数据挖掘作业1_Wine_Reviews.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 读入数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pda\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import stats\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "wine = pda.read_csv(\"G:\\wine-reviews\\winemag-data_first150k.csv\",header=0,sep='',delimiter=\",\", encoding='utf-8')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " 获取wine数据的列数以及shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(150930, 11)\n",
      "Index(['Unnamed: 0', 'country', 'description', 'designation', 'points',\n",
      "       'price', 'province', 'region_1', 'region_2', 'variety', 'winery'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "cols = wine.columns\n",
    "shape = wine.shape\n",
    "print(shape)\n",
    "print(cols)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.1 数据可视化和摘要"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据摘要"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1、对称标属性，给出每个可能值的频数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "country\n",
      "Albania                       2\n",
      "Argentina                  5631\n",
      "Australia                  4957\n",
      "Austria                    3057\n",
      "Bosnia and Herzegovina        4\n",
      "Brazil                       25\n",
      "Bulgaria                     77\n",
      "Canada                      196\n",
      "Chile                      5816\n",
      "China                         3\n",
      "Croatia                      89\n",
      "Cyprus                       31\n",
      "Czech Republic                6\n",
      "Egypt                         3\n",
      "England                       9\n",
      "France                    21098\n",
      "Georgia                      43\n",
      "Germany                    2452\n",
      "Greece                      884\n",
      "Hungary                     231\n",
      "India                         8\n",
      "Israel                      630\n",
      "Italy                     23478\n",
      "Japan                         2\n",
      "Lebanon                      37\n",
      "Lithuania                     8\n",
      "Luxembourg                    9\n",
      "Macedonia                    16\n",
      "Mexico                       63\n",
      "Moldova                      71\n",
      "Montenegro                    2\n",
      "Morocco                      12\n",
      "New Zealand                3320\n",
      "Portugal                   5322\n",
      "Romania                     139\n",
      "Serbia                       14\n",
      "Slovakia                      3\n",
      "Slovenia                     94\n",
      "South Africa               2258\n",
      "South Korea                   4\n",
      "Spain                      8268\n",
      "Switzerland                   4\n",
      "Tunisia                       2\n",
      "Turkey                       52\n",
      "US                        62397\n",
      "US-France                     1\n",
      "Ukraine                       5\n",
      "Uruguay                      92\n",
      "dtype: int64\n",
      "province\n",
      "Achaia                                        2\n",
      "Aconcagua Costa                               5\n",
      "Aconcagua Valley                            194\n",
      "Aegean                                       16\n",
      "Ahr                                           5\n",
      "Aigialias Slopes                              2\n",
      "Alenquer                                      7\n",
      "Alentejano                                  872\n",
      "Alentejo                                    148\n",
      "Alenteo                                       2\n",
      "Algarve                                      11\n",
      "Alsace                                     1680\n",
      "America                                      27\n",
      "Amindeo                                       4\n",
      "Amyndeon                                      8\n",
      "Andalucia                                   200\n",
      "Ankara                                        5\n",
      "Apalta                                       13\n",
      "Arcadia                                       5\n",
      "Arizona                                      39\n",
      "Atalanti Valley                              18\n",
      "Atlantida                                     4\n",
      "Attica                                       13\n",
      "Australia Other                             553\n",
      "Austria                                      19\n",
      "Awatere Valley                               28\n",
      "Baden                                        68\n",
      "Bairrada                                    173\n",
      "Beaujolais                                  532\n",
      "Beira Atlantico                               2\n",
      "Beira Interior                               28\n",
      "Beiras                                       53\n",
      "Bekaa Valley                                 34\n",
      "Beni M'Tir                                    1\n",
      "Beotia                                        8\n",
      "Black Sea Coastal                             3\n",
      "Bordeaux                                   6111\n",
      "Bot River                                     2\n",
      "Brazil                                        6\n",
      "Brda                                         17\n",
      "Breede River Valley                           2\n",
      "Breedekloof                                  15\n",
      "British Columbia                             96\n",
      "Bucelas                                      30\n",
      "Buin                                          6\n",
      "Bulgaria                                     18\n",
      "Burgenland                                  764\n",
      "Burgundy                                   4308\n",
      "Bío Bío Valley                               60\n",
      "Cachapoal Valley                            217\n",
      "Cahul                                        16\n",
      "California                                44508\n",
      "Canada Other                                  4\n",
      "Canelones                                    19\n",
      "Canterbury                                   30\n",
      "Cape Agulhas                                  4\n",
      "Cape South Coast                              1\n",
      "Carnuntum                                    70\n",
      "Casablanca & Leyda Valleys                    3\n",
      "Casablanca Valley                           779\n",
      "Casablanca-Curicó Valley                      1\n",
      "Catalonia                                  1352\n",
      "Cauquenes Valley                              2\n",
      "Cederberg                                    16\n",
      "Central Greece                                1\n",
      "Central Italy                              1530\n",
      "Central Otago                               355\n",
      "Central Otago-Marlborough                     1\n",
      "Central Spain                               743\n",
      "Central Valley                              528\n",
      "Cephalonia                                   13\n",
      "Chalkidiki                                    3\n",
      "Champagne                                  1370\n",
      "Chile                                        23\n",
      "China                                         3\n",
      "Chisinau County                               2\n",
      "Choapa Valley                                 4\n",
      "Coastal Region                              281\n",
      "Codru Region                                  2\n",
      "Colares                                       1\n",
      "Colchagua Costa                               1\n",
      "Colchagua Valley                           1201\n",
      "Colinele Dobrogei                             3\n",
      "Colonia                                       6\n",
      "Colorado                                     30\n",
      "Commandaria                                  10\n",
      "Connecticut                                   2\n",
      "Constantia                                   35\n",
      "Corinth                                      21\n",
      "Crete                                        35\n",
      "Croatia                                       2\n",
      "Curicó Valley                               325\n",
      "Curicó and Leyda Valleys                      3\n",
      "Curicó and Maipo Valleys                      2\n",
      "Cyclades                                      2\n",
      "Cyprus                                        3\n",
      "Dalmatian Coast                               1\n",
      "Dan                                           6\n",
      "Danube Hills Valley                           2\n",
      "Danube River Plains                           3\n",
      "Darling                                       6\n",
      "Dealu Mare                                   50\n",
      "Dealurile Hușilor                             2\n",
      "Dealurile Munteniei                           9\n",
      "Dingač                                        2\n",
      "Dolenjska                                     1\n",
      "Donauland                                    22\n",
      "Douro                                      1075\n",
      "Douro Superior                                1\n",
      "Drama                                        57\n",
      "Durbanville                                  35\n",
      "Duriense                                     25\n",
      "Dão                                         281\n",
      "East Coast                                   24\n",
      "Eastern Bays                                  4\n",
      "Eger                                         12\n",
      "Egilias Slopes                                2\n",
      "Egypt                                         3\n",
      "Eilandia                                      2\n",
      "Eisenberg                                     3\n",
      "El Colorado                                   3\n",
      "Elazığ                                        3\n",
      "Elgin                                        53\n",
      "Elim                                          1\n",
      "Ella Valley                                   1\n",
      "Elqui Valley                                 53\n",
      "England                                       9\n",
      "Epanomi                                      24\n",
      "Estremadura                                  98\n",
      "Evia                                          2\n",
      "Felso-Magyarország                            2\n",
      "Florina                                       8\n",
      "France Other                                289\n",
      "Franken                                      52\n",
      "Franschhoek                                  37\n",
      "Fruška Gora                                   2\n",
      "Galicia                                     548\n",
      "Galil                                        25\n",
      "Galilee                                     332\n",
      "Georgia                                      12\n",
      "Gerania                                       5\n",
      "Germany                                      10\n",
      "Gisborne                                     61\n",
      "Golan Heights                                 5\n",
      "Goriska Brda                                 25\n",
      "Goumenissa                                    4\n",
      "Greece                                       79\n",
      "Groenekloof                                  10\n",
      "Guerrouane                                    2\n",
      "Halkidiki                                    20\n",
      "Haut-Judeé                                    8\n",
      "Hawke's Bay                                 436\n",
      "Hemel en Aarde                               13\n",
      "Hrvatsko Primorje                             2\n",
      "Hungary                                      21\n",
      "Hvar                                          2\n",
      "Idaho                                       136\n",
      "Ilia                                          1\n",
      "Ilias                                         7\n",
      "Imathia                                       2\n",
      "Ioannina                                      1\n",
      "Iowa                                          4\n",
      "Ismarikos                                     3\n",
      "Israel                                       13\n",
      "Istria                                       28\n",
      "Italy Other                                  56\n",
      "Itata Valley                                  4\n",
      "Jerusalem Hills                               4\n",
      "Jiri Valley                                   4\n",
      "Jonkershoek Valley                           11\n",
      "Juanico                                      19\n",
      "Judean Hills                                130\n",
      "Kakheti                                      29\n",
      "Kamptal                                     327\n",
      "Kathikas                                     10\n",
      "Kentucky                                      4\n",
      "Klein River                                   4\n",
      "Korinthia                                     9\n",
      "Korčula                                       5\n",
      "Krania Olympus                                1\n",
      "Kras                                          4\n",
      "Kremstal                                    318\n",
      "Krk                                           2\n",
      "Kumeu                                        61\n",
      "Kutjevo                                       8\n",
      "Kyoto                                         2\n",
      "Lake Skadar Valley                            2\n",
      "Lakonia                                       2\n",
      "Langenlois                                    1\n",
      "Languedoc-Roussillon                       1082\n",
      "Lebanon                                       3\n",
      "Leithaberg                                    6\n",
      "Lemesos                                       2\n",
      "Lemnos                                        1\n",
      "Lesbos                                        2\n",
      "Letrinon                                      2\n",
      "Levante                                     453\n",
      "Leyda Valley                                168\n",
      "Limarí Valley                               203\n",
      "Limnos                                        1\n",
      "Lisboa                                      337\n",
      "Lithuania                                     8\n",
      "Loire Valley                               1786\n",
      "Lolol Valley                                 25\n",
      "Lombardy                                    580\n",
      "Loncomilla Valley                            34\n",
      "Lontué Valley                                55\n",
      "Lutzville Valley                              2\n",
      "Macedonia                                    19\n",
      "Madeira                                      26\n",
      "Maipo Valley                                895\n",
      "Maipo Valley-Colchagua Valley                 1\n",
      "Malgas                                        1\n",
      "Malleco                                       3\n",
      "Mantinia                                     39\n",
      "Marchigue                                    12\n",
      "Marlborough                                1655\n",
      "Marlborough & Hawkes Bay                      2\n",
      "Martinborough                               261\n",
      "Martinborough Terrace                         1\n",
      "Massachusetts                                10\n",
      "Maule Valley                                531\n",
      "Mavrodaphne of Patras                        12\n",
      "Mendoza Province                           4742\n",
      "Messinia                                      2\n",
      "Michigan                                     25\n",
      "Middle and South Dalmatia                     3\n",
      "Minho                                        32\n",
      "Mirditë                                       2\n",
      "Missouri                                     60\n",
      "Mittelburgenland                             48\n",
      "Moldova                                      51\n",
      "Molina                                       20\n",
      "Monemvasia                                    2\n",
      "Montevideo                                    3\n",
      "Moravia                                       6\n",
      "Morocco                                       1\n",
      "Moscatel de Setúbal                           6\n",
      "Moscatel do Douro                             4\n",
      "Mosel                                       785\n",
      "Mosel-Saar-Ruwer                            526\n",
      "Moselle Luxembourgeoise                       9\n",
      "Mostar                                        4\n",
      "Mount Athos                                   9\n",
      "Moutere                                      13\n",
