463854                 None  \n",
       "4        Czech Republic          0.171305                 None  \n",
       "5               Denmark          0.180975                 None  \n",
       "6                  None          0.203206                 None  \n",
       "7                  None          0.121471                Italy  \n",
       "8                  None          0.174315                Italy  \n",
       "9                  None          0.183854                 None  \n",
       "10              Hungary          0.176536                 None  \n",
       "11                 None          0.249898                 None  \n",
       "12                 None          0.282926                 None  \n",
       "13               Poland          0.170966                Italy  \n",
       "14             Portugal          0.239435                 None  \n",
       "15              Romania          0.216169                Italy  \n",
       "16                 None          0.190340                 None  \n",
       "17                 None          0.176364                 None  \n",
       "18               Sweden          0.152271                 None  \n",
       "19      The Netherlands          0.185986                 None  \n",
       "20                 None          0.195490                 None  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_base = df_base.join(df_cuisines_top_ok.drop(['restaurant_cnt','cuisines_cnt'], axis=1).set_index('country'), on='country')\n",
    "# df_base\n",
    "\n",
    "for i in range(1, 3+1):\n",
    "    df_base['cuisine_no_'+str(i)+'_prt'] = df_base['cuisine_no_'+str(i)+'_cnt']/df_base['cuisines_cnt']\n",
    "#     df_base = df_base.drop(['cuisine_no_'+str(i)+'_cnt'], axis=1)\n",
    "    df_base['cuisine_no_'+str(i)+'_country'] = df_base['cuisine_no_'+str(i)].apply(lambda x: country_cuisine_corr[x])\n",
    "\n",
    "df_base"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "82a02929",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "8c988cbb",
   "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",
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       "\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>country</th>\n",
       "      <th>national_cuisine_cnt</th>\n",
       "      <th>restaurant_cnt</th>\n",
       "      <th>national_cuisine_prt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Austria</td>\n",
       "      <td>9404.0</td>\n",
       "      <td>20487.0</td>\n",
       "      <td>0.459023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>9992.0</td>\n",
       "      <td>23711.0</td>\n",
       "      <td>0.421408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Croatia</td>\n",
       "      <td>5287.0</td>\n",
       "      <td>8375.0</td>\n",
       "      <td>0.631284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>5394.0</td>\n",
       "      <td>14844.0</td>\n",
       "      <td>0.363379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>2774.0</td>\n",
       "      <td>9485.0</td>\n",
       "      <td>0.292462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>France</td>\n",
       "      <td>84643.0</td>\n",
       "      <td>155288.0</td>\n",
       "      <td>0.545071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Germany</td>\n",
       "      <td>32567.0</td>\n",
       "      <td>115333.0</td>\n",
       "      <td>0.282374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Greece</td>\n",
       "      <td>22191.0</td>\n",
       "      <td>33763.0</td>\n",
       "      <td>0.657258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Hungary</td>\n",
       "      <td>3288.0</td>\n",
       "      <td>7431.0</td>\n",
       "      <td>0.442471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Ireland</td>\n",
       "      <td>4580.0</td>\n",
       "      <td>11203.0</td>\n",
       "      <td>0.408819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Italy</td>\n",
       "      <td>205395.0</td>\n",
       "      <td>224763.0</td>\n",
       "      <td>0.913829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Poland</td>\n",
       "      <td>8865.0</td>\n",
       "      <td>24698.0</td>\n",
       "      <td>0.358936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>21352.0</td>\n",
       "      <td>32592.0</td>\n",
       "      <td>0.655130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Romania</td>\n",
       "      <td>2748.0</td>\n",
       "      <td>7842.0</td>\n",
       "      <td>0.350421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Spain</td>\n",
       "      <td>85973.0</td>\n",
       "      <td>157479.0</td>\n",
       "      <td>0.545933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Sweden</td>\n",
       "      <td>4400.0</td>\n",
       "      <td>18555.0</td>\n",
       "      <td>0.237133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>The Netherlands</td>\n",
       "      <td>12410.0</td>\n",
       "      <td>29792.0</td>\n",
       "      <td>0.416555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>70193.0</td>\n",
       "      <td>171664.0</td>\n",
       "      <td>0.408898</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            country  national_cuisine_cnt  restaurant_cnt  \\\n",
       "0           Austria                9404.0         20487.0   \n",
       "1           Belgium                9992.0         23711.0   \n",
       "2           Croatia                5287.0          8375.0   \n",
       "3    Czech Republic                5394.0         14844.0   \n",
       "4           Denmark                2774.0          9485.0   \n",
       "5            France               84643.0        155288.0   \n",
       "6           Germany               32567.0        115333.0   \n",
       "7            Greece               22191.0         33763.0   \n",
       "8           Hungary                3288.0          7431.0   \n",
       "9           Ireland                4580.0         11203.0   \n",
       "10            Italy              205395.0        224763.0   \n",
       "11           Poland                8865.0         24698.0   \n",
       "12         Portugal               21352.0         32592.0   \n",
       "13          Romania                2748.0          7842.0   \n",
       "14            Spain               85973.0        157479.0   \n",
       "15           Sweden                4400.0         18555.0   \n",
       "16  The Netherlands               12410.0         29792.0   \n",
       "17   United Kingdom               70193.0        171664.0   \n",
       "\n",
       "    national_cuisine_prt  \n",
       "0               0.459023  \n",
       "1               0.421408  \n",
       "2               0.631284  \n",
       "3               0.363379  \n",
       "4               0.292462  \n",
       "5               0.545071  \n",
       "6               0.282374  \n",
       "7               0.657258  \n",
       "8               0.442471  \n",
       "9               0.408819  \n",
       "10              0.913829  \n",
       "11              0.358936  \n",
       "12              0.655130  \n",
       "13              0.350421  \n",
       "14              0.545933  \n",
       "15              0.237133  \n",
       "16              0.416555  \n",
       "17              0.408898  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# ДОЛЯ НАЦИОНАЛЬНОЙ КУХНИ\n",
    "# довольно долго, минут 10\n",
    "\n",
    "df_base_test = df_upd_short.groupby(['country'])['restaurant_name'].count().reset_index().rename(columns={\"restaurant_name\": \"restaurant_cnt\"})\n",
    "df_cuisines_test = df_cuisines[['country','cuisines_2']]\n",
    "# .sample(10000)\n",
    "\n",
    "# все кухни\n",
    "df_all_cuisines = pd.DataFrame(df_cuisines_test.groupby('country')['cuisines_2'].sum()   # у каждой страны есть список названий с повторами\n",
    "        .apply(lambda x: Counter(x)).tolist()\n",
    "     )\n",
    "\n",
    "df_all_cuisines_ok = df_base_test.merge(\n",
    "    df_all_cuisines,\n",
    "    left_index=True, right_index=True\n",
    ")\n",
    "\n",
    "cuisines_list = list(df_all_cuisines_ok.drop(['country', 'restaurant_cnt'], axis=1))\n",
    "\n",
    "df_all_cuisines_ok2 = df_all_cuisines_ok.melt(id_vars = ['country', 'restaurant_cnt']).rename(columns={'variable': 'cuisine', 'value': 'cuisine_cnt'})\n",
    "df_all_cuisines_ok2 = df_all_cuisines_ok2[df_all_cuisines_ok2['cuisine_cnt'] > 0].reset_index().drop(['index'],axis=1)\n",
    "\n",
    "df_all_cuisines_ok3 = df_all_cuisines_ok2[df_all_cuisines_ok2['country'] == df_all_cuisines_ok2['cuisine'].apply(lambda x: country_cuisine_corr[x])]\n",
    "# df_all_cuisines_ok3\n",
    "\n",
    "# теперь надо просуммировать cuisine_cnt (из-за расщепления типа Italian)\n",
    "df_all_cuisines_ok4 = df_all_cuisines_ok3.groupby('country').agg({\n",
    "    'cuisine_cnt': 'sum', \n",
    "    'restaurant_cnt': 'mean'\n",
    "}).reset_index().rename(columns={'cuisine_cnt':'national_cuisine_cnt'})\n",
    "df_all_cuisines_ok4['national_cuisine_prt'] = df_all_cuisines_ok4['national_cuisine_cnt']/df_all_cuisines_ok4['restaurant_cnt']\n",
    "df_all_cuisines_ok4\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "76552565",
   "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>country</th>\n",
       "      <th>restaurant_cnt</th>\n",
       "      <th>cuisines_cnt</th>\n",
       "      <th>cuisine_no_1</th>\n",
       "      <th>cuisine_no_2</th>\n",
       "      <th>cuisine_no_3</th>\n",
       "      <th>cuisine_no_1_cnt</th>\n",
       "      <th>cuisine_no_2_cnt</th>\n",
       "      <th>cuisine_no_3_cnt</th>\n",
       "      <th>cuisine_no_1_prt</th>\n",
       "      <th>cuisine_no_1_country</th>\n",
       "      <th>cuisine_no_2_prt</th>\n",
       "      <th>cuisine_no_2_country</th>\n",
       "      <th>cuisine_no_3_prt</th>\n",
       "      <th>cuisine_no_3_country</th>\n",
       "      <th>national_cuisine_cnt</th>\n",
       "      <th>national_cuisine_prt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Austria</td>\n",
       "      <td>20487</td>\n",
       "      <td>16760</td>\n",
       "      <td>European</td>\n",
       "      <td>Austrian</td>\n",
       "      <td>Central European</td>\n",
       "      <td>10582</td>\n",
       "      <td>9404</td>\n",
       "      <td>2743</td>\n",
       "      <td>0.631384</td>\n",
       "      <td>None</td>\n",
       "      <td>0.561098</td>\n",
       "      <td>Austria</td>\n",
       "      <td>0.163663</td>\n",
       "      <td>None</td>\n",
       "      <td>9404.0</td>\n",
       "      <td>0.459023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>23711</td>\n",
       "      <td>20507</td>\n",
       "      <td>European</td>\n",
       "      <td>Belgian</td>\n",
       "      <td>French</td>\n",
       "      <td>11912</td>\n",
       "      <td>9992</td>\n",
       "      <td>4634</td>\n",
       "      <td>0.580875</td>\n",
       "      <td>None</td>\n",
       "      <td>0.487248</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>0.225972</td>\n",
       "      <td>France</td>\n",
       "      <td>9992.0</td>\n",
       "      <td>0.421408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>4469</td>\n",
       "      <td>3851</td>\n",
       "      <td>European</td>\n",
       "      <td>Eastern European</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>1589</td>\n",
       "      <td>980</td>\n",
       "      <td>664</td>\n",
       "      <td>0.412620</td>\n",
       "      <td>None</td>\n",
       "      <td>0.254479</td>\n",
       "      <td>None</td>\n",
       "      <td>0.172423</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Croatia</td>\n",
       "      <td>8375</td>\n",
       "      <td>7608</td>\n",
       "      <td>European</td>\n",
       "      <td>Croatian</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>5348</td>\n",
       "      <td>5287</td>\n",
       "      <td>3529</td>\n",
       "      <td>0.702944</td>\n",
       "      <td>None</td>\n",
       "      <td>0.694926</td>\n",
       "      <td>Croatia</td>\n",
       "      <td>0.463854</td>\n",
       "      <td>None</td>\n",
       "      <td>5287.0</td>\n",
       "      <td>0.631284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>14844</td>\n",
       "      <td>11319</td>\n",
       "      <td>European</td>\n",
       "      <td>Czech</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>6271</td>\n",
       "      <td>5394</td>\n",
       "      <td>1939</td>\n",
       "      <td>0.554024</td>\n",
       "      <td>None</td>\n",
       "      <td>0.476544</td>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>0.171305</td>\n",
       "      <td>None</td>\n",
       "      <td>5394.0</td>\n",
       "      <td>0.363379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>9485</td>\n",
       "      <td>7117</td>\n",
       "      <td>European</td>\n",
       "      <td>Danish</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>3186</td>\n",
       "      <td>2774</td>\n",
       "      <td>1288</td>\n",
       "      <td>0.447661</td>\n",
       "      <td>None</td>\n",
       "      <td>0.389771</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>None</td>\n",
       "      <td>2774.0</td>\n",
       "      <td>0.292462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Finland</td>\n",
       "      <td>7372</td>\n",
       "      <td>5802</td>\n",
       "      <td>European</td>\n",
       "      <td>Scandinavian</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>2125</td>\n",
       "      <td>1204</td>\n",
       "      <td>1179</td>\n",
       "      <td>0.366253</td>\n",
       "      <td>None</td>\n",
       "      <td>0.207515</td>\n",
       "      <td>None</td>\n",
       "      <td>0.203206</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>France</td>\n",
       "      <td>155288</td>\n",
       "      <td>132871</td>\n",
       "      <td>French</td>\n",
       "      <td>European</td>\n",
       "      <td>Italian</td>\n",
       "      <td>84643</td>\n",
       "      <td>31729</td>\n",
       "      <td>16140</td>\n",
       "      <td>0.637031</td>\n",
       "      <td>France</td>\n",
       "      <td>0.238796</td>\n",
       "      <td>None</td>\n",
       "      <td>0.121471</td>\n",
       "      <td>Italy</td>\n",
       "      <td>84643.0</td>\n",
       "      <td>0.545071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Germany</td>\n",
       "      <td>115333</td>\n",
       "      <td>87491</td>\n",
       "      <td>German</td>\n",
       "      <td>European</td>\n",
       "      <td>Italian</td>\n",
       "      <td>32567</td>\n",
       "      <td>20365</td>\n",
       "      <td>15251</td>\n",
       "      <td>0.372233</td>\n",
       "      <td>Germany</td>\n",
       "      <td>0.232767</td>\n",
       "      <td>None</td>\n",
       "      <td>0.174315</td>\n",
       "      <td>Italy</td>\n",
       "      <td>32567.0</td>\n",
       "      <td>0.282374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Greece</td>\n",
       "      <td>33763</td>\n",
       "      <td>30138</td>\n",
       "      <td>Greek</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>Seafood</td>\n",
       "      <td>22191</td>\n",
       "      <td>13886</td>\n",
       "      <td>5541</td>\n",
       "      <td>0.736313</td>\n",
       "      <td>Greece</td>\n",
       "      <td>0.460747</td>\n",
       "      <td>None</td>\n",
       "      <td>0.183854</td>\n",
       "      <td>None</td>\n",
       "      <td>22191.0</td>\n",
       "      <td>0.657258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Hungary</td>\n",
       "      <td>7431</td>\n",
       "      <td>6282</td>\n",
       "      <td>European</td>\n",
       "      <td>Hungarian</td>\n",
       "      <td>Central European</td>\n",
       "      <td>3732</td>\n",
       "      <td>3288</td>\n",
       "      <td>1109</td>\n",
       "      <td>0.594078</td>\n",
       "      <td>None</td>\n",
       "      <td>0.523400</td>\n",
       "      <td>Hungary</td>\n",
       "      <td>0.176536</td>\n",
       "      <td>None</td>\n",
       "      <td>3288.0</td>\n",
       "      <td>0.442471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ireland</td>\n",
       "      <td>11203</td>\n",
       "      <td>9788</td>\n",
       "      <td>Irish</td>\n",
       "      <td>European</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>4580</td>\n",
       "      <td>2863</td>\n",
       "      <td>2446</td>\n",
       "      <td>0.467920</td>\n",
       "      <td>Ireland</td>\n",
       "      <td>0.292501</td>\n",
       "      <td>None</td>\n",
       "      <td>0.249898</td>\n",
       "      <td>None</td>\n",
       "      <td>4580.0</td>\n",
       "      <td>0.408819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Italy</td>\n",
       "      <td>224763</td>\n",
       "      <td>195924</td>\n",
       "      <td>Italian</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>Pizza</td>\n",
       "      <td>160924</td>\n",
       "      <td>58650</td>\n",
       "      <td>55432</td>\n",
       "      <td>0.821359</td>\n",
       "      <td>Italy</td>\n",
       "      <td>0.299351</td>\n",
       "      <td>None</td>\n",
       "      <td>0.282926</td>\n",
       "      <td>None</td>\n",
       "      <td>205395.0</td>\n",
       "      <td>0.913829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Poland</td>\n",
       "      <td>24698</td>\n",
       "      <td>19033</td>\n",
       "      <td>European</td>\n",
       "      <td>Polish</td>\n",
       "      <td>Italian</td>\n",
       "      <td>10094</td>\n",
       "      <td>8865</td>\n",
       "      <td>3254</td>\n",
       "      <td>0.530342</td>\n",
       "      <td>None</td>\n",
       "      <td>0.465770</td>\n",
       "      <td>Poland</td>\n",
       "      <td>0.170966</td>\n",
       "      <td>Italy</td>\n",
       "      <td>8865.0</td>\n",
       "      <td>0.358936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>32592</td>\n",
       "      <td>28680</td>\n",
       "      <td>European</td>\n",
       "      <td>Portuguese</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>21440</td>\n",
       "      <td>21352</td>\n",
       "      <td>6867</td>\n",
       "      <td>0.747559</td>\n",
       "      <td>None</td>\n",
       "      <td>0.744491</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>0.239435</td>\n",
       "      <td>None</td>\n",
       "      <td>21352.0</td>\n",
       "      <td>0.655130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Romania</td>\n",
       "      <td>7842</td>\n",
       "      <td>6865</td>\n",
       "      <td>European</td>\n",
       "      <td>Romanian</td>\n",
       "      <td>Italian</td>\n",
       "      <td>3766</td>\n",
       "      <td>2748</td>\n",
       "      <td>1484</td>\n",
       "      <td>0.548580</td>\n",
       "      <td>None</td>\n",
       "      <td>0.400291</td>\n",
       "      <td>Romania</td>\n",
       "      <td>0.216169</td>\n",
       "      <td>Italy</td>\n",
       "      <td>2748.0</td>\n",
       "      <td>0.350421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Slovakia</td>\n",
       "      <td>4251</td>\n",
       "      <td>3147</td>\n",
       "      <td>European</td>\n",
       "      <td>Central European</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>1368</td>\n",
       "      <td>630</td>\n",
       "      <td>599</td>\n",
       "      <td>0.434700</td>\n",
       "      <td>None</td>\n",
       "      <td>0.200191</td>\n",
       "      <td>None</td>\n",
       "      <td>0.190340</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Spain</td>\n",
       "      <td>157479</td>\n",
       "      <td>134965</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>European</td>\n",
       "      <td>85973</td>\n",
       "      <td>54333</td>\n",
       "      <td>23803</td>\n",
       "      <td>0.637002</td>\n",
       "      <td>Spain</td>\n",
       "      <td>0.402571</td>\n",
       "      <td>None</td>\n",
       "      <td>0.176364</td>\n",
       "      <td>None</td>\n",
       "      <td>85973.0</td>\n",
       "      <td>0.545933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Sweden</td>\n",
       "      <td>18555</td>\n",
       "      <td>13384</td>\n",
       "      <td>European</td>\n",
       "      <td>Swedish</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>5319</td>\n",
       "      <td>4400</td>\n",
       "      <td>2038</td>\n",
       "      <td>0.397415</td>\n",
       "      <td>None</td>\n",
       "      <td>0.328751</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>0.152271</td>\n",
       "      <td>None</td>\n",
       "      <td>4400.0</td>\n",
       "      <td>0.237133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>The Netherlands</td>\n",
       "      <td>29792</td>\n",
       "      <td>25588</td>\n",
       "      <td>European</td>\n",
       "      <td>Dutch</td>\n",
       "      <td>Seafood</td>\n",
       "      <td>15332</td>\n",
       "      <td>12410</td>\n",
       "      <td>4759</td>\n",
       "      <td>0.599187</td>\n",
       "      <td>None</td>\n",
       "      <td>0.484993</td>\n",
       "      <td>The Netherlands</td>\n",
       "      <td>0.185986</td>\n",
       "      <td>None</td>\n",
       "      <td>12410.0</td>\n",
       "      <td>0.416555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>171664</td>\n",
       "      <td>147174</td>\n",
       "      <td>British</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>Bar</td>\n",
       "      <td>64264</td>\n",
       "      <td>34735</td>\n",
       "      <td>28771</td>\n",
       "      <td>0.436653</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>0.236013</td>\n",
       "      <td>None</td>\n",
       "      <td>0.195490</td>\n",
       "      <td>None</td>\n",
       "      <td>70193.0</td>\n",
       "      <td>0.408898</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            country  restaurant_cnt  cuisines_cnt cuisine_no_1  \\\n",
       "0           Austria           20487         16760     European   \n",
       "1           Belgium           23711         20507     European   \n",
       "2          Bulgaria            4469          3851     European   \n",
       "3           Croatia            8375          7608     European   \n",
       "4    Czech Republic           14844         11319     European   \n",
       "5           Denmark            9485          7117     European   \n",
       "6           Finland            7372          5802     European   \n",
       "7            France          155288        132871       French   \n",
       "8           Germany          115333         87491       German   \n",
       "9            Greece           33763         30138        Greek   \n",
       "10          Hungary            7431          6282     European   \n",
       "11          Ireland           11203          9788        Irish   \n",
       "12            Italy          224763        195924      Italian   \n",
       "13           Poland           24698         19033     European   \n",
       "14         Portugal           32592         28680     European   \n",
       "15          Romania            7842          6865     European   \n",
       "16         Slovakia            4251          3147     European   \n",
       "17            Spain          157479        134965      Spanish   \n",
       "18           Sweden           18555         13384     European   \n",
       "19  The Netherlands           29792         25588     European   \n",
       "20   United Kingdom          171664        147174      British   \n",
       "\n",
       "        cuisine_no_2      cuisine_no_3  cuisine_no_1_cnt  cuisine_no_2_cnt  \\\n",
       "0           Austrian  Central European             10582              9404   \n",
       "1            Belgian            French             11912              9992   \n",
       "2   Eastern European     Mediterranean              1589               980   \n",
       "3           Croatian     Mediterranean              5348              5287   \n",
       "4              Czech              Cafe              6271              5394   \n",
       "5             Danish              Cafe              3186              2774   \n",
       "6       Scandinavian              Cafe              2125              1204   \n",
       "7           European           Italian             84643             31729   \n",
       "8           European           Italian             32567             20365   \n",
       "9      Mediterranean           Seafood             22191             13886   \n",
       "10         Hungarian  Central European              3732              3288   \n",
       "11          European              Cafe              4580              2863   \n",
       "12     Mediterranean             Pizza            160924             58650   \n",
       "13            Polish           Italian             10094              8865   \n",
       "14        Portuguese     Mediterranean             21440             21352   \n",
       "15          Romanian           Italian              3766              2748   \n",
       "16  Central European              Cafe              1368               630   \n",
       "17     Mediterranean          European             85973             54333   \n",
       "18           Swedish              Cafe              5319              4400   \n",
       "19             Dutch           Seafood             15332             12410   \n",
       "20              Cafe               Bar             64264             34735   \n",
       "\n",
       "    cuisine_no_3_cnt  cuisine_no_1_prt cuisine_no_1_country  cuisine_no_2_prt  \\\n",
       "0               2743          0.631384                 None          0.561098   \n",
       "1               4634          0.580875                 None          0.487248   \n",
       "2                664          0.412620                 None          0.254479   \n",
       "3               3529          0.702944                 None          0.694926   \n",
       "4               1939          0.554024                 None          0.476544   \n",
       "5               1288          0.447661                 None          0.389771   \n",
       "6               1179          0.366253                 None          0.207515   \n",
       "7              16140          0.637031               France          0.238796   \n",
       "8              15251          0.372233              Germany          0.232767   \n",
       "9               5541          0.736313               Greece          0.460747   \n",
       "10              1109          0.594078                 None          0.523400   \n",
       "11              2446          0.467920              Ireland          0.292501   \n",
       "12             55432          0.821359                Italy          0.299351   \n",
       "13              3254          0.530342                 None          0.465770   \n",
       "14              6867          0.747559                 None          0.744491   \n",
       "15              1484          0.548580                 None          0.400291   \n",
       "16               599          0.434700                 None          0.200191   \n",
       "17             23803          0.637002                Spain          0.402571   \n",
       "18              2038          0.397415                 None          0.328751   \n",
       "19              4759          0.599187                 None          0.484993   \n",
       "20             28771          0.436653       United Kingdom          0.236013   \n",
       "\n",
       "   cuisine_no_2_country  cuisine_no_3_prt cuisine_no_3_country  \\\n",
       "0               Austria          0.163663                 None   \n",
       "1               Belgium          0.225972               France   \n",
       "2                  None          0.172423                 None   \n",
       "3               Croatia          0.463854                 None   \n",
       "4        Czech Republic          0.171305                 None   \n",
       "5               Denmark          0.180975                 None   \n",
       "6                  None          0.203206                 None   \n",
       "7                  None          0.121471                Italy   \n",
       "8                  None          0.174315                Italy   \n",
       "9                  None          0.183854                 None   \n",
       "10              Hungary          0.176536                 None   \n",
       "11                 None          0.249898                 None   \n",
       "12                 None          0.282926                 None   \n",
       "13               Poland          0.170966                Italy   \n",
       "14             Portugal          0.239435                 None   \n",
       "15              Romania          0.216169                Italy   \n",
       "16                 None          0.190340                 None   \n",
       "17                 None          0.176364                 None   \n",
       "18               Sweden          0.152271                 None   \n",
       "19      The Netherlands          0.185986                 None   \n",
       "20                 None          0.195490                 None   \n",
       "\n",
       "    national_cuisine_cnt  national_cuisine_prt  \n",
       "0                 9404.0              0.459023  \n",
       "1                 9992.0              0.421408  \n",
       "2                    0.0              0.000000  \n",
       "3                 5287.0              0.631284  \n",
       "4                 5394.0              0.363379  \n",
       "5                 2774.0              0.292462  \n",
       "6                    0.0              0.000000  \n",
       "7                84643.0              0.545071  \n",
       "8                32567.0              0.282374  \n",
       "9                22191.0              0.657258  \n",
       "10                3288.0              0.442471  \n",
       "11                4580.0              0.408819  \n",
       "12              205395.0              0.913829  \n",
       "13                8865.0              0.358936  \n",
       "14               21352.0              0.655130  \n",
       "15                2748.0              0.350421  \n",
       "16                   0.0              0.000000  \n",
       "17               85973.0              0.545933  \n",
       "18                4400.0              0.237133  \n",
       "19               12410.0              0.416555  \n",
       "20               70193.0              0.408898  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_all_cuisines_ok4 = df_all_cuisines_ok4.drop(columns=['restaurant_cnt'], axis=1)\n",
    "df_base = df_base.join(df_all_cuisines_ok4.set_index('country'), on='country')\n",
    "# df_base['national_cuisine_prt'].replace({\"NaN\": 0}, inplace=True)\n",
    "df_base['national_cuisine_cnt'] = df_base['national_cuisine_cnt'].fillna(0)\n",
    "df_base['national_cuisine_prt'] = df_base['national_cuisine_prt'].fillna(0)\n",
    "df_base"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c4b08a76",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "79f59a09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "b9a54de1",
   "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>country</th>\n",
       "      <th>restaurant_cnt</th>\n",
       "      <th>cuisines_cnt</th>\n",
       "      <th>cuisine_no_1</th>\n",
       "      <th>cuisine_no_2</th>\n",
       "      <th>cuisine_no_3</th>\n",
       "      <th>cuisine_no_1_cnt</th>\n",
       "      <th>cuisine_no_2_cnt</th>\n",
       "      <th>cuisine_no_3_cnt</th>\n",
       "      <th>cuisine_no_1_prt</th>\n",
       "      <th>...</th>\n",
       "      <th>cuisine_no_3_country</th>\n",
       "      <th>national_cuisine_cnt</th>\n",
       "      <th>national_cuisine_prt</th>\n",
       "      <th>€</th>\n",
       "      <th>€€-€€€</th>\n",
       "      <th>€€€€</th>\n",
       "      <th>level_cnt</th>\n",
       "      <th>level_low_part</th>\n",
       "      <th>level_medium_part</th>\n",
       "      <th>level_high_part</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Austria</td>\n",
       "      <td>20487</td>\n",
       "      <td>16760</td>\n",
       "      <td>European</td>\n",
       "      <td>Austrian</td>\n",
       "      <td>Central European</td>\n",
       "      <td>10582</td>\n",
       "      <td>9404</td>\n",
       "      <td>2743</td>\n",
       "      <td>0.631384</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>9404.0</td>\n",
       "      <td>0.459023</td>\n",
       "      <td>2695</td>\n",
       "      <td>10267</td>\n",
       "      <td>621</td>\n",
       "      <td>13583</td>\n",
       "      <td>0.198410</td>\n",
       "      <td>0.755871</td>\n",
       "      <td>0.045719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>23711</td>\n",
       "      <td>20507</td>\n",
       "      <td>European</td>\n",
       "      <td>Belgian</td>\n",
       "      <td>French</td>\n",
       "      <td>11912</td>\n",
       "      <td>9992</td>\n",
       "      <td>4634</td>\n",
       "      <td>0.580875</td>\n",
       "      <td>...</td>\n",
       "      <td>France</td>\n",
       "      <td>9992.0</td>\n",
       "      <td>0.421408</td>\n",
       "      <td>3603</td>\n",
       "      <td>14198</td>\n",
       "      <td>935</td>\n",
       "      <td>18736</td>\n",
       "      <td>0.192304</td>\n",
       "      <td>0.757792</td>\n",
       "      <td>0.049904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>4469</td>\n",
       "      <td>3851</td>\n",
       "      <td>European</td>\n",
       "      <td>Eastern European</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>1589</td>\n",
       "      <td>980</td>\n",
       "      <td>664</td>\n",
       "      <td>0.412620</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>829</td>\n",
       "      <td>2176</td>\n",
       "      <td>108</td>\n",
       "      <td>3113</td>\n",
       "      <td>0.266303</td>\n",
       "      <td>0.699004</td>\n",
       "      <td>0.034693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Croatia</td>\n",
       "      <td>8375</td>\n",
       "      <td>7608</td>\n",
       "      <td>European</td>\n",
       "      <td>Croatian</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>5348</td>\n",
       "      <td>5287</td>\n",
       "      <td>3529</td>\n",
       "      <td>0.702944</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>5287.0</td>\n",
       "      <td>0.631284</td>\n",
       "      <td>1415</td>\n",
       "      <td>4862</td>\n",
       "      <td>298</td>\n",
       "      <td>6575</td>\n",
       "      <td>0.215209</td>\n",
       "      <td>0.739468</td>\n",
       "      <td>0.045323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>14844</td>\n",
       "      <td>11319</td>\n",
       "      <td>European</td>\n",
       "      <td>Czech</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>6271</td>\n",
       "      <td>5394</td>\n",
       "      <td>1939</td>\n",
       "      <td>0.554024</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>5394.0</td>\n",
       "      <td>0.363379</td>\n",