      "Murfatlar                                    10\n",
      "Murfatlar Cernavoda                           2\n",
      "Muscat of Patras                              5\n",
      "Muzla                                         3\n",
      "Mátra                                         4\n",
      "Nahe                                         73\n",
      "Naoussa                                      41\n",
      "Napareuli                                     2\n",
      "Nashik                                        8\n",
      "Negev                                         4\n",
      "Negev Hills                                  16\n",
      "Nelson                                      155\n",
      "Nemea                                        98\n",
      "Neszmély                                     18\n",
      "Neuchâtel                                     1\n",
      "Neusiedlersee                                36\n",
      "Neusiedlersee-Hügelland                      43\n",
      "Nevada                                        1\n",
      "New Jersey                                   24\n",
      "New Mexico                                   95\n",
      "New South Wales                             246\n",
      "New York                                   2428\n",
      "New Zealand                                  22\n",
      "Niederösterreich                            491\n",
      "North Carolina                               20\n",
      "North Dalmatia                               15\n",
      "North Island                                  4\n",
      "Northeastern Italy                         1982\n",
      "Northern Cape                                 2\n",
      "Northern Spain                             4892\n",
      "Northwestern Italy                           10\n",
      "Obidos                                        6\n",
      "Ohio                                         34\n",
      "Ohiti Valley                                  4\n",
      "Omaka Valley                                  6\n",
      "Ontario                                      96\n",
      "Opuntia Locris                                2\n",
      "Oregon                                     4589\n",
      "Other                                       889\n",
      "Overberg                                      6\n",
      "Paarl                                       136\n",
      "Pafos                                         1\n",
      "Pageon                                        4\n",
      "Palmela                                      23\n",
      "Pangeon                                      25\n",
      "Pannon                                        1\n",
      "Patras                                       17\n",
      "Peljesac                                     13\n",
      "Peloponnese                                 102\n",
      "Pennsylvania                                 50\n",
      "Península de Setúbal                         96\n",
      "Peumo                                        59\n",
      "Peza                                          3\n",
      "Pfalz                                       255\n",
      "Philadelphia                                  5\n",
      "Piedmont                                   4093\n",
      "Pirque                                       24\n",
      "Pisatis                                       3\n",
      "Pitsilia Mountains                            5\n",
      "Plaiurile Drancei                             2\n",
      "Pocerina                                      1\n",
      "Podunavlje                                    6\n",
      "Polkadraai Hills                              5\n",
      "Port                                        903\n",
      "Portugal                                      9\n",
      "Portuguese Table Wine                        17\n",
      "Primorska                                     4\n",
      "Progreso                                      5\n",
      "Provence                                   1021\n",
      "Puente Alto                                  22\n",
      "Queensland                                    3\n",
      "Rapel Valley                                249\n",
      "Rapel Valley-Casablanca Valley                6\n",
      "Rapsani                                       6\n",
      "Recas                                         8\n",
      "Requinoa                                     10\n",
      "Retsina                                       5\n",
      "Rhein-Mosel                                   2\n",
      "Rheingau                                    384\n",
      "Rheinhessen                                 277\n",
      "Rhône Valley                               1318\n",
      "Ribatejano                                   29\n",
      "Ribatejo                                     64\n",
      "Rio Claro                                     8\n",
      "Robertson                                   143\n",
      "Romania                                      14\n",
      "Rose Valley                                   1\n",
      "Samos                                        12\n",
      "Samson                                       14\n",
      "San Antonio                                  62\n",
      "San Antonio de las Minas Valley               2\n",
      "San Clemente                                  1\n",
      "San Jose                                     15\n",
      "San Vicente                                   2\n",
      "Santa Barbara County-Condrieu                 1\n",
      "Santa Catarina                                2\n",
      "Santa Cruz                                    4\n",
      "Santorini                                    80\n",
      "Sebes                                         3\n",
      "Serra Gaúcha                                  4\n",
      "Serra do Sudeste                              1\n",
      "Setubal                                      45\n",
      "Shomron                                      28\n",
      "Sicily & Sardinia                          2545\n",
      "Simonsberg-Paarl                              9\n",
      "Simonsberg-Stellenbosch                      62\n",
      "Sliven                                        4\n",
      "Slovenia                                      3\n",
      "Slovenska Istra                               1\n",
      "Sopron                                       13\n",
      "South Africa                                 13\n",
      "South Australia                            3004\n",
      "South Island                                 12\n",
      "South Styria                                  3\n",
      "Southern Italy                             1439\n",
      "Southwest France                           1601\n",
      "Spain Other                                  45\n",
      "Spanish Islands                              35\n",
      "Steiermark                                    7\n",
      "Stellenbosch                                691\n",
      "Sterea Ellada                                 1\n",
      "Stirling                                      1\n",
      "Styria                                       15\n",
      "Swartland                                    64\n",
      "Szekszárd                                     3\n",
      "Südoststeiermark                             57\n",
      "Südsteiermark                                64\n",
      "Table wine                                    2\n",
      "Targovishte                                   2\n",
      "Tarnave                                       2\n",
      "Tasmania                                     47\n",
      "Tejo                                        420\n",
      "Terasele Dunarii                              1\n",
      "Terras da Beira                               2\n",
      "Terras do Dão                                 2\n",
      "Terras do Sado                               25\n",
      "Texas                                        41\n",
      "Thermenregion                               122\n",
      "Thessalikos                                   9\n",
      "Thrace                                       12\n",
      "Thracian Valley                              44\n",
      "Thraki                                        3\n",
      "Ticino                                        1\n",
      "Tikves                                       16\n",
      "Tokaj                                        29\n",
      "Tokaji                                       71\n",
      "Torres Vedras                                 3\n",
      "Tradouw                                       3\n",
      "Traisental                                   24\n",
      "Transmontanas                                 2\n",
      "Transmontano                                  3\n",
      "Transylvanian Plateau                         2\n",
      "Trás-os-Montes                                8\n",
      "Tulbagh                                       5\n",
      "Tunisia                                       2\n",
      "Turkey                                       16\n",
      "Tuscany                                    7281\n",
      "Távora-Varosa                                 5\n",
      "Ukraine                                       5\n",
      "Upper Galilee                                44\n",
      "Uruguay                                      18\n",
      "Valais                                        1\n",
      "Vale Trentino                                 1\n",
      "Vale dos Vinhedos                            11\n",
      "Valle de Guadalupe                           56\n",
      "Valle de Guadalupe and Santo Tomás            3\n",
      "Veneto                                     3962\n",
      "Vermont                                       2\n",
      "Victoria                                    613\n",
      "Vienna                                       54\n",
      "Viile Carasului                               1\n",
      "Viile Timis                                   1\n",
      "Viile Timisului                              13\n",
      "Villány                                      57\n",
      "Vin de Pays d'Imathia                         3\n",
      "Vin de Pays de Macédoine                      6\n",
      "Vin de Pays de Velvendo                       7\n",
      "Vinho Espumante                               2\n",
      "Vinho Espumante de Qualidade                 43\n",
      "Vinho Licoroso                                2\n",
      "Vinho Verde                                 396\n",
      "Vinho da Mesa                                 3\n",
      "Vino da Tavola della Svizzera Italiana        1\n",
      "Vipavska Dolina                              19\n",
      "Virginia                                    515\n",
      "Vânju Mare                                   16\n",
      "Wachau                                      383\n",
      "Wagram                                       16\n",
      "Wagram-Donauland                             75\n",
      "Waiheke Island                               13\n",
      "Waipara                                     103\n",
      "Waipara Valley                               26\n",
      "Wairarapa                                    25\n",
      "Wairau Valley                                16\n",
      "Waitaki Valley                                1\n",
      "Walker Bay                                   33\n",
      "Washington                                 9750\n",
      "Washington-Oregon                             3\n",
      "Weinland Österreich                          10\n",
      "Weinviertel                                  54\n",
      "Wellington                                   34\n",
      "Western Australia                           491\n",
      "Western Cape                                516\n",
      "Wiener Gemischter Satz                        5\n",
      "Württemberg                                  15\n",
      "Zenata                                        8\n",
      "Zitsa                                         1\n",
      "Österreichischer Sekt                        20\n",
      "Štajerska                                    20\n",
      "Župa                                         11\n",
      "dtype: int64\n",
      "region_1\n",
      "Abruzzo                                                 14\n",
      "Adelaida District                                       25\n",
      "Adelaide                                                54\n",
      "Adelaide Hills                                         139\n",
      "Adelaide Plains                                          4\n",
      "Aglianico del Beneventano                                4\n",
      "Aglianico del Taburno                                   12\n",
      "Aglianico del Vulture                                   86\n",
      "Agrelo                                                  48\n",
      "Albana di Romagna                                       15\n",
      "Albemarle County                                         2\n",
      "Alcamo                                                  14\n",
      "Aleatico dell'Elba                                       1\n",
      "Alella                                                   9\n",
      "Alexander Valley                                      1139\n",
      "Alghero                                                 13\n",
      "Alicante                                                56\n",
      "Alicante-Marina Alta                                     2\n",
      "Almansa                                                 30\n",
      "Aloxe-Corton                                            34\n",
      "Alpilles                                                 1\n",
      "Alpine Valleys                                           1\n",
      "Alsace                                                1574\n",
      "Alta Langa                                               3\n",
      "Alta Mesa                                               11\n",
      "Alta Valle della Greve                                   1\n",
      "Alto Adige                                             494\n",
      "Alto Adige Terlano                                       4\n",
      "Alto Adige Valle Isarco                                 20\n",
      "Alto Valle de Uco                                        5\n",
      "Alto Valle del Río Negro                                 7\n",
      "Amador County                                          461\n",
      "Amador-Napa                                              2\n",
      "Amarone della Valpolicella                             218\n",
      "Amarone della Valpolicella Classico                    661\n",
      "Amarone della Valpolicella Valpantena                   15\n",
      "Aminga Valley                                            5\n",
      "Ancient Lakes                                           18\n",
      "Anderson Valley                                        664\n",
      "Anderson Valley-Sonoma County-Cole Ranch                 2\n",
      "Anjou                                                   87\n",
      "Anjou Villages                                           8\n",
      "Antelope Valley of the California High Desert            2\n",
      "Applegate Valley                                        79\n",
      "Apremont                                                 1\n",
      "Apulia                                                   2\n",
      "Arbois                                                   6\n",
      "Arcole                                                   5\n",
      "Argentina                                               53\n",
      "Arizona                                                 14\n",
      "Arlanza                                                  1\n",
      "Arribes del Duero                                        1\n",
      "Arroyo Grande Valley                                   223\n",
      "Arroyo Seco                                            281\n",
      "Asolo Prosecco Superiore                                 1\n",
      "Asprinio di Aversa                                       1\n",
      "Assisi                                                   1\n",
      "Asti                                                    25\n",
      "Atlas Peak                                              79\n",
      "Aude                                                     2\n",
      "Aude Hauterive                                           2\n",
      "Augusta                                                 19\n",
      "Australia                                               48\n",
      "Australia-New Zealand                                    2\n",
      "Auxey-Duresses                                          15\n",
      "Ballard Canyon                                          15\n",
      "Bandol                                                  64\n",
      "Banyuls                                                 11\n",
      "Barbaresco                                             540\n",
      "Barbera d'Alba                                         349\n",
      "Barbera d'Alba Superiore                                74\n",
      "Barbera d'Asti                                         271\n",
      "Barbera d'Asti Superiore                               196\n",
      "Barbera d'Asti Superiore Nizza                          86\n",