       "      <td>2930</td>\n",
       "      <td>6069</td>\n",
       "      <td>260</td>\n",
       "      <td>9259</td>\n",
       "      <td>0.316449</td>\n",
       "      <td>0.655470</td>\n",
       "      <td>0.028081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>9485</td>\n",
       "      <td>7117</td>\n",
       "      <td>European</td>\n",
       "      <td>Danish</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>3186</td>\n",
       "      <td>2774</td>\n",
       "      <td>1288</td>\n",
       "      <td>0.447661</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>2774.0</td>\n",
       "      <td>0.292462</td>\n",
       "      <td>1391</td>\n",
       "      <td>4698</td>\n",
       "      <td>361</td>\n",
       "      <td>6450</td>\n",
       "      <td>0.215659</td>\n",
       "      <td>0.728372</td>\n",
       "      <td>0.055969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Finland</td>\n",
       "      <td>7372</td>\n",
       "      <td>5802</td>\n",
       "      <td>European</td>\n",
       "      <td>Scandinavian</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>2125</td>\n",
       "      <td>1204</td>\n",
       "      <td>1179</td>\n",
       "      <td>0.366253</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>941</td>\n",
       "      <td>3275</td>\n",
       "      <td>154</td>\n",
       "      <td>4370</td>\n",
       "      <td>0.215332</td>\n",
       "      <td>0.749428</td>\n",
       "      <td>0.035240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>France</td>\n",
       "      <td>155288</td>\n",
       "      <td>132871</td>\n",
       "      <td>French</td>\n",
       "      <td>European</td>\n",
       "      <td>Italian</td>\n",
       "      <td>84643</td>\n",
       "      <td>31729</td>\n",
       "      <td>16140</td>\n",
       "      <td>0.637031</td>\n",
       "      <td>...</td>\n",
       "      <td>Italy</td>\n",
       "      <td>84643.0</td>\n",
       "      <td>0.545071</td>\n",
       "      <td>33063</td>\n",
       "      <td>86320</td>\n",
       "      <td>6100</td>\n",
       "      <td>125483</td>\n",
       "      <td>0.263486</td>\n",
       "      <td>0.687902</td>\n",
       "      <td>0.048612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Germany</td>\n",
       "      <td>115333</td>\n",
       "      <td>87491</td>\n",
       "      <td>German</td>\n",
       "      <td>European</td>\n",
       "      <td>Italian</td>\n",
       "      <td>32567</td>\n",
       "      <td>20365</td>\n",
       "      <td>15251</td>\n",
       "      <td>0.372233</td>\n",
       "      <td>...</td>\n",
       "      <td>Italy</td>\n",
       "      <td>32567.0</td>\n",
       "      <td>0.282374</td>\n",
       "      <td>18228</td>\n",
       "      <td>53939</td>\n",
       "      <td>2860</td>\n",
       "      <td>75027</td>\n",
       "      <td>0.242953</td>\n",
       "      <td>0.718928</td>\n",
       "      <td>0.038120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Greece</td>\n",
       "      <td>33763</td>\n",
       "      <td>30138</td>\n",
       "      <td>Greek</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>Seafood</td>\n",
       "      <td>22191</td>\n",
       "      <td>13886</td>\n",
       "      <td>5541</td>\n",
       "      <td>0.736313</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>22191.0</td>\n",
       "      <td>0.657258</td>\n",
       "      <td>9613</td>\n",
       "      <td>16123</td>\n",
       "      <td>648</td>\n",
       "      <td>26384</td>\n",
       "      <td>0.364350</td>\n",
       "      <td>0.611090</td>\n",
       "      <td>0.024560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Hungary</td>\n",
       "      <td>7431</td>\n",
       "      <td>6282</td>\n",
       "      <td>European</td>\n",
       "      <td>Hungarian</td>\n",
       "      <td>Central European</td>\n",
       "      <td>3732</td>\n",
       "      <td>3288</td>\n",
       "      <td>1109</td>\n",
       "      <td>0.594078</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>3288.0</td>\n",
       "      <td>0.442471</td>\n",
       "      <td>1748</td>\n",
       "      <td>3501</td>\n",
       "      <td>169</td>\n",
       "      <td>5418</td>\n",
       "      <td>0.322628</td>\n",
       "      <td>0.646179</td>\n",
       "      <td>0.031192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ireland</td>\n",
       "      <td>11203</td>\n",
       "      <td>9788</td>\n",
       "      <td>Irish</td>\n",
       "      <td>European</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>4580</td>\n",
       "      <td>2863</td>\n",
       "      <td>2446</td>\n",
       "      <td>0.467920</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>4580.0</td>\n",
       "      <td>0.408819</td>\n",
       "      <td>2179</td>\n",
       "      <td>6184</td>\n",
       "      <td>188</td>\n",
       "      <td>8551</td>\n",
       "      <td>0.254824</td>\n",
       "      <td>0.723190</td>\n",
       "      <td>0.021986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Italy</td>\n",
       "      <td>224763</td>\n",
       "      <td>195924</td>\n",
       "      <td>Italian</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>Pizza</td>\n",
       "      <td>160924</td>\n",
       "      <td>58650</td>\n",
       "      <td>55432</td>\n",
       "      <td>0.821359</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>205395.0</td>\n",
       "      <td>0.913829</td>\n",
       "      <td>60821</td>\n",
       "      <td>104754</td>\n",
       "      <td>6441</td>\n",
       "      <td>172016</td>\n",
       "      <td>0.353578</td>\n",
       "      <td>0.608978</td>\n",
       "      <td>0.037444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Poland</td>\n",
       "      <td>24698</td>\n",
       "      <td>19033</td>\n",
       "      <td>European</td>\n",
       "      <td>Polish</td>\n",
       "      <td>Italian</td>\n",
       "      <td>10094</td>\n",
       "      <td>8865</td>\n",
       "      <td>3254</td>\n",
       "      <td>0.530342</td>\n",
       "      <td>...</td>\n",
       "      <td>Italy</td>\n",
       "      <td>8865.0</td>\n",
       "      <td>0.358936</td>\n",
       "      <td>6710</td>\n",
       "      <td>8976</td>\n",
       "      <td>342</td>\n",
       "      <td>16028</td>\n",
       "      <td>0.418642</td>\n",
       "      <td>0.560020</td>\n",
       "      <td>0.021338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>32592</td>\n",
       "      <td>28680</td>\n",
       "      <td>European</td>\n",
       "      <td>Portuguese</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>21440</td>\n",
       "      <td>21352</td>\n",
       "      <td>6867</td>\n",
       "      <td>0.747559</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>21352.0</td>\n",
       "      <td>0.655130</td>\n",
       "      <td>7956</td>\n",
       "      <td>16785</td>\n",
       "      <td>686</td>\n",
       "      <td>25427</td>\n",
       "      <td>0.312896</td>\n",
       "      <td>0.660125</td>\n",
       "      <td>0.026979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Romania</td>\n",
       "      <td>7842</td>\n",
       "      <td>6865</td>\n",
       "      <td>European</td>\n",
       "      <td>Romanian</td>\n",
       "      <td>Italian</td>\n",
       "      <td>3766</td>\n",
       "      <td>2748</td>\n",
       "      <td>1484</td>\n",
       "      <td>0.548580</td>\n",
       "      <td>...</td>\n",
       "      <td>Italy</td>\n",
       "      <td>2748.0</td>\n",
       "      <td>0.350421</td>\n",
       "      <td>1514</td>\n",
       "      <td>3433</td>\n",
       "      <td>213</td>\n",
       "      <td>5160</td>\n",
       "      <td>0.293411</td>\n",
       "      <td>0.665310</td>\n",
       "      <td>0.041279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Slovakia</td>\n",
       "      <td>4251</td>\n",
       "      <td>3147</td>\n",
       "      <td>European</td>\n",
       "      <td>Central European</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>1368</td>\n",
       "      <td>630</td>\n",
       "      <td>599</td>\n",
       "      <td>0.434700</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>809</td>\n",
       "      <td>1768</td>\n",
       "      <td>65</td>\n",
       "      <td>2642</td>\n",
       "      <td>0.306207</td>\n",
       "      <td>0.669190</td>\n",
       "      <td>0.024603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Spain</td>\n",
       "      <td>157479</td>\n",
       "      <td>134965</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>European</td>\n",
       "      <td>85973</td>\n",
       "      <td>54333</td>\n",
       "      <td>23803</td>\n",
       "      <td>0.637002</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>85973.0</td>\n",
       "      <td>0.545933</td>\n",
       "      <td>33489</td>\n",
       "      <td>79406</td>\n",
       "      <td>3913</td>\n",
       "      <td>116808</td>\n",
       "      <td>0.286701</td>\n",
       "      <td>0.679799</td>\n",
       "      <td>0.033499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Sweden</td>\n",
       "      <td>18555</td>\n",
       "      <td>13384</td>\n",
       "      <td>European</td>\n",
       "      <td>Swedish</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>5319</td>\n",
       "      <td>4400</td>\n",
       "      <td>2038</td>\n",
       "      <td>0.397415</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>4400.0</td>\n",
       "      <td>0.237133</td>\n",
       "      <td>1814</td>\n",
       "      <td>8428</td>\n",
       "      <td>493</td>\n",
       "      <td>10735</td>\n",
       "      <td>0.168980</td>\n",
       "      <td>0.785095</td>\n",
       "      <td>0.045925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>The Netherlands</td>\n",
       "      <td>29792</td>\n",
       "      <td>25588</td>\n",
       "      <td>European</td>\n",
       "      <td>Dutch</td>\n",
       "      <td>Seafood</td>\n",
       "      <td>15332</td>\n",
       "      <td>12410</td>\n",
       "      <td>4759</td>\n",
       "      <td>0.599187</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>12410.0</td>\n",
       "      <td>0.416555</td>\n",
       "      <td>4138</td>\n",
       "      <td>17497</td>\n",
       "      <td>722</td>\n",
       "      <td>22357</td>\n",
       "      <td>0.185087</td>\n",
       "      <td>0.782618</td>\n",
       "      <td>0.032294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>171664</td>\n",
       "      <td>147174</td>\n",
       "      <td>British</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>Bar</td>\n",
       "      <td>64264</td>\n",
       "      <td>34735</td>\n",
       "      <td>28771</td>\n",
       "      <td>0.436653</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>70193.0</td>\n",
       "      <td>0.408898</td>\n",
       "      <td>44319</td>\n",
       "      <td>85259</td>\n",
       "      <td>2492</td>\n",
       "      <td>132070</td>\n",
       "      <td>0.335572</td>\n",
       "      <td>0.645559</td>\n",
       "      <td>0.018869</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>21 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            country  restaurant_cnt  cuisines_cnt cuisine_no_1  \\\n",
       "0           Austria           20487         16760     European   \n",
       "1           Belgium           23711         20507     European   \n",
       "2          Bulgaria            4469          3851     European   \n",
       "3           Croatia            8375          7608     European   \n",
       "4    Czech Republic           14844         11319     European   \n",
       "5           Denmark            9485          7117     European   \n",
       "6           Finland            7372          5802     European   \n",
       "7            France          155288        132871       French   \n",
       "8           Germany          115333         87491       German   \n",
       "9            Greece           33763         30138        Greek   \n",
       "10          Hungary            7431          6282     European   \n",
       "11          Ireland           11203          9788        Irish   \n",
       "12            Italy          224763        195924      Italian   \n",
       "13           Poland           24698         19033     European   \n",
       "14         Portugal           32592         28680     European   \n",
       "15          Romania            7842          6865     European   \n",
       "16         Slovakia            4251          3147     European   \n",
       "17            Spain          157479        134965      Spanish   \n",
       "18           Sweden           18555         13384     European   \n",
       "19  The Netherlands           29792         25588     European   \n",
       "20   United Kingdom          171664        147174      British   \n",
       "\n",
       "        cuisine_no_2      cuisine_no_3  cuisine_no_1_cnt  cuisine_no_2_cnt  \\\n",
       "0           Austrian  Central European             10582              9404   \n",
       "1            Belgian            French             11912              9992   \n",
       "2   Eastern European     Mediterranean              1589               980   \n",
       "3           Croatian     Mediterranean              5348              5287   \n",
       "4              Czech              Cafe              6271              5394   \n",
       "5             Danish              Cafe              3186              2774   \n",
       "6       Scandinavian              Cafe              2125              1204   \n",
       "7           European           Italian             84643             31729   \n",
       "8           European           Italian             32567             20365   \n",
       "9      Mediterranean           Seafood             22191             13886   \n",
       "10         Hungarian  Central European              3732              3288   \n",
       "11          European              Cafe              4580              2863   \n",
       "12     Mediterranean             Pizza            160924             58650   \n",
       "13            Polish           Italian             10094              8865   \n",
       "14        Portuguese     Mediterranean             21440             21352   \n",
       "15          Romanian           Italian              3766              2748   \n",
       "16  Central European              Cafe              1368               630   \n",
       "17     Mediterranean          European             85973             54333   \n",
       "18           Swedish              Cafe              5319              4400   \n",
       "19             Dutch           Seafood             15332             12410   \n",
       "20              Cafe               Bar             64264             34735   \n",
       "\n",
       "    cuisine_no_3_cnt  cuisine_no_1_prt  ... cuisine_no_3_country  \\\n",
       "0               2743          0.631384  ...                 None   \n",
       "1               4634          0.580875  ...               France   \n",
       "2                664          0.412620  ...                 None   \n",
       "3               3529          0.702944  ...                 None   \n",
       "4               1939          0.554024  ...                 None   \n",
       "5               1288          0.447661  ...                 None   \n",
       "6               1179          0.366253  ...                 None   \n",
       "7              16140          0.637031  ...                Italy   \n",
       "8              15251          0.372233  ...                Italy   \n",
       "9               5541          0.736313  ...                 None   \n",
       "10              1109          0.594078  ...                 None   \n",
       "11              2446          0.467920  ...                 None   \n",
       "12             55432          0.821359  ...                 None   \n",
       "13              3254          0.530342  ...                Italy   \n",
       "14              6867          0.747559  ...                 None   \n",
       "15              1484          0.548580  ...                Italy   \n",
       "16               599          0.434700  ...                 None   \n",
       "17             23803          0.637002  ...                 None   \n",
       "18              2038          0.397415  ...                 None   \n",
       "19              4759          0.599187  ...                 None   \n",
       "20             28771          0.436653  ...                 None   \n",
       "\n",
       "    national_cuisine_cnt national_cuisine_prt      €  €€-€€€  €€€€  level_cnt  \\\n",
       "0                 9404.0             0.459023   2695   10267   621      13583   \n",
       "1                 9992.0             0.421408   3603   14198   935      18736   \n",
       "2                    0.0             0.000000    829    2176   108       3113   \n",
       "3                 5287.0             0.631284   1415    4862   298       6575   \n",
       "4                 5394.0             0.363379   2930    6069   260       9259   \n",
       "5                 2774.0             0.292462   1391    4698   361       6450   \n",
       "6                    0.0             0.000000    941    3275   154       4370   \n",
       "7                84643.0             0.545071  33063   86320  6100     125483   \n",
       "8                32567.0             0.282374  18228   53939  2860      75027   \n",
       "9                22191.0             0.657258   9613   16123   648      26384   \n",
       "10                3288.0             0.442471   1748    3501   169       5418   \n",
       "11                4580.0             0.408819   2179    6184   188       8551   \n",
       "12              205395.0             0.913829  60821  104754  6441     172016   \n",
       "13                8865.0             0.358936   6710    8976   342      16028   \n",
       "14               21352.0             0.655130   7956   16785   686      25427   \n",
       "15                2748.0             0.350421   1514    3433   213       5160   \n",
       "16                   0.0             0.000000    809    1768    65       2642   \n",
       "17               85973.0             0.545933  33489   79406  3913     116808   \n",
       "18                4400.0             0.237133   1814    8428   493      10735   \n",
       "19               12410.0             0.416555   4138   17497   722      22357   \n",
       "20               70193.0             0.408898  44319   85259  2492     132070   \n",
       "\n",
       "    level_low_part  level_medium_part  level_high_part  \n",
       "0         0.198410           0.755871         0.045719  \n",
       "1         0.192304           0.757792         0.049904  \n",
       "2         0.266303           0.699004         0.034693  \n",
       "3         0.215209           0.739468         0.045323  \n",
       "4         0.316449           0.655470         0.028081  \n",
       "5         0.215659           0.728372         0.055969  \n",
       "6         0.215332           0.749428         0.035240  \n",
       "7         0.263486           0.687902         0.048612  \n",
       "8         0.242953           0.718928         0.038120  \n",
       "9         0.364350           0.611090         0.024560  \n",
       "10        0.322628           0.646179         0.031192  \n",
       "11        0.254824           0.723190         0.021986  \n",
       "12        0.353578           0.608978         0.037444  \n",
       "13        0.418642           0.560020         0.021338  \n",
       "14        0.312896           0.660125         0.026979  \n",
       "15        0.293411           0.665310         0.041279  \n",
       "16        0.306207           0.669190         0.024603  \n",
       "17        0.286701           0.679799         0.033499  \n",
       "18        0.168980           0.785095         0.045925  \n",
       "19        0.185087           0.782618         0.032294  \n",
       "20        0.335572           0.645559         0.018869  \n",
       "\n",
       "[21 rows x 24 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_price_level = df_upd_short[['country','price_level']].groupby(['country']).value_counts().reset_index(name='counts')\n",
    "# df_price_level\n",
    "df_price_level_2 = df_price_level.pivot(index='country', columns='price_level', values='counts').reset_index()\n",
    "# .rename(columns = {'€':'low', '€€-€€€':'middle', '€€€€':'high'}, inplace = True)\n",
    "df_price_level_2['level_cnt'] = df_price_level_2['€']+df_price_level_2['€€-€€€']+df_price_level_2['€€€€']\n",
    "df_price_level_2['level_low_part'] = df_price_level_2['€'] / df_price_level_2['level_cnt']\n",
    "df_price_level_2['level_medium_part'] = df_price_level_2['€€-€€€'] / df_price_level_2['level_cnt']\n",
    "df_price_level_2['level_high_part'] = df_price_level_2['€€€€'] / df_price_level_2['level_cnt']\n",
    "# df_price_level_2\n",
    "\n",
    "df_base = df_base.join(df_price_level_2.set_index('country'), on='country')\n",
    "df_base\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "3ced08e8",
   "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>country</th>\n",
       "      <th>restaurant_cnt</th>\n",
       "      <th>cuisines_cnt</th>\n",
       "      <th>cuisine_no_1</th>\n",
       "      <th>cuisine_no_2</th>\n",
       "      <th>cuisine_no_3</th>\n",
       "      <th>cuisine_no_1_cnt</th>\n",
       "      <th>cuisine_no_2_cnt</th>\n",
       "      <th>cuisine_no_3_cnt</th>\n",
       "      <th>cuisine_no_1_prt</th>\n",
       "      <th>...</th>\n",
       "      <th>level_cnt</th>\n",
       "      <th>level_low_part</th>\n",
       "      <th>level_medium_part</th>\n",
       "      <th>level_high_part</th>\n",
       "      <th>vegetarian_friendly</th>\n",
       "      <th>vegan_options</th>\n",
       "      <th>gluten_free</th>\n",
       "      <th>vegetarian_friendly_flg</th>\n",
       "      <th>vegan_options_flg</th>\n",
       "      <th>gluten_free_flg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Austria</td>\n",
       "      <td>20487</td>\n",
       "      <td>16760</td>\n",
       "      <td>European</td>\n",
       "      <td>Austrian</td>\n",
       "      <td>Central European</td>\n",
       "      <td>10582</td>\n",
       "      <td>9404</td>\n",
       "      <td>2743</td>\n",
       "      <td>0.631384</td>\n",
       "      <td>...</td>\n",
       "      <td>13583</td>\n",
       "      <td>0.198410</td>\n",
       "      <td>0.755871</td>\n",
       "      <td>0.045719</td>\n",
       "      <td>7385</td>\n",
       "      <td>1827</td>\n",
       "      <td>1279</td>\n",
       "      <td>0.360472</td>\n",
       "      <td>0.089179</td>\n",
       "      <td>0.062430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>23711</td>\n",
       "      <td>20507</td>\n",
       "      <td>European</td>\n",
       "      <td>Belgian</td>\n",
       "      <td>French</td>\n",
       "      <td>11912</td>\n",
       "      <td>9992</td>\n",
       "      <td>4634</td>\n",
       "      <td>0.580875</td>\n",
       "      <td>...</td>\n",
       "      <td>18736</td>\n",
       "      <td>0.192304</td>\n",
       "      <td>0.757792</td>\n",
       "      <td>0.049904</td>\n",
       "      <td>6143</td>\n",
       "      <td>1612</td>\n",
       "      <td>1228</td>\n",
       "      <td>0.259078</td>\n",
       "      <td>0.067985</td>\n",
       "      <td>0.051790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>4469</td>\n",
       "      <td>3851</td>\n",
       "      <td>European</td>\n",
       "      <td>Eastern European</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>1589</td>\n",
       "      <td>980</td>\n",
       "      <td>664</td>\n",
       "      <td>0.412620</td>\n",
       "      <td>...</td>\n",
       "      <td>3113</td>\n",
       "      <td>0.266303</td>\n",
       "      <td>0.699004</td>\n",
       "      <td>0.034693</td>\n",
       "      <td>1043</td>\n",
       "      <td>531</td>\n",
       "      <td>276</td>\n",
       "      <td>0.233386</td>\n",
       "      <td>0.118819</td>\n",
       "      <td>0.061759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Croatia</td>\n",
       "      <td>8375</td>\n",
       "      <td>7608</td>\n",
       "      <td>European</td>\n",
       "      <td>Croatian</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>5348</td>\n",
       "      <td>5287</td>\n",
       "      <td>3529</td>\n",
       "      <td>0.702944</td>\n",
       "      <td>...</td>\n",
       "      <td>6575</td>\n",
       "      <td>0.215209</td>\n",
       "      <td>0.739468</td>\n",
       "      <td>0.045323</td>\n",
       "      <td>3157</td>\n",
       "      <td>1171</td>\n",
       "      <td>1001</td>\n",
       "      <td>0.376955</td>\n",
       "      <td>0.139821</td>\n",
       "      <td>0.119522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>14844</td>\n",
       "      <td>11319</td>\n",
       "      <td>European</td>\n",
       "      <td>Czech</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>6271</td>\n",
       "      <td>5394</td>\n",
       "      <td>1939</td>\n",
       "      <td>0.554024</td>\n",
       "      <td>...</td>\n",
       "      <td>9259</td>\n",
       "      <td>0.316449</td>\n",
       "      <td>0.655470</td>\n",
       "      <td>0.028081</td>\n",
       "      <td>2013</td>\n",
       "      <td>710</td>\n",
       "      <td>514</td>\n",
       "      <td>0.135610</td>\n",
       "      <td>0.047831</td>\n",
       "      <td>0.034627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>9485</td>\n",
       "      <td>7117</td>\n",
       "      <td>European</td>\n",
       "      <td>Danish</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>3186</td>\n",
       "      <td>2774</td>\n",
       "      <td>1288</td>\n",
       "      <td>0.447661</td>\n",
       "      <td>...</td>\n",
       "      <td>6450</td>\n",
       "      <td>0.215659</td>\n",
       "      <td>0.728372</td>\n",
       "      <td>0.055969</td>\n",
       "      <td>1432</td>\n",
       "      <td>623</td>\n",
       "      <td>416</td>\n",
       "      <td>0.150975</td>\n",
       "      <td>0.065683</td>\n",
       "      <td>0.043859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Finland</td>\n",
       "      <td>7372</td>\n",
       "      <td>5802</td>\n",
       "      <td>European</td>\n",
       "      <td>Scandinavian</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>2125</td>\n",
       "      <td>1204</td>\n",
       "      <td>1179</td>\n",
       "      <td>0.366253</td>\n",
       "      <td>...</td>\n",
       "      <td>4370</td>\n",
       "      <td>0.215332</td>\n",
       "      <td>0.749428</td>\n",
       "      <td>0.035240</td>\n",
       "      <td>1249</td>\n",
       "      <td>609</td>\n",
       "      <td>506</td>\n",
       "      <td>0.169425</td>\n",
       "      <td>0.082610</td>\n",
       "      <td>0.068638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>France</td>\n",
       "      <td>155288</td>\n",
       "      <td>132871</td>\n",
       "      <td>French</td>\n",
       "      <td>European</td>\n",
       "      <td>Italian</td>\n",
       "      <td>84643</td>\n",
       "      <td>31729</td>\n",
       "      <td>16140</td>\n",
       "      <td>0.637031</td>\n",
       "      <td>...</td>\n",
       "      <td>125483</td>\n",
       "      <td>0.263486</td>\n",
       "      <td>0.687902</td>\n",
       "      <td>0.048612</td>\n",
       "      <td>26070</td>\n",
       "      <td>7622</td>\n",
       "      <td>2650</td>\n",
       "      <td>0.167882</td>\n",
       "      <td>0.049083</td>\n",
       "      <td>0.017065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Germany</td>\n",
       "      <td>115333</td>\n",
       "      <td>87491</td>\n",
       "      <td>German</td>\n",
       "      <td>European</td>\n",
       "      <td>Italian</td>\n",
       "      <td>32567</td>\n",
       "      <td>20365</td>\n",
       "      <td>15251</td>\n",
       "      <td>0.372233</td>\n",
       "      <td>...</td>\n",
       "      <td>75027</td>\n",
       "      <td>0.242953</td>\n",
       "      <td>0.718928</td>\n",
       "      <td>0.038120</td>\n",
       "      <td>41195</td>\n",
       "      <td>8986</td>\n",
       "      <td>4134</td>\n",
       "      <td>0.357183</td>\n",
       "      <td>0.077914</td>\n",
       "      <td>0.035844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Greece</td>\n",
       "      <td>33763</td>\n",
       "      <td>30138</td>\n",
       "      <td>Greek</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>Seafood</td>\n",
       "      <td>22191</td>\n",
       "      <td>13886</td>\n",
       "      <td>5541</td>\n",
       "      <td>0.736313</td>\n",
       "      <td>...</td>\n",
       "      <td>26384</td>\n",
       "      <td>0.364350</td>\n",
       "      <td>0.611090</td>\n",
       "      <td>0.024560</td>\n",
       "      <td>11306</td>\n",
       "      <td>7767</td>\n",
       "      <td>4329</td>\n",
       "      <td>0.334864</td>\n",
       "      <td>0.230045</td>\n",
       "      <td>0.128217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Hungary</td>\n",
       "      <td>7431</td>\n",
       "      <td>6282</td>\n",
       "      <td>European</td>\n",
       "      <td>Hungarian</td>\n",
       "      <td>Central European</td>\n",
       "      <td>3732</td>\n",
       "      <td>3288</td>\n",
       "      <td>1109</td>\n",
       "      <td>0.594078</td>\n",
       "      <td>...</td>\n",
       "      <td>5418</td>\n",
       "      <td>0.322628</td>\n",
       "      <td>0.646179</td>\n",
       "      <td>0.031192</td>\n",
       "      <td>1823</td>\n",
       "      <td>810</td>\n",
       "      <td>582</td>\n",
       "      <td>0.245324</td>\n",
       "      <td>0.109003</td>\n",
       "      <td>0.078321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ireland</td>\n",
       "      <td>11203</td>\n",
       "      <td>9788</td>\n",
       "      <td>Irish</td>\n",
       "      <td>European</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>4580</td>\n",
       "      <td>2863</td>\n",
       "      <td>2446</td>\n",
       "      <td>0.467920</td>\n",
       "      <td>...</td>\n",
       "      <td>8551</td>\n",
       "      <td>0.254824</td>\n",
       "      <td>0.723190</td>\n",
       "      <td>0.021986</td>\n",
       "      <td>4711</td>\n",
       "      <td>2709</td>\n",
       "      <td>2779</td>\n",
       "      <td>0.420512</td>\n",
       "      <td>0.241810</td>\n",
       "      <td>0.248059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Italy</td>\n",
       "      <td>224763</td>\n",
       "      <td>195924</td>\n",
       "      <td>Italian</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>Pizza</td>\n",
       "      <td>160924</td>\n",
       "      <td>58650</td>\n",
       "      <td>55432</td>\n",
       "      <td>0.821359</td>\n",
       "      <td>...</td>\n",
       "      <td>172016</td>\n",
       "      <td>0.353578</td>\n",
       "      <td>0.608978</td>\n",
       "      <td>0.037444</td>\n",
       "      <td>75289</td>\n",
       "      <td>27682</td>\n",
       "      <td>31140</td>\n",
       "      <td>0.334971</td>\n",
       "      <td>0.123161</td>\n",
       "      <td>0.138546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Poland</td>\n",
       "      <td>24698</td>\n",
       "      <td>19033</td>\n",
       "      <td>European</td>\n",
       "      <td>Polish</td>\n",
       "      <td>Italian</td>\n",
       "      <td>10094</td>\n",
       "      <td>8865</td>\n",
       "      <td>3254</td>\n",
       "      <td>0.530342</td>\n",
       "      <td>...</td>\n",
       "      <td>16028</td>\n",
       "      <td>0.418642</td>\n",
       "      <td>0.560020</td>\n",
       "      <td>0.021338</td>\n",
       "      <td>3443</td>\n",
       "      <td>1453</td>\n",
       "      <td>780</td>\n",
       "      <td>0.139404</td>\n",
       "      <td>0.058831</td>\n",
       "      <td>0.031582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>32592</td>\n",
       "      <td>28680</td>\n",
       "      <td>European</td>\n",
       "      <td>Portuguese</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>21440</td>\n",
       "      <td>21352</td>\n",
       "      <td>6867</td>\n",
       "      <td>0.747559</td>\n",
       "      <td>...</td>\n",
       "      <td>25427</td>\n",
       "      <td>0.312896</td>\n",
       "      <td>0.660125</td>\n",
       "      <td>0.026979</td>\n",
       "      <td>6577</td>\n",
       "      <td>3311</td>\n",
       "      <td>3372</td>\n",
       "      <td>0.201798</td>\n",
       "      <td>0.101589</td>\n",
       "      <td>0.103461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Romania</td>\n",
       "      <td>7842</td>\n",
       "      <td>6865</td>\n",
       "      <td>European</td>\n",
       "      <td>Romanian</td>\n",
       "      <td>Italian</td>\n",
       "      <td>3766</td>\n",
       "      <td>2748</td>\n",
       "      <td>1484</td>\n",
       "      <td>0.548580</td>\n",
       "      <td>...</td>\n",
       "      <td>5160</td>\n",
       "      <td>0.293411</td>\n",
       "      <td>0.665310</td>\n",
       "      <td>0.041279</td>\n",
       "      <td>1357</td>\n",
       "      <td>685</td>\n",
       "      <td>312</td>\n",
       "      <td>0.173043</td>\n",
       "      <td>0.087350</td>\n",
       "      <td>0.039786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Slovakia</td>\n",
       "      <td>4251</td>\n",
       "      <td>3147</td>\n",
       "      <td>European</td>\n",
       "      <td>Central European</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>1368</td>\n",
       "      <td>630</td>\n",
       "      <td>599</td>\n",
       "      <td>0.434700</td>\n",
       "      <td>...</td>\n",
       "      <td>2642</td>\n",
       "      <td>0.306207</td>\n",
       "      <td>0.669190</td>\n",
       "      <td>0.024603</td>\n",
       "      <td>508</td>\n",
       "      <td>188</td>\n",
       "      <td>131</td>\n",
       "      <td>0.119501</td>\n",
       "      <td>0.044225</td>\n",
       "      <td>0.030816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Spain</td>\n",
       "      <td>157479</td>\n",
       "      <td>134965</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>European</td>\n",
       "      <td>85973</td>\n",
       "      <td>54333</td>\n",
       "      <td>23803</td>\n",
       "      <td>0.637002</td>\n",
       "      <td>...</td>\n",
       "      <td>116808</td>\n",
       "      <td>0.286701</td>\n",
       "      <td>0.679799</td>\n",
       "      <td>0.033499</td>\n",
       "      <td>37739</td>\n",
       "      <td>19962</td>\n",
       "      <td>20654</td>\n",
       "      <td>0.239645</td>\n",
       "      <td>0.126760</td>\n",
       "      <td>0.131154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Sweden</td>\n",
       "      <td>18555</td>\n",
       "      <td>13384</td>\n",
       "      <td>European</td>\n",