      "Barbera del Monferrato                                  50\n",
      "Barbera del Monferrato Superiore                        42\n",
      "Barbera di Piemonte                                      3\n",
      "Barco Reale di Carmignano                                4\n",
      "Bardolino                                               22\n",
      "Bardolino Chiaretto                                     19\n",
      "Bardolino Classico                                      18\n",
      "Bardolino Classico Superiore                             6\n",
      "Bardolino Superiore                                      3\n",
      "Barolo                                                1398\n",
      "Barossa                                                342\n",
      "Barossa Valley                                         478\n",
      "Barossa Valley-Clare Valley                              3\n",
      "Barossa Valley-McLaren Vale                              2\n",
      "Barossa-Adelaide Hills                                   3\n",
      "Barossa-Langhorne Creek                                  2\n",
      "Barsac                                                 109\n",
      "Basilicata                                              24\n",
      "Beamsville Bench                                        12\n",
      "Beaujolais                                              91\n",
      "Beaujolais Blanc                                        11\n",
      "Beaujolais Rosé                                          9\n",
      "Beaujolais-Villages                                     92\n",
      "Beaumes-de-Venise                                        3\n",
      "Beaune                                                 203\n",
      "Beechworth                                               1\n",
      "Bellarine Peninsula                                      1\n",
      "Ben Lomond Mountain                                     18\n",
      "Bendigo                                                 29\n",
      "Beneventano                                             12\n",
      "Bennett Valley                                          72\n",
      "Bergerac                                                90\n",
      "Bergerac Rosé                                            9\n",
      "Bergerac Sec                                            75\n",
      "Bienvenues Bâtard-Montrachet                            11\n",
      "Bierzo                                                 164\n",
      "Biferno Bianco                                           2\n",
      "Biferno Rosso                                            2\n",
      "Bizkaiko Txakolina                                       6\n",
      "Blanc Fumé de Pouilly                                    1\n",
      "Blanquette de Limoux                                     4\n",
      "Blaye Côtes de Bordeaux                                 72\n",
      "Bolgheri                                               357\n",
      "Bolgheri Sassicaia                                      10\n",
      "Bolgheri Superiore                                     204\n",
      "Bonnes-Mares                                            10\n",
      "Bonnezeaux                                               5\n",
      "Bordeaux                                               343\n",
      "Bordeaux Blanc                                         377\n",
      "Bordeaux Clairet                                         9\n",
      "Bordeaux Côtes de Francs                                 3\n",
      "Bordeaux Rosé                                          109\n",
      "Bordeaux Supérieur                                     231\n",
      "Bourgogne                                              287\n",
      "Bourgogne Aligoté                                       13\n",
      "Bourgogne Côtes d’Auxerre                                4\n",
      "Bourgogne Epineuil                                       3\n",
      "Bourgogne Grand Ordinaire                                3\n",
      "Bourgogne Hautes Côtes de Beaune                        18\n",
      "Bourgogne Hautes Côtes de Nuits                         29\n",
      "Bourgogne Vézelay                                        1\n",
      "Bourgueil                                               20\n",
      "Brachetto d'Acqui                                       17\n",
      "Breganze                                                 5\n",
      "Brouilly                                                38\n",
      "Brunello di Montalcino                                1746\n",
      "Bullas                                                   3\n",
      "Burgundy                                                 6\n",
      "Buzet                                                   26\n",
      "Bâtard-Montrachet                                       18\n",
      "Cabardes                                                15\n",
      "Cabernet d'Anjou                                        10\n",
      "Cadillac                                                 6\n",
      "Cadillac Côtes de Bordeaux                              24\n",
      "Cafayate                                               169\n",
      "Cahors                                                 583\n",
      "Calabria                                                16\n",
      "Calatayud                                              109\n",
      "Calaveras County                                       164\n",
      "Calchaquí Valley                                        59\n",
      "California                                            3462\n",
      "California-Oregon                                        1\n",
      "California-Washington                                    2\n",
      "Calistoga                                               82\n",
      "Campania                                                84\n",
      "Campi Flegrei                                           10\n",
      "Campo de Borja                                         197\n",
      "Canada                                                   2\n",
      "Candia Dei Colli Apuani                                  4\n",
      "Cannonau di Sardegna                                    38\n",
      "Canon-Fronsac                                            8\n",
      "Capay Valley                                             4\n",
      "Carignano del Sulcis                                    34\n",
      "Cariñena                                               177\n",
      "Carmel Valley                                           91\n",
      "Carmignano                                              34\n",
      "Carneros                                              1458\n",
      "Carneros-Napa Valley                                     8\n",
      "Casorzo                                                  4\n",
      "Castel del Monte                                        43\n",
      "Castelli Romani                                          7\n",
      "Castilla La Mancha                                       6\n",
      "Castillon Côtes de Bordeaux                             57\n",
      "Catalanesca del Monte Somma                              1\n",
      "Catalonia                                                9\n",
      "Catalunya                                               57\n",
      "Catamarca                                                1\n",
      "Cava                                                   604\n",
      "Cayuga Lake                                             64\n",
      "Central Coast                                          950\n",
      "Central Ranges                                          23\n",
      "Central Valley                                           1\n",
      "Central Victoria                                         7\n",
      "Cerasuolo d'Abruzzo                                      9\n",
      "Cerasuolo di Vittoria                                   30\n",
      "Cerasuolo di Vittoria Classico                          14\n",
      "Cesanese del Piglio                                      8\n",
      "Chablis                                                694\n",
      "Chalk Hill                                             109\n",
      "Chalone                                                 83\n",
      "Chambertin                                              15\n",
      "Chambertin Clos de Bèze                                 16\n",
      "Chambolle-Musigny                                       84\n",
      "Champagne                                             1369\n",
      "Chapelle-Chambertin                                     11\n",
      "Chardonnay di Toscana                                    2\n",
      "Charentais                                               3\n",
      "Charmes-Chambertin                                      19\n",
      "Chassagne-Montrachet                                   166\n",
      "Chaume                                                   2\n",
      "Chehalem Mountains                                     259\n",
      "Chelan County                                           17\n",
      "Chevalier-Montrachet                                    19\n",
      "Cheverny                                                12\n",
      "Chianti                                                234\n",
      "Chianti Classico                                      1029\n",
      "Chianti Colli Aretini                                    6\n",
      "Chianti Colli Fiorentini                                35\n",
      "Chianti Colli Pisani                                     3\n",
      "Chianti Colli Senesi                                    72\n",
      "Chianti Montalbano                                       3\n",
      "Chianti Montespertoli                                    3\n",
      "Chianti Rufina                                          97\n",
      "Chianti Superiore                                       39\n",
      "Chignin-Bergeron                                         1\n",
      "Chiles Valley                                           17\n",
      "Chinon                                                  81\n",
      "Chiroubles                                              19\n",
      "Chorey-lès-Beaune                                       21\n",
      "Châteaumeillant                                         10\n",
      "Châteauneuf-du-Pape                                    130\n",
      "Chénas                                                   8\n",
      "Cienega Valley                                          51\n",
      "Cigales                                                 29\n",
      "Cilento                                                  4\n",
      "Circeo                                                   2\n",
      "Cirò                                                    12\n",
      "Cirò Classico                                            2\n",
      "Civitella d'Agliano                                      1\n",
      "Clairette de Bellegarde                                  1\n",
      "Clairette de Die                                         1\n",
      "Clare Valley                                           259\n",
      "Clare Valley-Coonawarra                                  2\n",
      "Clare Valley-Eden Valley                                 2\n",
      "Clarendon                                               59\n",
      "Clarksburg                                              99\n",
      "Clear Lake                                              48\n",
      "Clements Hills                                          25\n",
      "Clos Saint-Denis                                         6\n",
      "Clos de Lambrays                                         1\n",
      "Clos de Tart                                             2\n",
      "Clos de Vougeot                                         51\n",
      "Clos de la Roche                                         7\n",
      "Cochise County                                          25\n",
      "Cole Ranch                                              13\n",
      "Colli Aprutini                                           9\n",
      "Colli Asolani Prosecco                                   3\n",
      "Colli Bolognesi                                          8\n",
      "Colli Etruria Centrale                                   5\n",
      "Colli Euganei                                            2\n",
      "Colli Martani                                            2\n",
      "Colli Orientali del Friuli                             425\n",
      "Colli Perugini                                           5\n",
      "Colli Pesaresi                                           4\n",
      "Colli Piacentini                                         9\n",
      "Colli Tortonesi                                          1\n",
      "Colli Trevigiani                                         5\n",
      "Colli della Toscana Centrale                            98\n",
      "Colli di Conegliano                                      7\n",
      "Colli di Faenza                                          7\n",
      "Colli di Luni                                            4\n",
      "Colli di Rimini                                          8\n",
      "Colli di Salerno                                         3\n",
      "Colline Lucchesi                                         3\n",
      "Colline Novaresi                                         8\n",
      "Colline Pescaresi                                       33\n",
      "Colline Teatine                                         14\n",
      "Colline Teramane                                         1\n",
      "Collines Rhôdaniennes                                    2\n",
      "Collio                                                 239\n",
      "Collioure                                                2\n",
      "Colorado                                                 7\n",
      "Columbia Gorge (OR)                                     52\n",
      "Columbia Gorge (WA)                                     35\n",
      "Columbia Valley (OR)                                   107\n",
      "Columbia Valley (WA)                                  4975\n",
      "Columbia Valley-Walla Walla Valley                       6\n",
      "Comté Toulosan                                           6\n",
      "Conca de Barberà                                        10\n",
      "Condrieu                                                42\n",
      "Conegliano Valdobbiadene Prosecco Superiore            397\n",
      "Conero                                                  17\n",
      "Conero Riserva                                           9\n",
      "Contea di Sclafani                                      12\n",
      "Contessa Entellina                                      21\n",
      "Contra Costa County                                     90\n",
      "Controguerra                                             4\n",
      "Coombsville                                             15\n",
      "Coonawarra                                             196\n",
      "Copertino                                                3\n",
      "Corbières                                               97\n",
      "Corbières-Boutenac                                      15\n",
      "Cornas                                                 103\n",
      "Corse                                                   10\n",
      "Corse Porto Vecchio                                      2\n",
      "Cortese di Gavi                                          3\n",
      "Corton                                                  37\n",
      "Corton Les Lolières                                      2\n",
      "Corton Les Renardes                                      2\n",
      "Corton Perrières                                         1\n",
      "Corton Vergennes                                         6\n",
      "Corton-Bressandes                                        4\n",
      "Corton-Charlemagne                                      62\n",
      "Corton-Pougets                                           2\n",
      "Corton-Rognet                                            3\n",
      "Cortona                                                 40\n",
      "Costa Toscana                                            3\n",
      "Costa d'Amalfi                                           7\n",
      "Coste della Sesia                                        7\n",
      "Costers del Segre                                       18\n",
      "Costières de Nîmes                                      66\n",
      "Coteaux Bourguignons                                    11\n",
      "Coteaux Champenois                                       1\n",
      "Coteaux Varois                                          31\n",
      "Coteaux Varois en Provence                              22\n",
      "Coteaux d'Aix-en-Provence                               97\n",
      "Coteaux d'Ancenis                                        3\n",
      "Coteaux de Verdon                                        2\n",
      "Coteaux de l'Aubance                                     3\n",
      "Coteaux du Giennois                                     20\n",
      "Coteaux du Languedoc                                   107\n",
      "Coteaux du Languedoc Pic Saint Loup                     14\n",
      "Coteaux du Languedoc-Pézenas                             1\n",
      "Coteaux du Layon                                        21\n",
      "Coteaux du Layon Beaulieu                                2\n",
      "Coteaux du Layon La Faye                                 4\n",
      "Coteaux du Layon Saint Aubin                             8\n",
      "Coteaux du Lyonnais                                      1\n",
      "Coteaux du Tricastin                                     1\n",
      "Coteaux du Vendômois                                     4\n",
      "Cour-Cheverny                                            1\n",
      "Criots-Bâtard-Montrachet                                 3\n",
      "Crozes-Hermitage                                        94\n",
      "Crémant d'Alsace                                       106\n",
      "Crémant de Bordeaux                                      4\n",
      "Crémant de Bourgogne                                   102\n",
      "Crémant de Die                                           2\n",
      "Crémant de Jura                                          8\n",
      "Crémant de Limoux                                        8\n",
      "Crémant de Loire                                        51\n",
      "Cucamonga Valley                                        11\n",
      "Currency Creek                                           4\n",
      "Currency Creek-McLaren Vale                              2\n",
      "Curtefranca                                              5\n",
      "Custoza                                                 13\n",
      "Custoza Superiore                                        7\n",
      "Cuyo                                                     4\n",
      "Cérons                                                   1\n",
      "Côte Chalonnaise                                        12\n",
      "Côte Rôtie                                              64\n",
      "Côte de Beaune                                           9\n",
      "Côte de Beaune-Villages                                 11\n",
      "Côte de Brouilly                                        18\n",
      "Côte de Nuits-Villages                                  23\n",
      "Côtes Catalanes                                          5\n",
      "Côtes de Bergerac                                       37\n",
      "Côtes de Bordeaux                                       26\n",
      "Côtes de Bordeaux Francs                                 1\n",
      "Côtes de Bourg                                          78\n",
      "Côtes de Castillon                                      22\n",
      "Côtes de Duras                                          12\n",
      "Côtes de Frontonnais                                     2\n",
      "Côtes de Gascogne                                      104\n",
      "Côtes de Montravel                                       1\n",
      "Côtes de Nuits Villages                                  7\n",
      "Côtes de Provence                                      696\n",
      "Côtes de Provence La Londe                              12\n",
      "Côtes de Provence Sainte-Victoire                       64\n",
      "Côtes de Thongue                                         6\n",
      "Côtes du Lot                                            16\n",
      "Côtes du Luberon                                        14\n",
      "Côtes du Marmandais                                     14\n",
      "Côtes du Rhône                                         228\n",
      "Côtes du Rhône Villages                                102\n",
      "Côtes du Roussillon                                     19\n",
      "Côtes du Roussillon Villages                            27\n",
      "Côtes du Roussillon Villages Caramany                    1\n",
      "Côtes du Roussillon Villages Tautavel                    1\n",
      "Côtes du Tarn                                           33\n",
      "Côtes-du-Ventoux                                         9\n",
      "Darlington Point                                         2\n",
      "Del Veneto                                               1\n",
      "Delle Venezie                                          189\n",
      "Diamond Mountain District                              193\n",
      "Diano d'Alba                                             3\n",
      "Dogliani                                                 6\n",
      "Dogliani Superiore                                       6\n",
      "Dolcetto d'Acqui                                         3\n",
      "Dolcetto d'Alba                                        182\n",
      "Dolcetto d'Alba Superiore                                3\n",
      "Dolcetto d'Asti                                         11\n",
      "Dolcetto di Diano d'Alba                                11\n",
      "Dolcetto di Dogliani                                    53\n",
      "Dolcetto di Dogliani Superiore                           3\n",
      "Dolcetto di Monferrato                                   9\n",
      "Dominio de Valdepusa                                    25\n",
      "Donnici                                                  4\n",
      "Dry Creek Valley                                      1398\n",
      "Dundee Hills                                           433\n",
      "Dunnigan Hills                                          45\n",
      "Echézeaux                                               31\n",
      "Eden Valley                                             98\n",
      "Edna Valley                                            600\n",
      "El Dorado                                              258\n",
      "El Dorado County                                        37\n",
      "El Pomar District                                        1\n",
      "Elkton Oregon                                            7\n",
      "Eloro                                                    4\n",
      "Emilia                                                  10\n",
      "Emilia-Romagna                                          21\n",
      "Emporadà-Costa Brava                                     4\n",
      "Empordà                                                 17\n",
      "Entre-Deux-Mers                                         35\n",
      "Eola-Amity Hills                                       217\n",
      "Epomeo                                                   2\n",
      "Erbaluce di Caluso                                       1\n",
      "Erice                                                    6\n",
      "Est! Est!! Est!!! di Montefiascone                       6\n",
      "Etna                                                   159\n",
      "Extremadura                                              8\n",
      "Fair Play                                               30\n",
      "Falanghina del Beneventano                               4\n",
      "Falanghina del Sannio                                   10\n",
      "Falerio                                                  2\n",
      "Falerio dei Colli Ascolani                               6\n",
      "Falerno del Massico                                     26\n",
      "Famatina Valley                                         56\n",
      "Fara                                                     1\n",
      "Faro                                                     6\n",
      "Faugères                                                40\n",
      "Fiano di Avellino                                      105\n",
      "Fiddletown                                              63\n",
      "Finca Élez                                               2\n",
      "Finger Lakes                                          1372\n",
      "Fitou                                                   10\n",
      "Fixin                                                   14\n",
      "Fleurie                                                 56\n",
      "Fleurieu Peninsula                                      10\n",
      "Forlì                                                   31\n",
      "Fort Ross-Seaview                                       29\n",
      "France                                                  13\n",
      "Franciacorta                                           406\n",
      "Francs Côtes de Bordeaux                                 4\n",
      "Frankland River                                         32\n",
      "Frascati Superiore                                      15\n",
      "Friuli                                                  14\n",
      "Friuli Aquileia                                         17\n",
      "Friuli Grave                                            75\n",
      "Friuli Isonzo                                           57\n",
      "Friuli Venezia Giulia                                    7\n",
      "Fronsac                                                 41\n",
      "Fronton                                                 54\n",
      "Gaillac                                                 97\n",
      "Gaillac Doux                                             2\n",
      "Galatina                                                 1\n",
      "Galluccio                                                1\n",
      "Gambellara Classico                                      1\n",
      "Gard                                                     1\n",
      "Garda                                                    8\n",
      "Garda Classico                                           5\n",
      "Gattinara                                               13\n",
      "Gavi                                                    52\n",
      "Gavi di Gavi                                            13\n",
      "Geelong                                                  1\n",
      "Gers                                                     2\n",
      "Getariako Txakolina                                     19\n",
      "Gevrey-Chambertin                                      152\n",
      "Ghemme                                                   4\n",
      "Gigondas                                                63\n",
      "Gioia del Colle                                          6\n",
      "Gippsland                                                2\n",
      "Givry                                                   17\n",
      "Goulburn Valley                                          6\n",
      "Grampians                                                5\n",
      "Grand River Valley                                      17\n",
      "Grand Roussillon                                         1\n",
      "Grand Valley                                            23\n",
      "Grands-Echezeaux                                         7\n",
      "Granite Belt                                             3\n",
      "Graves                                                 192\n",
      "Gravina                                                  3\n",
      "Great Southern                                          27\n",
      "Greco di Tufo                                           75\n",
      "Green Valley                                           217\n",
      "Griotte-Chambertin                                       2\n",
      "Guenoc Valley                                           26\n",
      "Gundagai                                                 3\n",
      "Hames Valley                                             8\n",
      "Happy Canyon of Santa Barbara                           89\n",
      "Haut-Médoc                                             401\n",
      "Haut-Poitou                                              2\n",
      "Hautes Cotes de Beaune                                   1\n",
      "Hautes Côtes de Nuits                                   10\n",
      "Heathcote                                               44\n",
      "Henty                                                    2\n",
      "Hermitage                                              146\n",
      "High Valley                                             58\n",
      "Hilltops                                                 8\n",
      "Horse Heaven Hills                                     558\n",
      "Howell Mountain                                        267\n",
      "Hudson River Region                                     24\n",
      "Humboldt County                                         14\n",
      "Hunter Valley                                          135\n",
      "Idaho                                                   30\n",
      "Ile de Beauté                                            5\n",
      "Iowa                                                     4\n",
      "Irancy                                                   2\n",
      "Irpinia                                                 85\n",
      "Irrouléguy                                               2\n",
      "Ischia                                                   1\n",
      "Isle St. George                                          1\n",
      "Isola dei Nuraghi                                      151\n",
      "Isonzo del Friuli                                       25\n",
      "Italy                                                   34\n",
      "Jahant                                                   3\n",
      "Jerez                                                  149\n",
      "Jujuy                                                    1\n",
      "Juliénas                                                36\n",
      "Jumilla                                                205\n",
      "Jurançon                                                42\n",
      "Jurançon Sec                                            34\n",
      "Kangaroo Island                                          8\n",
      "Kentucky                                                 4\n",
      "King Valley                                             19\n",
      "Knights Valley                                         169\n",
      "La Clape                                                 5\n",
      "La Consulta                                             38\n",
      "La Grande Rue                                            1\n",
      "La Mancha                                              141\n",
      "La Rioja                                                39\n",
      "Lacrima di Morro d'Alba                                  5\n",
      "Lacryma Christi del Vesuvio                             35\n",
      "Ladoix                                                   9\n",
      "Lago di Corbara                                         13\n",
      "Lake Chelan                                             40\n",
      "Lake County                                            362\n",
      "Lake County-Mendocino County                             7\n",
      "Lake County-Sonoma County                                4\n",
      "Lake Erie                                                3\n",
      "Lake Erie North Shore                                    4\n",
      "Lake Michigan Shore                                      5\n",
      "Lalande de Pomerol                                      49\n",
      "Lambrusco Grasparossa di Castelvetro                    21\n",
      "Lambrusco Reggiano                                      10\n",
      "Lambrusco dell'Emilia                                    2\n",
      "Lambrusco di Modena                                      4\n",
      "Lambrusco di Sorbara                                     8\n",
      "Lamezia                                                  2\n",
      "Landes                                                   1\n",
      "Langhe                                                 165\n",
      "Langhorne Creek                                         86\n",
      "Langhorne Creek-Limestone Coast                          1\n",
      "Languedoc                                               32\n",
      "Lanzarote                                                3\n",
      "Latricières-Chambertin                                   4\n",
      "Lazio                                                   80\n",
      "Leelanau Peninsula                                      10\n",
      "Lenswood                                                10\n",
      "Les Baux de Provence                                     7\n",
      "Leverano                                                 5\n",
      "Liguria                                                  2\n",
      "Lime Kiln Valley                                         2\n",
      "Limestone Coast                                         32\n",
      "Limoux                                                  30\n",
      "Lirac                                                   26\n",
      "Lison-Pramaggiore                                        9\n",
      "Listrac                                                  1\n",
      "Listrac-Médoc                                           76\n",
      "Livermore Valley                                       388\n",
      "Loazzolo                                                 1\n",
      "Lodi                                                   874\n",
      "Lombardy                                                 4\n",
      "Long Island                                             89\n",