       "      <td>Swedish</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>5319</td>\n",
       "      <td>4400</td>\n",
       "      <td>2038</td>\n",
       "      <td>0.397415</td>\n",
       "      <td>...</td>\n",
       "      <td>10735</td>\n",
       "      <td>0.168980</td>\n",
       "      <td>0.785095</td>\n",
       "      <td>0.045925</td>\n",
       "      <td>3395</td>\n",
       "      <td>1555</td>\n",
       "      <td>1269</td>\n",
       "      <td>0.182970</td>\n",
       "      <td>0.083805</td>\n",
       "      <td>0.068391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>The Netherlands</td>\n",
       "      <td>29792</td>\n",
       "      <td>25588</td>\n",
       "      <td>European</td>\n",
       "      <td>Dutch</td>\n",
       "      <td>Seafood</td>\n",
       "      <td>15332</td>\n",
       "      <td>12410</td>\n",
       "      <td>4759</td>\n",
       "      <td>0.599187</td>\n",
       "      <td>...</td>\n",
       "      <td>22357</td>\n",
       "      <td>0.185087</td>\n",
       "      <td>0.782618</td>\n",
       "      <td>0.032294</td>\n",
       "      <td>12271</td>\n",
       "      <td>3665</td>\n",
       "      <td>3431</td>\n",
       "      <td>0.411889</td>\n",
       "      <td>0.123020</td>\n",
       "      <td>0.115165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>171664</td>\n",
       "      <td>147174</td>\n",
       "      <td>British</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>Bar</td>\n",
       "      <td>64264</td>\n",
       "      <td>34735</td>\n",
       "      <td>28771</td>\n",
       "      <td>0.436653</td>\n",
       "      <td>...</td>\n",
       "      <td>132070</td>\n",
       "      <td>0.335572</td>\n",
       "      <td>0.645559</td>\n",
       "      <td>0.018869</td>\n",
       "      <td>75911</td>\n",
       "      <td>43119</td>\n",
       "      <td>42714</td>\n",
       "      <td>0.442207</td>\n",
       "      <td>0.251183</td>\n",
       "      <td>0.248823</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>21 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            country  restaurant_cnt  cuisines_cnt cuisine_no_1  \\\n",
       "0           Austria           20487         16760     European   \n",
       "1           Belgium           23711         20507     European   \n",
       "2          Bulgaria            4469          3851     European   \n",
       "3           Croatia            8375          7608     European   \n",
       "4    Czech Republic           14844         11319     European   \n",
       "5           Denmark            9485          7117     European   \n",
       "6           Finland            7372          5802     European   \n",
       "7            France          155288        132871       French   \n",
       "8           Germany          115333         87491       German   \n",
       "9            Greece           33763         30138        Greek   \n",
       "10          Hungary            7431          6282     European   \n",
       "11          Ireland           11203          9788        Irish   \n",
       "12            Italy          224763        195924      Italian   \n",
       "13           Poland           24698         19033     European   \n",
       "14         Portugal           32592         28680     European   \n",
       "15          Romania            7842          6865     European   \n",
       "16         Slovakia            4251          3147     European   \n",
       "17            Spain          157479        134965      Spanish   \n",
       "18           Sweden           18555         13384     European   \n",
       "19  The Netherlands           29792         25588     European   \n",
       "20   United Kingdom          171664        147174      British   \n",
       "\n",
       "        cuisine_no_2      cuisine_no_3  cuisine_no_1_cnt  cuisine_no_2_cnt  \\\n",
       "0           Austrian  Central European             10582              9404   \n",
       "1            Belgian            French             11912              9992   \n",
       "2   Eastern European     Mediterranean              1589               980   \n",
       "3           Croatian     Mediterranean              5348              5287   \n",
       "4              Czech              Cafe              6271              5394   \n",
       "5             Danish              Cafe              3186              2774   \n",
       "6       Scandinavian              Cafe              2125              1204   \n",
       "7           European           Italian             84643             31729   \n",
       "8           European           Italian             32567             20365   \n",
       "9      Mediterranean           Seafood             22191             13886   \n",
       "10         Hungarian  Central European              3732              3288   \n",
       "11          European              Cafe              4580              2863   \n",
       "12     Mediterranean             Pizza            160924             58650   \n",
       "13            Polish           Italian             10094              8865   \n",
       "14        Portuguese     Mediterranean             21440             21352   \n",
       "15          Romanian           Italian              3766              2748   \n",
       "16  Central European              Cafe              1368               630   \n",
       "17     Mediterranean          European             85973             54333   \n",
       "18           Swedish              Cafe              5319              4400   \n",
       "19             Dutch           Seafood             15332             12410   \n",
       "20              Cafe               Bar             64264             34735   \n",
       "\n",
       "    cuisine_no_3_cnt  cuisine_no_1_prt  ... level_cnt  level_low_part  \\\n",
       "0               2743          0.631384  ...     13583        0.198410   \n",
       "1               4634          0.580875  ...     18736        0.192304   \n",
       "2                664          0.412620  ...      3113        0.266303   \n",
       "3               3529          0.702944  ...      6575        0.215209   \n",
       "4               1939          0.554024  ...      9259        0.316449   \n",
       "5               1288          0.447661  ...      6450        0.215659   \n",
       "6               1179          0.366253  ...      4370        0.215332   \n",
       "7              16140          0.637031  ...    125483        0.263486   \n",
       "8              15251          0.372233  ...     75027        0.242953   \n",
       "9               5541          0.736313  ...     26384        0.364350   \n",
       "10              1109          0.594078  ...      5418        0.322628   \n",
       "11              2446          0.467920  ...      8551        0.254824   \n",
       "12             55432          0.821359  ...    172016        0.353578   \n",
       "13              3254          0.530342  ...     16028        0.418642   \n",
       "14              6867          0.747559  ...     25427        0.312896   \n",
       "15              1484          0.548580  ...      5160        0.293411   \n",
       "16               599          0.434700  ...      2642        0.306207   \n",
       "17             23803          0.637002  ...    116808        0.286701   \n",
       "18              2038          0.397415  ...     10735        0.168980   \n",
       "19              4759          0.599187  ...     22357        0.185087   \n",
       "20             28771          0.436653  ...    132070        0.335572   \n",
       "\n",
       "   level_medium_part  level_high_part vegetarian_friendly  vegan_options  \\\n",
       "0           0.755871         0.045719                7385           1827   \n",
       "1           0.757792         0.049904                6143           1612   \n",
       "2           0.699004         0.034693                1043            531   \n",
       "3           0.739468         0.045323                3157           1171   \n",
       "4           0.655470         0.028081                2013            710   \n",
       "5           0.728372         0.055969                1432            623   \n",
       "6           0.749428         0.035240                1249            609   \n",
       "7           0.687902         0.048612               26070           7622   \n",
       "8           0.718928         0.038120               41195           8986   \n",
       "9           0.611090         0.024560               11306           7767   \n",
       "10          0.646179         0.031192                1823            810   \n",
       "11          0.723190         0.021986                4711           2709   \n",
       "12          0.608978         0.037444               75289          27682   \n",
       "13          0.560020         0.021338                3443           1453   \n",
       "14          0.660125         0.026979                6577           3311   \n",
       "15          0.665310         0.041279                1357            685   \n",
       "16          0.669190         0.024603                 508            188   \n",
       "17          0.679799         0.033499               37739          19962   \n",
       "18          0.785095         0.045925                3395           1555   \n",
       "19          0.782618         0.032294               12271           3665   \n",
       "20          0.645559         0.018869               75911          43119   \n",
       "\n",
       "    gluten_free  vegetarian_friendly_flg  vegan_options_flg  gluten_free_flg  \n",
       "0          1279                 0.360472           0.089179         0.062430  \n",
       "1          1228                 0.259078           0.067985         0.051790  \n",
       "2           276                 0.233386           0.118819         0.061759  \n",
       "3          1001                 0.376955           0.139821         0.119522  \n",
       "4           514                 0.135610           0.047831         0.034627  \n",
       "5           416                 0.150975           0.065683         0.043859  \n",
       "6           506                 0.169425           0.082610         0.068638  \n",
       "7          2650                 0.167882           0.049083         0.017065  \n",
       "8          4134                 0.357183           0.077914         0.035844  \n",
       "9          4329                 0.334864           0.230045         0.128217  \n",
       "10          582                 0.245324           0.109003         0.078321  \n",
       "11         2779                 0.420512           0.241810         0.248059  \n",
       "12        31140                 0.334971           0.123161         0.138546  \n",
       "13          780                 0.139404           0.058831         0.031582  \n",
       "14         3372                 0.201798           0.101589         0.103461  \n",
       "15          312                 0.173043           0.087350         0.039786  \n",
       "16          131                 0.119501           0.044225         0.030816  \n",
       "17        20654                 0.239645           0.126760         0.131154  \n",
       "18         1269                 0.182970           0.083805         0.068391  \n",
       "19         3431                 0.411889           0.123020         0.115165  \n",
       "20        42714                 0.442207           0.251183         0.248823  \n",
       "\n",
       "[21 rows x 30 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_base2 = df_upd_short.groupby(['country'])[ratio_parameters].sum().reset_index()\n",
    "# df_base2\n",
    "df_base = df_base.join(df_base2.set_index('country'), on='country')\n",
    "df_base['vegetarian_friendly_flg'] = df_base['vegetarian_friendly']/df_base['restaurant_cnt']\n",
    "df_base['vegan_options_flg'] = df_base['vegan_options']/df_base['restaurant_cnt']\n",
    "df_base['gluten_free_flg'] = df_base['gluten_free']/df_base['restaurant_cnt']\n",
    "df_base"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "83e93b95",
   "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>country</th>\n",
       "      <th>restaurant_cnt</th>\n",
       "      <th>cuisines_cnt</th>\n",
       "      <th>cuisine_no_1</th>\n",
       "      <th>cuisine_no_2</th>\n",
       "      <th>cuisine_no_3</th>\n",
       "      <th>cuisine_no_1_cnt</th>\n",
       "      <th>cuisine_no_2_cnt</th>\n",
       "      <th>cuisine_no_3_cnt</th>\n",
       "      <th>cuisine_no_1_prt</th>\n",
       "      <th>...</th>\n",
       "      <th>gluten_free</th>\n",
       "      <th>vegetarian_friendly_flg</th>\n",
       "      <th>vegan_options_flg</th>\n",
       "      <th>gluten_free_flg</th>\n",
       "      <th>meals_after_hours_flg</th>\n",
       "      <th>meals_dinner_flg</th>\n",
       "      <th>meals_drinks_flg</th>\n",
       "      <th>meals_lunch_flg</th>\n",
       "      <th>meals_brunch_flg</th>\n",
       "      <th>meals_breakfast_flg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Austria</td>\n",
       "      <td>20487</td>\n",
       "      <td>16760</td>\n",
       "      <td>European</td>\n",
       "      <td>Austrian</td>\n",
       "      <td>Central European</td>\n",
       "      <td>10582</td>\n",
       "      <td>9404</td>\n",
       "      <td>2743</td>\n",
       "      <td>0.631384</td>\n",
       "      <td>...</td>\n",
       "      <td>1279</td>\n",
       "      <td>0.360472</td>\n",
       "      <td>0.089179</td>\n",
       "      <td>0.062430</td>\n",
       "      <td>0.046517</td>\n",
       "      <td>0.490409</td>\n",
       "      <td>0.094987</td>\n",
       "      <td>0.442183</td>\n",
       "      <td>0.064724</td>\n",
       "      <td>0.181383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>23711</td>\n",
       "      <td>20507</td>\n",
       "      <td>European</td>\n",
       "      <td>Belgian</td>\n",
       "      <td>French</td>\n",
       "      <td>11912</td>\n",
       "      <td>9992</td>\n",
       "      <td>4634</td>\n",
       "      <td>0.580875</td>\n",
       "      <td>...</td>\n",
       "      <td>1228</td>\n",
       "      <td>0.259078</td>\n",
       "      <td>0.067985</td>\n",
       "      <td>0.051790</td>\n",
       "      <td>0.057906</td>\n",
       "      <td>0.555017</td>\n",
       "      <td>0.077685</td>\n",
       "      <td>0.481169</td>\n",
       "      <td>0.068998</td>\n",
       "      <td>0.088103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>4469</td>\n",
       "      <td>3851</td>\n",
       "      <td>European</td>\n",
       "      <td>Eastern European</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>1589</td>\n",
       "      <td>980</td>\n",
       "      <td>664</td>\n",
       "      <td>0.412620</td>\n",
       "      <td>...</td>\n",
       "      <td>276</td>\n",
       "      <td>0.233386</td>\n",
       "      <td>0.118819</td>\n",
       "      <td>0.061759</td>\n",
       "      <td>0.077646</td>\n",
       "      <td>0.471694</td>\n",
       "      <td>0.133363</td>\n",
       "      <td>0.462296</td>\n",
       "      <td>0.139852</td>\n",
       "      <td>0.219512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Croatia</td>\n",
       "      <td>8375</td>\n",
       "      <td>7608</td>\n",
       "      <td>European</td>\n",
       "      <td>Croatian</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>5348</td>\n",
       "      <td>5287</td>\n",
       "      <td>3529</td>\n",
       "      <td>0.702944</td>\n",
       "      <td>...</td>\n",
       "      <td>1001</td>\n",
       "      <td>0.376955</td>\n",
       "      <td>0.139821</td>\n",
       "      <td>0.119522</td>\n",
       "      <td>0.112716</td>\n",
       "      <td>0.546866</td>\n",
       "      <td>0.119045</td>\n",
       "      <td>0.506985</td>\n",
       "      <td>0.120239</td>\n",
       "      <td>0.174806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>14844</td>\n",
       "      <td>11319</td>\n",
       "      <td>European</td>\n",
       "      <td>Czech</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>6271</td>\n",
       "      <td>5394</td>\n",
       "      <td>1939</td>\n",
       "      <td>0.554024</td>\n",
       "      <td>...</td>\n",
       "      <td>514</td>\n",
       "      <td>0.135610</td>\n",
       "      <td>0.047831</td>\n",
       "      <td>0.034627</td>\n",
       "      <td>0.046888</td>\n",
       "      <td>0.464026</td>\n",
       "      <td>0.142549</td>\n",
       "      <td>0.468809</td>\n",
       "      <td>0.071072</td>\n",
       "      <td>0.149690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>9485</td>\n",
       "      <td>7117</td>\n",
       "      <td>European</td>\n",
       "      <td>Danish</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>3186</td>\n",
       "      <td>2774</td>\n",
       "      <td>1288</td>\n",
       "      <td>0.447661</td>\n",
       "      <td>...</td>\n",
       "      <td>416</td>\n",
       "      <td>0.150975</td>\n",
       "      <td>0.065683</td>\n",
       "      <td>0.043859</td>\n",
       "      <td>0.033316</td>\n",
       "      <td>0.424038</td>\n",
       "      <td>0.113969</td>\n",
       "      <td>0.388719</td>\n",
       "      <td>0.086347</td>\n",
       "      <td>0.111228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Finland</td>\n",
       "      <td>7372</td>\n",
       "      <td>5802</td>\n",
       "      <td>European</td>\n",
       "      <td>Scandinavian</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>2125</td>\n",
       "      <td>1204</td>\n",
       "      <td>1179</td>\n",
       "      <td>0.366253</td>\n",
       "      <td>...</td>\n",
       "      <td>506</td>\n",
       "      <td>0.169425</td>\n",
       "      <td>0.082610</td>\n",
       "      <td>0.068638</td>\n",
       "      <td>0.056294</td>\n",
       "      <td>0.370998</td>\n",
       "      <td>0.113673</td>\n",
       "      <td>0.422273</td>\n",
       "      <td>0.051682</td>\n",
       "      <td>0.143516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>France</td>\n",
       "      <td>155288</td>\n",
       "      <td>132871</td>\n",
       "      <td>French</td>\n",
       "      <td>European</td>\n",
       "      <td>Italian</td>\n",
       "      <td>84643</td>\n",
       "      <td>31729</td>\n",
       "      <td>16140</td>\n",
       "      <td>0.637031</td>\n",
       "      <td>...</td>\n",
       "      <td>2650</td>\n",
       "      <td>0.167882</td>\n",
       "      <td>0.049083</td>\n",
       "      <td>0.017065</td>\n",
       "      <td>0.093130</td>\n",
       "      <td>0.576059</td>\n",
       "      <td>0.126043</td>\n",
       "      <td>0.596047</td>\n",
       "      <td>0.036107</td>\n",
       "      <td>0.121754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Germany</td>\n",
       "      <td>115333</td>\n",
       "      <td>87491</td>\n",
       "      <td>German</td>\n",
       "      <td>European</td>\n",
       "      <td>Italian</td>\n",
       "      <td>32567</td>\n",
       "      <td>20365</td>\n",
       "      <td>15251</td>\n",
       "      <td>0.372233</td>\n",
       "      <td>...</td>\n",
       "      <td>4134</td>\n",
       "      <td>0.357183</td>\n",
       "      <td>0.077914</td>\n",
       "      <td>0.035844</td>\n",
       "      <td>0.041497</td>\n",
       "      <td>0.516400</td>\n",
       "      <td>0.070422</td>\n",
       "      <td>0.435461</td>\n",
       "      <td>0.045104</td>\n",
       "      <td>0.123260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Greece</td>\n",
       "      <td>33763</td>\n",
       "      <td>30138</td>\n",
       "      <td>Greek</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>Seafood</td>\n",
       "      <td>22191</td>\n",
       "      <td>13886</td>\n",
       "      <td>5541</td>\n",
       "      <td>0.736313</td>\n",
       "      <td>...</td>\n",
       "      <td>4329</td>\n",
       "      <td>0.334864</td>\n",
       "      <td>0.230045</td>\n",
       "      <td>0.128217</td>\n",
       "      <td>0.125848</td>\n",
       "      <td>0.442615</td>\n",
       "      <td>0.120635</td>\n",
       "      <td>0.431360</td>\n",
       "      <td>0.132453</td>\n",
       "      <td>0.200338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Hungary</td>\n",
       "      <td>7431</td>\n",
       "      <td>6282</td>\n",
       "      <td>European</td>\n",
       "      <td>Hungarian</td>\n",
       "      <td>Central European</td>\n",
       "      <td>3732</td>\n",
       "      <td>3288</td>\n",
       "      <td>1109</td>\n",
       "      <td>0.594078</td>\n",
       "      <td>...</td>\n",
       "      <td>582</td>\n",
       "      <td>0.245324</td>\n",
       "      <td>0.109003</td>\n",
       "      <td>0.078321</td>\n",
       "      <td>0.053290</td>\n",
       "      <td>0.426726</td>\n",
       "      <td>0.132015</td>\n",
       "      <td>0.445566</td>\n",
       "      <td>0.061903</td>\n",
       "      <td>0.164177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ireland</td>\n",
       "      <td>11203</td>\n",
       "      <td>9788</td>\n",
       "      <td>Irish</td>\n",
       "      <td>European</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>4580</td>\n",
       "      <td>2863</td>\n",
       "      <td>2446</td>\n",
       "      <td>0.467920</td>\n",
       "      <td>...</td>\n",
       "      <td>2779</td>\n",
       "      <td>0.420512</td>\n",
       "      <td>0.241810</td>\n",
       "      <td>0.248059</td>\n",
       "      <td>0.081585</td>\n",
       "      <td>0.431224</td>\n",
       "      <td>0.090511</td>\n",
       "      <td>0.468089</td>\n",
       "      <td>0.184861</td>\n",
       "      <td>0.243685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Italy</td>\n",
       "      <td>224763</td>\n",
       "      <td>195924</td>\n",
       "      <td>Italian</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>Pizza</td>\n",
       "      <td>160924</td>\n",
       "      <td>58650</td>\n",
       "      <td>55432</td>\n",
       "      <td>0.821359</td>\n",
       "      <td>...</td>\n",
       "      <td>31140</td>\n",
       "      <td>0.334971</td>\n",
       "      <td>0.123161</td>\n",
       "      <td>0.138546</td>\n",
       "      <td>0.099696</td>\n",
       "      <td>0.463715</td>\n",
       "      <td>0.101907</td>\n",
       "      <td>0.405961</td>\n",
       "      <td>0.072819</td>\n",
       "      <td>0.149446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Poland</td>\n",
       "      <td>24698</td>\n",
       "      <td>19033</td>\n",
       "      <td>European</td>\n",
       "      <td>Polish</td>\n",
       "      <td>Italian</td>\n",
       "      <td>10094</td>\n",
       "      <td>8865</td>\n",
       "      <td>3254</td>\n",
       "      <td>0.530342</td>\n",
       "      <td>...</td>\n",
       "      <td>780</td>\n",
       "      <td>0.139404</td>\n",
       "      <td>0.058831</td>\n",
       "      <td>0.031582</td>\n",
       "      <td>0.102802</td>\n",
       "      <td>0.458742</td>\n",
       "      <td>0.164831</td>\n",
       "      <td>0.468297</td>\n",
       "      <td>0.102721</td>\n",
       "      <td>0.187788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>32592</td>\n",
       "      <td>28680</td>\n",
       "      <td>European</td>\n",
       "      <td>Portuguese</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>21440</td>\n",
       "      <td>21352</td>\n",
       "      <td>6867</td>\n",
       "      <td>0.747559</td>\n",
       "      <td>...</td>\n",
       "      <td>3372</td>\n",
       "      <td>0.201798</td>\n",
       "      <td>0.101589</td>\n",
       "      <td>0.103461</td>\n",
       "      <td>0.080204</td>\n",
       "      <td>0.530928</td>\n",
       "      <td>0.116286</td>\n",
       "      <td>0.528719</td>\n",
       "      <td>0.077596</td>\n",
       "      <td>0.154639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Romania</td>\n",
       "      <td>7842</td>\n",
       "      <td>6865</td>\n",
       "      <td>European</td>\n",
       "      <td>Romanian</td>\n",
       "      <td>Italian</td>\n",
       "      <td>3766</td>\n",
       "      <td>2748</td>\n",
       "      <td>1484</td>\n",
       "      <td>0.548580</td>\n",
       "      <td>...</td>\n",
       "      <td>312</td>\n",
       "      <td>0.173043</td>\n",
       "      <td>0.087350</td>\n",
       "      <td>0.039786</td>\n",
       "      <td>0.075108</td>\n",
       "      <td>0.474751</td>\n",
       "      <td>0.139760</td>\n",
       "      <td>0.479725</td>\n",
       "      <td>0.143331</td>\n",
       "      <td>0.249426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Slovakia</td>\n",
       "      <td>4251</td>\n",
       "      <td>3147</td>\n",
       "      <td>European</td>\n",
       "      <td>Central European</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>1368</td>\n",
       "      <td>630</td>\n",
       "      <td>599</td>\n",
       "      <td>0.434700</td>\n",
       "      <td>...</td>\n",
       "      <td>131</td>\n",
       "      <td>0.119501</td>\n",
       "      <td>0.044225</td>\n",
       "      <td>0.030816</td>\n",
       "      <td>0.054340</td>\n",
       "      <td>0.439896</td>\n",
       "      <td>0.153846</td>\n",
       "      <td>0.460127</td>\n",
       "      <td>0.078805</td>\n",
       "      <td>0.200659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Spain</td>\n",
       "      <td>157479</td>\n",
       "      <td>134965</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>European</td>\n",
       "      <td>85973</td>\n",
       "      <td>54333</td>\n",
       "      <td>23803</td>\n",
       "      <td>0.637002</td>\n",
       "      <td>...</td>\n",
       "      <td>20654</td>\n",
       "      <td>0.239645</td>\n",
       "      <td>0.126760</td>\n",
       "      <td>0.131154</td>\n",
       "      <td>0.098305</td>\n",
       "      <td>0.468577</td>\n",
       "      <td>0.118606</td>\n",
       "      <td>0.456899</td>\n",
       "      <td>0.103703</td>\n",
       "      <td>0.203087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Sweden</td>\n",
       "      <td>18555</td>\n",
       "      <td>13384</td>\n",
       "      <td>European</td>\n",
       "      <td>Swedish</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>5319</td>\n",
       "      <td>4400</td>\n",
       "      <td>2038</td>\n",
       "      <td>0.397415</td>\n",
       "      <td>...</td>\n",
       "      <td>1269</td>\n",
       "      <td>0.182970</td>\n",
       "      <td>0.083805</td>\n",
       "      <td>0.068391</td>\n",
       "      <td>0.060523</td>\n",
       "      <td>0.347831</td>\n",
       "      <td>0.079601</td>\n",
       "      <td>0.359095</td>\n",
       "      <td>0.042684</td>\n",
       "      <td>0.090649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>The Netherlands</td>\n",
       "      <td>29792</td>\n",
       "      <td>25588</td>\n",
       "      <td>European</td>\n",
       "      <td>Dutch</td>\n",
       "      <td>Seafood</td>\n",
       "      <td>15332</td>\n",
       "      <td>12410</td>\n",
       "      <td>4759</td>\n",
       "      <td>0.599187</td>\n",
       "      <td>...</td>\n",
       "      <td>3431</td>\n",
       "      <td>0.411889</td>\n",
       "      <td>0.123020</td>\n",
       "      <td>0.115165</td>\n",
       "      <td>0.034036</td>\n",
       "      <td>0.511849</td>\n",
       "      <td>0.105666</td>\n",
       "      <td>0.408163</td>\n",
       "      <td>0.159539</td>\n",
       "      <td>0.130438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>171664</td>\n",
       "      <td>147174</td>\n",
       "      <td>British</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>Bar</td>\n",
       "      <td>64264</td>\n",
       "      <td>34735</td>\n",
       "      <td>28771</td>\n",
       "      <td>0.436653</td>\n",
       "      <td>...</td>\n",
       "      <td>42714</td>\n",
       "      <td>0.442207</td>\n",
       "      <td>0.251183</td>\n",
       "      <td>0.248823</td>\n",
       "      <td>0.089419</td>\n",
       "      <td>0.483037</td>\n",
       "      <td>0.107489</td>\n",
       "      <td>0.516719</td>\n",
       "      <td>0.187238</td>\n",
       "      <td>0.242602</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>21 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            country  restaurant_cnt  cuisines_cnt cuisine_no_1  \\\n",
       "0           Austria           20487         16760     European   \n",
       "1           Belgium           23711         20507     European   \n",
       "2          Bulgaria            4469          3851     European   \n",
       "3           Croatia            8375          7608     European   \n",
       "4    Czech Republic           14844         11319     European   \n",
       "5           Denmark            9485          7117     European   \n",
       "6           Finland            7372          5802     European   \n",
       "7            France          155288        132871       French   \n",
       "8           Germany          115333         87491       German   \n",
       "9            Greece           33763         30138        Greek   \n",
       "10          Hungary            7431          6282     European   \n",
       "11          Ireland           11203          9788        Irish   \n",
       "12            Italy          224763        195924      Italian   \n",
       "13           Poland           24698         19033     European   \n",
       "14         Portugal           32592         28680     European   \n",
       "15          Romania            7842          6865     European   \n",
       "16         Slovakia            4251          3147     European   \n",
       "17            Spain          157479        134965      Spanish   \n",
       "18           Sweden           18555         13384     European   \n",
       "19  The Netherlands           29792         25588     European   \n",
       "20   United Kingdom          171664        147174      British   \n",
       "\n",
       "        cuisine_no_2      cuisine_no_3  cuisine_no_1_cnt  cuisine_no_2_cnt  \\\n",
       "0           Austrian  Central European             10582              9404   \n",
       "1            Belgian            French             11912              9992   \n",
       "2   Eastern European     Mediterranean              1589               980   \n",
       "3           Croatian     Mediterranean              5348              5287   \n",
       "4              Czech              Cafe              6271              5394   \n",
       "5             Danish              Cafe              3186              2774   \n",
       "6       Scandinavian              Cafe              2125              1204   \n",
       "7           European           Italian             84643             31729   \n",
       "8           European           Italian             32567             20365   \n",
       "9      Mediterranean           Seafood             22191             13886   \n",
       "10         Hungarian  Central European              3732              3288   \n",
       "11          European              Cafe              4580              2863   \n",
       "12     Mediterranean             Pizza            160924             58650   \n",
       "13            Polish           Italian             10094              8865   \n",
       "14        Portuguese     Mediterranean             21440             21352   \n",
       "15          Romanian           Italian              3766              2748   \n",
       "16  Central European              Cafe              1368               630   \n",
       "17     Mediterranean          European             85973             54333   \n",
       "18           Swedish              Cafe              5319              4400   \n",
       "19             Dutch           Seafood             15332             12410   \n",
       "20              Cafe               Bar             64264             34735   \n",
       "\n",
       "    cuisine_no_3_cnt  cuisine_no_1_prt  ... gluten_free  \\\n",
       "0               2743          0.631384  ...        1279   \n",
       "1               4634          0.580875  ...        1228   \n",
       "2                664          0.412620  ...         276   \n",
       "3               3529          0.702944  ...        1001   \n",
       "4               1939          0.554024  ...         514   \n",
       "5               1288          0.447661  ...         416   \n",
       "6               1179          0.366253  ...         506   \n",
       "7              16140          0.637031  ...        2650   \n",
       "8              15251          0.372233  ...        4134   \n",
       "9               5541          0.736313  ...        4329   \n",
       "10              1109          0.594078  ...         582   \n",
       "11              2446          0.467920  ...        2779   \n",
       "12             55432          0.821359  ...       31140   \n",
       "13              3254          0.530342  ...         780   \n",
       "14              6867          0.747559  ...        3372   \n",
       "15              1484          0.548580  ...         312   \n",
       "16               599          0.434700  ...         131   \n",
       "17             23803          0.637002  ...       20654   \n",
       "18              2038          0.397415  ...        1269   \n",
       "19              4759          0.599187  ...        3431   \n",
       "20             28771          0.436653  ...       42714   \n",
       "\n",
       "    vegetarian_friendly_flg vegan_options_flg  gluten_free_flg  \\\n",
       "0                  0.360472          0.089179         0.062430   \n",
       "1                  0.259078          0.067985         0.051790   \n",
       "2                  0.233386          0.118819         0.061759   \n",
       "3                  0.376955          0.139821         0.119522   \n",
       "4                  0.135610          0.047831         0.034627   \n",
       "5                  0.150975          0.065683         0.043859   \n",
       "6                  0.169425          0.082610         0.068638   \n",
       "7                  0.167882          0.049083         0.017065   \n",
       "8                  0.357183          0.077914         0.035844   \n",
       "9                  0.334864          0.230045         0.128217   \n",
       "10                 0.245324          0.109003         0.078321   \n",
       "11                 0.420512          0.241810         0.248059   \n",
       "12                 0.334971          0.123161         0.138546   \n",
       "13                 0.139404          0.058831         0.031582   \n",
       "14                 0.201798          0.101589         0.103461   \n",
       "15                 0.173043          0.087350         0.039786   \n",
       "16                 0.119501          0.044225         0.030816   \n",
       "17                 0.239645          0.126760         0.131154   \n",
       "18                 0.182970          0.083805         0.068391   \n",
       "19                 0.411889          0.123020         0.115165   \n",