      "Los Carneros                                            98\n",
      "Lot                                                     11\n",
      "Luberon                                                  6\n",
      "Lugana                                                 107\n",
      "Lugana Superiore                                         1\n",
      "Luján de Cuyo                                          277\n",
      "Lussac Saint-Émilion                                    17\n",
      "Macedon Ranges                                           2\n",
      "Macon-Verge                                              3\n",
      "Madera                                                  11\n",
      "Madiran                                                106\n",
      "Madrid                                                   9\n",
      "Maipú                                                   58\n",
      "Malibu Coast                                             1\n",
      "Malibu-Newton Canyon                                    12\n",
      "Malvasia delle Lipari                                    3\n",
      "Manchuela                                                9\n",
      "Manzanilla-Sanlúcar de Barrameda                         4\n",
      "Maranges                                                 5\n",
      "Marca Trevigiana                                        15\n",
      "Marche                                                  84\n",
      "Marcillac                                               12\n",
      "Maremma                                                188\n",
      "Maremma Toscana                                         83\n",
      "Margaret River                                         247\n",
      "Margaux                                                467\n",
      "Marin County                                            54\n",
      "Marsala                                                 21\n",
      "Marsannay                                               46\n",
      "Martina                                                  1\n",
      "Massachusetts                                            2\n",
      "Maury                                                    5\n",
      "Mazis-Chambertin                                         9\n",
      "Mazoyeres-Chambertin                                     1\n",
      "McDowell Valley                                          3\n",
      "McLaren Vale                                           673\n",
      "McLaren Vale-Adelaide Hills                             10\n",
      "McLaren Vale-Beechworth                                  1\n",
      "McLaren Vale-Langhorne Creek                             1\n",
      "McLaren Vale-Padthaway                                   1\n",
      "McMinnville                                             87\n",
      "Mediterranée                                             9\n",
      "Medrano                                                  1\n",
      "Mendocino                                              454\n",
      "Mendocino County                                       435\n",
      "Mendocino Ridge                                         90\n",
      "Mendocino-Amador                                         5\n",
      "Mendocino-Amador-Napa                                    1\n",
      "Mendocino-Lake                                           7\n",
      "Mendocino-Lake County-Napa                               2\n",
      "Mendocino-Solano                                         3\n",
      "Mendocino-Sonoma-Amador                                  5\n",
      "Mendoza                                               3586\n",
      "Menetou-Salon                                           53\n",
      "Menfi                                                    5\n",
      "Mentrida                                                 8\n",
      "Mercurey                                               105\n",
      "Meursault                                              263\n",
      "Meursault-Blagny                                         4\n",
      "Michigan                                                 1\n",
      "Middleburg                                               3\n",
      "Minervois                                              101\n",
      "Minervois La Liviniere                                  24\n",
      "Missouri                                                41\n",
      "Mitterberg                                               1\n",
      "Mokelumne River                                          8\n",
      "Molise                                                  19\n",
      "Monbazillac                                             27\n",
      "Monferrato                                              38\n",
      "Monica di Sardegna                                       9\n",
      "Monreale                                                 2\n",
      "Montagne-Saint-Émilion                                  34\n",
      "Montagny                                                46\n",
      "Montecarlo                                               3\n",
      "Montecucco                                              53\n",
      "Montefalco                                               4\n",
      "Montefalco Rosso                                        54\n",
      "Montefalco Sagrantino                                   26\n",
      "Montello e Colli Asolani                                 5\n",
      "Montepulciano d'Abruzzo                                255\n",
      "Montepulciano d'Abruzzo Cerasuolo                       22\n",
      "Montepulciano d'Abruzzo Colline Teramane                16\n",
      "Monteregio di Massa Marittima                            7\n",
      "Monterey                                               562\n",
      "Monterey County                                        498\n",
      "Monterey County-Napa County-Sonoma County                1\n",
      "Monterey-Santa Barbara                                   8\n",
      "Monterey-Santa Barbara-Sonoma                            3\n",
      "Monterey-Santa Cruz                                      2\n",
      "Monterrei                                               15\n",
      "Montescudaio                                            17\n",
      "Monthélie                                               18\n",
      "Monti Lessini                                            5\n",
      "Monticello                                              98\n",
      "Montilla-Moriles                                        16\n",
      "Montlouis-sur-Loire                                     18\n",
      "Montrachet                                              11\n",
      "Montravel                                               11\n",
      "Montsant                                               112\n",
      "Moon Mountain District Sonoma County                     6\n",
      "Morellino di Scansano                                  121\n",
      "Morey-Saint-Denis                                       20\n",
      "Morgon                                                  87\n",
      "Mornington Peninsula                                    27\n",
      "Moscadello di Montalcino                                17\n",
      "Moscato d'Asti                                         161\n",
      "Moscato di Noto                                          9\n",
      "Moscato di Pantelleria                                   3\n",
      "Moscato di Trani                                         2\n",
      "Moselle VDQS                                             1\n",
      "Moulin-à-Vent                                           39\n",
      "Moulis-en-Médoc                                         81\n",
      "Mount Barker                                             6\n",
      "Mount Benson                                             4\n",
      "Mount Harlan                                            14\n",
      "Mount Veeder                                           218\n",
      "Mt. Harlan                                              98\n",
      "Mudgee                                                  13\n",
      "Murgia                                                   9\n",
      "Murray-Darling                                           4\n",
      "Muscadet                                                 3\n",
      "Muscadet Coteaux de la Loire                             4\n",
      "Muscadet Côtes de Grandlieu                              3\n",
      "Muscadet Sèvre et Maine                                 88\n",
      "Muscadet Sèvre et Maine Clisson                          1\n",
      "Muscat de Beaumes de Venise                             24\n",
      "Muscat de Rivesaltes                                     4\n",
      "Muscat de Saint-Jean de Minervois                        3\n",
      "Musigny                                                  1\n",
      "Málaga                                                  12\n",
      "Mâcon                                                    4\n",
      "Mâcon Chaintré                                           3\n",
      "Mâcon La Roche Vineuse                                   4\n",
      "Mâcon Solutré                                            3\n",
      "Mâcon-Azé                                                2\n",
      "Mâcon-Chardonnay                                        14\n",
      "Mâcon-Charnay                                            2\n",
      "Mâcon-Cruzille                                           3\n",
      "Mâcon-Davayé                                             2\n",
      "Mâcon-Fuissé                                             6\n",
      "Mâcon-Loché                                              2\n",
      "Mâcon-Lugny                                             14\n",
      "Mâcon-Mancey                                             1\n",
      "Mâcon-Milly Lamartine                                    1\n",
      "Mâcon-Pierreclos                                         2\n",
      "Mâcon-Prissé                                             2\n",
      "Mâcon-Péronne                                            1\n",
      "Mâcon-Uchizy                                             1\n",
      "Mâcon-Vergisson                                          1\n",
      "Mâcon-Verze                                              3\n",
      "Mâcon-Villages                                          86\n",
      "Mâcon-Vinzelles                                          2\n",
      "Médoc                                                  319\n",
      "Naches Heights                                           4\n",
      "Nagambie Lakes                                          27\n",
      "Napa                                                   218\n",
      "Napa County                                             78\n",
      "Napa County-Lake County                                  1\n",
      "Napa County-Sonoma County                               23\n",
      "Napa County-Sonoma County-Lake County                    1\n",
      "Napa County-Sonoma County-San Joaquin County             3\n",
      "Napa Valley                                           6209\n",
      "Napa Valley-Paso Robles                                  1\n",
      "Napa-Amador                                              5\n",
      "Napa-Carneros                                            5\n",
      "Napa-Mendocino-Santa Clara Counties                      2\n",
      "Napa-Mendocino-Sonoma                                   11\n",
      "Napa-Mendocino-Sonoma-Marin                             11\n",
      "Napa-Sonoma                                             45\n",
      "Napa-Sonoma-Lake                                         2\n",
      "Napa-Sonoma-Marin                                        1\n",
      "Napa-Sonoma-Monterey                                     1\n",
      "Nardò                                                    3\n",
      "Navarra                                                363\n",
      "Nebbiolo d'Alba                                         35\n",
      "Neuquén                                                126\n",
      "Nevada                                                   1\n",
      "Nevada County                                            4\n",
      "New Jersey                                              23\n",
      "New Mexico                                              95\n",
      "New South Wales                                         13\n",
      "New York                                               123\n",
      "Niagara Escarpment                                       1\n",
      "Niagara Peninsula                                       64\n",
      "Niagara-On-The-Lake                                     10\n",
      "North Carolina                                           6\n",
      "North Coast                                            335\n",
      "North Fork of Long Island                              642\n",
      "North Yuba                                               4\n",
      "Northern Sonoma                                         26\n",
      "Noto                                                     7\n",
      "Nuits-St.-Georges                                      160\n",
      "Nuragus di Cagliari                                     10\n",
      "Oak Knoll District                                     143\n",
      "Oakville                                               413\n",
      "Offida Passerina                                         4\n",
      "Offida Pecorino                                          7\n",
      "Offida Rosso                                             4\n",
      "Ohio                                                    14\n",
      "Ohio River Valley                                        2\n",
      "Okanagan Valley                                         96\n",
      "Old Mission Peninsula                                    9\n",
      "Olevano Romano                                           6\n",
      "Oltrepò Pavese                                          23\n",
      "Orange                                                  41\n",
      "Orcia                                                   18\n",
      "Oregon                                                 409\n",
      "Oregon Other                                             2\n",
      "Orvieto                                                  3\n",
      "Orvieto Classico                                        14\n",
      "Orvieto Classico Superiore                              18\n",
      "Outer Coastal Plain                                      1\n",
      "Pacherenc du Vic Bilh                                   14\n",
      "Padthaway                                               44\n",
      "Paestum                                                  1\n",
      "Paicines                                                29\n",
      "Palette                                                  2\n",
      "Paso Robles                                           3053\n",
      "Paso Robles Willow Creek District                       15\n",
      "Passito di Noto                                          2\n",
      "Passito di Pantelleria                                  21\n",
      "Patagonia                                               49\n",
      "Patrimonio                                               8\n",
      "Pauillac                                               346\n",
      "Pavia                                                    8\n",
      "Pays d'Oc                                               79\n",
      "Pays de Loire                                            2\n",
      "Pemberton                                               40\n",
      "Penedès                                                136\n",
      "Penisola Sorrentina                                      3\n",
      "Pennsylvania                                            50\n",
      "Perdriel                                                41\n",
      "Pernand-Vergelesses                                     45\n",
      "Pessac-Léognan                                         526\n",
      "Petit Chablis                                           25\n",
      "Piave                                                   45\n",
      "Piccadilly Valley                                       11\n",
      "Picpoul de Pinet                                         4\n",
      "Piedmont                                                85\n",
      "Pine Mountain-Cloverdale Peak                           11\n",
      "Pla de Bages                                            30\n",
      "Placer County                                            7\n",
      "Polk County                                              1\n",
      "Pomerol                                                310\n",
      "Pomino                                                  11\n",
      "Pommard                                                119\n",
      "Pompeiano                                                7\n",
      "Potter Valley                                           35\n",
      "Pouilly-Fuissé                                         186\n",
      "Pouilly-Fumé                                           201\n",
      "Pouilly-Loché                                            5\n",
      "Pouilly-Vinzelles                                       10\n",
      "Pouilly-sur-Loire                                        3\n",
      "Premieres Côtes de Blaye                                44\n",
      "Premieres Côtes de Bordeaux                             58\n",
      "Primitivo del Salento                                   12\n",
      "Primitivo del Tarantino                                  3\n",
      "Primitivo di Manduria                                   53\n",
      "Prince Edward County                                     1\n",
      "Priorat                                                316\n",
      "Prosecco                                               176\n",
      "Prosecco Superiore di Cartizze                          67\n",
      "Prosecco Treviso                                         4\n",
      "Prosecco del Veneto                                     85\n",
      "Prosecco di Conegliano                                  43\n",
      "Prosecco di Conegliano e Valdobbiadene                 147\n",
      "Prosecco di Valdobbiadene                              218\n",
      "Prosecco di Valdobbiadene Superiore                      6\n",
      "Provincia di Pavia                                       6\n",
      "Puget Sound                                             13\n",
      "Puglia                                                 153\n",
      "Puisseguin Saint-Émilion                                 7\n",
      "Puligny-Montrachet                                     151\n",
      "Pyrenees                                                19\n",
      "Pécharmant                                              15\n",
      "Périgord                                                 4\n",
      "Quarts de Chaume                                        14\n",
      "Quebec                                                   2\n",
      "Quincy                                                  28\n",
      "Ramandolo                                                1\n",
      "Ramona Valley                                            3\n",
      "Rasteau                                                  1\n",
      "Rattlesnake Hills                                      100\n",
      "Recioto della Valpolicella                              17\n",
      "Recioto della Valpolicella Classico                     65\n",
      "Recioto della Valpolicella Valpantena                    1\n",
      "Recioto di Soave                                         7\n",
      "Recioto di Soave Classico                                7\n",
      "Red Hills Lake County                                   99\n",
      "Red Mountain                                           640\n",
      "Redwood Valley                                          95\n",
      "Reuilly                                                 20\n",
      "Ribbon Ridge                                            69\n",
      "Ribeira Sacra                                           32\n",
      "Ribeiro                                                 45\n",
      "Ribera del Duero                                       899\n",
      "Ribera del Guadiana                                     19\n",
      "Ribera del Júcar                                         3\n",
      "Ribera del Queiles                                      10\n",
      "Rioja                                                 1893\n",
      "River Junction                                           5\n",
      "Riverina                                                19\n",
      "Riverland                                                6\n",
      "Rivesaltes                                               5\n",
      "Rivesaltes Rosé                                          1\n",
      "Riviera Ligure di Ponente                                3\n",
      "Roccamonfina                                             6\n",
      "Rockpile                                                69\n",
      "Roero                                                  117\n",
      "Roero Arneis                                            25\n",
      "Rogue Valley                                           273\n",
      "Romagna                                                  6\n",
      "Romangia                                                11\n",
      "Romanée-St.-Vivant                                       3\n",
      "Rosazzo                                                  2\n",
      "Rosso Conero                                            19\n",
      "Rosso Piceno                                            21\n",
      "Rosso Piceno Superiore                                  22\n",
      "Rosso del Salento                                        1\n",
      "Rosso del Veronese                                      33\n",
      "Rosso di Cerignola                                       1\n",
      "Rosso di Montalcino                                    258\n",
      "Rosso di Montepulciano                                  60\n",
      "Rosso di Toscana                                        15\n",
      "Rosé d'Anjou                                            12\n",
      "Rosé de Loire                                            6\n",
      "Roussette de Savoie                                      1\n",
      "Rubicone                                                21\n",
      "Ruché di Castagnole Monferrato                          12\n",
      "Rueda                                                  359\n",
      "Rully                                                   64\n",
      "Russian River Valley                                  3571\n",
      "Rutherford                                             578\n",
      "Rutherglen                                              57\n",
      "Régnié                                                   8\n",
      "Rías Baixas                                            456\n",
      "Río Negro Valley                                        51\n",
      "Sable de Camargue                                        4\n",
      "Saddle Rock-Malibu                                       3\n",
      "Sagrantino di Montefalco                                83\n",
      "Saint-Amour                                             18\n",
      "Saint-Aubin                                             63\n",
      "Saint-Bris                                              12\n",
      "Saint-Chinian                                           30\n",
      "Saint-Croix-du-Mont                                      3\n",
      "Saint-Estèphe                                          250\n",
      "Saint-Georges-Saint-Émilion                              1\n",
      "Saint-Joseph                                            80\n",
      "Saint-Julien                                           247\n",
      "Saint-Mont                                              21\n",
      "Saint-Nicolas-de-Bourgueil                               8\n",
      "Saint-Péray                                             16\n",
      "Saint-Romain                                             9\n",
      "Saint-Véran                                             55\n",
      "Saint-Émilion                                          836\n",
      "Sainte-Foy Bordeaux                                      4\n",
      "Salento                                                199\n",
      "Salice Salentino                                        54\n",
      "Salina                                                   7\n",
      "Salta                                                   70\n",
      "San Antonio Valley                                       3\n",
      "San Benito County                                       57\n",
      "San Bernabe                                              3\n",
      "San Carlos                                              15\n",
      "San Diego County                                         2\n",
      "San Francisco Bay                                       23\n",
      "San Francisco Bay-Livermore Valley                      10\n",
      "San Gimignano                                            9\n",
      "San Juan                                               156\n",
      "San Lucas                                                7\n",
      "San Luis Obispo                                          7\n",
      "San Luis Obispo County                                 115\n",
      "San Luis Obispo-Sonoma-Monterey                          1\n",
      "San Marino                                               2\n",
      "San Pasqual                                             14\n",
      "San Rafael                                             100\n",
      "Sancerre                                               543\n",
      "Sangiovese di Romagna                                   50\n",
      "Sangiovese di Romagna Superiore                         43\n",
      "Sangiovese di Toscana                                    3\n",
      "Sannio                                                  37\n",
      "Sant' Agata dei Goti                                     7\n",
      "Sant'Antimo                                             84\n",
      "Santa Barbara                                           25\n",
      "Santa Barbara County                                  1319\n",
      "Santa Barbara-Monterey                                   1\n",
      "Santa Clara County                                       1\n",
      "Santa Clara Valley                                      66\n",
      "Santa Cruz County                                        6\n",
      "Santa Cruz Mountains                                   523\n",
      "Santa Lucia Highlands                                  962\n",
      "Santa Maria Valley                                     826\n",
      "Santa Ynez Valley                                      898\n",
      "Santenay                                                76\n",
      "Sardinia                                                16\n",
      "Saumur                                                  63\n",
      "Saumur-Champigny                                        14\n",
      "Saussignac                                               4\n",
      "Sauternes                                              282\n",
      "Savennières                                             52\n",
      "Savennières-Coulée de Serrant                            4\n",
      "Savennières-Roche-Aux-Moines                            20\n",
      "Savigny-lès-Beaune                                     109\n",
      "Savoie                                                   1\n",
      "Savuto                                                   2\n",
      "Sebino                                                   4\n",
      "Seneca Lake                                             71\n",
      "Shenandoah Valley                                       19\n",
      "Shenandoah Valley (CA)                                 220\n",
      "Short Hills Bench                                        2\n",
      "Sicilia                                               1701\n",
      "Sierra Foothills                                       408\n",
      "Siskiyou County                                          2\n",
      "Snipes Mountain                                         63\n",
      "Soave                                                  122\n",
      "Soave Classico                                         240\n",
      "Soave Classico Superiore                                23\n",
      "Soave Colli Scaligeri                                    8\n",
      "Soave Superiore                                         15\n",
      "Solano County                                           11\n",
      "Solano County Green Valley                               2\n",
      "Somontano                                               73\n",
      "Sonoma                                                   3\n",
      "Sonoma Coast                                          1473\n",
      "Sonoma County                                         1853\n",
      "Sonoma County-Lake County                                1\n",
      "Sonoma County-Monterey County                            1\n",
      "Sonoma County-Monterey County-Napa County                2\n",
      "Sonoma County-Monterey County-Santa Barbara County      12\n",
      "Sonoma County-Napa County                                7\n",
      "Sonoma County-San Joaquin County                         2\n",
      "Sonoma County-Santa Barbara County                       5\n",
      "Sonoma Mountain                                        142\n",
      "Sonoma Valley                                          971\n",
      "Sonoma-Mendocino                                         2\n",
      "Sonoma-Napa                                             53\n",
      "Sonoma-Napa-Lake                                         3\n",
      "Sonoma-Napa-Mendocino                                    8\n",
      "Sonoma-Napa-Monterey                                     2\n",
      "Sonoma-Santa Barbara-Mendocino                           1\n",
      "South Australia                                        425\n",
      "South Australia-Victoria                                 1\n",
      "South Coast                                             26\n",
      "South Eastern Australia                                478\n",
      "Southeastern New England                                 8\n",
      "Southern Fleurieu                                        2\n",
      "Southern Flinders Ranges                                10\n",
      "Southern Highlands                                       2\n",
      "Southern Oregon                                        112\n",
      "Spain                                                   40\n",
      "Spring Mountain District                                 8\n",
      "St. David's Bench                                        2\n",
      "St. Helena                                             204\n",
      "St.-Amour                                                1\n",
      "St.-Romain                                               7\n",
      "St.-Véran                                                4\n",
      "Sta. Rita Hills                                        983\n",
      "Stags Leap District                                    187\n",
      "Stanislaus County                                        1\n",
      "Strathbogie Ranges                                       2\n",
      "Strathbogie Ranges-Mornington Peninsula                  2\n",
      "Strevi                                                   1\n",
      "Suisun Valley                                           31\n",
      "Swan Creek                                               9\n",
      "Taburno                                                 22\n",
      "Tarantino                                                9\n",
      "Tarragona                                                6\n",
      "Tasmania                                                47\n",
      "Taurasi                                                 74\n",
      "Tavel                                                   27\n",
      "Tehema Foothills                                         4\n",
      "Temecula                                                61\n",
      "Temecula Valley                                         69\n",
      "Templeton Gap District                                   4\n",
      "Teroldego Rotaliano                                      8\n",
      "Terra Alta                                              45\n",
      "Terra degli Osci                                        20\n",
      "Terrasses du Larzac                                      3\n",
      "Terrazze Retiche di Sondrio                              2\n",
      "Terre Siciliane                                         85\n",
      "Terre del Volturno                                      34\n",
      "Terre di Chieti                                         47\n",
      "Terre di Franciacorta                                    5\n",
      "Texas                                                   41\n",
      "The Hamptons, Long Island                               40\n",
      "Tierra Manchuela                                         3\n",
      "Tierra de Castilla                                      57\n",
      "Tierra de León                                          11\n",
      "Tierra del Viños de Zamora                              10\n",
      "Todi                                                     2\n",
      "Toledo                                                   1\n",
      "Torgiano                                                37\n",
      "Torgiano Rosso Riserva                                   2\n",
      "Toro                                                   288\n",
      "Toscana                                               1885\n",
      "Touraine                                                44\n",
      "Touraine Amboise                                         3\n",
      "Touraine Mesland                                        15\n",
      "Trebbiano d'Abruzzo                                     35\n",
      "Trentino                                                89\n",
      "Trentino Superiore                                       1\n",
      "Trento                                                  84\n",
      "Trinity County                                          13\n",
      "Tulum Valley                                            37\n",