       "20                 0.442207          0.251183         0.248823   \n",
       "\n",
       "   meals_after_hours_flg  meals_dinner_flg  meals_drinks_flg  meals_lunch_flg  \\\n",
       "0               0.046517          0.490409          0.094987         0.442183   \n",
       "1               0.057906          0.555017          0.077685         0.481169   \n",
       "2               0.077646          0.471694          0.133363         0.462296   \n",
       "3               0.112716          0.546866          0.119045         0.506985   \n",
       "4               0.046888          0.464026          0.142549         0.468809   \n",
       "5               0.033316          0.424038          0.113969         0.388719   \n",
       "6               0.056294          0.370998          0.113673         0.422273   \n",
       "7               0.093130          0.576059          0.126043         0.596047   \n",
       "8               0.041497          0.516400          0.070422         0.435461   \n",
       "9               0.125848          0.442615          0.120635         0.431360   \n",
       "10              0.053290          0.426726          0.132015         0.445566   \n",
       "11              0.081585          0.431224          0.090511         0.468089   \n",
       "12              0.099696          0.463715          0.101907         0.405961   \n",
       "13              0.102802          0.458742          0.164831         0.468297   \n",
       "14              0.080204          0.530928          0.116286         0.528719   \n",
       "15              0.075108          0.474751          0.139760         0.479725   \n",
       "16              0.054340          0.439896          0.153846         0.460127   \n",
       "17              0.098305          0.468577          0.118606         0.456899   \n",
       "18              0.060523          0.347831          0.079601         0.359095   \n",
       "19              0.034036          0.511849          0.105666         0.408163   \n",
       "20              0.089419          0.483037          0.107489         0.516719   \n",
       "\n",
       "    meals_brunch_flg  meals_breakfast_flg  \n",
       "0           0.064724             0.181383  \n",
       "1           0.068998             0.088103  \n",
       "2           0.139852             0.219512  \n",
       "3           0.120239             0.174806  \n",
       "4           0.071072             0.149690  \n",
       "5           0.086347             0.111228  \n",
       "6           0.051682             0.143516  \n",
       "7           0.036107             0.121754  \n",
       "8           0.045104             0.123260  \n",
       "9           0.132453             0.200338  \n",
       "10          0.061903             0.164177  \n",
       "11          0.184861             0.243685  \n",
       "12          0.072819             0.149446  \n",
       "13          0.102721             0.187788  \n",
       "14          0.077596             0.154639  \n",
       "15          0.143331             0.249426  \n",
       "16          0.078805             0.200659  \n",
       "17          0.103703             0.203087  \n",
       "18          0.042684             0.090649  \n",
       "19          0.159539             0.130438  \n",
       "20          0.187238             0.242602  \n",
       "\n",
       "[21 rows x 36 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# meals_flg_list = ['meals_drinks_flg', 'meals_lunch_flg', 'meals_brunch_flg', 'meals_dinner_flg', 'meals_after_hours_flg', 'meals_breakfast_flg']\n",
    "# meals_flg_list\n",
    "\n",
    "df_base3 = df_upd_short.groupby(['country'])[meals_flg_list].sum().reset_index()\n",
    "# df_base3\n",
    "df_base = df_base.join(df_base3.set_index('country'), on='country')\n",
    "for p in meals_flg_list:\n",
    "    df_base[p] = df_base[p]/df_base['restaurant_cnt']\n",
    "df_base\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "090d978b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>restaurant_cnt</th>\n",
       "      <th>cuisines_cnt</th>\n",
       "      <th>cuisine_no_1</th>\n",
       "      <th>cuisine_no_2</th>\n",
       "      <th>cuisine_no_3</th>\n",
       "      <th>cuisine_no_1_cnt</th>\n",
       "      <th>cuisine_no_2_cnt</th>\n",
       "      <th>cuisine_no_3_cnt</th>\n",
       "      <th>cuisine_no_1_prt</th>\n",
       "      <th>...</th>\n",
       "      <th>features_reservations_flg</th>\n",
       "      <th>features_table_service_flg</th>\n",
       "      <th>features_wheelchair_accessible_flg</th>\n",
       "      <th>features_serves_alcohol_flg</th>\n",
       "      <th>features_takeout_flg</th>\n",
       "      <th>features_outdoor_seating_flg</th>\n",
       "      <th>features_accepts_credit_cards_flg</th>\n",
       "      <th>features_highchairs_available_flg</th>\n",
       "      <th>features_full_bar_flg</th>\n",
       "      <th>features_free_wifi_flg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Austria</td>\n",
       "      <td>20487</td>\n",
       "      <td>16760</td>\n",
       "      <td>European</td>\n",
       "      <td>Austrian</td>\n",
       "      <td>Central European</td>\n",
       "      <td>10582</td>\n",
       "      <td>9404</td>\n",
       "      <td>2743</td>\n",
       "      <td>0.631384</td>\n",
       "      <td>...</td>\n",
       "      <td>0.158296</td>\n",
       "      <td>0.107971</td>\n",
       "      <td>0.050129</td>\n",
       "      <td>0.045151</td>\n",
       "      <td>0.033387</td>\n",
       "      <td>0.032460</td>\n",
       "      <td>0.017621</td>\n",
       "      <td>0.020794</td>\n",
       "      <td>0.016254</td>\n",
       "      <td>0.020598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>23711</td>\n",
       "      <td>20507</td>\n",
       "      <td>European</td>\n",
       "      <td>Belgian</td>\n",
       "      <td>French</td>\n",
       "      <td>11912</td>\n",
       "      <td>9992</td>\n",
       "      <td>4634</td>\n",
       "      <td>0.580875</td>\n",
       "      <td>...</td>\n",
       "      <td>0.278689</td>\n",
       "      <td>0.243178</td>\n",
       "      <td>0.144026</td>\n",
       "      <td>0.152587</td>\n",
       "      <td>0.076420</td>\n",
       "      <td>0.067564</td>\n",
       "      <td>0.037156</td>\n",
       "      <td>0.036017</td>\n",
       "      <td>0.027034</td>\n",
       "      <td>0.024883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>4469</td>\n",
       "      <td>3851</td>\n",
       "      <td>European</td>\n",
       "      <td>Eastern European</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>1589</td>\n",
       "      <td>980</td>\n",
       "      <td>664</td>\n",
       "      <td>0.412620</td>\n",
       "      <td>...</td>\n",
       "      <td>0.166704</td>\n",
       "      <td>0.139629</td>\n",
       "      <td>0.049899</td>\n",
       "      <td>0.086820</td>\n",
       "      <td>0.052137</td>\n",
       "      <td>0.075185</td>\n",
       "      <td>0.028418</td>\n",
       "      <td>0.026180</td>\n",
       "      <td>0.036026</td>\n",
       "      <td>0.049452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Croatia</td>\n",
       "      <td>8375</td>\n",
       "      <td>7608</td>\n",
       "      <td>European</td>\n",
       "      <td>Croatian</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>5348</td>\n",
       "      <td>5287</td>\n",
       "      <td>3529</td>\n",
       "      <td>0.702944</td>\n",
       "      <td>...</td>\n",
       "      <td>0.226388</td>\n",
       "      <td>0.241433</td>\n",
       "      <td>0.104478</td>\n",
       "      <td>0.169433</td>\n",
       "      <td>0.062448</td>\n",
       "      <td>0.158925</td>\n",
       "      <td>0.052060</td>\n",
       "      <td>0.059343</td>\n",
       "      <td>0.066030</td>\n",
       "      <td>0.077134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>14844</td>\n",
       "      <td>11319</td>\n",
       "      <td>European</td>\n",
       "      <td>Czech</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>6271</td>\n",
       "      <td>5394</td>\n",
       "      <td>1939</td>\n",
       "      <td>0.554024</td>\n",
       "      <td>...</td>\n",
       "      <td>0.144570</td>\n",
       "      <td>0.132175</td>\n",
       "      <td>0.063191</td>\n",
       "      <td>0.094988</td>\n",
       "      <td>0.060765</td>\n",
       "      <td>0.054972</td>\n",
       "      <td>0.045608</td>\n",
       "      <td>0.032808</td>\n",
       "      <td>0.049245</td>\n",
       "      <td>0.058273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>9485</td>\n",
       "      <td>7117</td>\n",
       "      <td>European</td>\n",
       "      <td>Danish</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>3186</td>\n",
       "      <td>2774</td>\n",
       "      <td>1288</td>\n",
       "      <td>0.447661</td>\n",
       "      <td>...</td>\n",
       "      <td>0.135055</td>\n",
       "      <td>0.118187</td>\n",
       "      <td>0.073484</td>\n",
       "      <td>0.077174</td>\n",
       "      <td>0.086979</td>\n",
       "      <td>0.054823</td>\n",
       "      <td>0.059989</td>\n",
       "      <td>0.047338</td>\n",
       "      <td>0.023089</td>\n",
       "      <td>0.028571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Finland</td>\n",
       "      <td>7372</td>\n",
       "      <td>5802</td>\n",
       "      <td>European</td>\n",
       "      <td>Scandinavian</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>2125</td>\n",
       "      <td>1204</td>\n",
       "      <td>1179</td>\n",
       "      <td>0.366253</td>\n",
       "      <td>...</td>\n",
       "      <td>0.074200</td>\n",
       "      <td>0.059821</td>\n",
       "      <td>0.064840</td>\n",
       "      <td>0.055887</td>\n",
       "      <td>0.053310</td>\n",
       "      <td>0.041373</td>\n",
       "      <td>0.042458</td>\n",
       "      <td>0.039745</td>\n",
       "      <td>0.025231</td>\n",
       "      <td>0.028893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>France</td>\n",
       "      <td>155288</td>\n",
       "      <td>132871</td>\n",
       "      <td>French</td>\n",
       "      <td>European</td>\n",
       "      <td>Italian</td>\n",
       "      <td>84643</td>\n",
       "      <td>31729</td>\n",
       "      <td>16140</td>\n",
       "      <td>0.637031</td>\n",
       "      <td>...</td>\n",
       "      <td>0.316464</td>\n",
       "      <td>0.273537</td>\n",
       "      <td>0.198006</td>\n",
       "      <td>0.196776</td>\n",
       "      <td>0.099171</td>\n",
       "      <td>0.106396</td>\n",
       "      <td>0.086600</td>\n",
       "      <td>0.054724</td>\n",
       "      <td>0.040518</td>\n",
       "      <td>0.024451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Germany</td>\n",
       "      <td>115333</td>\n",
       "      <td>87491</td>\n",
       "      <td>German</td>\n",
       "      <td>European</td>\n",
       "      <td>Italian</td>\n",
       "      <td>32567</td>\n",
       "      <td>20365</td>\n",
       "      <td>15251</td>\n",
       "      <td>0.372233</td>\n",
       "      <td>...</td>\n",
       "      <td>0.154396</td>\n",
       "      <td>0.100006</td>\n",
       "      <td>0.044159</td>\n",
       "      <td>0.032853</td>\n",
       "      <td>0.034968</td>\n",
       "      <td>0.026029</td>\n",
       "      <td>0.009130</td>\n",
       "      <td>0.014731</td>\n",
       "      <td>0.008896</td>\n",
       "      <td>0.010249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Greece</td>\n",
       "      <td>33763</td>\n",
       "      <td>30138</td>\n",
       "      <td>Greek</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>Seafood</td>\n",
       "      <td>22191</td>\n",
       "      <td>13886</td>\n",
       "      <td>5541</td>\n",
       "      <td>0.736313</td>\n",
       "      <td>...</td>\n",
       "      <td>0.132423</td>\n",
       "      <td>0.165270</td>\n",
       "      <td>0.096881</td>\n",
       "      <td>0.114534</td>\n",
       "      <td>0.083523</td>\n",
       "      <td>0.115067</td>\n",
       "      <td>0.072120</td>\n",
       "      <td>0.046738</td>\n",
       "      <td>0.049847</td>\n",
       "      <td>0.093890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Hungary</td>\n",
       "      <td>7431</td>\n",
       "      <td>6282</td>\n",
       "      <td>European</td>\n",
       "      <td>Hungarian</td>\n",
       "      <td>Central European</td>\n",
       "      <td>3732</td>\n",
       "      <td>3288</td>\n",
       "      <td>1109</td>\n",
       "      <td>0.594078</td>\n",
       "      <td>...</td>\n",
       "      <td>0.117750</td>\n",
       "      <td>0.111560</td>\n",
       "      <td>0.048580</td>\n",
       "      <td>0.080743</td>\n",
       "      <td>0.080474</td>\n",
       "      <td>0.059615</td>\n",
       "      <td>0.047907</td>\n",
       "      <td>0.034047</td>\n",
       "      <td>0.032566</td>\n",
       "      <td>0.061634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ireland</td>\n",
       "      <td>11203</td>\n",
       "      <td>9788</td>\n",
       "      <td>Irish</td>\n",
       "      <td>European</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>4580</td>\n",
       "      <td>2863</td>\n",
       "      <td>2446</td>\n",
       "      <td>0.467920</td>\n",
       "      <td>...</td>\n",
       "      <td>0.148621</td>\n",
       "      <td>0.151656</td>\n",
       "      <td>0.147818</td>\n",
       "      <td>0.120593</td>\n",
       "      <td>0.105686</td>\n",
       "      <td>0.051683</td>\n",
       "      <td>0.072748</td>\n",
       "      <td>0.094707</td>\n",
       "      <td>0.070338</td>\n",
       "      <td>0.077479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Italy</td>\n",
       "      <td>224763</td>\n",
       "      <td>195924</td>\n",
       "      <td>Italian</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>Pizza</td>\n",
       "      <td>160924</td>\n",
       "      <td>58650</td>\n",
       "      <td>55432</td>\n",
       "      <td>0.821359</td>\n",
       "      <td>...</td>\n",
       "      <td>0.227168</td>\n",
       "      <td>0.192963</td>\n",
       "      <td>0.164289</td>\n",
       "      <td>0.120202</td>\n",
       "      <td>0.103126</td>\n",
       "      <td>0.060793</td>\n",
       "      <td>0.042556</td>\n",
       "      <td>0.040896</td>\n",
       "      <td>0.035727</td>\n",
       "      <td>0.024177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Poland</td>\n",
       "      <td>24698</td>\n",
       "      <td>19033</td>\n",
       "      <td>European</td>\n",
       "      <td>Polish</td>\n",
       "      <td>Italian</td>\n",
       "      <td>10094</td>\n",
       "      <td>8865</td>\n",
       "      <td>3254</td>\n",
       "      <td>0.530342</td>\n",
       "      <td>...</td>\n",
       "      <td>0.074662</td>\n",
       "      <td>0.083893</td>\n",
       "      <td>0.031824</td>\n",
       "      <td>0.049154</td>\n",
       "      <td>0.066240</td>\n",
       "      <td>0.038667</td>\n",
       "      <td>0.052474</td>\n",
       "      <td>0.020002</td>\n",
       "      <td>0.028909</td>\n",
       "      <td>0.037088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>32592</td>\n",
       "      <td>28680</td>\n",
       "      <td>European</td>\n",
       "      <td>Portuguese</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>21440</td>\n",
       "      <td>21352</td>\n",
       "      <td>6867</td>\n",
       "      <td>0.747559</td>\n",
       "      <td>...</td>\n",
       "      <td>0.234689</td>\n",
       "      <td>0.264421</td>\n",
       "      <td>0.155376</td>\n",
       "      <td>0.188328</td>\n",
       "      <td>0.084131</td>\n",
       "      <td>0.087690</td>\n",
       "      <td>0.057928</td>\n",
       "      <td>0.078639</td>\n",
       "      <td>0.084745</td>\n",
       "      <td>0.077872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Romania</td>\n",
       "      <td>7842</td>\n",
       "      <td>6865</td>\n",
       "      <td>European</td>\n",
       "      <td>Romanian</td>\n",
       "      <td>Italian</td>\n",
       "      <td>3766</td>\n",
       "      <td>2748</td>\n",
       "      <td>1484</td>\n",
       "      <td>0.548580</td>\n",
       "      <td>...</td>\n",
       "      <td>0.164626</td>\n",
       "      <td>0.149962</td>\n",
       "      <td>0.053685</td>\n",
       "      <td>0.100867</td>\n",
       "      <td>0.074471</td>\n",
       "      <td>0.079572</td>\n",
       "      <td>0.047437</td>\n",
       "      <td>0.031115</td>\n",
       "      <td>0.045524</td>\n",
       "      <td>0.063122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Slovakia</td>\n",
       "      <td>4251</td>\n",
       "      <td>3147</td>\n",
       "      <td>European</td>\n",
       "      <td>Central European</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>1368</td>\n",
       "      <td>630</td>\n",
       "      <td>599</td>\n",
       "      <td>0.434700</td>\n",
       "      <td>...</td>\n",
       "      <td>0.146083</td>\n",
       "      <td>0.122089</td>\n",
       "      <td>0.062338</td>\n",
       "      <td>0.083039</td>\n",
       "      <td>0.073159</td>\n",
       "      <td>0.072454</td>\n",
       "      <td>0.046342</td>\n",
       "      <td>0.043049</td>\n",
       "      <td>0.045872</td>\n",
       "      <td>0.072454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Spain</td>\n",
       "      <td>157479</td>\n",
       "      <td>134965</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>European</td>\n",
       "      <td>85973</td>\n",
       "      <td>54333</td>\n",
       "      <td>23803</td>\n",
       "      <td>0.637002</td>\n",
       "      <td>...</td>\n",
       "      <td>0.212930</td>\n",
       "      <td>0.228640</td>\n",
       "      <td>0.155748</td>\n",
       "      <td>0.149150</td>\n",
       "      <td>0.069533</td>\n",
       "      <td>0.076569</td>\n",
       "      <td>0.055182</td>\n",
       "      <td>0.034322</td>\n",
       "      <td>0.061684</td>\n",
       "      <td>0.037834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Sweden</td>\n",
       "      <td>18555</td>\n",
       "      <td>13384</td>\n",
       "      <td>European</td>\n",
       "      <td>Swedish</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>5319</td>\n",
       "      <td>4400</td>\n",
       "      <td>2038</td>\n",
       "      <td>0.397415</td>\n",
       "      <td>...</td>\n",
       "      <td>0.093667</td>\n",
       "      <td>0.060415</td>\n",
       "      <td>0.063110</td>\n",
       "      <td>0.035354</td>\n",
       "      <td>0.059876</td>\n",
       "      <td>0.032821</td>\n",
       "      <td>0.045109</td>\n",
       "      <td>0.026516</td>\n",
       "      <td>0.024791</td>\n",
       "      <td>0.017030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>The Netherlands</td>\n",
       "      <td>29792</td>\n",
       "      <td>25588</td>\n",
       "      <td>European</td>\n",
       "      <td>Dutch</td>\n",
       "      <td>Seafood</td>\n",
       "      <td>15332</td>\n",
       "      <td>12410</td>\n",
       "      <td>4759</td>\n",
       "      <td>0.599187</td>\n",
       "      <td>...</td>\n",
       "      <td>0.144569</td>\n",
       "      <td>0.103316</td>\n",
       "      <td>0.089689</td>\n",
       "      <td>0.060520</td>\n",
       "      <td>0.042058</td>\n",
       "      <td>0.041924</td>\n",
       "      <td>0.020274</td>\n",
       "      <td>0.023362</td>\n",
       "      <td>0.018629</td>\n",
       "      <td>0.026148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>171664</td>\n",
       "      <td>147174</td>\n",
       "      <td>British</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>Bar</td>\n",
       "      <td>64264</td>\n",
       "      <td>34735</td>\n",
       "      <td>28771</td>\n",
       "      <td>0.436653</td>\n",
       "      <td>...</td>\n",
       "      <td>0.133511</td>\n",
       "      <td>0.112074</td>\n",
       "      <td>0.150125</td>\n",
       "      <td>0.110827</td>\n",
       "      <td>0.138701</td>\n",
       "      <td>0.070958</td>\n",
       "      <td>0.076900</td>\n",
       "      <td>0.101174</td>\n",
       "      <td>0.079749</td>\n",
       "      <td>0.071174</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>21 rows × 47 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            country  restaurant_cnt  cuisines_cnt cuisine_no_1  \\\n",
       "0           Austria           20487         16760     European   \n",
       "1           Belgium           23711         20507     European   \n",
       "2          Bulgaria            4469          3851     European   \n",
       "3           Croatia            8375          7608     European   \n",
       "4    Czech Republic           14844         11319     European   \n",
       "5           Denmark            9485          7117     European   \n",
       "6           Finland            7372          5802     European   \n",
       "7            France          155288        132871       French   \n",
       "8           Germany          115333         87491       German   \n",
       "9            Greece           33763         30138        Greek   \n",
       "10          Hungary            7431          6282     European   \n",
       "11          Ireland           11203          9788        Irish   \n",
       "12            Italy          224763        195924      Italian   \n",
       "13           Poland           24698         19033     European   \n",
       "14         Portugal           32592         28680     European   \n",
       "15          Romania            7842          6865     European   \n",
       "16         Slovakia            4251          3147     European   \n",
       "17            Spain          157479        134965      Spanish   \n",
       "18           Sweden           18555         13384     European   \n",
       "19  The Netherlands           29792         25588     European   \n",
       "20   United Kingdom          171664        147174      British   \n",
       "\n",
       "        cuisine_no_2      cuisine_no_3  cuisine_no_1_cnt  cuisine_no_2_cnt  \\\n",
       "0           Austrian  Central European             10582              9404   \n",
       "1            Belgian            French             11912              9992   \n",
       "2   Eastern European     Mediterranean              1589               980   \n",
       "3           Croatian     Mediterranean              5348              5287   \n",
       "4              Czech              Cafe              6271              5394   \n",
       "5             Danish              Cafe              3186              2774   \n",
       "6       Scandinavian              Cafe              2125              1204   \n",
       "7           European           Italian             84643             31729   \n",
       "8           European           Italian             32567             20365   \n",
       "9      Mediterranean           Seafood             22191             13886   \n",
       "10         Hungarian  Central European              3732              3288   \n",
       "11          European              Cafe              4580              2863   \n",
       "12     Mediterranean             Pizza            160924             58650   \n",
       "13            Polish           Italian             10094              8865   \n",
       "14        Portuguese     Mediterranean             21440             21352   \n",
       "15          Romanian           Italian              3766              2748   \n",
       "16  Central European              Cafe              1368               630   \n",
       "17     Mediterranean          European             85973             54333   \n",
       "18           Swedish              Cafe              5319              4400   \n",
       "19             Dutch           Seafood             15332             12410   \n",
       "20              Cafe               Bar             64264             34735   \n",
       "\n",
       "    cuisine_no_3_cnt  cuisine_no_1_prt  ... features_reservations_flg  \\\n",
       "0               2743          0.631384  ...                  0.158296   \n",
       "1               4634          0.580875  ...                  0.278689   \n",
       "2                664          0.412620  ...                  0.166704   \n",
       "3               3529          0.702944  ...                  0.226388   \n",
       "4               1939          0.554024  ...                  0.144570   \n",
       "5               1288          0.447661  ...                  0.135055   \n",
       "6               1179          0.366253  ...                  0.074200   \n",
       "7              16140          0.637031  ...                  0.316464   \n",
       "8              15251          0.372233  ...                  0.154396   \n",
       "9               5541          0.736313  ...                  0.132423   \n",
       "10              1109          0.594078  ...                  0.117750   \n",
       "11              2446          0.467920  ...                  0.148621   \n",
       "12             55432          0.821359  ...                  0.227168   \n",
       "13              3254          0.530342  ...                  0.074662   \n",
       "14              6867          0.747559  ...                  0.234689   \n",
       "15              1484          0.548580  ...                  0.164626   \n",
       "16               599          0.434700  ...                  0.146083   \n",
       "17             23803          0.637002  ...                  0.212930   \n",
       "18              2038          0.397415  ...                  0.093667   \n",
       "19              4759          0.599187  ...                  0.144569   \n",
       "20             28771          0.436653  ...                  0.133511   \n",
       "\n",
       "    features_table_service_flg features_wheelchair_accessible_flg  \\\n",
       "0                     0.107971                           0.050129   \n",
       "1                     0.243178                           0.144026   \n",
       "2                     0.139629                           0.049899   \n",
       "3                     0.241433                           0.104478   \n",
       "4                     0.132175                           0.063191   \n",
       "5                     0.118187                           0.073484   \n",
       "6                     0.059821                           0.064840   \n",
       "7                     0.273537                           0.198006   \n",
       "8                     0.100006                           0.044159   \n",
       "9                     0.165270                           0.096881   \n",
       "10                    0.111560                           0.048580   \n",
       "11                    0.151656                           0.147818   \n",
       "12                    0.192963                           0.164289   \n",
       "13                    0.083893                           0.031824   \n",
       "14                    0.264421                           0.155376   \n",
       "15                    0.149962                           0.053685   \n",
       "16                    0.122089                           0.062338   \n",
       "17                    0.228640                           0.155748   \n",
       "18                    0.060415                           0.063110   \n",
       "19                    0.103316                           0.089689   \n",
       "20                    0.112074                           0.150125   \n",
       "\n",
       "    features_serves_alcohol_flg features_takeout_flg  \\\n",
       "0                      0.045151             0.033387   \n",
       "1                      0.152587             0.076420   \n",
       "2                      0.086820             0.052137   \n",
       "3                      0.169433             0.062448   \n",
       "4                      0.094988             0.060765   \n",
       "5                      0.077174             0.086979   \n",
       "6                      0.055887             0.053310   \n",
       "7                      0.196776             0.099171   \n",
       "8                      0.032853             0.034968   \n",
       "9                      0.114534             0.083523   \n",
       "10                     0.080743             0.080474   \n",
       "11                     0.120593             0.105686   \n",
       "12                     0.120202             0.103126   \n",
       "13                     0.049154             0.066240   \n",
       "14                     0.188328             0.084131   \n",
       "15                     0.100867             0.074471   \n",
       "16                     0.083039             0.073159   \n",
       "17                     0.149150             0.069533   \n",
       "18                     0.035354             0.059876   \n",
       "19                     0.060520             0.042058   \n",
       "20                     0.110827             0.138701   \n",
       "\n",
       "    features_outdoor_seating_flg  features_accepts_credit_cards_flg  \\\n",
       "0                       0.032460                           0.017621   \n",
       "1                       0.067564                           0.037156   \n",
       "2                       0.075185                           0.028418   \n",
       "3                       0.158925                           0.052060   \n",
       "4                       0.054972                           0.045608   \n",
       "5                       0.054823                           0.059989   \n",
       "6                       0.041373                           0.042458   \n",
       "7                       0.106396                           0.086600   \n",
       "8                       0.026029                           0.009130   \n",
       "9                       0.115067                           0.072120   \n",
       "10                      0.059615                           0.047907   \n",
       "11                      0.051683                           0.072748   \n",
       "12                      0.060793                           0.042556   \n",
       "13                      0.038667                           0.052474   \n",
       "14                      0.087690                           0.057928   \n",
       "15                      0.079572                           0.047437   \n",
       "16                      0.072454                           0.046342   \n",
       "17                      0.076569                           0.055182   \n",
       "18                      0.032821                           0.045109   \n",
       "19                      0.041924                           0.020274   \n",
       "20                      0.070958                           0.076900   \n",
       "\n",
       "    features_highchairs_available_flg  features_full_bar_flg  \\\n",
       "0                            0.020794               0.016254   \n",
       "1                            0.036017               0.027034   \n",
       "2                            0.026180               0.036026   \n",
       "3                            0.059343               0.066030   \n",
       "4                            0.032808               0.049245   \n",
       "5                            0.047338               0.023089   \n",
       "6                            0.039745               0.025231   \n",
       "7                            0.054724               0.040518   \n",
       "8                            0.014731               0.008896   \n",
       "9                            0.046738               0.049847   \n",
       "10                           0.034047               0.032566   \n",
       "11                           0.094707               0.070338   \n",
       "12                           0.040896               0.035727   \n",
       "13                           0.020002               0.028909   \n",
       "14                           0.078639               0.084745   \n",
       "15                           0.031115               0.045524   \n",
       "16                           0.043049               0.045872   \n",
       "17                           0.034322               0.061684   \n",
       "18                           0.026516               0.024791   \n",
       "19                           0.023362               0.018629   \n",
       "20                           0.101174               0.079749   \n",
       "\n",
       "    features_free_wifi_flg  \n",
       "0                 0.020598  \n",
       "1                 0.024883  \n",
       "2                 0.049452  \n",
       "3                 0.077134  \n",
       "4                 0.058273  \n",
       "5                 0.028571  \n",
       "6                 0.028893  \n",
       "7                 0.024451  \n",
       "8                 0.010249  \n",
       "9                 0.093890  \n",
       "10                0.061634  \n",
       "11                0.077479  \n",
       "12                0.024177  \n",
       "13                0.037088  \n",
       "14                0.077872  \n",
       "15                0.063122  \n",
       "16                0.072454  \n",
       "17                0.037834  \n",
       "18                0.017030  \n",
       "19                0.026148  \n",
       "20                0.071174  \n",
       "\n",
       "[21 rows x 47 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# features_flg_list\n",
    "\n",
    "df_base4 = df_upd_short.groupby(['country'])[features_flg_list].sum().reset_index()\n",
    "# df_base4\n",
    "df_base = df_base.join(df_base4.set_index('country'), on='country')\n",
    "for p in features_flg_list:\n",
    "    df_base[p] = df_base[p]/df_base['restaurant_cnt']\n",
    "df_base\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "2c583f74",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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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>country</th>\n",
       "      <th>restaurant_cnt</th>\n",
       "      <th>cuisines_cnt</th>\n",
       "      <th>cuisine_no_1</th>\n",
       "      <th>cuisine_no_2</th>\n",
       "      <th>cuisine_no_3</th>\n",
       "      <th>cuisine_no_1_cnt</th>\n",
       "      <th>cuisine_no_2_cnt</th>\n",
       "      <th>cuisine_no_3_cnt</th>\n",
       "      <th>cuisine_no_1_prt</th>\n",
       "      <th>...</th>\n",
       "      <th>very_good</th>\n",
       "      <th>average</th>\n",
       "      <th>poor</th>\n",
       "      <th>terrible</th>\n",
       "      <th>total_reviews_count</th>\n",
       "      <th>corrrect_reviews_cnt</th>\n",
       "      <th>excellent_flg</th>\n",
       "      <th>excellent_and_very_good_flg</th>\n",
       "      <th>terrible_flg</th>\n",
       "      <th>terrible_and_poor_flg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Austria</td>\n",
       "      <td>20487</td>\n",
       "      <td>16760</td>\n",
       "      <td>European</td>\n",
       "      <td>Austrian</td>\n",
       "      <td>Central European</td>\n",
       "      <td>10582</td>\n",
       "      <td>9404</td>\n",
       "      <td>2743</td>\n",
       "      <td>0.631384</td>\n",
       "      <td>...</td>\n",
       "      <td>98463.0</td>\n",
       "      <td>33296.0</td>\n",
       "      <td>14849.0</td>\n",
       "      <td>18360.0</td>\n",
       "      <td>1030051.0</td>\n",
       "      <td>338928.0</td>\n",
       "      <td>0.513265</td>\n",
       "      <td>0.803778</td>\n",
       "      <td>0.054171</td>\n",
       "      <td>0.097982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>23711</td>\n",
       "      <td>20507</td>\n",
       "      <td>European</td>\n",
       "      <td>Belgian</td>\n",
       "      <td>French</td>\n",
       "      <td>11912</td>\n",
       "      <td>9992</td>\n",
       "      <td>4634</td>\n",
       "      <td>0.580875</td>\n",
       "      <td>...</td>\n",
       "      <td>135530.0</td>\n",
       "      <td>46453.0</td>\n",
       "      <td>23022.0</td>\n",
       "      <td>27968.0</td>\n",
       "      <td>1604926.0</td>\n",
       "      <td>436046.0</td>\n",
       "      <td>0.465715</td>\n",
       "      <td>0.776530</td>\n",
       "      <td>0.064140</td>\n",
       "      <td>0.116937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>4469</td>\n",
       "      <td>3851</td>\n",
       "      <td>European</td>\n",
       "      <td>Eastern European</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>1589</td>\n",
       "      <td>980</td>\n",
       "      <td>664</td>\n",
       "      <td>0.412620</td>\n",
       "      <td>...</td>\n",
       "      <td>27467.0</td>\n",
       "      <td>11273.0</td>\n",
       "      <td>6110.0</td>\n",
       "      <td>8813.0</td>\n",
       "      <td>207750.0</td>\n",
       "      <td>140450.0</td>\n",
       "      <td>0.617921</td>\n",
       "      <td>0.813485</td>\n",
       "      <td>0.062748</td>\n",
       "      <td>0.106251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Croatia</td>\n",
       "      <td>8375</td>\n",
       "      <td>7608</td>\n",
       "      <td>European</td>\n",
       "      <td>Croatian</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>5348</td>\n",
       "      <td>5287</td>\n",
       "      <td>3529</td>\n",
       "      <td>0.702944</td>\n",
       "      <td>...</td>\n",
       "      <td>100333.0</td>\n",
       "      <td>36748.0</td>\n",
       "      <td>19934.0</td>\n",
       "      <td>24701.0</td>\n",
       "      <td>922238.0</td>\n",
       "      <td>490173.0</td>\n",
       "      <td>0.629282</td>\n",
       "      <td>0.833971</td>\n",
       "      <td>0.050392</td>\n",
       "      <td>0.091060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>14844</td>\n",
       "      <td>11319</td>\n",
       "      <td>European</td>\n",
       "      <td>Czech</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>6271</td>\n",
       "      <td>5394</td>\n",
       "      <td>1939</td>\n",
       "      <td>0.554024</td>\n",
       "      <td>...</td>\n",
       "      <td>92889.0</td>\n",
       "      <td>32900.0</td>\n",
       "      <td>16556.0</td>\n",
       "      <td>24819.0</td>\n",
       "      <td>883173.0</td>\n",
       "      <td>382738.0</td>\n",
       "      <td>0.563242</td>\n",
       "      <td>0.805938</td>\n",
       "      <td>0.064846</td>\n",
       "      <td>0.108103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>9485</td>\n",
       "      <td>7117</td>\n",
       "      <td>European</td>\n",
       "      <td>Danish</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>3186</td>\n",
       "      <td>2774</td>\n",
       "      <td>1288</td>\n",
       "      <td>0.447661</td>\n",
       "      <td>...</td>\n",
       "      <td>57657.0</td>\n",
       "      <td>20839.0</td>\n",
       "      <td>9624.0</td>\n",
       "      <td>9573.0</td>\n",
       "      <td>555245.0</td>\n",
       "      <td>188998.0</td>\n",
       "      <td>0.483100</td>\n",
       "      <td>0.788167</td>\n",
       "      <td>0.050651</td>\n",
       "      <td>0.101573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Finland</td>\n",
       "      <td>7372</td>\n",
       "      <td>5802</td>\n",
       "      <td>European</td>\n",
       "      <td>Scandinavian</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>2125</td>\n",
       "      <td>1204</td>\n",
       "      <td>1179</td>\n",
       "      <td>0.366253</td>\n",
       "      <td>...</td>\n",
       "      <td>42350.0</td>\n",
       "      <td>17078.0</td>\n",
       "      <td>6231.0</td>\n",
       "      <td>4338.0</td>\n",
       "      <td>247937.0</td>\n",
       "      <td>119323.0</td>\n",
       "      <td>0.413382</td>\n",
       "      <td>0.768301</td>\n",
       "      <td>0.036355</td>\n",
       "      <td>0.088575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>France</td>\n",
       "      <td>155288</td>\n",
       "      <td>132871</td>\n",
       "      <td>French</td>\n",
       "      <td>European</td>\n",
       "      <td>Italian</td>\n",
       "      <td>84643</td>\n",
       "      <td>31729</td>\n",
       "      <td>16140</td>\n",
       "      <td>0.637031</td>\n",
       "      <td>...</td>\n",
       "      <td>804833.0</td>\n",
       "      <td>275266.0</td>\n",
       "      <td>155366.0</td>\n",
       "      <td>198309.0</td>\n",
       "      <td>15628055.0</td>\n",
       "      <td>2822427.0</td>\n",
       "      <td>0.492007</td>\n",
       "      <td>0.777163</td>\n",
       "      <td>0.070262</td>\n",
       "      <td>0.125309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Germany</td>\n",
       "      <td>115333</td>\n",
       "      <td>87491</td>\n",
       "      <td>German</td>\n",
       "      <td>European</td>\n",
       "      <td>Italian</td>\n",
       "      <td>32567</td>\n",
       "      <td>20365</td>\n",
       "      <td>15251</td>\n",
       "      <td>0.372233</td>\n",
       "      <td>...</td>\n",
       "      <td>335441.0</td>\n",
       "      <td>116732.0</td>\n",
       "      <td>51806.0</td>\n",
       "      <td>65186.0</td>\n",
       "      <td>4039822.0</td>\n",
       "      <td>1105082.0</td>\n",
       "      <td>0.484957</td>\n",
       "      <td>0.788501</td>\n",
       "      <td>0.058987</td>\n",
       "      <td>0.105867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Greece</td>\n",
       "      <td>33763</td>\n",
       "      <td>30138</td>\n",
       "      <td>Greek</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>Seafood</td>\n",
       "      <td>22191</td>\n",
       "      <td>13886</td>\n",
       "      <td>5541</td>\n",
       "      <td>0.736313</td>\n",
       "      <td>...</td>\n",
       "      <td>322876.0</td>\n",
       "      <td>109208.0</td>\n",
       "      <td>52172.0</td>\n",
       "      <td>59093.0</td>\n",
       "      <td>3704203.0</td>\n",
       "      <td>1709704.0</td>\n",
       "      <td>0.682197</td>\n",
       "      <td>0.871046</td>\n",
       "      <td>0.034563</td>\n",
       "      <td>0.065079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Hungary</td>\n",
       "      <td>7431</td>\n",
       "      <td>6282</td>\n",
       "      <td>European</td>\n",
       "      <td>Hungarian</td>\n",
       "      <td>Central European</td>\n",
       "      <td>3732</td>\n",
       "      <td>3288</td>\n",
       "      <td>1109</td>\n",
       "      <td>0.594078</td>\n",
       "      <td>...</td>\n",
       "      <td>74883.0</td>\n",
       "      <td>27408.0</td>\n",
       "      <td>14650.0</td>\n",
       "      <td>18327.0</td>\n",
       "      <td>692990.0</td>\n",
       "      <td>329309.0</td>\n",
       "      <td>0.589237</td>\n",
       "      <td>0.816631</td>\n",
       "      <td>0.055653</td>\n",
       "      <td>0.100140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ireland</td>\n",
       "      <td>11203</td>\n",
       "      <td>9788</td>\n",
       "      <td>Irish</td>\n",
       "      <td>European</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>4580</td>\n",
       "      <td>2863</td>\n",
       "      <td>2446</td>\n",
       "      <td>0.467920</td>\n",
       "      <td>...</td>\n",
       "      <td>277847.0</td>\n",
       "      <td>96145.0</td>\n",
       "      <td>52771.0</td>\n",
       "      <td>58665.0</td>\n",
       "      <td>1331565.0</td>\n",
       "      <td>1202802.0</td>\n",
       "      <td>0.596419</td>\n",
       "      <td>0.827419</td>\n",
       "      <td>0.048774</td>\n",
       "      <td>0.092647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Italy</td>\n",
       "      <td>224763</td>\n",
       "      <td>195924</td>\n",
       "      <td>Italian</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>Pizza</td>\n",
       "      <td>160924</td>\n",
       "      <td>58650</td>\n",
       "      <td>55432</td>\n",
       "      <td>0.821359</td>\n",
       "      <td>...</td>\n",
       "      <td>1364375.0</td>\n",
       "      <td>514952.0</td>\n",
       "      <td>266360.0</td>\n",
       "      <td>366587.0</td>\n",
       "      <td>29688209.0</td>\n",
       "      <td>5325444.0</td>\n",
       "      <td>0.528251</td>\n",
       "      <td>0.784450</td>\n",
       "      <td>0.068837</td>\n",
       "      <td>0.118853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Poland</td>\n",
       "      <td>24698</td>\n",
       "      <td>19033</td>\n",
       "      <td>European</td>\n",
       "      <td>Polish</td>\n",
       "      <td>Italian</td>\n",
       "      <td>10094</td>\n",
       "      <td>8865</td>\n",
       "      <td>3254</td>\n",
       "      <td>0.530342</td>\n",
       "      <td>...</td>\n",
       "      <td>91072.0</td>\n",
       "      <td>32573.0</td>\n",
       "      <td>15512.0</td>\n",
       "      <td>18702.0</td>\n",
       "      <td>1222023.0</td>\n",
       "      <td>367755.0</td>\n",
       "      <td>0.570750</td>\n",
       "      <td>0.818393</td>\n",
       "      <td>0.050855</td>\n",
       "      <td>0.093035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>32592</td>\n",
       "      <td>28680</td>\n",
       "      <td>European</td>\n",
       "      <td>Portuguese</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>21440</td>\n",
       "      <td>21352</td>\n",
       "      <td>6867</td>\n",
       "      <td>0.747559</td>\n",
       "      <td>...</td>\n",
       "      <td>273124.0</td>\n",
       "      <td>91191.0</td>\n",
       "      <td>43884.0</td>\n",
       "      <td>53189.0</td>\n",
       "      <td>3442759.0</td>\n",
       "      <td>1163150.0</td>\n",
       "      <td>0.603329</td>\n",
       "      <td>0.838143</td>\n",
       "      <td>0.045728</td>\n",
       "      <td>0.083457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Romania</td>\n",
       "      <td>7842</td>\n",
       "      <td>6865</td>\n",
       "      <td>European</td>\n",
       "      <td>Romanian</td>\n",
       "      <td>Italian</td>\n",
       "      <td>3766</td>\n",
       "      <td>2748</td>\n",
       "      <td>1484</td>\n",
       "      <td>0.548580</td>\n",
       "      <td>...</td>\n",
       "      <td>50822.0</td>\n",
       "      <td>22661.0</td>\n",
       "      <td>12343.0</td>\n",
       "      <td>16969.0</td>\n",
       "      <td>312693.0</td>\n",
       "      <td>238385.0</td>\n",
       "      <td>0.568786</td>\n",
       "      <td>0.781979</td>\n",
       "      <td>0.071183</td>\n",
       "      <td>0.122961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Slovakia</td>\n",
       "      <td>4251</td>\n",
       "      <td>3147</td>\n",
       "      <td>European</td>\n",
       "      <td>Central European</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>1368</td>\n",
       "      <td>630</td>\n",
       "      <td>599</td>\n",
       "      <td>0.434700</td>\n",
       "      <td>...</td>\n",
       "      <td>14691.0</td>\n",
       "      <td>5498.0</td>\n",
       "      <td>2690.0</td>\n",
       "      <td>3499.0</td>\n",
       "      <td>127940.0</td>\n",
       "      <td>56469.0</td>\n",
       "      <td>0.532876</td>\n",
       "      <td>0.793037</td>\n",
       "      <td>0.061963</td>\n",
       "      <td>0.109600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Spain</td>\n",
       "      <td>157479</td>\n",
       "      <td>134965</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>European</td>\n",
       "      <td>85973</td>\n",
       "      <td>54333</td>\n",
       "      <td>23803</td>\n",
       "      <td>0.637002</td>\n",
       "      <td>...</td>\n",
       "      <td>981613.0</td>\n",
       "      <td>357130.0</td>\n",
       "      <td>182048.0</td>\n",
       "      <td>273842.0</td>\n",
       "      <td>14667345.0</td>\n",
       "      <td>4198363.0</td>\n",
       "      <td>0.572540</td>\n",
       "      <td>0.806348</td>\n",
       "      <td>0.065226</td>\n",
       "      <td>0.108588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Sweden</td>\n",
       "      <td>18555</td>\n",
       "      <td>13384</td>\n",
       "      <td>European</td>\n",
       "      <td>Swedish</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>5319</td>\n",
       "      <td>4400</td>\n",
       "      <td>2038</td>\n",
       "      <td>0.397415</td>\n",
       "      <td>...</td>\n",
       "      <td>70524.0</td>\n",
       "      <td>27060.0</td>\n",
       "      <td>11504.0</td>\n",
       "      <td>11329.0</td>\n",
       "      <td>738843.0</td>\n",
       "      <td>212854.0</td>\n",
       "      <td>0.434274</td>\n",
       "      <td>0.765600</td>\n",
       "      <td>0.053224</td>\n",
       "      <td>0.107271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>The Netherlands</td>\n",
       "      <td>29792</td>\n",
       "      <td>25588</td>\n",
       "      <td>European</td>\n",
       "      <td>Dutch</td>\n",
       "      <td>Seafood</td>\n",
       "      <td>15332</td>\n",
       "      <td>12410</td>\n",
       "      <td>4759</td>\n",
       "      <td>0.599187</td>\n",
       "      <td>...</td>\n",
       "      <td>183234.0</td>\n",
       "      <td>59830.0</td>\n",
       "      <td>26090.0</td>\n",
       "      <td>29142.0</td>\n",
       "      <td>1824104.0</td>\n",
       "      <td>609989.0</td>\n",
       "      <td>0.510981</td>\n",
       "      <td>0.811370</td>\n",
       "      <td>0.047775</td>\n",
       "      <td>0.090546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>171664</td>\n",
       "      <td>147174</td>\n",
       "      <td>British</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>Bar</td>\n",
       "      <td>64264</td>\n",
       "      <td>34735</td>\n",
       "      <td>28771</td>\n",
       "      <td>0.436653</td>\n",
       "      <td>...</td>\n",
       "      <td>4966746.0</td>\n",
       "      <td>2126588.0</td>\n",
       "      <td>1344001.0</td>\n",
       "      <td>1628584.0</td>\n",
       "      <td>23223345.0</td>\n",
       "      <td>22599356.0</td>\n",
       "      <td>0.554593</td>\n",
       "      <td>0.774366</td>\n",
       "      <td>0.072063</td>\n",
       "      <td>0.131534</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>21 rows × 58 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            country  restaurant_cnt  cuisines_cnt cuisine_no_1  \\\n",
       "0           Austria           20487         16760     European   \n",
       "1           Belgium           23711         20507     European   \n",
       "2          Bulgaria            4469          3851     European   \n",
       "3           Croatia            8375          7608     European   \n",
       "4    Czech Republic           14844         11319     European   \n",
       "5           Denmark            9485          7117     European   \n",
       "6           Finland            7372          5802     European   \n",
       "7            France          155288        132871       French   \n",
       "8           Germany          115333         87491       German   \n",
       "9            Greece           33763         30138        Greek   \n",
       "10          Hungary            7431          6282     European   \n",
       "11          Ireland           11203          9788        Irish   \n",
       "12            Italy          224763        195924      Italian   \n",
       "13           Poland           24698         19033     European   \n",
       "14         Portugal           32592         28680     European   \n",
       "15          Romania            7842          6865     European   \n",
       "16         Slovakia            4251          3147     European   \n",
       "17            Spain          157479        134965      Spanish   \n",
       "18           Sweden           18555         13384     European   \n",
       "19  The Netherlands           29792         25588     European   \n",
       "20   United Kingdom          171664        147174      British   \n",
       "\n",
       "        cuisine_no_2      cuisine_no_3  cuisine_no_1_cnt  cuisine_no_2_cnt  \\\n",
       "0           Austrian  Central European             10582              9404   \n",
       "1            Belgian            French             11912              9992   \n",
       "2   Eastern European     Mediterranean              1589               980   \n",
       "3           Croatian     Mediterranean              5348              5287   \n",
       "4              Czech              Cafe              6271              5394   \n",
       "5             Danish              Cafe              3186              2774   \n",
       "6       Scandinavian              Cafe              2125              1204   \n",
       "7           European           Italian             84643             31729   \n",
       "8           European           Italian             32567             20365   \n",
       "9      Mediterranean           Seafood             22191             13886   \n",
       "10         Hungarian  Central European              3732              3288   \n",
       "11          European              Cafe              4580              2863   \n",
       "12     Mediterranean             Pizza            160924             58650   \n",
       "13            Polish           Italian             10094              8865   \n",
       "14        Portuguese     Mediterranean             21440             21352   \n",
       "15          Romanian           Italian              3766              2748   \n",
       "16  Central European              Cafe              1368               630   \n",
       "17     Mediterranean          European             85973             54333   \n",
       "18           Swedish              Cafe              5319              4400   \n",
       "19             Dutch           Seafood             15332             12410   \n",
       "20              Cafe               Bar             64264             34735   \n",
       "\n",
       "    cuisine_no_3_cnt  cuisine_no_1_prt  ...  very_good    average       poor  \\\n",
       "0               2743          0.631384  ...    98463.0    33296.0    14849.0   \n",
       "1               4634          0.580875  ...   135530.0    46453.0    23022.0   \n",
       "2                664          0.412620  ...    27467.0    11273.0     6110.0   \n",
       "3               3529          0.702944  ...   100333.0    36748.0    19934.0   \n",
       "4               1939          0.554024  ...    92889.0    32900.0    16556.0   \n",
       "5               1288          0.447661  ...    57657.0    20839.0     9624.0   \n",
       "6               1179          0.366253  ...    42350.0    17078.0     6231.0   \n",
       "7              16140          0.637031  ...   804833.0   275266.0   155366.0   \n",
       "8              15251          0.372233  ...   335441.0   116732.0    51806.0   \n",
       "9               5541          0.736313  ...   322876.0   109208.0    52172.0   \n",
       "10              1109          0.594078  ...    74883.0    27408.0    14650.0   \n",
       "11              2446          0.467920  ...   277847.0    96145.0    52771.0   \n",
       "12             55432          0.821359  ...  1364375.0   514952.0   266360.0   \n",
       "13              3254          0.530342  ...    91072.0    32573.0    15512.0   \n",
       "14              6867          0.747559  ...   273124.0    91191.0    43884.0   \n",
       "15              1484          0.548580  ...    50822.0    22661.0    12343.0   \n",
       "16               599          0.434700  ...    14691.0     5498.0     2690.0   \n",
       "17             23803          0.637002  ...   981613.0   357130.0   182048.0   \n",
       "18              2038          0.397415  ...    70524.0    27060.0    11504.0   \n",
       "19              4759          0.599187  ...   183234.0    59830.0    26090.0   \n",
       "20             28771          0.436653  ...  4966746.0  2126588.0  1344001.0   \n",
       "\n",
       "     terrible total_reviews_count  corrrect_reviews_cnt  excellent_flg  \\\n",
       "0     18360.0           1030051.0              338928.0       0.513265   \n",
       "1     27968.0           1604926.0              436046.0       0.465715   \n",
       "2      8813.0            207750.0              140450.0       0.617921   \n",
       "3     24701.0            922238.0              490173.0       0.629282   \n",
       "4     24819.0            883173.0              382738.0       0.563242   \n",
       "5      9573.0            555245.0              188998.0       0.483100   \n",
       "6      4338.0            247937.0              119323.0       0.413382   \n",
       "7    198309.0          15628055.0             2822427.0       0.492007   \n",
       "8     65186.0           4039822.0             1105082.0       0.484957   \n",
       "9     59093.0           3704203.0             1709704.0       0.682197   \n",
       "10    18327.0            692990.0              329309.0       0.589237   \n",
       "11    58665.0           1331565.0             1202802.0       0.596419   \n",
       "12   366587.0          29688209.0             5325444.0       0.528251   \n",
       "13    18702.0           1222023.0              367755.0       0.570750   \n",
       "14    53189.0           3442759.0             1163150.0       0.603329   \n",
       "15    16969.0            312693.0              238385.0       0.568786   \n",
       "16     3499.0            127940.0               56469.0       0.532876   \n",
       "17   273842.0          14667345.0             4198363.0       0.572540   \n",
       "18    11329.0            738843.0              212854.0       0.434274   \n",
       "19    29142.0           1824104.0              609989.0       0.510981   \n",
       "20  1628584.0          23223345.0            22599356.0       0.554593   \n",
       "\n",
       "    excellent_and_very_good_flg  terrible_flg  terrible_and_poor_flg  \n",
       "0                      0.803778      0.054171               0.097982  \n",
       "1                      0.776530      0.064140               0.116937  \n",
       "2                      0.813485      0.062748               0.106251  \n",
       "3                      0.833971      0.050392               0.091060  \n",
       "4                      0.805938      0.064846               0.108103  \n",
       "5                      0.788167      0.050651               0.101573  \n",
       "6                      0.768301      0.036355               0.088575  \n",
       "7                      0.777163      0.070262               0.125309  \n",
       "8                      0.788501      0.058987               0.105867  \n",
       "9                      0.871046      0.034563               0.065079  \n",
       "10                     0.816631      0.055653               0.100140  \n",
       "11                     0.827419      0.048774               0.092647  \n",
       "12                     0.784450      0.068837               0.118853  \n",
       "13                     0.818393      0.050855               0.093035  \n",
       "14                     0.838143      0.045728               0.083457  \n",
       "15                     0.781979      0.071183               0.122961  \n",
       "16                     0.793037      0.061963               0.109600  \n",
       "17                     0.806348      0.065226               0.108588  \n",
       "18                     0.765600      0.053224               0.107271  \n",
       "19                     0.811370      0.047775               0.090546  \n",
       "20                     0.774366      0.072063               0.131534  \n",
       "\n",
       "[21 rows x 58 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "count_parameters = ['excellent', 'very_good', 'average', 'poor', 'terrible', 'total_reviews_count']\n",
    "df_count = df_upd_short[['country'] + count_parameters].groupby(['country']).sum(count_parameters).reset_index()\n",
    "df_count['corrrect_reviews_cnt'] = df_count['excellent']+df_count['very_good']+df_count['average']+df_count['poor']+df_count['terrible']\n",
    "# df_count\n",
    "df_base = df_base.join(df_count.set_index('country'), on='country')\n",
    "\n",
    "df_base['excellent_flg'] = df_base['excellent']/df_base['corrrect_reviews_cnt']\n",
    "df_base['excellent_and_very_good_flg'] = (df_base['excellent']+df_base['very_good'])/df_base['corrrect_reviews_cnt']\n",
    "df_base['terrible_flg'] = df_base['terrible']/df_base['corrrect_reviews_cnt']\n",
    "df_base['terrible_and_poor_flg'] = (df_base['terrible']+df_base['poor'])/df_base['corrrect_reviews_cnt']\n",
    "df_base\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "78bd168e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>restaurant_cnt</th>\n",
       "      <th>cuisines_cnt</th>\n",
       "      <th>cuisine_no_1</th>\n",
       "      <th>cuisine_no_2</th>\n",
       "      <th>cuisine_no_3</th>\n",
       "      <th>cuisine_no_1_cnt</th>\n",
       "      <th>cuisine_no_2_cnt</th>\n",
       "      <th>cuisine_no_3_cnt</th>\n",
       "      <th>cuisine_no_1_prt</th>\n",
       "      <th>...</th>\n",
       "      <th>terrible_flg</th>\n",
       "      <th>terrible_and_poor_flg</th>\n",
       "      <th>open_days_per_week</th>\n",
       "      <th>open_hours_per_week</th>\n",
       "      <th>working_shifts_per_week</th>\n",
       "      <th>avg_rating</th>\n",
       "      <th>food</th>\n",
       "      <th>service</th>\n",
       "      <th>value</th>\n",
       "      <th>atmosphere</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Austria</td>\n",
       "      <td>20487</td>\n",
       "      <td>16760</td>\n",
       "      <td>European</td>\n",
       "      <td>Austrian</td>\n",
       "      <td>Central European</td>\n",
       "      <td>10582</td>\n",
       "      <td>9404</td>\n",
       "      <td>2743</td>\n",
       "      <td>0.631384</td>\n",
       "      <td>...</td>\n",
       "      <td>0.054171</td>\n",
       "      <td>0.097982</td>\n",
       "      <td>6.091258</td>\n",
       "      <td>66.483475</td>\n",
       "      <td>6.824218</td>\n",
       "      <td>4.144475</td>\n",
       "      <td>4.187921</td>\n",
       "      <td>4.142813</td>\n",
       "      <td>4.041227</td>\n",
       "      <td>4.054033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>23711</td>\n",
       "      <td>20507</td>\n",
       "      <td>European</td>\n",
       "      <td>Belgian</td>\n",
       "      <td>French</td>\n",
       "      <td>11912</td>\n",
       "      <td>9992</td>\n",
       "      <td>4634</td>\n",
       "      <td>0.580875</td>\n",
       "      <td>...</td>\n",
       "      <td>0.064140</td>\n",
       "      <td>0.116937</td>\n",
       "      <td>5.713677</td>\n",
       "      <td>48.451676</td>\n",
       "      <td>7.411760</td>\n",
       "      <td>3.995374</td>\n",
       "      <td>4.056041</td>\n",
       "      <td>4.021697</td>\n",
       "      <td>3.933120</td>\n",
       "      <td>3.833555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>4469</td>\n",
       "      <td>3851</td>\n",
       "      <td>European</td>\n",
       "      <td>Eastern European</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>1589</td>\n",
       "      <td>980</td>\n",
       "      <td>664</td>\n",
       "      <td>0.412620</td>\n",
       "      <td>...</td>\n",
       "      <td>0.062748</td>\n",
       "      <td>0.106251</td>\n",
       "      <td>6.728755</td>\n",
       "      <td>85.403788</td>\n",
       "      <td>6.793478</td>\n",
       "      <td>4.195942</td>\n",
       "      <td>4.242509</td>\n",
       "      <td>4.178044</td>\n",
       "      <td>4.150434</td>\n",
       "      <td>4.245614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Croatia</td>\n",
       "      <td>8375</td>\n",
       "      <td>7608</td>\n",
       "      <td>European</td>\n",
       "      <td>Croatian</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>5348</td>\n",
       "      <td>5287</td>\n",
       "      <td>3529</td>\n",
       "      <td>0.702944</td>\n",
       "      <td>...</td>\n",
       "      <td>0.050392</td>\n",
       "      <td>0.091060</td>\n",
       "      <td>6.724611</td>\n",
       "      <td>87.747858</td>\n",
       "      <td>6.898187</td>\n",
       "      <td>4.141050</td>\n",
       "      <td>4.198630</td>\n",
       "      <td>4.203866</td>\n",
       "      <td>4.104639</td>\n",
       "      <td>4.123827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>14844</td>\n",
       "      <td>11319</td>\n",
       "      <td>European</td>\n",
       "      <td>Czech</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>6271</td>\n",
       "      <td>5394</td>\n",
       "      <td>1939</td>\n",
       "      <td>0.554024</td>\n",
       "      <td>...</td>\n",
       "      <td>0.064846</td>\n",
       "      <td>0.108103</td>\n",
       "      <td>6.523331</td>\n",
       "      <td>73.602625</td>\n",
       "      <td>6.630181</td>\n",
       "      <td>4.040272</td>\n",
       "      <td>4.151011</td>\n",
       "      <td>4.061817</td>\n",
       "      <td>4.043077</td>\n",
       "      <td>4.067283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>9485</td>\n",
       "      <td>7117</td>\n",
       "      <td>European</td>\n",
       "      <td>Danish</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>3186</td>\n",
       "      <td>2774</td>\n",
       "      <td>1288</td>\n",
       "      <td>0.447661</td>\n",
       "      <td>...</td>\n",
       "      <td>0.050651</td>\n",
       "      <td>0.101573</td>\n",
       "      <td>6.358717</td>\n",
       "      <td>59.542174</td>\n",
       "      <td>6.596116</td>\n",
       "      <td>3.930402</td>\n",
       "      <td>4.026227</td>\n",
       "      <td>4.000312</td>\n",
       "      <td>3.895803</td>\n",
       "      <td>3.923467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Finland</td>\n",
       "      <td>7372</td>\n",
       "      <td>5802</td>\n",
       "      <td>European</td>\n",
       "      <td>Scandinavian</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>2125</td>\n",
       "      <td>1204</td>\n",
       "      <td>1179</td>\n",
       "      <td>0.366253</td>\n",
       "      <td>...</td>\n",
       "      <td>0.036355</td>\n",
       "      <td>0.088575</td>\n",
       "      <td>6.306100</td>\n",
       "      <td>62.407000</td>\n",
       "      <td>6.442921</td>\n",
       "      <td>3.936790</td>\n",
       "      <td>3.971234</td>\n",
       "      <td>4.002746</td>\n",
       "      <td>3.824761</td>\n",
       "      <td>3.917458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>France</td>\n",
       "      <td>155288</td>\n",
       "      <td>132871</td>\n",
       "      <td>French</td>\n",
       "      <td>European</td>\n",
       "      <td>Italian</td>\n",
       "      <td>84643</td>\n",
       "      <td>31729</td>\n",
       "      <td>16140</td>\n",
       "      <td>0.637031</td>\n",
       "      <td>...</td>\n",
       "      <td>0.070262</td>\n",
       "      <td>0.125309</td>\n",
       "      <td>6.111181</td>\n",
       "      <td>51.533433</td>\n",
       "      <td>8.451443</td>\n",
       "      <td>4.018090</td>\n",
       "      <td>4.060964</td>\n",
       "      <td>4.076603</td>\n",
       "      <td>3.971429</td>\n",
       "      <td>3.838271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Germany</td>\n",
       "      <td>115333</td>\n",
       "      <td>87491</td>\n",
       "      <td>German</td>\n",
       "      <td>European</td>\n",
       "      <td>Italian</td>\n",
       "      <td>32567</td>\n",
       "      <td>20365</td>\n",
       "      <td>15251</td>\n",
       "      <td>0.372233</td>\n",
       "      <td>...</td>\n",
       "      <td>0.058987</td>\n",
       "      <td>0.105867</td>\n",
       "      <td>6.242100</td>\n",
       "      <td>60.576214</td>\n",
       "      <td>7.394672</td>\n",
       "      <td>4.057725</td>\n",
       "      <td>4.093484</td>\n",
       "      <td>4.037176</td>\n",
       "      <td>3.976119</td>\n",
       "      <td>3.991851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Greece</td>\n",
       "      <td>33763</td>\n",
       "      <td>30138</td>\n",
       "      <td>Greek</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>Seafood</td>\n",
       "      <td>22191</td>\n",
       "      <td>13886</td>\n",
       "      <td>5541</td>\n",
       "      <td>0.736313</td>\n",
       "      <td>...</td>\n",
       "      <td>0.034563</td>\n",
       "      <td>0.065079</td>\n",
       "      <td>6.746998</td>\n",
       "      <td>90.713784</td>\n",
       "      <td>6.890273</td>\n",
       "      <td>4.325600</td>\n",
       "      <td>4.335215</td>\n",
       "      <td>4.381414</td>\n",
       "      <td>4.257506</td>\n",
       "      <td>4.341007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Hungary</td>\n",
       "      <td>7431</td>\n",
       "      <td>6282</td>\n",
       "      <td>European</td>\n",
       "      <td>Hungarian</td>\n",
       "      <td>Central European</td>\n",
       "      <td>3732</td>\n",
       "      <td>3288</td>\n",
       "      <td>1109</td>\n",
       "      <td>0.594078</td>\n",
       "      <td>...</td>\n",
       "      <td>0.055653</td>\n",
       "      <td>0.100140</td>\n",
       "      <td>6.471471</td>\n",
       "      <td>71.775381</td>\n",
       "      <td>6.538859</td>\n",
       "      <td>4.145468</td>\n",
       "      <td>4.196787</td>\n",
       "      <td>4.157687</td>\n",
       "      <td>4.112922</td>\n",
       "      <td>4.126130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ireland</td>\n",
       "      <td>11203</td>\n",
       "      <td>9788</td>\n",
       "      <td>Irish</td>\n",
       "      <td>European</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>4580</td>\n",
       "      <td>2863</td>\n",
       "      <td>2446</td>\n",
       "      <td>0.467920</td>\n",
       "      <td>...</td>\n",
       "      <td>0.048774</td>\n",
       "      <td>0.092647</td>\n",
       "      <td>6.453874</td>\n",
       "      <td>62.845239</td>\n",
       "      <td>6.652465</td>\n",
       "      <td>4.135357</td>\n",
       "      <td>4.246658</td>\n",