      "Tumbarumba                                               3\n",
      "Tupungato                                              229\n",
      "Tuscany                                                 31\n",
      "Uclés                                                   13\n",
      "Uco Valley                                             295\n",
      "Umbria                                                 150\n",
      "Umpqua Valley                                          191\n",
      "Utiel-Requena                                           74\n",
      "Vacqueyras                                              24\n",
      "Val de Loire                                            20\n",
      "Val di Cornia Suvereto                                  21\n",
      "Val di Neto                                             11\n",
      "Valdadige                                                8\n",
      "Valdeorras                                              57\n",
      "Valdepeñas                                              82\n",
      "Valdobbiadene Prosecco Superiore                         1\n",
      "Valdobbiadene Superiore di Cartizze                     43\n",
      "Valencia                                                66\n",
      "Valle d'Aosta                                            1\n",
      "Valle de Uco                                            24\n",
      "Valli di Porto Pino                                     20\n",
      "Vallée du Paradis                                        1\n",
      "Valpolicella                                            37\n",
      "Valpolicella Classico                                   63\n",
      "Valpolicella Classico Superiore                        106\n",
      "Valpolicella Classico Superiore Ripasso                259\n",
      "Valpolicella Ripasso                                    31\n",
      "Valpolicella Ripasso Classico                           20\n",
      "Valpolicella Ripasso Valpantena                          8\n",
      "Valpolicella Ripasso Valpantena Superiore               11\n",
      "Valpolicella Superiore                                  68\n",
      "Valpolicella Superiore Ripasso                         291\n",
      "Valpolicella Valpantena                                  1\n",
      "Valpolicella Valpantena Superiore                        1\n",
      "Valtellina Superiore                                     9\n",
      "Var                                                      2\n",
      "Veneto                                                 189\n",
      "Veneto Orientale                                        17\n",
      "Venezia                                                  4\n",
      "Venezia Giulia                                         133\n",
      "Venezie                                                 10\n",
      "Ventoux                                                  3\n",
      "Ventura County                                           1\n",
      "Verdicchio dei Castelli di Jesi                          5\n",
      "Verdicchio dei Castelli di Jesi Classico                16\n",
      "Verdicchio dei Castelli di Jesi Classico Superiore      28\n",
      "Verdicchio di Matelica                                   3\n",
      "Verduno                                                  2\n",
      "Vermentino di Gallura                                   17\n",
      "Vermentino di Sardegna                                  73\n",
      "Vermentino di Toscana                                    2\n",
      "Vermont                                                  2\n",
      "Vernaccia di San Gimignano                              76\n",
      "Veronese                                                38\n",
      "Vesuvio                                                  1\n",
      "Vi de la Terra Illes Balears                            23\n",
      "Vi de la Terra Mallorca                                  9\n",
      "Victoria                                               139\n",
      "Vigneti delle Dolomiti                                  68\n",
      "Vin Doux Naturel Rasteau                                 3\n",
      "Vin Mousseux                                           103\n",
      "Vin Santo del Chianti                                   11\n",
      "Vin Santo del Chianti Classico                          31\n",
      "Vin Santo del Chianti Rufina                            11\n",
      "Vin Santo di Carmignano                                  7\n",
      "Vin Santo di Montepulciano                              11\n",
      "Vin de France                                           34\n",
      "Vin de Liqueur                                           9\n",
      "Vin de Pays Cité de Carcassonne                          5\n",
      "Vin de Pays Var                                         19\n",
      "Vin de Pays Vignobles de France                         22\n",
      "Vin de Pays d'Oc                                       299\n",
      "Vin de Pays de Caux                                      1\n",
      "Vin de Pays de Côtes du Tarn                             1\n",
      "Vin de Pays de France                                    4\n",
      "Vin de Pays de Hauterive                                 1\n",
      "Vin de Pays de L'Aude                                    6\n",
      "Vin de Pays de L'Herault                                 8\n",
      "Vin de Pays de Montferrand                               1\n",
      "Vin de Pays de Sainte-Marie la Blanche                   1\n",
      "Vin de Pays de Vaucluse                                  6\n",
      "Vin de Pays de l'Ile de Beauté                           1\n",
      "Vin de Pays de la Haute Vallée de l’Aude                 2\n",
      "Vin de Pays de la Méditerranée                          11\n",
      "Vin de Pays de la Vallée de l’Aude                       1\n",
      "Vin de Pays des Collines Rhodaniennes                    9\n",
      "Vin de Pays des Collines de la Moure                     2\n",
      "Vin de Pays des Coteaux de Bessilles                     2\n",
      "Vin de Pays des Coteaux de L'Ardeche                     1\n",
      "Vin de Pays des Coteaux de Murviel                       1\n",
      "Vin de Pays des Coteaux de Peyriac                       4\n",
      "Vin de Pays des Cévennes                                 6\n",
      "Vin de Pays des Côtes Catalanes                         18\n",
      "Vin de Pays des Côtes de Gascogne                       97\n",
      "Vin de Pays des Côtes de Thau                            3\n",
      "Vin de Pays des Côtes de Thongue                         1\n",
      "Vin de Pays des Portes de Méditerranée                   4\n",
      "Vin de Pays des Pyrénees Orientales                      1\n",
      "Vin de Pays des Sables du Golfe du Lion                  1\n",
      "Vin de Pays du Comté Tolosan                            19\n",
      "Vin de Pays du Gard                                      9\n",
      "Vin de Pays du Jardin de la France                      16\n",
      "Vin de Pays du Lot                                      10\n",
      "Vin de Pays du Val de Cesse                              6\n",
      "Vin de Pays du Val de Loire                             18\n",
      "Vin de Savoie                                            8\n",
      "Vin de Table Francais                                   23\n",
      "Vino Nobile di Montepulciano                           215\n",
      "Vino Spumante                                           11\n",
      "Vino Tierra de León                                      9\n",
      "Vino da Tavola                                          11\n",
      "Vino de Calidad de Tierras de León                       2\n",
      "Vino de Calidad de Valtiendas                            1\n",
      "Vino de Mesa                                             5\n",
      "Vino de la Tierra Contraviesa Alpujarra                 12\n",
      "Vino de la Tierra Ribera del Gállego-Cinco Villas        5\n",
      "Vino de la Tierra Ribera del Jiloca                      3\n",
      "Vino de la Tierra de Castelló                            6\n",
      "Vino de la Tierra de Castilla                          311\n",
      "Vino de la Tierra de Castilla y León                   175\n",
      "Vino de la Tierra de Cádiz                               7\n",
      "Vino de la Tierra de Zamora                              3\n",
      "Vino de la Tierra del Bajo Aragón                        7\n",
      "Vinos de Madrid                                         16\n",
      "Virginia                                               391\n",
      "Virginia's Eastern Shore                                 2\n",
      "Viré-Clessé                                             19\n",
      "Vista Flores                                            21\n",
      "Vittoria                                                16\n",
      "Vittoria Frappato                                        5\n",
      "Volnay                                                  87\n",
      "Vosne-Romanée                                           81\n",
      "Vougeot                                                 12\n",
      "Vouvray                                                155\n",
      "Wahluke Slope                                          366\n",
      "Walla Walla Valley (OR)                                 92\n",
      "Walla Walla Valley (WA)                               1225\n",
      "Washington                                             528\n",
      "Western Australia                                      139\n",
      "Western Connecticut Highlands                            2\n",
      "Western Plains                                           7\n",
      "Willamette Valley                                     2096\n",
      "Wrattonbully                                            19\n",
      "Yadkin Valley                                            5\n",
      "Yakima Valley                                         1162\n",
      "Yamhill County                                           5\n",
      "Yamhill-Carlton District                                98\n",
      "Yarra Valley                                           216\n",
      "Yarra Valley-Heathcote                                   2\n",
      "Yecla                                                   41\n",
      "Yolo County                                             29\n",
      "York Mountain                                           33\n",
      "Yorkville Highlands                                     70\n",
      "Yountville                                              97\n",
      "Zonda Valley                                             6\n",
      "dtype: int64\n",
      "region_2\n",
      "California Other            3516\n",
      "Central Coast              13057\n",
      "Central Valley              1115\n",
      "Columbia Valley             9157\n",
      "Finger Lakes                1510\n",
      "Long Island                  771\n",
      "Mendocino/Lake Counties     2389\n",
      "Napa                        8801\n",
      "Napa-Sonoma                 1645\n",
      "New York Other               147\n",
      "North Coast                  632\n",
      "Oregon Other                 661\n",
      "Sierra Foothills            1660\n",
      "Sonoma                     11258\n",
      "South Coast                  198\n",
      "Southern Oregon              662\n",
      "Washington Other             593\n",
      "Willamette Valley           3181\n",
      "dtype: int64\n",
      "variety\n",
      "Agiorgitiko                              120\n",
      "Aglianico                                317\n",
      "Aidani                                     1\n",
      "Airen                                      6\n",
      "Albana                                    17\n",
      "Albariño                                 537\n",
      "Albarossa                                  1\n",
      "Albarín                                    1\n",
      "Aleatico                                  11\n",
      "Alfrocheiro                               18\n",
      "Alicante                                  10\n",
      "Alicante Bouschet                         42\n",
      "Aligoté                                   30\n",
      "Alsace white blend                        52\n",
      "Altesse                                    1\n",
      "Alvarelhão                                 2\n",
      "Alvarinho                                 77\n",
      "Alvarinho-Chardonnay                       3\n",
      "Angevine                                   5\n",
      "Ansonica                                   4\n",
      "Antão Vaz                                 16\n",
      "Apple                                      6\n",
      "Aragonez                                   9\n",
      "Aragonês                                  15\n",
      "Argaman                                    3\n",
      "Arinto                                    72\n",
      "Arneis                                    64\n",
      "Asprinio                                   1\n",
      "Assyrtico                                 67\n",
      "Assyrtiko                                  8\n",
      "Athiri                                     2\n",
      "Austrian Red Blend                        67\n",
      "Austrian white blend                      47\n",
      "Auxerrois                                 17\n",
      "Avesso                                     3\n",
      "Azal                                       1\n",
      "Baco Noir                                  9\n",
      "Baga                                      22\n",
      "Baga-Touriga Nacional                      1\n",
      "Barbera                                 1365\n",
      "Bastardo                                   7\n",
      "Bical                                     13\n",
      "Black Monukka                              4\n",
      "Black Muscat                              13\n",
      "Blatina                                    3\n",
      "Blauburgunder                              1\n",
      "Blauer Portugieser                         7\n",
      "Blaufränkisch                            227\n",
      "Bobal                                     16\n",
      "Bombino Bianco                             1\n",
      "Bonarda                                  152\n",
      "Bordeaux-style Red Blend                7347\n",
      "Bordeaux-style White Blend              1261\n",
      "Bovale                                     7\n",
      "Boğazkere                                  3\n",
      "Brachetto                                 25\n",
      "Braucol                                    3\n",
      "Bual                                       4\n",
      "Bukettraube                                2\n",
      "Cabernet                                  20\n",
      "Cabernet Blend                           305\n",
      "Cabernet Franc                          1363\n",
      "Cabernet Franc-Cabernet Sauvignon          3\n",
      "Cabernet Franc-Carmenère                   6\n",
      "Cabernet Franc-Malbec                      1\n",
      "Cabernet Franc-Merlot                     10\n",
      "Cabernet Franc-Tempranillo                 2\n",
      "Cabernet Merlot                           52\n",
      "Cabernet Moravia                           1\n",
      "Cabernet Pfeffer                           1\n",
      "Cabernet Sauvignon                     12800\n",
      "Cabernet Sauvignon Grenache                4\n",
      "Cabernet Sauvignon and Tinta Roriz         4\n",
      "Cabernet Sauvignon-Cabernet Franc         46\n",
      "Cabernet Sauvignon-Carmenère              58\n",
      "Cabernet Sauvignon-Malbec                 55\n",
      "Cabernet Sauvignon-Merlot                243\n",
      "Cabernet Sauvignon-Merlot-Shiraz           3\n",
      "Cabernet Sauvignon-Sangiovese             13\n",
      "Cabernet Sauvignon-Shiraz                 84\n",
      "Cabernet Sauvignon-Syrah                 151\n",
      "Cabernet Sauvignon-Tempranillo             9\n",
      "Cabernet-Shiraz                            1\n",
      "Cabernet-Syrah                            12\n",
      "Cannonau                                  43\n",
      "Caprettone                                 1\n",
      "Carignan                                  74\n",
      "Carignan-Grenache                          7\n",
      "Carignan-Syrah                             1\n",
      "Carignane                                 26\n",
      "Carignano                                 66\n",
      "Carineña                                   1\n",
      "Cariñena-Garnacha                          3\n",
      "Carmenère                                761\n",
      "Carmenère-Cabernet Sauvignon              22\n",
      "Carmenère-Syrah                           10\n",
      "Carnelian                                  1\n",
      "Carricante                                23\n",
      "Casavecchia                                6\n",
      "Castelão                                  37\n",
      "Catalanesca                                1\n",
      "Catarratto                                31\n",
      "Cayuga                                     3\n",
      "Cerceal                                    3\n",
      "Cesanese d'Affile                         18\n",