       "      <td>4.259562</td>\n",
       "      <td>4.107425</td>\n",
       "      <td>4.083561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Italy</td>\n",
       "      <td>224763</td>\n",
       "      <td>195924</td>\n",
       "      <td>Italian</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>Pizza</td>\n",
       "      <td>160924</td>\n",
       "      <td>58650</td>\n",
       "      <td>55432</td>\n",
       "      <td>0.821359</td>\n",
       "      <td>...</td>\n",
       "      <td>0.068837</td>\n",
       "      <td>0.118853</td>\n",
       "      <td>6.289305</td>\n",
       "      <td>60.452992</td>\n",
       "      <td>8.503441</td>\n",
       "      <td>4.038021</td>\n",
       "      <td>4.098254</td>\n",
       "      <td>3.978757</td>\n",
       "      <td>3.935929</td>\n",
       "      <td>3.888864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Poland</td>\n",
       "      <td>24698</td>\n",
       "      <td>19033</td>\n",
       "      <td>European</td>\n",
       "      <td>Polish</td>\n",
       "      <td>Italian</td>\n",
       "      <td>10094</td>\n",
       "      <td>8865</td>\n",
       "      <td>3254</td>\n",
       "      <td>0.530342</td>\n",
       "      <td>...</td>\n",
       "      <td>0.050855</td>\n",
       "      <td>0.093035</td>\n",
       "      <td>6.728129</td>\n",
       "      <td>77.262177</td>\n",
       "      <td>6.773964</td>\n",
       "      <td>4.109489</td>\n",
       "      <td>4.166965</td>\n",
       "      <td>4.150178</td>\n",
       "      <td>4.076900</td>\n",
       "      <td>4.082375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>32592</td>\n",
       "      <td>28680</td>\n",
       "      <td>European</td>\n",
       "      <td>Portuguese</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>21440</td>\n",
       "      <td>21352</td>\n",
       "      <td>6867</td>\n",
       "      <td>0.747559</td>\n",
       "      <td>...</td>\n",
       "      <td>0.045728</td>\n",
       "      <td>0.083457</td>\n",
       "      <td>6.287848</td>\n",
       "      <td>65.611509</td>\n",
       "      <td>7.887001</td>\n",
       "      <td>4.151862</td>\n",
       "      <td>4.202260</td>\n",
       "      <td>4.167637</td>\n",
       "      <td>4.065466</td>\n",
       "      <td>4.023893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Romania</td>\n",
       "      <td>7842</td>\n",
       "      <td>6865</td>\n",
       "      <td>European</td>\n",
       "      <td>Romanian</td>\n",
       "      <td>Italian</td>\n",
       "      <td>3766</td>\n",
       "      <td>2748</td>\n",
       "      <td>1484</td>\n",
       "      <td>0.548580</td>\n",
       "      <td>...</td>\n",
       "      <td>0.071183</td>\n",
       "      <td>0.122961</td>\n",
       "      <td>6.727341</td>\n",
       "      <td>84.935491</td>\n",
       "      <td>6.794821</td>\n",
       "      <td>4.099845</td>\n",
       "      <td>4.123928</td>\n",
       "      <td>4.029084</td>\n",
       "      <td>4.003604</td>\n",
       "      <td>4.056818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Slovakia</td>\n",
       "      <td>4251</td>\n",
       "      <td>3147</td>\n",
       "      <td>European</td>\n",
       "      <td>Central European</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>1368</td>\n",
       "      <td>630</td>\n",
       "      <td>599</td>\n",
       "      <td>0.434700</td>\n",
       "      <td>...</td>\n",
       "      <td>0.061963</td>\n",
       "      <td>0.109600</td>\n",
       "      <td>6.504711</td>\n",
       "      <td>73.574966</td>\n",
       "      <td>6.608793</td>\n",
       "      <td>4.119490</td>\n",
       "      <td>4.187592</td>\n",
       "      <td>4.095798</td>\n",
       "      <td>4.077945</td>\n",
       "      <td>4.196697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Spain</td>\n",
       "      <td>157479</td>\n",
       "      <td>134965</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>European</td>\n",
       "      <td>85973</td>\n",
       "      <td>54333</td>\n",
       "      <td>23803</td>\n",
       "      <td>0.637002</td>\n",
       "      <td>...</td>\n",
       "      <td>0.065226</td>\n",
       "      <td>0.108588</td>\n",
       "      <td>6.297108</td>\n",
       "      <td>66.489934</td>\n",
       "      <td>7.851169</td>\n",
       "      <td>3.959886</td>\n",
       "      <td>4.053639</td>\n",
       "      <td>4.018247</td>\n",
       "      <td>3.935742</td>\n",
       "      <td>3.951327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Sweden</td>\n",
       "      <td>18555</td>\n",
       "      <td>13384</td>\n",
       "      <td>European</td>\n",
       "      <td>Swedish</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>5319</td>\n",
       "      <td>4400</td>\n",
       "      <td>2038</td>\n",
       "      <td>0.397415</td>\n",
       "      <td>...</td>\n",
       "      <td>0.053224</td>\n",
       "      <td>0.107271</td>\n",
       "      <td>6.252466</td>\n",
       "      <td>58.243135</td>\n",
       "      <td>6.514663</td>\n",
       "      <td>3.860476</td>\n",
       "      <td>3.974258</td>\n",
       "      <td>3.928718</td>\n",
       "      <td>3.794992</td>\n",
       "      <td>3.918235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>The Netherlands</td>\n",
       "      <td>29792</td>\n",
       "      <td>25588</td>\n",
       "      <td>European</td>\n",
       "      <td>Dutch</td>\n",
       "      <td>Seafood</td>\n",
       "      <td>15332</td>\n",
       "      <td>12410</td>\n",
       "      <td>4759</td>\n",
       "      <td>0.599187</td>\n",
       "      <td>...</td>\n",
       "      <td>0.047775</td>\n",
       "      <td>0.090546</td>\n",
       "      <td>6.233038</td>\n",
       "      <td>59.627108</td>\n",
       "      <td>6.330262</td>\n",
       "      <td>4.065244</td>\n",
       "      <td>4.086359</td>\n",
       "      <td>4.096163</td>\n",
       "      <td>3.962758</td>\n",
       "      <td>4.011135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>171664</td>\n",
       "      <td>147174</td>\n",
       "      <td>British</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>Bar</td>\n",
       "      <td>64264</td>\n",
       "      <td>34735</td>\n",
       "      <td>28771</td>\n",
       "      <td>0.436653</td>\n",
       "      <td>...</td>\n",
       "      <td>0.072063</td>\n",
       "      <td>0.131534</td>\n",
       "      <td>6.510160</td>\n",
       "      <td>61.267496</td>\n",
       "      <td>7.003771</td>\n",
       "      <td>4.007406</td>\n",
       "      <td>4.129458</td>\n",
       "      <td>4.131486</td>\n",
       "      <td>4.022993</td>\n",
       "      <td>3.938211</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>21 rows × 66 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            country  restaurant_cnt  cuisines_cnt cuisine_no_1  \\\n",
       "0           Austria           20487         16760     European   \n",
       "1           Belgium           23711         20507     European   \n",
       "2          Bulgaria            4469          3851     European   \n",
       "3           Croatia            8375          7608     European   \n",
       "4    Czech Republic           14844         11319     European   \n",
       "5           Denmark            9485          7117     European   \n",
       "6           Finland            7372          5802     European   \n",
       "7            France          155288        132871       French   \n",
       "8           Germany          115333         87491       German   \n",
       "9            Greece           33763         30138        Greek   \n",
       "10          Hungary            7431          6282     European   \n",
       "11          Ireland           11203          9788        Irish   \n",
       "12            Italy          224763        195924      Italian   \n",
       "13           Poland           24698         19033     European   \n",
       "14         Portugal           32592         28680     European   \n",
       "15          Romania            7842          6865     European   \n",
       "16         Slovakia            4251          3147     European   \n",
       "17            Spain          157479        134965      Spanish   \n",
       "18           Sweden           18555         13384     European   \n",
       "19  The Netherlands           29792         25588     European   \n",
       "20   United Kingdom          171664        147174      British   \n",
       "\n",
       "        cuisine_no_2      cuisine_no_3  cuisine_no_1_cnt  cuisine_no_2_cnt  \\\n",
       "0           Austrian  Central European             10582              9404   \n",
       "1            Belgian            French             11912              9992   \n",
       "2   Eastern European     Mediterranean              1589               980   \n",
       "3           Croatian     Mediterranean              5348              5287   \n",
       "4              Czech              Cafe              6271              5394   \n",
       "5             Danish              Cafe              3186              2774   \n",
       "6       Scandinavian              Cafe              2125              1204   \n",
       "7           European           Italian             84643             31729   \n",
       "8           European           Italian             32567             20365   \n",
       "9      Mediterranean           Seafood             22191             13886   \n",
       "10         Hungarian  Central European              3732              3288   \n",
       "11          European              Cafe              4580              2863   \n",
       "12     Mediterranean             Pizza            160924             58650   \n",
       "13            Polish           Italian             10094              8865   \n",
       "14        Portuguese     Mediterranean             21440             21352   \n",
       "15          Romanian           Italian              3766              2748   \n",
       "16  Central European              Cafe              1368               630   \n",
       "17     Mediterranean          European             85973             54333   \n",
       "18           Swedish              Cafe              5319              4400   \n",
       "19             Dutch           Seafood             15332             12410   \n",
       "20              Cafe               Bar             64264             34735   \n",
       "\n",
       "    cuisine_no_3_cnt  cuisine_no_1_prt  ... terrible_flg  \\\n",
       "0               2743          0.631384  ...     0.054171   \n",
       "1               4634          0.580875  ...     0.064140   \n",
       "2                664          0.412620  ...     0.062748   \n",
       "3               3529          0.702944  ...     0.050392   \n",
       "4               1939          0.554024  ...     0.064846   \n",
       "5               1288          0.447661  ...     0.050651   \n",
       "6               1179          0.366253  ...     0.036355   \n",
       "7              16140          0.637031  ...     0.070262   \n",
       "8              15251          0.372233  ...     0.058987   \n",
       "9               5541          0.736313  ...     0.034563   \n",
       "10              1109          0.594078  ...     0.055653   \n",
       "11              2446          0.467920  ...     0.048774   \n",
       "12             55432          0.821359  ...     0.068837   \n",
       "13              3254          0.530342  ...     0.050855   \n",
       "14              6867          0.747559  ...     0.045728   \n",
       "15              1484          0.548580  ...     0.071183   \n",
       "16               599          0.434700  ...     0.061963   \n",
       "17             23803          0.637002  ...     0.065226   \n",
       "18              2038          0.397415  ...     0.053224   \n",
       "19              4759          0.599187  ...     0.047775   \n",
       "20             28771          0.436653  ...     0.072063   \n",
       "\n",
       "    terrible_and_poor_flg open_days_per_week  open_hours_per_week  \\\n",
       "0                0.097982           6.091258            66.483475   \n",
       "1                0.116937           5.713677            48.451676   \n",
       "2                0.106251           6.728755            85.403788   \n",
       "3                0.091060           6.724611            87.747858   \n",
       "4                0.108103           6.523331            73.602625   \n",
       "5                0.101573           6.358717            59.542174   \n",
       "6                0.088575           6.306100            62.407000   \n",
       "7                0.125309           6.111181            51.533433   \n",
       "8                0.105867           6.242100            60.576214   \n",
       "9                0.065079           6.746998            90.713784   \n",
       "10               0.100140           6.471471            71.775381   \n",
       "11               0.092647           6.453874            62.845239   \n",
       "12               0.118853           6.289305            60.452992   \n",
       "13               0.093035           6.728129            77.262177   \n",
       "14               0.083457           6.287848            65.611509   \n",
       "15               0.122961           6.727341            84.935491   \n",
       "16               0.109600           6.504711            73.574966   \n",
       "17               0.108588           6.297108            66.489934   \n",
       "18               0.107271           6.252466            58.243135   \n",
       "19               0.090546           6.233038            59.627108   \n",
       "20               0.131534           6.510160            61.267496   \n",
       "\n",
       "   working_shifts_per_week  avg_rating      food   service     value  \\\n",
       "0                 6.824218    4.144475  4.187921  4.142813  4.041227   \n",
       "1                 7.411760    3.995374  4.056041  4.021697  3.933120   \n",
       "2                 6.793478    4.195942  4.242509  4.178044  4.150434   \n",
       "3                 6.898187    4.141050  4.198630  4.203866  4.104639   \n",
       "4                 6.630181    4.040272  4.151011  4.061817  4.043077   \n",
       "5                 6.596116    3.930402  4.026227  4.000312  3.895803   \n",
       "6                 6.442921    3.936790  3.971234  4.002746  3.824761   \n",
       "7                 8.451443    4.018090  4.060964  4.076603  3.971429   \n",
       "8                 7.394672    4.057725  4.093484  4.037176  3.976119   \n",
       "9                 6.890273    4.325600  4.335215  4.381414  4.257506   \n",
       "10                6.538859    4.145468  4.196787  4.157687  4.112922   \n",
       "11                6.652465    4.135357  4.246658  4.259562  4.107425   \n",
       "12                8.503441    4.038021  4.098254  3.978757  3.935929   \n",
       "13                6.773964    4.109489  4.166965  4.150178  4.076900   \n",
       "14                7.887001    4.151862  4.202260  4.167637  4.065466   \n",
       "15                6.794821    4.099845  4.123928  4.029084  4.003604   \n",
       "16                6.608793    4.119490  4.187592  4.095798  4.077945   \n",
       "17                7.851169    3.959886  4.053639  4.018247  3.935742   \n",
       "18                6.514663    3.860476  3.974258  3.928718  3.794992   \n",
       "19                6.330262    4.065244  4.086359  4.096163  3.962758   \n",
       "20                7.003771    4.007406  4.129458  4.131486  4.022993   \n",
       "\n",
       "    atmosphere  \n",
       "0     4.054033  \n",
       "1     3.833555  \n",
       "2     4.245614  \n",
       "3     4.123827  \n",
       "4     4.067283  \n",
       "5     3.923467  \n",
       "6     3.917458  \n",
       "7     3.838271  \n",
       "8     3.991851  \n",
       "9     4.341007  \n",
       "10    4.126130  \n",
       "11    4.083561  \n",
       "12    3.888864  \n",
       "13    4.082375  \n",
       "14    4.023893  \n",
       "15    4.056818  \n",
       "16    4.196697  \n",
       "17    3.951327  \n",
       "18    3.918235  \n",
       "19    4.011135  \n",
       "20    3.938211  \n",
       "\n",
       "[21 rows x 66 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "score_parameters = ['open_days_per_week', 'open_hours_per_week', 'working_shifts_per_week', 'avg_rating', 'food', 'service', 'value', 'atmosphere']\n",
    "df_average_by_country = df_upd_short[['country'] + score_parameters].groupby(['country']).mean(score_parameters).reset_index()\n",
    "# df_average_by_country\n",
    "df_base = df_base.join(df_average_by_country.set_index('country'), on='country')\n",
    "df_base\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "64bae254",
   "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>country</th>\n",
       "      <th>restaurant_cnt</th>\n",
       "      <th>cuisines_cnt</th>\n",
       "      <th>cuisine_no_1</th>\n",
       "      <th>cuisine_no_2</th>\n",
       "      <th>cuisine_no_3</th>\n",
       "      <th>cuisine_no_1_cnt</th>\n",
       "      <th>cuisine_no_2_cnt</th>\n",
       "      <th>cuisine_no_3_cnt</th>\n",
       "      <th>cuisine_no_1_prt</th>\n",
       "      <th>...</th>\n",
       "      <th>open_days_per_week</th>\n",
       "      <th>open_hours_per_week</th>\n",
       "      <th>working_shifts_per_week</th>\n",
       "      <th>avg_rating</th>\n",
       "      <th>food</th>\n",
       "      <th>service</th>\n",
       "      <th>value</th>\n",
       "      <th>atmosphere</th>\n",
       "      <th>price_min</th>\n",
       "      <th>price_max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Austria</td>\n",
       "      <td>20487</td>\n",
       "      <td>16760</td>\n",
       "      <td>European</td>\n",
       "      <td>Austrian</td>\n",
       "      <td>Central European</td>\n",
       "      <td>10582</td>\n",
       "      <td>9404</td>\n",
       "      <td>2743</td>\n",
       "      <td>0.631384</td>\n",
       "      <td>...</td>\n",
       "      <td>6.091258</td>\n",
       "      <td>66.483475</td>\n",
       "      <td>6.824218</td>\n",
       "      <td>4.144475</td>\n",
       "      <td>4.187921</td>\n",
       "      <td>4.142813</td>\n",
       "      <td>4.041227</td>\n",
       "      <td>4.054033</td>\n",
       "      <td>5.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>23711</td>\n",
       "      <td>20507</td>\n",
       "      <td>European</td>\n",
       "      <td>Belgian</td>\n",
       "      <td>French</td>\n",
       "      <td>11912</td>\n",
       "      <td>9992</td>\n",
       "      <td>4634</td>\n",
       "      <td>0.580875</td>\n",
       "      <td>...</td>\n",
       "      <td>5.713677</td>\n",
       "      <td>48.451676</td>\n",
       "      <td>7.411760</td>\n",
       "      <td>3.995374</td>\n",
       "      <td>4.056041</td>\n",
       "      <td>4.021697</td>\n",
       "      <td>3.933120</td>\n",
       "      <td>3.833555</td>\n",
       "      <td>10.0</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>4469</td>\n",
       "      <td>3851</td>\n",
       "      <td>European</td>\n",
       "      <td>Eastern European</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>1589</td>\n",
       "      <td>980</td>\n",
       "      <td>664</td>\n",
       "      <td>0.412620</td>\n",
       "      <td>...</td>\n",
       "      <td>6.728755</td>\n",
       "      <td>85.403788</td>\n",
       "      <td>6.793478</td>\n",
       "      <td>4.195942</td>\n",
       "      <td>4.242509</td>\n",
       "      <td>4.178044</td>\n",
       "      <td>4.150434</td>\n",
       "      <td>4.245614</td>\n",
       "      <td>3.0</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Croatia</td>\n",
       "      <td>8375</td>\n",
       "      <td>7608</td>\n",
       "      <td>European</td>\n",
       "      <td>Croatian</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>5348</td>\n",
       "      <td>5287</td>\n",
       "      <td>3529</td>\n",
       "      <td>0.702944</td>\n",
       "      <td>...</td>\n",
       "      <td>6.724611</td>\n",
       "      <td>87.747858</td>\n",
       "      <td>6.898187</td>\n",
       "      <td>4.141050</td>\n",
       "      <td>4.198630</td>\n",
       "      <td>4.203866</td>\n",
       "      <td>4.104639</td>\n",
       "      <td>4.123827</td>\n",
       "      <td>5.0</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>14844</td>\n",
       "      <td>11319</td>\n",
       "      <td>European</td>\n",
       "      <td>Czech</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>6271</td>\n",
       "      <td>5394</td>\n",
       "      <td>1939</td>\n",
       "      <td>0.554024</td>\n",
       "      <td>...</td>\n",
       "      <td>6.523331</td>\n",
       "      <td>73.602625</td>\n",
       "      <td>6.630181</td>\n",
       "      <td>4.040272</td>\n",
       "      <td>4.151011</td>\n",
       "      <td>4.061817</td>\n",
       "      <td>4.043077</td>\n",
       "      <td>4.067283</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>9485</td>\n",
       "      <td>7117</td>\n",
       "      <td>European</td>\n",
       "      <td>Danish</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>3186</td>\n",
       "      <td>2774</td>\n",
       "      <td>1288</td>\n",
       "      <td>0.447661</td>\n",
       "      <td>...</td>\n",
       "      <td>6.358717</td>\n",
       "      <td>59.542174</td>\n",
       "      <td>6.596116</td>\n",
       "      <td>3.930402</td>\n",
       "      <td>4.026227</td>\n",
       "      <td>4.000312</td>\n",
       "      <td>3.895803</td>\n",
       "      <td>3.923467</td>\n",
       "      <td>8.0</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Finland</td>\n",
       "      <td>7372</td>\n",
       "      <td>5802</td>\n",
       "      <td>European</td>\n",
       "      <td>Scandinavian</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>2125</td>\n",
       "      <td>1204</td>\n",
       "      <td>1179</td>\n",
       "      <td>0.366253</td>\n",
       "      <td>...</td>\n",
       "      <td>6.306100</td>\n",
       "      <td>62.407000</td>\n",
       "      <td>6.442921</td>\n",
       "      <td>3.936790</td>\n",
       "      <td>3.971234</td>\n",
       "      <td>4.002746</td>\n",
       "      <td>3.824761</td>\n",
       "      <td>3.917458</td>\n",
       "      <td>7.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>France</td>\n",
       "      <td>155288</td>\n",
       "      <td>132871</td>\n",
       "      <td>French</td>\n",
       "      <td>European</td>\n",
       "      <td>Italian</td>\n",
       "      <td>84643</td>\n",
       "      <td>31729</td>\n",
       "      <td>16140</td>\n",
       "      <td>0.637031</td>\n",
       "      <td>...</td>\n",
       "      <td>6.111181</td>\n",
       "      <td>51.533433</td>\n",
       "      <td>8.451443</td>\n",
       "      <td>4.018090</td>\n",
       "      <td>4.060964</td>\n",
       "      <td>4.076603</td>\n",
       "      <td>3.971429</td>\n",
       "      <td>3.838271</td>\n",
       "      <td>10.0</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Germany</td>\n",
       "      <td>115333</td>\n",
       "      <td>87491</td>\n",
       "      <td>German</td>\n",
       "      <td>European</td>\n",
       "      <td>Italian</td>\n",
       "      <td>32567</td>\n",
       "      <td>20365</td>\n",
       "      <td>15251</td>\n",
       "      <td>0.372233</td>\n",
       "      <td>...</td>\n",
       "      <td>6.242100</td>\n",
       "      <td>60.576214</td>\n",
       "      <td>7.394672</td>\n",
       "      <td>4.057725</td>\n",
       "      <td>4.093484</td>\n",
       "      <td>4.037176</td>\n",
       "      <td>3.976119</td>\n",
       "      <td>3.991851</td>\n",
       "      <td>5.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Greece</td>\n",
       "      <td>33763</td>\n",
       "      <td>30138</td>\n",
       "      <td>Greek</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>Seafood</td>\n",
       "      <td>22191</td>\n",
       "      <td>13886</td>\n",
       "      <td>5541</td>\n",
       "      <td>0.736313</td>\n",
       "      <td>...</td>\n",
       "      <td>6.746998</td>\n",
       "      <td>90.713784</td>\n",
       "      <td>6.890273</td>\n",
       "      <td>4.325600</td>\n",
       "      <td>4.335215</td>\n",
       "      <td>4.381414</td>\n",
       "      <td>4.257506</td>\n",
       "      <td>4.341007</td>\n",
       "      <td>5.0</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Hungary</td>\n",
       "      <td>7431</td>\n",
       "      <td>6282</td>\n",
       "      <td>European</td>\n",
       "      <td>Hungarian</td>\n",
       "      <td>Central European</td>\n",
       "      <td>3732</td>\n",
       "      <td>3288</td>\n",
       "      <td>1109</td>\n",
       "      <td>0.594078</td>\n",
       "      <td>...</td>\n",
       "      <td>6.471471</td>\n",
       "      <td>71.775381</td>\n",
       "      <td>6.538859</td>\n",
       "      <td>4.145468</td>\n",
       "      <td>4.196787</td>\n",
       "      <td>4.157687</td>\n",
       "      <td>4.112922</td>\n",
       "      <td>4.126130</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ireland</td>\n",
       "      <td>11203</td>\n",
       "      <td>9788</td>\n",
       "      <td>Irish</td>\n",
       "      <td>European</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>4580</td>\n",
       "      <td>2863</td>\n",
       "      <td>2446</td>\n",
       "      <td>0.467920</td>\n",
       "      <td>...</td>\n",
       "      <td>6.453874</td>\n",
       "      <td>62.845239</td>\n",
       "      <td>6.652465</td>\n",
       "      <td>4.135357</td>\n",
       "      <td>4.246658</td>\n",
       "      <td>4.259562</td>\n",
       "      <td>4.107425</td>\n",
       "      <td>4.083561</td>\n",
       "      <td>5.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Italy</td>\n",
       "      <td>224763</td>\n",
       "      <td>195924</td>\n",
       "      <td>Italian</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>Pizza</td>\n",
       "      <td>160924</td>\n",
       "      <td>58650</td>\n",
       "      <td>55432</td>\n",
       "      <td>0.821359</td>\n",
       "      <td>...</td>\n",
       "      <td>6.289305</td>\n",
       "      <td>60.452992</td>\n",
       "      <td>8.503441</td>\n",
       "      <td>4.038021</td>\n",
       "      <td>4.098254</td>\n",
       "      <td>3.978757</td>\n",
       "      <td>3.935929</td>\n",
       "      <td>3.888864</td>\n",
       "      <td>10.0</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Poland</td>\n",
       "      <td>24698</td>\n",
       "      <td>19033</td>\n",
       "      <td>European</td>\n",
       "      <td>Polish</td>\n",
       "      <td>Italian</td>\n",
       "      <td>10094</td>\n",
       "      <td>8865</td>\n",
       "      <td>3254</td>\n",
       "      <td>0.530342</td>\n",
       "      <td>...</td>\n",
       "      <td>6.728129</td>\n",
       "      <td>77.262177</td>\n",
       "      <td>6.773964</td>\n",
       "      <td>4.109489</td>\n",
       "      <td>4.166965</td>\n",
       "      <td>4.150178</td>\n",
       "      <td>4.076900</td>\n",
       "      <td>4.082375</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>32592</td>\n",
       "      <td>28680</td>\n",
       "      <td>European</td>\n",
       "      <td>Portuguese</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>21440</td>\n",
       "      <td>21352</td>\n",
       "      <td>6867</td>\n",
       "      <td>0.747559</td>\n",
       "      <td>...</td>\n",
       "      <td>6.287848</td>\n",
       "      <td>65.611509</td>\n",
       "      <td>7.887001</td>\n",
       "      <td>4.151862</td>\n",
       "      <td>4.202260</td>\n",
       "      <td>4.167637</td>\n",
       "      <td>4.065466</td>\n",
       "      <td>4.023893</td>\n",
       "      <td>7.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Romania</td>\n",
       "      <td>7842</td>\n",
       "      <td>6865</td>\n",
       "      <td>European</td>\n",
       "      <td>Romanian</td>\n",
       "      <td>Italian</td>\n",
       "      <td>3766</td>\n",
       "      <td>2748</td>\n",
       "      <td>1484</td>\n",
       "      <td>0.548580</td>\n",
       "      <td>...</td>\n",
       "      <td>6.727341</td>\n",
       "      <td>84.935491</td>\n",
       "      <td>6.794821</td>\n",
       "      <td>4.099845</td>\n",
       "      <td>4.123928</td>\n",
       "      <td>4.029084</td>\n",
       "      <td>4.003604</td>\n",
       "      <td>4.056818</td>\n",
       "      <td>3.0</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Slovakia</td>\n",
       "      <td>4251</td>\n",
       "      <td>3147</td>\n",
       "      <td>European</td>\n",
       "      <td>Central European</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>1368</td>\n",
       "      <td>630</td>\n",
       "      <td>599</td>\n",
       "      <td>0.434700</td>\n",
       "      <td>...</td>\n",
       "      <td>6.504711</td>\n",
       "      <td>73.574966</td>\n",
       "      <td>6.608793</td>\n",
       "      <td>4.119490</td>\n",
       "      <td>4.187592</td>\n",
       "      <td>4.095798</td>\n",
       "      <td>4.077945</td>\n",
       "      <td>4.196697</td>\n",
       "      <td>3.0</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Spain</td>\n",
       "      <td>157479</td>\n",
       "      <td>134965</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>European</td>\n",
       "      <td>85973</td>\n",
       "      <td>54333</td>\n",
       "      <td>23803</td>\n",
       "      <td>0.637002</td>\n",
       "      <td>...</td>\n",
       "      <td>6.297108</td>\n",
       "      <td>66.489934</td>\n",
       "      <td>7.851169</td>\n",
       "      <td>3.959886</td>\n",
       "      <td>4.053639</td>\n",
       "      <td>4.018247</td>\n",
       "      <td>3.935742</td>\n",
       "      <td>3.951327</td>\n",
       "      <td>8.0</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Sweden</td>\n",
       "      <td>18555</td>\n",
       "      <td>13384</td>\n",
       "      <td>European</td>\n",
       "      <td>Swedish</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>5319</td>\n",
       "      <td>4400</td>\n",
       "      <td>2038</td>\n",
       "      <td>0.397415</td>\n",
       "      <td>...</td>\n",
       "      <td>6.252466</td>\n",
       "      <td>58.243135</td>\n",
       "      <td>6.514663</td>\n",
       "      <td>3.860476</td>\n",
       "      <td>3.974258</td>\n",
       "      <td>3.928718</td>\n",
       "      <td>3.794992</td>\n",
       "      <td>3.918235</td>\n",
       "      <td>8.0</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>The Netherlands</td>\n",
       "      <td>29792</td>\n",
       "      <td>25588</td>\n",
       "      <td>European</td>\n",
       "      <td>Dutch</td>\n",
       "      <td>Seafood</td>\n",
       "      <td>15332</td>\n",
       "      <td>12410</td>\n",
       "      <td>4759</td>\n",
       "      <td>0.599187</td>\n",
       "      <td>...</td>\n",
       "      <td>6.233038</td>\n",
       "      <td>59.627108</td>\n",
       "      <td>6.330262</td>\n",
       "      <td>4.065244</td>\n",
       "      <td>4.086359</td>\n",
       "      <td>4.096163</td>\n",
       "      <td>3.962758</td>\n",
       "      <td>4.011135</td>\n",
       "      <td>7.0</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>171664</td>\n",
       "      <td>147174</td>\n",
       "      <td>British</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>Bar</td>\n",
       "      <td>64264</td>\n",
       "      <td>34735</td>\n",
       "      <td>28771</td>\n",
       "      <td>0.436653</td>\n",
       "      <td>...</td>\n",
       "      <td>6.510160</td>\n",
       "      <td>61.267496</td>\n",
       "      <td>7.003771</td>\n",
       "      <td>4.007406</td>\n",
       "      <td>4.129458</td>\n",
       "      <td>4.131486</td>\n",
       "      <td>4.022993</td>\n",
       "      <td>3.938211</td>\n",
       "      <td>6.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>21 rows × 68 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            country  restaurant_cnt  cuisines_cnt cuisine_no_1  \\\n",
       "0           Austria           20487         16760     European   \n",
       "1           Belgium           23711         20507     European   \n",
       "2          Bulgaria            4469          3851     European   \n",
       "3           Croatia            8375          7608     European   \n",
       "4    Czech Republic           14844         11319     European   \n",
       "5           Denmark            9485          7117     European   \n",
       "6           Finland            7372          5802     European   \n",
       "7            France          155288        132871       French   \n",
       "8           Germany          115333         87491       German   \n",
       "9            Greece           33763         30138        Greek   \n",
       "10          Hungary            7431          6282     European   \n",
       "11          Ireland           11203          9788        Irish   \n",
       "12            Italy          224763        195924      Italian   \n",
       "13           Poland           24698         19033     European   \n",
       "14         Portugal           32592         28680     European   \n",
       "15          Romania            7842          6865     European   \n",
       "16         Slovakia            4251          3147     European   \n",
       "17            Spain          157479        134965      Spanish   \n",
       "18           Sweden           18555         13384     European   \n",
       "19  The Netherlands           29792         25588     European   \n",
       "20   United Kingdom          171664        147174      British   \n",
       "\n",
       "        cuisine_no_2      cuisine_no_3  cuisine_no_1_cnt  cuisine_no_2_cnt  \\\n",
       "0           Austrian  Central European             10582              9404   \n",
       "1            Belgian            French             11912              9992   \n",
       "2   Eastern European     Mediterranean              1589               980   \n",
       "3           Croatian     Mediterranean              5348              5287   \n",
       "4              Czech              Cafe              6271              5394   \n",
       "5             Danish              Cafe              3186              2774   \n",
       "6       Scandinavian              Cafe              2125              1204   \n",
       "7           European           Italian             84643             31729   \n",
       "8           European           Italian             32567             20365   \n",
       "9      Mediterranean           Seafood             22191             13886   \n",
       "10         Hungarian  Central European              3732              3288   \n",
       "11          European              Cafe              4580              2863   \n",
       "12     Mediterranean             Pizza            160924             58650   \n",
       "13            Polish           Italian             10094              8865   \n",
       "14        Portuguese     Mediterranean             21440             21352   \n",
       "15          Romanian           Italian              3766              2748   \n",
       "16  Central European              Cafe              1368               630   \n",
       "17     Mediterranean          European             85973             54333   \n",
       "18           Swedish              Cafe              5319              4400   \n",
       "19             Dutch           Seafood             15332             12410   \n",
       "20              Cafe               Bar             64264             34735   \n",
       "\n",
       "    cuisine_no_3_cnt  cuisine_no_1_prt  ... open_days_per_week  \\\n",
       "0               2743          0.631384  ...           6.091258   \n",
       "1               4634          0.580875  ...           5.713677   \n",
       "2                664          0.412620  ...           6.728755   \n",
       "3               3529          0.702944  ...           6.724611   \n",
       "4               1939          0.554024  ...           6.523331   \n",
       "5               1288          0.447661  ...           6.358717   \n",
       "6               1179          0.366253  ...           6.306100   \n",
       "7              16140          0.637031  ...           6.111181   \n",
       "8              15251          0.372233  ...           6.242100   \n",
       "9               5541          0.736313  ...           6.746998   \n",
       "10              1109          0.594078  ...           6.471471   \n",
       "11              2446          0.467920  ...           6.453874   \n",
       "12             55432          0.821359  ...           6.289305   \n",
       "13              3254          0.530342  ...           6.728129   \n",
       "14              6867          0.747559  ...           6.287848   \n",
       "15              1484          0.548580  ...           6.727341   \n",
       "16               599          0.434700  ...           6.504711   \n",
       "17             23803          0.637002  ...           6.297108   \n",
       "18              2038          0.397415  ...           6.252466   \n",
       "19              4759          0.599187  ...           6.233038   \n",
       "20             28771          0.436653  ...           6.510160   \n",
       "\n",
       "    open_hours_per_week working_shifts_per_week  avg_rating      food  \\\n",
       "0             66.483475                6.824218    4.144475  4.187921   \n",
       "1             48.451676                7.411760    3.995374  4.056041   \n",
       "2             85.403788                6.793478    4.195942  4.242509   \n",
       "3             87.747858                6.898187    4.141050  4.198630   \n",
       "4             73.602625                6.630181    4.040272  4.151011   \n",
       "5             59.542174                6.596116    3.930402  4.026227   \n",
       "6             62.407000                6.442921    3.936790  3.971234   \n",
       "7             51.533433                8.451443    4.018090  4.060964   \n",
       "8             60.576214                7.394672    4.057725  4.093484   \n",
       "9             90.713784                6.890273    4.325600  4.335215   \n",
       "10            71.775381                6.538859    4.145468  4.196787   \n",
       "11            62.845239                6.652465    4.135357  4.246658   \n",
       "12            60.452992                8.503441    4.038021  4.098254   \n",
       "13            77.262177                6.773964    4.109489  4.166965   \n",
       "14            65.611509                7.887001    4.151862  4.202260   \n",
       "15            84.935491                6.794821    4.099845  4.123928   \n",
       "16            73.574966                6.608793    4.119490  4.187592   \n",
       "17            66.489934                7.851169    3.959886  4.053639   \n",
       "18            58.243135                6.514663    3.860476  3.974258   \n",
       "19            59.627108                6.330262    4.065244  4.086359   \n",
       "20            61.267496                7.003771    4.007406  4.129458   \n",
       "\n",
       "     service     value  atmosphere  price_min  price_max  \n",
       "0   4.142813  4.041227    4.054033        5.0       20.0  \n",
       "1   4.021697  3.933120    3.833555       10.0       26.0  \n",
       "2   4.178044  4.150434    4.245614        3.0       15.0  \n",
       "3   4.203866  4.104639    4.123827        5.0       25.0  \n",
       "4   4.061817  4.043077    4.067283        3.0       12.0  \n",
       "5   4.000312  3.895803    3.923467        8.0       27.0  \n",
       "6   4.002746  3.824761    3.917458        7.0       20.0  \n",
       "7   4.076603  3.971429    3.838271       10.0       24.0  \n",
       "8   4.037176  3.976119    3.991851        5.0       20.0  \n",
       "9   4.381414  4.257506    4.341007        5.0       16.0  \n",
       "10  4.157687  4.112922    4.126130        3.0       12.0  \n",
       "11  4.259562  4.107425    4.083561        5.0       20.0  \n",
       "12  3.978757  3.935929    3.888864       10.0       30.0  \n",
       "13  4.150178  4.076900    4.082375        2.0        9.0  \n",
       "14  4.167637  4.065466    4.023893        7.0       20.0  \n",
       "15  4.029084  4.003604    4.056818        3.0       14.0  \n",
       "16  4.095798  4.077945    4.196697        3.0       14.0  \n",
       "17  4.018247  3.935742    3.951327        8.0       22.0  \n",
       "18  3.928718  3.794992    3.918235        8.0       22.0  \n",
       "19  4.096163  3.962758    4.011135        7.0       22.0  \n",
       "20  4.131486  4.022993    3.938211        6.0       20.0  \n",
       "\n",
       "[21 rows x 68 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_upd_median = df_upd_short.groupby(['country'])[['price_min', 'price_max']].median().reset_index()\n",
    "df_base = df_base.join(df_upd_median.set_index('country'), on='country')\n",
    "df_base"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "b81d8a57",
   "metadata": {},
   "outputs": [
    {
     "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>country</th>\n",
       "      <th>break_flg</th>\n",
       "      <th>min_open_dttm_avg</th>\n",
       "      <th>min_open_sec_avg</th>\n",
       "      <th>max_close_dttm_avg</th>\n",
       "      <th>max_close_sec_avg</th>\n",
       "      <th>max_break_hours_avg</th>\n",
       "      <th>max_no_weekend_hours_avg</th>\n",
       "      <th>max_weekend_hours_avg</th>\n",
       "      <th>open_mon_hours_avg</th>\n",
       "      <th>open_tue_hours_avg</th>\n",
       "      <th>open_wed_hours_avg</th>\n",
       "      <th>open_thu_hours_avg</th>\n",
       "      <th>open_fri_hours_avg</th>\n",
       "      <th>open_sat_hours_avg</th>\n",
       "      <th>open_sun_hours_avg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Austria</td>\n",
       "      <td>0.151233</td>\n",
       "      <td>2022-01-01 10:11:11.255438080</td>\n",
       "      <td>1.641017e+09</td>\n",
       "      <td>2022-01-01 21:59:47.414543360</td>\n",
       "      <td>1.641060e+09</td>\n",
       "      <td>0 days 00:29:41.044126787</td>\n",
       "      <td>0 days 10:56:38.713486638</td>\n",
       "      <td>0 days 10:19:52.952144189</td>\n",
       "      <td>0 days 08:11:56.929770044</td>\n",
       "      <td>0 days 09:04:17.054070851</td>\n",
       "      <td>0 days 09:47:27.576134245</td>\n",
       "      <td>0 days 10:21:44.207582349</td>\n",
       "      <td>0 days 10:45:20.540708515</td>\n",
       "      <td>0 days 10:02:20.441267868</td>\n",
       "      <td>0 days 07:57:18.222498446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>0.391138</td>\n",
       "      <td>2022-01-01 11:08:07.066041856</td>\n",
       "      <td>1.641021e+09</td>\n",
       "      <td>2022-01-01 21:45:05.966766080</td>\n",
       "      <td>1.641059e+09</td>\n",
       "      <td>0 days 01:29:12.516403920</td>\n",
       "      <td>0 days 08:42:19.510864934</td>\n",
       "      <td>0 days 08:15:06.503621645</td>\n",
       "      <td>0 days 05:16:24.010225820</td>\n",
       "      <td>0 days 06:01:04.279505752</td>\n",
       "      <td>0 days 06:44:51.527907968</td>\n",
       "      <td>0 days 07:37:33.857690669</td>\n",
       "      <td>0 days 08:26:38.111631870</td>\n",
       "      <td>0 days 07:49:32.569237324</td>\n",
       "      <td>0 days 06:22:23.381337878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>0.013340</td>\n",
       "      <td>2022-01-01 09:20:04.980237312</td>\n",
       "      <td>1.641014e+09</td>\n",
       "      <td>2022-01-01 22:18:15.296442624</td>\n",
       "      <td>1.641061e+09</td>\n",
       "      <td>0 days 00:02:26.294466403</td>\n",
       "      <td>0 days 12:44:42.717391304</td>\n",
       "      <td>0 days 12:18:10.405138340</td>\n",
       "      <td>0 days 12:11:57.391304348</td>\n",
       "      <td>0 days 12:29:02.341897233</td>\n",
       "      <td>0 days 12:30:01.926877470</td>\n",
       "      <td>0 days 12:30:46.808300395</td>\n",
       "      <td>0 days 12:36:30.029644269</td>\n",
       "      <td>0 days 12:12:29.347826087</td>\n",
       "      <td>0 days 10:52:46.660079051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Croatia</td>\n",
       "      <td>0.029275</td>\n",
       "      <td>2022-01-01 09:24:48.668393728</td>\n",
       "      <td>1.641015e+09</td>\n",
       "      <td>2022-01-01 22:49:26.735751424</td>\n",
       "      <td>1.641063e+09</td>\n",
       "      <td>0 days 00:07:01.088082902</td>\n",
       "      <td>0 days 13:04:10.010362694</td>\n",
       "      <td>0 days 12:54:55.352331606</td>\n",
       "      <td>0 days 12:19:35.409326425</td>\n",
       "      <td>0 days 12:38:27.575129534</td>\n",
       "      <td>0 days 12:42:02.549222798</td>\n",
       "      <td>0 days 12:46:30.419689119</td>\n",
       "      <td>0 days 12:51:13.632124352</td>\n",
       "      <td>0 days 12:43:26.860103627</td>\n",
       "      <td>0 days 11:30:39.886010363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>0.023455</td>\n",
       "      <td>2022-01-01 10:10:26.768429056</td>\n",
       "      <td>1.641017e+09</td>\n",
       "      <td>2022-01-01 22:05:08.436336640</td>\n",
       "      <td>1.641060e+09</td>\n",
       "      <td>0 days 00:04:10.186150410</td>\n",
       "      <td>0 days 11:35:18.064035741</td>\n",
       "      <td>0 days 10:22:03.596425912</td>\n",
       "      <td>0 days 10:23:46.008935220</td>\n",
       "      <td>0 days 10:54:07.334326136</td>\n",
       "      <td>0 days 11:03:41.630677587</td>\n",
       "      <td>0 days 11:06:09.620253165</td>\n",
       "      <td>0 days 11:27:34.013402829</td>\n",
       "      <td>0 days 10:13:10.752047655</td>\n",
       "      <td>0 days 08:22:16.187639613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>0.053677</td>\n",
       "      <td>2022-01-01 11:22:39.341042944</td>\n",
       "      <td>1.641022e+09</td>\n",
       "      <td>2022-01-01 21:40:08.431158528</td>\n",
       "      <td>1.641059e+09</td>\n",
       "      <td>0 days 00:09:02.592188523</td>\n",
       "      <td>0 days 09:42:00.785511674</td>\n",
       "      <td>0 days 09:24:48.308967925</td>\n",
       "      <td>0 days 07:27:59.423958106</td>\n",
       "      <td>0 days 08:21:18.603534803</td>\n",
       "      <td>0 days 08:42:33.122408902</td>\n",
       "      <td>0 days 09:00:58.298058041</td>\n",
       "      <td>0 days 09:28:13.288239145</td>\n",
       "      <td>0 days 09:14:35.845516038</td>\n",
       "      <td>0 days 07:02:28.003491163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Finland</td>\n",
       "      <td>0.033296</td>\n",
       "      <td>2022-01-01 10:09:53.788472320</td>\n",
       "      <td>1.641017e+09</td>\n",
       "      <td>2022-01-01 21:10:09.535534336</td>\n",
       "      <td>1.641057e+09</td>\n",
       "      <td>0 days 00:07:11.617235590</td>\n",
       "      <td>0 days 10:23:16.754336877</td>\n",
       "      <td>0 days 09:16:51.925013990</td>\n",
       "      <td>0 days 08:29:44.118634583</td>\n",
       "      <td>0 days 09:10:44.655847790</td>\n",
       "      <td>0 days 09:32:07.923894796</td>\n",
       "      <td>0 days 09:35:04.448796866</td>\n",
       "      <td>0 days 10:15:33.172915501</td>\n",
       "      <td>0 days 09:06:04.801343033</td>\n",
       "      <td>0 days 06:02:54.795747062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>France</td>\n",
       "      <td>0.474768</td>\n",
       "      <td>2022-01-01 10:37:08.435503104</td>\n",
       "      <td>1.641019e+09</td>\n",
       "      <td>2022-01-01 21:36:17.873744640</td>\n",
       "      <td>1.641059e+09</td>\n",
       "      <td>0 days 02:06:50.326522014</td>\n",
       "      <td>0 days 08:43:27.355522786</td>\n",
       "      <td>0 days 08:03:36.566252370</td>\n",
       "      <td>0 days 06:09:46.317674321</td>\n",
       "      <td>0 days 07:32:16.290990801</td>\n",
       "      <td>0 days 07:43:30.169229689</td>\n",
       "      <td>0 days 08:10:34.853591742</td>\n",
       "      <td>0 days 08:31:12.320763991</td>\n",
       "      <td>0 days 07:54:47.363949161</td>\n",
       "      <td>0 days 05:19:36.317674321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Germany</td>\n",
       "      <td>0.248170</td>\n",
       "      <td>2022-01-01 11:03:30.005202944</td>\n",
       "      <td>1.641021e+09</td>\n",
       "      <td>2022-01-01 22:08:42.410419968</td>\n",
       "      <td>1.641061e+09</td>\n",
       "      <td>0 days 00:45:22.985188525</td>\n",
       "      <td>0 days 09:42:38.757848</td>\n",
       "      <td>0 days 09:44:49.184848590</td>\n",
       "      <td>0 days 07:10:44.604044538</td>\n",
       "      <td>0 days 08:18:50.934128829</td>\n",
       "      <td>0 days 08:53:43.549897672</td>\n",
       "      <td>0 days 09:12:29.671164452</td>\n",
       "      <td>0 days 09:32:19.439800201</td>\n",
       "      <td>0 days 09:14:20.702070831</td>\n",
       "      <td>0 days 08:02:54.119463041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Greece</td>\n",
       "      <td>0.026876</td>\n",
       "      <td>2022-01-01 09:18:09.168307968</td>\n",
       "      <td>1.641014e+09</td>\n",
       "      <td>2022-01-01 23:16:04.056166144</td>\n",
       "      <td>1.641065e+09</td>\n",
       "      <td>0 days 00:07:01.227523985</td>\n",
       "      <td>0 days 13:23:26.586187178</td>\n",
       "      <td>0 days 13:25:57.239977127</td>\n",
       "      <td>0 days 12:26:12.473473537</td>\n",
       "      <td>0 days 12:52:31.545841540</td>\n",
       "      <td>0 days 12:58:25.816125548</td>\n",
       "      <td>0 days 13:02:26.197344177</td>\n",
       "      <td>0 days 13:10:39.536184002</td>\n",
       "      <td>0 days 13:14:16.971853358</td>\n",
       "      <td>0 days 12:30:06.648452888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Hungary</td>\n",
       "      <td>0.015494</td>\n",
       "      <td>2022-01-01 10:08:03.792424960</td>\n",
       "      <td>1.641017e+09</td>\n",
       "      <td>2022-01-01 21:41:38.780128000</td>\n",
       "      <td>1.641059e+09</td>\n",
       "      <td>0 days 00:03:04.604033448</td>\n",
       "      <td>0 days 11:16:30.383669454</td>\n",
       "      <td>0 days 10:37:34.058042302</td>\n",
       "      <td>0 days 09:44:03.438268569</td>\n",
       "      <td>0 days 10:22:42.734874570</td>\n",
       "      <td>0 days 10:36:32.346286276</td>\n",
       "      <td>0 days 10:49:14.889326119</td>\n",
       "      <td>0 days 11:08:56.635514019</td>\n",
       "      <td>0 days 10:30:10.698475160</td>\n",
       "      <td>0 days 08:30:10.846040334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ireland</td>\n",
       "      <td>0.054802</td>\n",
       "      <td>2022-01-01 10:45:08.833533952</td>\n",
       "      <td>1.641020e+09</td>\n",
       "      <td>2022-01-01 21:30:50.084178176</td>\n",
       "      <td>1.641058e+09</td>\n",
       "      <td>0 days 00:10:22.624978526</td>\n",
       "      <td>0 days 09:58:37.673939186</td>\n",
       "      <td>0 days 09:57:16.213708985</td>\n",
       "      <td>0 days 08:12:45.219034530</td>\n",
       "      <td>0 days 08:34:35.736127813</td>\n",
       "      <td>0 days 09:01:16.110633912</td>\n",
       "      <td>0 days 09:22:28.242570005</td>\n",
       "      <td>0 days 09:45:19.738876482</td>\n",
       "      <td>0 days 09:35:05.339288782</td>\n",
       "      <td>0 days 08:11:02.040886446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Italy</td>\n",
       "      <td>0.425287</td>\n",
       "      <td>2022-01-01 10:53:41.586931200</td>\n",
       "      <td>1.641020e+09</td>\n",
       "      <td>2022-01-01 22:41:37.781949184</td>\n",
       "      <td>1.641062e+09</td>\n",
       "      <td>0 days 01:40:55.657247222</td>\n",
       "      <td>0 days 09:39:41.271371316</td>\n",
       "      <td>0 days 09:39:20.538785450</td>\n",
       "      <td>0 days 07:04:59.672264218</td>\n",
       "      <td>0 days 08:15:08.497285780</td>\n",
       "      <td>0 days 08:42:38.744863274</td>\n",
       "      <td>0 days 09:07:33.259601238</td>\n",
       "      <td>0 days 09:29:54.030236924</td>\n",
       "      <td>0 days 09:25:33.369692050</td>\n",
       "      <td>0 days 08:03:10.938562224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Poland</td>\n",
       "      <td>0.009496</td>\n",
       "      <td>2022-01-01 09:50:52.628981760</td>\n",
       "      <td>1.641016e+09</td>\n",
       "      <td>2022-01-01 21:58:15.580977920</td>\n",
       "      <td>1.641060e+09</td>\n",
       "      <td>0 days 00:02:17.411395245</td>\n",
       "      <td>0 days 11:47:11.139524450</td>\n",
       "      <td>0 days 11:28:20.919694930</td>\n",
       "      <td>0 days 10:26:15.737999103</td>\n",
       "      <td>0 days 11:05:04.239569314</td>\n",
       "      <td>0 days 11:10:34.176760879</td>\n",
       "      <td>0 days 11:14:30.632570659</td>\n",
       "      <td>0 days 11:38:22.503364738</td>\n",
       "      <td>0 days 11:21:02.440556303</td>\n",
       "      <td>0 days 10:12:22.418124720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>0.295667</td>\n",
       "      <td>2022-01-01 10:38:35.028514304</td>\n",
       "      <td>1.641019e+09</td>\n",
       "      <td>2022-01-01 22:34:38.414956800</td>\n",
       "      <td>1.641062e+09</td>\n",
       "      <td>0 days 01:08:23.556940443</td>\n",
       "      <td>0 days 10:36:11.866658828</td>\n",
       "      <td>0 days 10:12:15.517667117</td>\n",
       "      <td>0 days 08:07:32.777941090</td>\n",
       "      <td>0 days 09:22:03.513434064</td>\n",
       "      <td>0 days 09:47:29.123405256</td>\n",
       "      <td>0 days 10:07:04.169557293</td>\n",
       "      <td>0 days 10:26:25.285437122</td>\n",
       "      <td>0 days 10:00:35.779881239</td>\n",
       "      <td>0 days 07:29:04.585807514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Romania</td>\n",
       "      <td>0.014442</td>\n",
       "      <td>2022-01-01 09:08:42.370518016</td>\n",
       "      <td>1.641014e+09</td>\n",
       "      <td>2022-01-01 22:22:35.483067904</td>\n",
       "      <td>1.641061e+09</td>\n",
       "      <td>0 days 00:03:24.158366534</td>\n",
       "      <td>0 days 12:50:07.380478088</td>\n",
       "      <td>0 days 12:09:22.739043825</td>\n",
       "      <td>0 days 12:01:30.881474104</td>\n",
       "      <td>0 days 12:23:06.678286853</td>\n",
       "      <td>0 days 12:25:35.229083665</td>\n",
       "      <td>0 days 12:29:55.607569721</td>\n",
       "      <td>0 days 12:32:26.743027888</td>\n",
       "      <td>0 days 11:53:12.878486056</td>\n",
       "      <td>0 days 10:57:50.348605578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Slovakia</td>\n",
       "      <td>0.028264</td>\n",
       "      <td>2022-01-01 09:31:09.313593600</td>\n",
       "      <td>1.641015e+09</td>\n",
       "      <td>2022-01-01 21:44:07.294750976</td>\n",
       "      <td>1.641059e+09</td>\n",
       "      <td>0 days 00:07:00.726783311</td>\n",
       "      <td>0 days 11:50:13.216689098</td>\n",
       "      <td>0 days 10:07:44.710632571</td>\n",
       "      <td>0 days 10:37:57.092866756</td>\n",
       "      <td>0 days 11:01:23.849259758</td>\n",
       "      <td>0 days 11:06:01.668909825</td>\n",
       "      <td>0 days 11:07:04.629878869</td>\n",
       "      <td>0 days 11:37:31.386271871</td>\n",
       "      <td>0 days 09:59:24.037685061</td>\n",
       "      <td>0 days 07:50:02.368775236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Spain</td>\n",
       "      <td>0.314697</td>\n",
       "      <td>2022-01-01 10:30:35.714776064</td>\n",
       "      <td>1.641019e+09</td>\n",
       "      <td>2022-01-01 22:47:09.440908544</td>\n",
       "      <td>1.641063e+09</td>\n",
       "      <td>0 days 01:10:07.109203750</td>\n",
       "      <td>0 days 10:49:33.188168493</td>\n",
       "      <td>0 days 10:31:09.086755579</td>\n",
       "      <td>0 days 07:58:56.631189753</td>\n",
       "      <td>0 days 09:06:38.377657467</td>\n",
       "      <td>0 days 09:36:02.697741978</td>\n",
       "      <td>0 days 10:04:11.641885646</td>\n",
       "      <td>0 days 10:38:07.494255909</td>\n",
       "      <td>0 days 10:21:37.393635283</td>\n",
       "      <td>0 days 08:25:41.734583388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Sweden</td>\n",
       "      <td>0.065316</td>\n",
       "      <td>2022-01-01 10:36:03.255132160</td>\n",
       "      <td>1.641019e+09</td>\n",
       "      <td>2022-01-01 21:09:16.947480576</td>\n",
       "      <td>1.641057e+09</td>\n",
       "      <td>0 days 00:12:51.170354572</td>\n",
       "      <td>0 days 09:40:33.031191682</td>\n",
       "      <td>0 days 08:46:57.352705945</td>\n",
       "      <td>0 days 07:36:13.372434018</td>\n",
       "      <td>0 days 08:22:43.684350840</td>\n",
       "      <td>0 days 08:43:22.122100773</td>\n",
       "      <td>0 days 08:51:15.659824047</td>\n",
       "      <td>0 days 09:27:24.153559051</td>\n",
       "      <td>0 days 08:38:37.118101840</td>\n",
       "      <td>0 days 06:16:24.193548387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>The Netherlands</td>\n",
       "      <td>0.024567</td>\n",
       "      <td>2022-01-01 11:38:28.479054336</td>\n",
       "      <td>1.641023e+09</td>\n",
       "      <td>2022-01-01 21:56:17.914131712</td>\n",
       "      <td>1.641060e+09</td>\n",
       "      <td>0 days 00:04:59.829654094</td>\n",
       "      <td>0 days 09:49:56.613940553</td>\n",
       "      <td>0 days 09:39:49.184773162</td>\n",
       "      <td>0 days 06:29:00.055623153</td>\n",
       "      <td>0 days 07:45:23.928385190</td>\n",
       "      <td>0 days 08:47:55.612723796</td>\n",
       "      <td>0 days 09:13:24.825308535</td>\n",
       "      <td>0 days 09:40:30.822179732</td>\n",
       "      <td>0 days 09:29:32.299669738</td>\n",
       "      <td>0 days 08:03:18.953589432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>0.108121</td>\n",
       "      <td>2022-01-01 10:57:16.367395584</td>\n",
       "      <td>1.641020e+09</td>\n",
       "      <td>2022-01-01 21:17:06.798120960</td>\n",
       "      <td>1.641057e+09</td>\n",
       "      <td>0 days 00:19:38.617433395</td>\n",
       "      <td>0 days 09:39:39.733024899</td>\n",
       "      <td>0 days 09:34:20.593524467</td>\n",
       "      <td>0 days 07:59:10.169612371</td>\n",
       "      <td>0 days 08:30:35.994581277</td>\n",
       "      <td>0 days 08:55:12.575240238</td>\n",
       "      <td>0 days 09:06:52.480808689</td>\n",
       "      <td>0 days 09:29:12.915574076</td>\n",
       "      <td>0 days 09:23:38.662114094</td>\n",
       "      <td>0 days 07:43:47.875369368</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            country  break_flg             min_open_dttm_avg  \\\n",
       "0           Austria   0.151233 2022-01-01 10:11:11.255438080   \n",
       "1           Belgium   0.391138 2022-01-01 11:08:07.066041856   \n",
       "2          Bulgaria   0.013340 2022-01-01 09:20:04.980237312   \n",
       "3           Croatia   0.029275 2022-01-01 09:24:48.668393728   \n",
       "4    Czech Republic   0.023455 2022-01-01 10:10:26.768429056   \n",
       "5           Denmark   0.053677 2022-01-01 11:22:39.341042944   \n",
       "6           Finland   0.033296 2022-01-01 10:09:53.788472320   \n",
       "7            France   0.474768 2022-01-01 10:37:08.435503104   \n",
       "8           Germany   0.248170 2022-01-01 11:03:30.005202944   \n",
       "9            Greece   0.026876 2022-01-01 09:18:09.168307968   \n",
       "10          Hungary   0.015494 2022-01-01 10:08:03.792424960   \n",
       "11          Ireland   0.054802 2022-01-01 10:45:08.833533952   \n",
       "12            Italy   0.425287 2022-01-01 10:53:41.586931200   \n",
       "13           Poland   0.009496 2022-01-01 09:50:52.628981760   \n",
       "14         Portugal   0.295667 2022-01-01 10:38:35.028514304   \n",
       "15          Romania   0.014442 2022-01-01 09:08:42.370518016   \n",
       "16         Slovakia   0.028264 2022-01-01 09:31:09.313593600   \n",
       "17            Spain   0.314697 2022-01-01 10:30:35.714776064   \n",
       "18           Sweden   0.065316 2022-01-01 10:36:03.255132160   \n",
       "19  The Netherlands   0.024567 2022-01-01 11:38:28.479054336   \n",
       "20   United Kingdom   0.108121 2022-01-01 10:57:16.367395584   \n",
       "\n",
       "    min_open_sec_avg            max_close_dttm_avg  max_close_sec_avg  \\\n",
       "0       1.641017e+09 2022-01-01 21:59:47.414543360       1.641060e+09   \n",
       "1       1.641021e+09 2022-01-01 21:45:05.966766080       1.641059e+09   \n",
       "2       1.641014e+09 2022-01-01 22:18:15.296442624       1.641061e+09   \n",
       "3       1.641015e+09 2022-01-01 22:49:26.735751424       1.641063e+09   \n",
       "4       1.641017e+09 2022-01-01 22:05:08.436336640       1.641060e+09   \n",
       "5       1.641022e+09 2022-01-01 21:40:08.431158528       1.641059e+09   \n",
       "6       1.641017e+09 2022-01-01 21:10:09.535534336       1.641057e+09   \n",
       "7       1.641019e+09 2022-01-01 21:36:17.873744640       1.641059e+09   \n",
       "8       1.641021e+09 2022-01-01 22:08:42.410419968       1.641061e+09   \n",
       "9       1.641014e+09 2022-01-01 23:16:04.056166144       1.641065e+09   \n",
       "10      1.641017e+09 2022-01-01 21:41:38.780128000       1.641059e+09   \n",
       "11      1.641020e+09 2022-01-01 21:30:50.084178176       1.641058e+09   \n",
       "12      1.641020e+09 2022-01-01 22:41:37.781949184       1.641062e+09   \n",
       "13      1.641016e+09 2022-01-01 21:58:15.580977920       1.641060e+09   \n",
       "14      1.641019e+09 2022-01-01 22:34:38.414956800       1.641062e+09   \n",
       "15      1.641014e+09 2022-01-01 22:22:35.483067904       1.641061e+09   \n",
       "16      1.641015e+09 2022-01-01 21:44:07.294750976       1.641059e+09   \n",
       "17      1.641019e+09 2022-01-01 22:47:09.440908544       1.641063e+09   \n",
       "18      1.641019e+09 2022-01-01 21:09:16.947480576       1.641057e+09   \n",
       "19      1.641023e+09 2022-01-01 21:56:17.914131712       1.641060e+09   \n",
       "20      1.641020e+09 2022-01-01 21:17:06.798120960       1.641057e+09   \n",
       "\n",
       "         max_break_hours_avg  max_no_weekend_hours_avg  \\\n",
       "0  0 days 00:29:41.044126787 0 days 10:56:38.713486638   \n",
       "1  0 days 01:29:12.516403920 0 days 08:42:19.510864934   \n",
       "2  0 days 00:02:26.294466403 0 days 12:44:42.717391304   \n",
       "3  0 days 00:07:01.088082902 0 days 13:04:10.010362694   \n",
       "4  0 days 00:04:10.186150410 0 days 11:35:18.064035741   \n",
       "5  0 days 00:09:02.592188523 0 days 09:42:00.785511674   \n",
       "6  0 days 00:07:11.617235590 0 days 10:23:16.754336877   \n",
       "7  0 days 02:06:50.326522014 0 days 08:43:27.355522786   \n",
       "8  0 days 00:45:22.985188525    0 days 09:42:38.757848   \n",
       "9  0 days 00:07:01.227523985 0 days 13:23:26.586187178   \n",
       "10 0 days 00:03:04.604033448 0 days 11:16:30.383669454   \n",
       "11 0 days 00:10:22.624978526 0 days 09:58:37.673939186   \n",
       "12 0 days 01:40:55.657247222 0 days 09:39:41.271371316   \n",
       "13 0 days 00:02:17.411395245 0 days 11:47:11.139524450   \n",
       "14 0 days 01:08:23.556940443 0 days 10:36:11.866658828   \n",
       "15 0 days 00:03:24.158366534 0 days 12:50:07.380478088   \n",
       "16 0 days 00:07:00.726783311 0 days 11:50:13.216689098   \n",
       "17 0 days 01:10:07.109203750 0 days 10:49:33.188168493   \n",
       "18 0 days 00:12:51.170354572 0 days 09:40:33.031191682   \n",
       "19 0 days 00:04:59.829654094 0 days 09:49:56.613940553   \n",
       "20 0 days 00:19:38.617433395 0 days 09:39:39.733024899   \n",
       "\n",
       "       max_weekend_hours_avg        open_mon_hours_avg  \\\n",
       "0  0 days 10:19:52.952144189 0 days 08:11:56.929770044   \n",
       "1  0 days 08:15:06.503621645 0 days 05:16:24.010225820   \n",
       "2  0 days 12:18:10.405138340 0 days 12:11:57.391304348   \n",
       "3  0 days 12:54:55.352331606 0 days 12:19:35.409326425   \n",
       "4  0 days 10:22:03.596425912 0 days 10:23:46.008935220   \n",
       "5  0 days 09:24:48.308967925 0 days 07:27:59.423958106   \n",
       "6  0 days 09:16:51.925013990 0 days 08:29:44.118634583   \n",
       "7  0 days 08:03:36.566252370 0 days 06:09:46.317674321   \n",
       "8  0 days 09:44:49.184848590 0 days 07:10:44.604044538   \n",
       "9  0 days 13:25:57.239977127 0 days 12:26:12.473473537   \n",
       "10 0 days 10:37:34.058042302 0 days 09:44:03.438268569   \n",
       "11 0 days 09:57:16.213708985 0 days 08:12:45.219034530   \n",
       "12 0 days 09:39:20.538785450 0 days 07:04:59.672264218   \n",
       "13 0 days 11:28:20.919694930 0 days 10:26:15.737999103   \n",
       "14 0 days 10:12:15.517667117 0 days 08:07:32.777941090   \n",
       "15 0 days 12:09:22.739043825 0 days 12:01:30.881474104   \n",
       "16 0 days 10:07:44.710632571 0 days 10:37:57.092866756   \n",
       "17 0 days 10:31:09.086755579 0 days 07:58:56.631189753   \n",
       "18 0 days 08:46:57.352705945 0 days 07:36:13.372434018   \n",
       "19 0 days 09:39:49.184773162 0 days 06:29:00.055623153   \n",
       "20 0 days 09:34:20.593524467 0 days 07:59:10.169612371   \n",
       "\n",
       "          open_tue_hours_avg        open_wed_hours_avg  \\\n",
       "0  0 days 09:04:17.054070851 0 days 09:47:27.576134245   \n",
       "1  0 days 06:01:04.279505752 0 days 06:44:51.527907968   \n",
       "2  0 days 12:29:02.341897233 0 days 12:30:01.926877470   \n",
       "3  0 days 12:38:27.575129534 0 days 12:42:02.549222798   \n",
       "4  0 days 10:54:07.334326136 0 days 11:03:41.630677587   \n",
       "5  0 days 08:21:18.603534803 0 days 08:42:33.122408902   \n",
       "6  0 days 09:10:44.655847790 0 days 09:32:07.923894796   \n",
       "7  0 days 07:32:16.290990801 0 days 07:43:30.169229689   \n",
       "8  0 days 08:18:50.934128829 0 days 08:53:43.549897672   \n",
       "9  0 days 12:52:31.545841540 0 days 12:58:25.816125548   \n",
       "10 0 days 10:22:42.734874570 0 days 10:36:32.346286276   \n",
       "11 0 days 08:34:35.736127813 0 days 09:01:16.110633912   \n",
       "12 0 days 08:15:08.497285780 0 days 08:42:38.744863274   \n",
       "13 0 days 11:05:04.239569314 0 days 11:10:34.176760879   \n",
       "14 0 days 09:22:03.513434064 0 days 09:47:29.123405256   \n",
       "15 0 days 12:23:06.678286853 0 days 12:25:35.229083665   \n",
       "16 0 days 11:01:23.849259758 0 days 11:06:01.668909825   \n",
       "17 0 days 09:06:38.377657467 0 days 09:36:02.697741978   \n",
       "18 0 days 08:22:43.684350840 0 days 08:43:22.122100773   \n",
       "19 0 days 07:45:23.928385190 0 days 08:47:55.612723796   \n",
       "20 0 days 08:30:35.994581277 0 days 08:55:12.575240238   \n",
       "\n",
       "          open_thu_hours_avg        open_fri_hours_avg  \\\n",
       "0  0 days 10:21:44.207582349 0 days 10:45:20.540708515   \n",
       "1  0 days 07:37:33.857690669 0 days 08:26:38.111631870   \n",
       "2  0 days 12:30:46.808300395 0 days 12:36:30.029644269   \n",
       "3  0 days 12:46:30.419689119 0 days 12:51:13.632124352   \n",
       "4  0 days 11:06:09.620253165 0 days 11:27:34.013402829   \n",
       "5  0 days 09:00:58.298058041 0 days 09:28:13.288239145   \n",
       "6  0 days 09:35:04.448796866 0 days 10:15:33.172915501   \n",
       "7  0 days 08:10:34.853591742 0 days 08:31:12.320763991   \n",
       "8  0 days 09:12:29.671164452 0 days 09:32:19.439800201   \n",
       "9  0 days 13:02:26.197344177 0 days 13:10:39.536184002   \n",
       "10 0 days 10:49:14.889326119 0 days 11:08:56.635514019   \n",
       "11 0 days 09:22:28.242570005 0 days 09:45:19.738876482   \n",
       "12 0 days 09:07:33.259601238 0 days 09:29:54.030236924   \n",
       "13 0 days 11:14:30.632570659 0 days 11:38:22.503364738   \n",
       "14 0 days 10:07:04.169557293 0 days 10:26:25.285437122   \n",
       "15 0 days 12:29:55.607569721 0 days 12:32:26.743027888   \n",
       "16 0 days 11:07:04.629878869 0 days 11:37:31.386271871   \n",
       "17 0 days 10:04:11.641885646 0 days 10:38:07.494255909   \n",
       "18 0 days 08:51:15.659824047 0 days 09:27:24.153559051   \n",
       "19 0 days 09:13:24.825308535 0 days 09:40:30.822179732   \n",
       "20 0 days 09:06:52.480808689 0 days 09:29:12.915574076   \n",
       "\n",
       "          open_sat_hours_avg        open_sun_hours_avg  \n",
       "0  0 days 10:02:20.441267868 0 days 07:57:18.222498446  \n",
       "1  0 days 07:49:32.569237324 0 days 06:22:23.381337878  \n",
       "2  0 days 12:12:29.347826087 0 days 10:52:46.660079051  \n",
       "3  0 days 12:43:26.860103627 0 days 11:30:39.886010363  \n",
       "4  0 days 10:13:10.752047655 0 days 08:22:16.187639613  \n",
       "5  0 days 09:14:35.845516038 0 days 07:02:28.003491163  \n",
       "6  0 days 09:06:04.801343033 0 days 06:02:54.795747062  \n",
       "7  0 days 07:54:47.363949161 0 days 05:19:36.317674321  \n",
       "8  0 days 09:14:20.702070831 0 days 08:02:54.119463041  \n",
       "9  0 days 13:14:16.971853358 0 days 12:30:06.648452888  \n",
       "10 0 days 10:30:10.698475160 0 days 08:30:10.846040334  \n",
       "11 0 days 09:35:05.339288782 0 days 08:11:02.040886446  \n",
       "12 0 days 09:25:33.369692050 0 days 08:03:10.938562224  \n",
       "13 0 days 11:21:02.440556303 0 days 10:12:22.418124720  \n",
       "14 0 days 10:00:35.779881239 0 days 07:29:04.585807514  \n",
       "15 0 days 11:53:12.878486056 0 days 10:57:50.348605578  \n",
       "16 0 days 09:59:24.037685061 0 days 07:50:02.368775236  \n",
       "17 0 days 10:21:37.393635283 0 days 08:25:41.734583388  \n",
       "18 0 days 08:38:37.118101840 0 days 06:16:24.193548387  \n",
       "19 0 days 09:29:32.299669738 0 days 08:03:18.953589432  \n",
       "20 0 days 09:23:38.662114094 0 days 07:43:47.875369368  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "# получаю список названий колонок о расписании\n",
    "df_schedule_sample = df_schedule[5:6]\n",
    "df_schedule_sample_list = df_schedule_sample['original_open_hours'].apply(lambda x: new_schedule_parameters(dict_by_cell(x)).keys())\n",
    "schedule_parameters = list(df_schedule_sample_list.reset_index()['original_open_hours'].tolist()[0])\n",
    "schedule_parameters.remove('break_flg')\n",
    "\n",
    "# print(list(df_upd_short))\n",
    "df_upd_short['break_flg'].replace({False: 0, True: 1}, inplace=True)\n",
    "df_means = df_upd_short[['country', 'break_flg']].groupby('country').mean(['break_flg']).reset_index()\n",
    "# print(list(df_means))\n",
    "\n",
    "for name in schedule_parameters:\n",
    "#     print(name)\n",
    "    name_avg = name+'_avg'\n",
    "    df_schedule4[name_avg] = df_schedule4[name].values.astype(np.int64)\n",
    "    kek = df_schedule4[['country', name_avg]].groupby('country').mean(name_avg).reset_index()\n",
    "    df_means = df_means.join(kek.set_index('country'), on='country')\n",
    "#     print(list(df_means))\n",
    "    if name in ['min_open_dttm', 'max_close_dttm']:\n",
    "        df_means[name_avg] = pd.to_datetime(df_means[name_avg].apply(lambda x: round(x, 0)))\n",
    "    elif name in ['min_open_sec', 'max_close_sec']:\n",
    "        df_means[name_avg] = df_means[name_avg].apply(lambda x: round(x, 0))\n",
    "    else:\n",
    "        df_means[name_avg] = pd.to_timedelta(df_means[name_avg].apply(lambda x: round(x, 0)))\n",
    "\n",
    "# df_upd = pd.merge(df_upd, df_schedule4,  how='left', left_on=['restaurant_link','country'], right_on = ['restaurant_link','country'])\n",
    "\n",
    "        \n",
    "# df_means.sort_values(by=['break_flg'])\n",
    "df_means.sort_values(by=['max_break_hours_avg'])\n",
    "df_means\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "57a03533",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "ad79d8f9",
   "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>country</th>\n",
       "      <th>restaurant_cnt</th>\n",
       "      <th>cuisines_cnt</th>\n",
       "      <th>cuisine_no_1</th>\n",
       "      <th>cuisine_no_2</th>\n",
       "      <th>cuisine_no_3</th>\n",
       "      <th>cuisine_no_1_cnt</th>\n",
       "      <th>cuisine_no_2_cnt</th>\n",
       "      <th>cuisine_no_3_cnt</th>\n",
       "      <th>cuisine_no_1_prt</th>\n",
       "      <th>...</th>\n",
       "      <th>max_break_hours_avg</th>\n",
       "      <th>max_no_weekend_hours_avg</th>\n",
       "      <th>max_weekend_hours_avg</th>\n",
       "      <th>open_mon_hours_avg</th>\n",
       "      <th>open_tue_hours_avg</th>\n",
       "      <th>open_wed_hours_avg</th>\n",
       "      <th>open_thu_hours_avg</th>\n",
       "      <th>open_fri_hours_avg</th>\n",
       "      <th>open_sat_hours_avg</th>\n",
       "      <th>open_sun_hours_avg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Austria</td>\n",
       "      <td>20487</td>\n",
       "      <td>16760</td>\n",
       "      <td>European</td>\n",
       "      <td>Austrian</td>\n",
       "      <td>Central European</td>\n",
       "      <td>10582</td>\n",
       "      <td>9404</td>\n",
       "      <td>2743</td>\n",
       "      <td>0.631384</td>\n",
       "      <td>...</td>\n",
       "      <td>0 days 00:29:41.044126787</td>\n",
       "      <td>0 days 10:56:38.713486638</td>\n",
       "      <td>0 days 10:19:52.952144189</td>\n",
       "      <td>0 days 08:11:56.929770044</td>\n",
       "      <td>0 days 09:04:17.054070851</td>\n",
       "      <td>0 days 09:47:27.576134245</td>\n",
       "      <td>0 days 10:21:44.207582349</td>\n",
       "      <td>0 days 10:45:20.540708515</td>\n",
       "      <td>0 days 10:02:20.441267868</td>\n",
       "      <td>0 days 07:57:18.222498446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>23711</td>\n",
       "      <td>20507</td>\n",
       "      <td>European</td>\n",
       "      <td>Belgian</td>\n",
       "      <td>French</td>\n",
       "      <td>11912</td>\n",
       "      <td>9992</td>\n",
       "      <td>4634</td>\n",
       "      <td>0.580875</td>\n",
       "      <td>...</td>\n",
       "      <td>0 days 01:29:12.516403920</td>\n",
       "      <td>0 days 08:42:19.510864934</td>\n",
       "      <td>0 days 08:15:06.503621645</td>\n",
       "      <td>0 days 05:16:24.010225820</td>\n",
       "      <td>0 days 06:01:04.279505752</td>\n",
       "      <td>0 days 06:44:51.527907968</td>\n",
       "      <td>0 days 07:37:33.857690669</td>\n",
       "      <td>0 days 08:26:38.111631870</td>\n",
       "      <td>0 days 07:49:32.569237324</td>\n",
       "      <td>0 days 06:22:23.381337878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>4469</td>\n",
       "      <td>3851</td>\n",
       "      <td>European</td>\n",
       "      <td>Eastern European</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>1589</td>\n",
       "      <td>980</td>\n",
       "      <td>664</td>\n",
       "      <td>0.412620</td>\n",
       "      <td>...</td>\n",
       "      <td>0 days 00:02:26.294466403</td>\n",
       "      <td>0 days 12:44:42.717391304</td>\n",
       "      <td>0 days 12:18:10.405138340</td>\n",
       "      <td>0 days 12:11:57.391304348</td>\n",
       "      <td>0 days 12:29:02.341897233</td>\n",
       "      <td>0 days 12:30:01.926877470</td>\n",
       "      <td>0 days 12:30:46.808300395</td>\n",
       "      <td>0 days 12:36:30.029644269</td>\n",
       "      <td>0 days 12:12:29.347826087</td>\n",
       "      <td>0 days 10:52:46.660079051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Croatia</td>\n",
       "      <td>8375</td>\n",
       "      <td>7608</td>\n",
       "      <td>European</td>\n",
       "      <td>Croatian</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>5348</td>\n",
       "      <td>5287</td>\n",
       "      <td>3529</td>\n",
       "      <td>0.702944</td>\n",
       "      <td>...</td>\n",
       "      <td>0 days 00:07:01.088082902</td>\n",
       "      <td>0 days 13:04:10.010362694</td>\n",
       "      <td>0 days 12:54:55.352331606</td>\n",
       "      <td>0 days 12:19:35.409326425</td>\n",
       "      <td>0 days 12:38:27.575129534</td>\n",
       "      <td>0 days 12:42:02.549222798</td>\n",
       "      <td>0 days 12:46:30.419689119</td>\n",
       "      <td>0 days 12:51:13.632124352</td>\n",
       "      <td>0 days 12:43:26.860103627</td>\n",
       "      <td>0 days 11:30:39.886010363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>14844</td>\n",
       "      <td>11319</td>\n",
       "      <td>European</td>\n",
       "      <td>Czech</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>6271</td>\n",
       "      <td>5394</td>\n",
       "      <td>1939</td>\n",
       "      <td>0.554024</td>\n",
       "      <td>...</td>\n",
       "      <td>0 days 00:04:10.186150410</td>\n",
       "      <td>0 days 11:35:18.064035741</td>\n",
       "      <td>0 days 10:22:03.596425912</td>\n",
       "      <td>0 days 10:23:46.008935220</td>\n",
       "      <td>0 days 10:54:07.334326136</td>\n",
       "      <td>0 days 11:03:41.630677587</td>\n",
       "      <td>0 days 11:06:09.620253165</td>\n",
       "      <td>0 days 11:27:34.013402829</td>\n",
       "      <td>0 days 10:13:10.752047655</td>\n",
       "      <td>0 days 08:22:16.187639613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>9485</td>\n",
       "      <td>7117</td>\n",
       "      <td>European</td>\n",
       "      <td>Danish</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>3186</td>\n",
       "      <td>2774</td>\n",
       "      <td>1288</td>\n",
       "      <td>0.447661</td>\n",
       "      <td>...</td>\n",
       "      <td>0 days 00:09:02.592188523</td>\n",
       "      <td>0 days 09:42:00.785511674</td>\n",
       "      <td>0 days 09:24:48.308967925</td>\n",
       "      <td>0 days 07:27:59.423958106</td>\n",
       "      <td>0 days 08:21:18.603534803</td>\n",
       "      <td>0 days 08:42:33.122408902</td>\n",
       "      <td>0 days 09:00:58.298058041</td>\n",
       "      <td>0 days 09:28:13.288239145</td>\n",
       "      <td>0 days 09:14:35.845516038</td>\n",
       "      <td>0 days 07:02:28.003491163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Finland</td>\n",
       "      <td>7372</td>\n",
       "      <td>5802</td>\n",
       "      <td>European</td>\n",
       "      <td>Scandinavian</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>2125</td>\n",
       "      <td>1204</td>\n",
       "      <td>1179</td>\n",
       "      <td>0.366253</td>\n",
       "      <td>...</td>\n",
       "      <td>0 days 00:07:11.617235590</td>\n",
       "      <td>0 days 10:23:16.754336877</td>\n",
       "      <td>0 days 09:16:51.925013990</td>\n",
       "      <td>0 days 08:29:44.118634583</td>\n",
       "      <td>0 days 09:10:44.655847790</td>\n",
       "      <td>0 days 09:32:07.923894796</td>\n",
       "      <td>0 days 09:35:04.448796866</td>\n",
       "      <td>0 days 10:15:33.172915501</td>\n",
       "      <td>0 days 09:06:04.801343033</td>\n",
       "      <td>0 days 06:02:54.795747062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>France</td>\n",
       "      <td>155288</td>\n",
       "      <td>132871</td>\n",
       "      <td>French</td>\n",
       "      <td>European</td>\n",
       "      <td>Italian</td>\n",
       "      <td>84643</td>\n",
       "      <td>31729</td>\n",
       "      <td>16140</td>\n",
       "      <td>0.637031</td>\n",
       "      <td>...</td>\n",
       "      <td>0 days 02:06:50.326522014</td>\n",
       "      <td>0 days 08:43:27.355522786</td>\n",
       "      <td>0 days 08:03:36.566252370</td>\n",
       "      <td>0 days 06:09:46.317674321</td>\n",
       "      <td>0 days 07:32:16.290990801</td>\n",
       "      <td>0 days 07:43:30.169229689</td>\n",
       "      <td>0 days 08:10:34.853591742</td>\n",
       "      <td>0 days 08:31:12.320763991</td>\n",
       "      <td>0 days 07:54:47.363949161</td>\n",
       "      <td>0 days 05:19:36.317674321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Germany</td>\n",
       "      <td>115333</td>\n",
       "      <td>87491</td>\n",
       "      <td>German</td>\n",
       "      <td>European</td>\n",
       "      <td>Italian</td>\n",
       "      <td>32567</td>\n",
       "      <td>20365</td>\n",
       "      <td>15251</td>\n",
       "      <td>0.372233</td>\n",
       "      <td>...</td>\n",
       "      <td>0 days 00:45:22.985188525</td>\n",
       "      <td>0 days 09:42:38.757848</td>\n",
       "      <td>0 days 09:44:49.184848590</td>\n",
       "      <td>0 days 07:10:44.604044538</td>\n",
       "      <td>0 days 08:18:50.934128829</td>\n",
       "      <td>0 days 08:53:43.549897672</td>\n",
       "      <td>0 days 09:12:29.671164452</td>\n",
       "      <td>0 days 09:32:19.439800201</td>\n",
       "      <td>0 days 09:14:20.702070831</td>\n",
       "      <td>0 days 08:02:54.119463041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Greece</td>\n",
       "      <td>33763</td>\n",
       "      <td>30138</td>\n",
       "      <td>Greek</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>Seafood</td>\n",
       "      <td>22191</td>\n",
       "      <td>13886</td>\n",
       "      <td>5541</td>\n",
       "      <td>0.736313</td>\n",
       "      <td>...</td>\n",
       "      <td>0 days 00:07:01.227523985</td>\n",
       "      <td>0 days 13:23:26.586187178</td>\n",
       "      <td>0 days 13:25:57.239977127</td>\n",
       "      <td>0 days 12:26:12.473473537</td>\n",
       "      <td>0 days 12:52:31.545841540</td>\n",
       "      <td>0 days 12:58:25.816125548</td>\n",
       "      <td>0 days 13:02:26.197344177</td>\n",
       "      <td>0 days 13:10:39.536184002</td>\n",
       "      <td>0 days 13:14:16.971853358</td>\n",
       "      <td>0 days 12:30:06.648452888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Hungary</td>\n",
       "      <td>7431</td>\n",
       "      <td>6282</td>\n",
       "      <td>European</td>\n",
       "      <td>Hungarian</td>\n",
       "      <td>Central European</td>\n",
       "      <td>3732</td>\n",
       "      <td>3288</td>\n",
       "      <td>1109</td>\n",
       "      <td>0.594078</td>\n",
       "      <td>...</td>\n",
       "      <td>0 days 00:03:04.604033448</td>\n",
       "      <td>0 days 11:16:30.383669454</td>\n",
       "      <td>0 days 10:37:34.058042302</td>\n",
       "      <td>0 days 09:44:03.438268569</td>\n",
       "      <td>0 days 10:22:42.734874570</td>\n",
       "      <td>0 days 10:36:32.346286276</td>\n",
       "      <td>0 days 10:49:14.889326119</td>\n",
       "      <td>0 days 11:08:56.635514019</td>\n",
       "      <td>0 days 10:30:10.698475160</td>\n",
       "      <td>0 days 08:30:10.846040334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ireland</td>\n",
       "      <td>11203</td>\n",
       "      <td>9788</td>\n",
       "      <td>Irish</td>\n",
       "      <td>European</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>4580</td>\n",
       "      <td>2863</td>\n",
       "      <td>2446</td>\n",
       "      <td>0.467920</td>\n",
       "      <td>...</td>\n",
       "      <td>0 days 00:10:22.624978526</td>\n",
       "      <td>0 days 09:58:37.673939186</td>\n",
       "      <td>0 days 09:57:16.213708985</td>\n",
       "      <td>0 days 08:12:45.219034530</td>\n",
       "      <td>0 days 08:34:35.736127813</td>\n",
       "      <td>0 days 09:01:16.110633912</td>\n",
       "      <td>0 days 09:22:28.242570005</td>\n",
       "      <td>0 days 09:45:19.738876482</td>\n",
       "      <td>0 days 09:35:05.339288782</td>\n",
       "      <td>0 days 08:11:02.040886446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Italy</td>\n",
       "      <td>224763</td>\n",
       "      <td>195924</td>\n",
       "      <td>Italian</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>Pizza</td>\n",
       "      <td>160924</td>\n",
       "      <td>58650</td>\n",
       "      <td>55432</td>\n",
       "      <td>0.821359</td>\n",
       "      <td>...</td>\n",
       "      <td>0 days 01:40:55.657247222</td>\n",
       "      <td>0 days 09:39:41.271371316</td>\n",
       "      <td>0 days 09:39:20.538785450</td>\n",
       "      <td>0 days 07:04:59.672264218</td>\n",
       "      <td>0 days 08:15:08.497285780</td>\n",
       "      <td>0 days 08:42:38.744863274</td>\n",
       "      <td>0 days 09:07:33.259601238</td>\n",
       "      <td>0 days 09:29:54.030236924</td>\n",
       "      <td>0 days 09:25:33.369692050</td>\n",
       "      <td>0 days 08:03:10.938562224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Poland</td>\n",
       "      <td>24698</td>\n",
       "      <td>19033</td>\n",
       "      <td>European</td>\n",
       "      <td>Polish</td>\n",
       "      <td>Italian</td>\n",
       "      <td>10094</td>\n",
       "      <td>8865</td>\n",
       "      <td>3254</td>\n",
       "      <td>0.530342</td>\n",
       "      <td>...</td>\n",
       "      <td>0 days 00:02:17.411395245</td>\n",
       "      <td>0 days 11:47:11.139524450</td>\n",
       "      <td>0 days 11:28:20.919694930</td>\n",
       "      <td>0 days 10:26:15.737999103</td>\n",
       "      <td>0 days 11:05:04.239569314</td>\n",
       "      <td>0 days 11:10:34.176760879</td>\n",
       "      <td>0 days 11:14:30.632570659</td>\n",
       "      <td>0 days 11:38:22.503364738</td>\n",
       "      <td>0 days 11:21:02.440556303</td>\n",
       "      <td>0 days 10:12:22.418124720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>32592</td>\n",
       "      <td>28680</td>\n",
       "      <td>European</td>\n",
       "      <td>Portuguese</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>21440</td>\n",
       "      <td>21352</td>\n",
       "      <td>6867</td>\n",
       "      <td>0.747559</td>\n",
       "      <td>...</td>\n",
       "      <td>0 days 01:08:23.556940443</td>\n",
       "      <td>0 days 10:36:11.866658828</td>\n",
       "      <td>0 days 10:12:15.517667117</td>\n",
       "      <td>0 days 08:07:32.777941090</td>\n",
       "      <td>0 days 09:22:03.513434064</td>\n",
       "      <td>0 days 09:47:29.123405256</td>\n",
       "      <td>0 days 10:07:04.169557293</td>\n",
       "      <td>0 days 10:26:25.285437122</td>\n",
       "      <td>0 days 10:00:35.779881239</td>\n",
       "      <td>0 days 07:29:04.585807514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Romania</td>\n",
       "      <td>7842</td>\n",
       "      <td>6865</td>\n",
       "      <td>European</td>\n",
       "      <td>Romanian</td>\n",
       "      <td>Italian</td>\n",
       "      <td>3766</td>\n",
       "      <td>2748</td>\n",
       "      <td>1484</td>\n",
       "      <td>0.548580</td>\n",
       "      <td>...</td>\n",
       "      <td>0 days 00:03:24.158366534</td>\n",
       "      <td>0 days 12:50:07.380478088</td>\n",
       "      <td>0 days 12:09:22.739043825</td>\n",
       "      <td>0 days 12:01:30.881474104</td>\n",
       "      <td>0 days 12:23:06.678286853</td>\n",
       "      <td>0 days 12:25:35.229083665</td>\n",
       "      <td>0 days 12:29:55.607569721</td>\n",
       "      <td>0 days 12:32:26.743027888</td>\n",
       "      <td>0 days 11:53:12.878486056</td>\n",
       "      <td>0 days 10:57:50.348605578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Slovakia</td>\n",
       "      <td>4251</td>\n",
       "      <td>3147</td>\n",
       "      <td>European</td>\n",
       "      <td>Central European</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>1368</td>\n",
       "      <td>630</td>\n",
       "      <td>599</td>\n",
       "      <td>0.434700</td>\n",
       "      <td>...</td>\n",
       "      <td>0 days 00:07:00.726783311</td>\n",
       "      <td>0 days 11:50:13.216689098</td>\n",
       "      <td>0 days 10:07:44.710632571</td>\n",
       "      <td>0 days 10:37:57.092866756</td>\n",
       "      <td>0 days 11:01:23.849259758</td>\n",
       "      <td>0 days 11:06:01.668909825</td>\n",
       "      <td>0 days 11:07:04.629878869</td>\n",
       "      <td>0 days 11:37:31.386271871</td>\n",
       "      <td>0 days 09:59:24.037685061</td>\n",
       "      <td>0 days 07:50:02.368775236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Spain</td>\n",
       "      <td>157479</td>\n",
       "      <td>134965</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>European</td>\n",
       "      <td>85973</td>\n",
       "      <td>54333</td>\n",
       "      <td>23803</td>\n",
       "      <td>0.637002</td>\n",
       "      <td>...</td>\n",
       "      <td>0 days 01:10:07.109203750</td>\n",
       "      <td>0 days 10:49:33.188168493</td>\n",
       "      <td>0 days 10:31:09.086755579</td>\n",
       "      <td>0 days 07:58:56.631189753</td>\n",
       "      <td>0 days 09:06:38.377657467</td>\n",
       "      <td>0 days 09:36:02.697741978</td>\n",
       "      <td>0 days 10:04:11.641885646</td>\n",
       "      <td>0 days 10:38:07.494255909</td>\n",
       "      <td>0 days 10:21:37.393635283</td>\n",
       "      <td>0 days 08:25:41.734583388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Sweden</td>\n",
       "      <td>18555</td>\n",
       "      <td>13384</td>\n",
       "      <td>European</td>\n",
       "      <td>Swedish</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>5319</td>\n",
       "      <td>4400</td>\n",
       "      <td>2038</td>\n",
       "      <td>0.397415</td>\n",
       "      <td>...</td>\n",
       "      <td>0 days 00:12:51.170354572</td>\n",
       "      <td>0 days 09:40:33.031191682</td>\n",
       "      <td>0 days 08:46:57.352705945</td>\n",
       "      <td>0 days 07:36:13.372434018</td>\n",
       "      <td>0 days 08:22:43.684350840</td>\n",
       "      <td>0 days 08:43:22.122100773</td>\n",
       "      <td>0 days 08:51:15.659824047</td>\n",
       "      <td>0 days 09:27:24.153559051</td>\n",
       "      <td>0 days 08:38:37.118101840</td>\n",
       "      <td>0 days 06:16:24.193548387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>The Netherlands</td>\n",
       "      <td>29792</td>\n",
       "      <td>25588</td>\n",
       "      <td>European</td>\n",
       "      <td>Dutch</td>\n",
       "      <td>Seafood</td>\n",
       "      <td>15332</td>\n",
       "      <td>12410</td>\n",
       "      <td>4759</td>\n",
       "      <td>0.599187</td>\n",
       "      <td>...</td>\n",
       "      <td>0 days 00:04:59.829654094</td>\n",
       "      <td>0 days 09:49:56.613940553</td>\n",
       "      <td>0 days 09:39:49.184773162</td>\n",
       "      <td>0 days 06:29:00.055623153</td>\n",
       "      <td>0 days 07:45:23.928385190</td>\n",
       "      <td>0 days 08:47:55.612723796</td>\n",
       "      <td>0 days 09:13:24.825308535</td>\n",
       "      <td>0 days 09:40:30.822179732</td>\n",
       "      <td>0 days 09:29:32.299669738</td>\n",
       "      <td>0 days 08:03:18.953589432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>171664</td>\n",
       "      <td>147174</td>\n",
       "      <td>British</td>\n",
       "      <td>Cafe</td>\n",
       "      <td>Bar</td>\n",
       "      <td>64264</td>\n",
       "      <td>34735</td>\n",
       "      <td>28771</td>\n",
       "      <td>0.436653</td>\n",
       "      <td>...</td>\n",
       "      <td>0 days 00:19:38.617433395</td>\n",
       "      <td>0 days 09:39:39.733024899</td>\n",
       "      <td>0 days 09:34:20.593524467</td>\n",
       "      <td>0 days 07:59:10.169612371</td>\n",
       "      <td>0 days 08:30:35.994581277</td>\n",
       "      <td>0 days 08:55:12.575240238</td>\n",
       "      <td>0 days 09:06:52.480808689</td>\n",
       "      <td>0 days 09:29:12.915574076</td>\n",
       "      <td>0 days 09:23:38.662114094</td>\n",
       "      <td>0 days 07:43:47.875369368</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>21 rows × 83 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            country  restaurant_cnt  cuisines_cnt cuisine_no_1  \\\n",
       "0           Austria           20487         16760     European   \n",
       "1           Belgium           23711         20507     European   \n",
       "2          Bulgaria            4469          3851     European   \n",
       "3           Croatia            8375          7608     European   \n",
       "4    Czech Republic           14844         11319     European   \n",
       "5           Denmark            9485          7117     European   \n",
       "6           Finland            7372          5802     European   \n",
       "7            France          155288        132871       French   \n",
       "8           Germany          115333         87491       German   \n",
       "9            Greece           33763         30138        Greek   \n",
       "10          Hungary            7431          6282     European   \n",
       "11          Ireland           11203          9788        Irish   \n",
       "12            Italy          224763        195924      Italian   \n",
       "13           Poland           24698         19033     European   \n",
       "14         Portugal           32592         28680     European   \n",
       "15          Romania            7842          6865     European   \n",
       "16         Slovakia            4251          3147     European   \n",
       "17            Spain          157479        134965      Spanish   \n",
       "18           Sweden           18555         13384     European   \n",
       "19  The Netherlands           29792         25588     European   \n",
       "20   United Kingdom          171664        147174      British   \n",
       "\n",
       "        cuisine_no_2      cuisine_no_3  cuisine_no_1_cnt  cuisine_no_2_cnt  \\\n",
       "0           Austrian  Central European             10582              9404   \n",
       "1            Belgian            French             11912              9992   \n",
       "2   Eastern European     Mediterranean              1589               980   \n",
       "3           Croatian     Mediterranean              5348              5287   \n",
       "4              Czech              Cafe              6271              5394   \n",
       "5             Danish              Cafe              3186              2774   \n",
       "6       Scandinavian              Cafe              2125              1204   \n",
       "7           European           Italian             84643             31729   \n",
       "8           European           Italian             32567             20365   \n",
       "9      Mediterranean           Seafood             22191             13886   \n",
       "10         Hungarian  Central European              3732              3288   \n",
       "11          European              Cafe              4580              2863   \n",
       "12     Mediterranean             Pizza            160924             58650   \n",
       "13            Polish           Italian             10094              8865   \n",
       "14        Portuguese     Mediterranean             21440             21352   \n",
       "15          Romanian           Italian              3766              2748   \n",
       "16  Central European              Cafe              1368               630   \n",
       "17     Mediterranean          European             85973             54333   \n",
       "18           Swedish              Cafe              5319              4400   \n",
       "19             Dutch           Seafood             15332             12410   \n",
       "20              Cafe               Bar             64264             34735   \n",
       "\n",
       "    cuisine_no_3_cnt  cuisine_no_1_prt  ...       max_break_hours_avg  \\\n",
       "0               2743          0.631384  ... 0 days 00:29:41.044126787   \n",
       "1               4634          0.580875  ... 0 days 01:29:12.516403920   \n",
       "2                664          0.412620  ... 0 days 00:02:26.294466403   \n",
       "3               3529          0.702944  ... 0 days 00:07:01.088082902   \n",
       "4               1939          0.554024  ... 0 days 00:04:10.186150410   \n",
       "5               1288          0.447661  ... 0 days 00:09:02.592188523   \n",
       "6               1179          0.366253  ... 0 days 00:07:11.617235590   \n",
       "7              16140          0.637031  ... 0 days 02:06:50.326522014   \n",
       "8              15251          0.372233  ... 0 days 00:45:22.985188525   \n",
       "9               5541          0.736313  ... 0 days 00:07:01.227523985   \n",
       "10              1109          0.594078  ... 0 days 00:03:04.604033448   \n",
       "11              2446          0.467920  ... 0 days 00:10:22.624978526   \n",
       "12             55432          0.821359  ... 0 days 01:40:55.657247222   \n",
       "13              3254          0.530342  ... 0 days 00:02:17.411395245   \n",
       "14              6867          0.747559  ... 0 days 01:08:23.556940443   \n",
       "15              1484          0.548580  ... 0 days 00:03:24.158366534   \n",
       "16               599          0.434700  ... 0 days 00:07:00.726783311   \n",
       "17             23803          0.637002  ... 0 days 01:10:07.109203750   \n",
       "18              2038          0.397415  ... 0 days 00:12:51.170354572   \n",
       "19              4759          0.599187  ... 0 days 00:04:59.829654094   \n",
       "20             28771          0.436653  ... 0 days 00:19:38.617433395   \n",
       "\n",
       "    max_no_weekend_hours_avg     max_weekend_hours_avg  \\\n",
       "0  0 days 10:56:38.713486638 0 days 10:19:52.952144189   \n",
       "1  0 days 08:42:19.510864934 0 days 08:15:06.503621645   \n",
       "2  0 days 12:44:42.717391304 0 days 12:18:10.405138340   \n",
       "3  0 days 13:04:10.010362694 0 days 12:54:55.352331606   \n",
       "4  0 days 11:35:18.064035741 0 days 10:22:03.596425912   \n",
       "5  0 days 09:42:00.785511674 0 days 09:24:48.308967925   \n",
       "6  0 days 10:23:16.754336877 0 days 09:16:51.925013990   \n",
       "7  0 days 08:43:27.355522786 0 days 08:03:36.566252370   \n",
       "8     0 days 09:42:38.757848 0 days 09:44:49.184848590   \n",
       "9  0 days 13:23:26.586187178 0 days 13:25:57.239977127   \n",
       "10 0 days 11:16:30.383669454 0 days 10:37:34.058042302   \n",
       "11 0 days 09:58:37.673939186 0 days 09:57:16.213708985   \n",
       "12 0 days 09:39:41.271371316 0 days 09:39:20.538785450   \n",
       "13 0 days 11:47:11.139524450 0 days 11:28:20.919694930   \n",
       "14 0 days 10:36:11.866658828 0 days 10:12:15.517667117   \n",
       "15 0 days 12:50:07.380478088 0 days 12:09:22.739043825   \n",
       "16 0 days 11:50:13.216689098 0 days 10:07:44.710632571   \n",
       "17 0 days 10:49:33.188168493 0 days 10:31:09.086755579   \n",
       "18 0 days 09:40:33.031191682 0 days 08:46:57.352705945   \n",
       "19 0 days 09:49:56.613940553 0 days 09:39:49.184773162   \n",
       "20 0 days 09:39:39.733024899 0 days 09:34:20.593524467   \n",
       "\n",
       "          open_mon_hours_avg        open_tue_hours_avg  \\\n",
       "0  0 days 08:11:56.929770044 0 days 09:04:17.054070851   \n",
       "1  0 days 05:16:24.010225820 0 days 06:01:04.279505752   \n",
       "2  0 days 12:11:57.391304348 0 days 12:29:02.341897233   \n",
       "3  0 days 12:19:35.409326425 0 days 12:38:27.575129534   \n",
       "4  0 days 10:23:46.008935220 0 days 10:54:07.334326136   \n",
       "5  0 days 07:27:59.423958106 0 days 08:21:18.603534803   \n",
       "6  0 days 08:29:44.118634583 0 days 09:10:44.655847790   \n",
       "7  0 days 06:09:46.317674321 0 days 07:32:16.290990801   \n",
       "8  0 days 07:10:44.604044538 0 days 08:18:50.934128829   \n",
       "9  0 days 12:26:12.473473537 0 days 12:52:31.545841540   \n",
       "10 0 days 09:44:03.438268569 0 days 10:22:42.734874570   \n",
       "11 0 days 08:12:45.219034530 0 days 08:34:35.736127813   \n",
       "12 0 days 07:04:59.672264218 0 days 08:15:08.497285780   \n",
       "13 0 days 10:26:15.737999103 0 days 11:05:04.239569314   \n",
       "14 0 days 08:07:32.777941090 0 days 09:22:03.513434064   \n",
       "15 0 days 12:01:30.881474104 0 days 12:23:06.678286853   \n",
       "16 0 days 10:37:57.092866756 0 days 11:01:23.849259758   \n",
       "17 0 days 07:58:56.631189753 0 days 09:06:38.377657467   \n",
       "18 0 days 07:36:13.372434018 0 days 08:22:43.684350840   \n",
       "19 0 days 06:29:00.055623153 0 days 07:45:23.928385190   \n",
       "20 0 days 07:59:10.169612371 0 days 08:30:35.994581277   \n",
       "\n",
       "          open_wed_hours_avg        open_thu_hours_avg  \\\n",
       "0  0 days 09:47:27.576134245 0 days 10:21:44.207582349   \n",
       "1  0 days 06:44:51.527907968 0 days 07:37:33.857690669   \n",
       "2  0 days 12:30:01.926877470 0 days 12:30:46.808300395   \n",
       "3  0 days 12:42:02.549222798 0 days 12:46:30.419689119   \n",
       "4  0 days 11:03:41.630677587 0 days 11:06:09.620253165   \n",
       "5  0 days 08:42:33.122408902 0 days 09:00:58.298058041   \n",
       "6  0 days 09:32:07.923894796 0 days 09:35:04.448796866   \n",
       "7  0 days 07:43:30.169229689 0 days 08:10:34.853591742   \n",
       "8  0 days 08:53:43.549897672 0 days 09:12:29.671164452   \n",
       "9  0 days 12:58:25.816125548 0 days 13:02:26.197344177   \n",
       "10 0 days 10:36:32.346286276 0 days 10:49:14.889326119   \n",
       "11 0 days 09:01:16.110633912 0 days 09:22:28.242570005   \n",
       "12 0 days 08:42:38.744863274 0 days 09:07:33.259601238   \n",
       "13 0 days 11:10:34.176760879 0 days 11:14:30.632570659   \n",
       "14 0 days 09:47:29.123405256 0 days 10:07:04.169557293   \n",
       "15 0 days 12:25:35.229083665 0 days 12:29:55.607569721   \n",
       "16 0 days 11:06:01.668909825 0 days 11:07:04.629878869   \n",
       "17 0 days 09:36:02.697741978 0 days 10:04:11.641885646   \n",
       "18 0 days 08:43:22.122100773 0 days 08:51:15.659824047   \n",
       "19 0 days 08:47:55.612723796 0 days 09:13:24.825308535   \n",
       "20 0 days 08:55:12.575240238 0 days 09:06:52.480808689   \n",
       "\n",
       "          open_fri_hours_avg        open_sat_hours_avg  \\\n",
       "0  0 days 10:45:20.540708515 0 days 10:02:20.441267868   \n",
       "1  0 days 08:26:38.111631870 0 days 07:49:32.569237324   \n",
       "2  0 days 12:36:30.029644269 0 days 12:12:29.347826087   \n",
       "3  0 days 12:51:13.632124352 0 days 12:43:26.860103627   \n",
       "4  0 days 11:27:34.013402829 0 days 10:13:10.752047655   \n",
       "5  0 days 09:28:13.288239145 0 days 09:14:35.845516038   \n",
       "6  0 days 10:15:33.172915501 0 days 09:06:04.801343033   \n",
       "7  0 days 08:31:12.320763991 0 days 07:54:47.363949161   \n",
       "8  0 days 09:32:19.439800201 0 days 09:14:20.702070831   \n",
       "9  0 days 13:10:39.536184002 0 days 13:14:16.971853358   \n",
       "10 0 days 11:08:56.635514019 0 days 10:30:10.698475160   \n",
       "11 0 days 09:45:19.738876482 0 days 09:35:05.339288782   \n",
       "12 0 days 09:29:54.030236924 0 days 09:25:33.369692050   \n",
       "13 0 days 11:38:22.503364738 0 days 11:21:02.440556303   \n",
       "14 0 days 10:26:25.285437122 0 days 10:00:35.779881239   \n",
       "15 0 days 12:32:26.743027888 0 days 11:53:12.878486056   \n",
       "16 0 days 11:37:31.386271871 0 days 09:59:24.037685061   \n",
       "17 0 days 10:38:07.494255909 0 days 10:21:37.393635283   \n",
       "18 0 days 09:27:24.153559051 0 days 08:38:37.118101840   \n",
       "19 0 days 09:40:30.822179732 0 days 09:29:32.299669738   \n",
       "20 0 days 09:29:12.915574076 0 days 09:23:38.662114094   \n",
       "\n",
       "          open_sun_hours_avg  \n",
       "0  0 days 07:57:18.222498446  \n",
       "1  0 days 06:22:23.381337878  \n",
       "2  0 days 10:52:46.660079051  \n",
       "3  0 days 11:30:39.886010363  \n",
       "4  0 days 08:22:16.187639613  \n",
       "5  0 days 07:02:28.003491163  \n",
       "6  0 days 06:02:54.795747062  \n",
       "7  0 days 05:19:36.317674321  \n",
       "8  0 days 08:02:54.119463041  \n",
       "9  0 days 12:30:06.648452888  \n",
       "10 0 days 08:30:10.846040334  \n",
       "11 0 days 08:11:02.040886446  \n",
       "12 0 days 08:03:10.938562224  \n",
       "13 0 days 10:12:22.418124720  \n",
       "14 0 days 07:29:04.585807514  \n",
       "15 0 days 10:57:50.348605578  \n",
       "16 0 days 07:50:02.368775236  \n",
       "17 0 days 08:25:41.734583388  \n",
       "18 0 days 06:16:24.193548387  \n",
       "19 0 days 08:03:18.953589432  \n",
       "20 0 days 07:43:47.875369368  \n",
       "\n",
       "[21 rows x 83 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_base = df_base.join(df_means.set_index('country'), on='country')\n",
    "df_base\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4aa08954",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "d87a510d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# выгрузить датасет\n",
    "df_base.to_csv('tripadvisor_european_restaurants_aggr_full_11.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5fa08841",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "d0163e08",
   "metadata": {},
   "outputs": [],
   "source": [
    "# выгрузить датасет - все кухни\n",
    "# df_all_cuisines_ok2.to_csv('tripadvisor_european_restaurants_cuisines.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0f76115f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6ed3c6c2",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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