      "Chambourcin                               16\n",
      "Champagne Blend                         1238\n",
      "Charbono                                  40\n",
      "Chardonel                                  1\n",
      "Chardonelle                                1\n",
      "Chardonnay                             14482\n",
      "Chardonnay Weissburgunder                  3\n",
      "Chardonnay-Albariño                        4\n",
      "Chardonnay-Pinot Blanc                     9\n",
      "Chardonnay-Pinot Grigio                    1\n",
      "Chardonnay-Pinot Gris                      1\n",
      "Chardonnay-Sauvignon                      11\n",
      "Chardonnay-Sauvignon Blanc                 5\n",
      "Chardonnay-Semillon                       12\n",
      "Chardonnay-Viognier                       75\n",
      "Chasselas                                  9\n",
      "Chenin Blanc                             746\n",
      "Chenin Blanc-Chardonnay                   40\n",
      "Chenin Blanc-Sauvignon Blanc               7\n",
      "Chenin Blanc-Viognier                      8\n",
      "Chinuri                                    1\n",
      "Ciliegiolo                                 7\n",
      "Cinsault                                  26\n",
      "Clairette                                  3\n",
      "Claret                                    37\n",
      "Cococciola                                 1\n",
      "Coda di Volpe                             17\n",
      "Colombard                                 22\n",
      "Colombard-Sauvignon Blanc                 19\n",
      "Colombard-Ugni Blanc                       2\n",
      "Colorino                                   3\n",
      "Cortese                                   82\n",
      "Corvina                                   17\n",
      "Corvina, Rondinella, Molinara           1682\n",
      "Counoise                                  16\n",
      "Crespiello                                 2\n",
      "Cserszegi Fűszeres                         4\n",
      "Códega do Larinho                          3\n",
      "Dafni                                      1\n",
      "Debit                                      6\n",
      "Dolcetto                                 358\n",
      "Dornfelder                                 8\n",
      "Doña Blanca                                2\n",
      "Duras                                      5\n",
      "Durello                                    1\n",
      "Durif                                      5\n",
      "Edelzwicker                                3\n",
      "Elbling                                    6\n",
      "Emir                                       2\n",
      "Enantio                                    2\n",
      "Encruzado                                 18\n",
      "Erbaluce                                   1\n",
      "Espadeiro                                  1\n",
      "Falanghina                                86\n",
      "Favorita                                   4\n",
      "Fer Servadou                               4\n",
      "Fernão Pires                              31\n",
      "Feteasca                                   4\n",
      "Feteasca Neagra                           11\n",
      "Feteascǎ Regalǎ                            3\n",
      "Fiano                                    149\n",
      "Forcallà                                   1\n",
      "Franconia                                  2\n",
      "Frappato                                  34\n",
      "Freisa                                     1\n",
      "Friulano                                 137\n",
      "Früburgunder                               1\n",
      "Fumé Blanc                               110\n",
      "Furmint                                   33\n",
      "G-S-M                                    151\n",
      "Gaglioppo                                 13\n",
      "Gamay                                    535\n",
      "Gamay Noir                                13\n",
      "Garganega                                402\n",
      "Garnacha                                 401\n",
      "Garnacha Blanca                           19\n",
      "Garnacha Blend                             2\n",
      "Garnacha Tintorera                         1\n",
      "Garnacha-Cabernet                          3\n",
      "Garnacha-Graciano                          5\n",
      "Garnacha-Monastrell                        5\n",
      "Garnacha-Syrah                            20\n",
      "Garnacha-Tempranillo                       3\n",
      "Gelber Muskateller                        26\n",
      "Gelber Traminer                            3\n",
      "Gewürztraminer                           982\n",
      "Gewürztraminer-Riesling                   12\n",
      "Glera                                    622\n",
      "Godello                                  103\n",
      "Gouveio                                    2\n",
      "Graciano                                  31\n",
      "Gragnano                                   2\n",
      "Grauburgunder                             16\n",
      "Grecanico                                 13\n",
      "Grechetto                                  9\n",
      "Greco                                     95\n",
      "Greco Bianco                               4\n",
      "Grenache                                 603\n",
      "Grenache Blanc                            78\n",
      "Grenache Blend                             8\n",
      "Grenache Gris                              1\n",
      "Grenache-Carignan                          9\n",
      "Grenache-Mourvèdre                         2\n",
      "Grenache-Shiraz                           12\n",
      "Grenache-Syrah                            64\n",
      "Grignolino                                 2\n",
      "Grillo                                   150\n",
      "Grolleau                                   1\n",
      "Groppello                                  1\n",
      "Gros Manseng                              19\n",
      "Gros and Petit Manseng                    20\n",
      "Grüner Veltliner                        1042\n",
      "Hondarrabi Zuri                           19\n",
      "Huxelrebe                                  1\n",
      "Hárslevelü                                 4\n",
      "Incrocio Manzoni                           2\n",
      "Insolia                                   60\n",
      "Inzolia                                   30\n",
      "Irsai Oliver                               1\n",
      "Jacquez                                    1\n",
      "Jacquère                                   3\n",
      "Jaen                                       5\n",
      "Johannisberg Riesling                     15\n",
      "Kadarka                                    2\n",
      "Kalecik Karasi                             6\n",
      "Kallmet                                    2\n",
      "Karalahna                                  2\n",
      "Karasakiz                                  1\n",
      "Kekfrankos                                16\n",
      "Kerner                                    13\n",
      "Kinali Yapincak                            1\n",
      "Királyleányka                              4\n",
      "Koshu                                      2\n",
      "Kuntra                                     1\n",
      "Lacrima                                    5\n",
      "Lagrein                                   38\n",
      "Lambrusco                                 60\n",
      "Lambrusco Grasparossa                      3\n",
      "Lambrusco di Sorbara                       2\n",
      "Lemberger                                 30\n",
      "Listán Negro                               1\n",
      "Loin de l'Oeil                             4\n",
      "Loureiro                                  48\n",
      "Macabeo                                   16\n",
      "Macabeo-Chardonnay                         4\n",
      "Macabeo-Gewürztraminer                     1\n",
      "Macabeo-Moscatel                           3\n",
      "Madeira Blend                             16\n",
      "Madeleine Angevine                         2\n",
      "Magliocco                                  2\n",
      "Malagousia                                 6\n",
      "Malagouzia                                 5\n",
      "Malbec                                  3208\n",
      "Malbec Blend                               2\n",
      "Malbec-Bonarda                             5\n",
      "Malbec-Cabernet Franc                      1\n",
      "Malbec-Cabernet Sauvignon                 58\n",
      "Malbec-Merlot                            109\n",
      "Malbec-Petit Verdot                        1\n",
      "Malbec-Syrah                              18\n",
      "Malbec-Tannat                              8\n",
      "Malbec-Tempranillo                         7\n",
      "Malmsey                                    2\n",
      "Malvar                                     3\n",
      "Malvasia                                  44\n",
      "Malvasia Bianca                           30\n",
      "Malvasia Fina                              9\n",
      "Malvasia Istriana                         13\n",
      "Malvasia Nera                              5\n",
      "Malvasia-Viura                             2\n",
      "Malvazija                                  1\n",
      "Malvoisie                                  1\n",
      "Mandilaria                                 1\n",
      "Mansois                                    6\n",
      "Mantonico                                  5\n",
      "Manzoni                                    3\n",
      "Marsanne                                 128\n",
      "Marsanne-Roussanne                        37\n",
      "Marsanne-Viognier                          2\n",
      "Marzemino                                  4\n",
      "Maréchal Foch                              2\n",
      "Mataro                                     9\n",
      "Maturana                                   5\n",
      "Mauzac                                     7\n",
      "Mavrodaphne                               14\n",
      "Mavrotragano                               1\n",
      "Mavroudi                                   3\n",
      "Mavrud                                     4\n",
      "Mazuelo                                    2\n",
      "Melon                                     99\n",
      "Mencía                                   148\n",
      "Meoru                                      4\n",
      "Meritage                                 317\n",
      "Merlot                                  5070\n",
      "Merlot-Argaman                             4\n",
      "Merlot-Cabernet                           15\n",
      "Merlot-Cabernet Franc                     21\n",
      "Merlot-Cabernet Sauvignon                 82\n",
      "Merlot-Grenache                            2\n",
      "Merlot-Malbec                             15\n",
      "Merlot-Petite Verdot                       1\n",
      "Merlot-Shiraz                              2\n",
      "Merlot-Syrah                               5\n",
      "Mission                                    7\n",
      "Monastrell                               150\n",
      "Monastrell-Syrah                          13\n",
      "Mondeuse                                   7\n",
      "Monica                                    11\n",
      "Montepulciano                            329\n",
      "Morava                                     1\n",
      "Morillon                                   2\n",
      "Morio Muskat                               4\n",
      "Moristel                                   1\n",
      "Moscadello                                17\n",
      "Moscatel                                  42\n",
      "Moscatel Graúdo                            1\n",
      "Moscatel Roxo                              5\n",
      "Moscatel de Alejandría                     1\n",
      "Moscato                                  430\n",
      "Moscato Giallo                            17\n",
      "Moscato di Noto                            1\n",
      "Moschofilero                              44\n",
      "Moscofilero                                1\n",
      "Mourvèdre                                174\n",
      "Mtsvane                                    2\n",
      "Muscadel                                  10\n",
      "Muscadelle                                 3\n",
      "Muscadet                                   2\n",
      "Muscat                                   168\n",
      "Muscat Blanc                              16\n",
      "Muscat Blanc à Petit Grain                 9\n",
      "Muscat Canelli                            55\n",
      "Muscat Hamburg                             1\n",
      "Muscat d'Alexandrie                        4\n",
      "Muscat of Alexandria                       2\n",
      "Muscatel                                   2\n",
      "Muskat                                     1\n",
      "Muskat Ottonel                            17\n",
      "Muskateller                                4\n",
      "Müller-Thurgau                            29\n",
      "Narince                                    2\n",
      "Nasco                                      5\n",
      "Nebbiolo                                2241\n",
      "Negrette                                  13\n",
      "Negroamaro                                82\n",
      "Nerello Cappuccio                          4\n",
      "Nerello Mascalese                         76\n",
      "Nero d'Avola                             458\n",
      "Nero di Troia                             20\n",
      "Neuburger                                  6\n",
      "Nielluciu                                  4\n",
      "Norton                                    22\n",
      "Nosiola                                    3\n",
      "Nuragus                                   10\n",
      "Okuzgozu                                   4\n",
      "Orange Muscat                             30\n",
      "Orangetraube                               1\n",
      "Pallagrello                               18\n",
      "Pallagrello Bianco                         4\n",
      "Pallagrello Nero                           4\n",
      "Palomino                                  25\n",
      "Pansa Blanca                               6\n",
      "Pardina                                    1\n",
      "Parraleta                                  1\n",
      "Passerina                                 20\n",
      "País                                       2\n",
      "Pecorino                                  33\n",
      "Pedro Ximénez                             54\n",
      "Pelaverga Piccolo                          2\n",
      "Perricone                                 14\n",
      "Petit Manseng                             47\n",
      "Petit Meslier                              1\n",
      "Petit Verdot                             206\n",
      "Petite Sirah                             897\n",
      "Petite Syrah                               2\n",
      "Petite Verdot                             72\n",
      "Petroulianos                               5\n",
      "Picapoll                                   3\n",
      "Picolit                                   29\n",
      "Picpoul                                    8\n",
      "Pied de Perdrix                            1\n",
      "Piedirosso                                27\n",
      "Pigato                                     2\n",
      "Pignoletto                                 3\n",
      "Pineau d'Aunis                             4\n",
      "Pinela                                     1\n",
      "Pinot Auxerrois                           10\n",
      "Pinot Bianco                             126\n",
      "Pinot Blanc                              470\n",
      "Pinot Blanc-Chardonnay                     3\n",
      "Pinot Blanc-Pinot Noir                     2\n",
      "Pinot Grigio                            1305\n",
      "Pinot Grigio-Chardonnay                    1\n",
      "Pinot Grigio-Sauvignon Blanc               1\n",
      "Pinot Gris                              1365\n",
      "Pinot Meunier                             19\n",
      "Pinot Nero                               133\n",
      "Pinot Noir                             14291\n",
      "Pinot Noir-Gamay                           5\n",
      "Pinot Noir-Syrah                           2\n",
      "Pinot-Chardonnay                           4\n",
      "Pinotage                                 200\n",
      "Pinotage-Merlot                            1\n",
      "Plavac Mali                               16\n",
      "Port                                    1058\n",
      "Portuguese Red                          2216\n",
      "Portuguese Rosé                            9\n",
      "Portuguese Sparkling                      56\n",
      "Portuguese White                         941\n",
      "Portuguiser                                2\n",
      "Posip                                      7\n",
      "Premsal                                    1\n",
      "Prieto Picudo                             22\n",
      "Primitivo                                273\n",
      "Prié Blanc                                 3\n",
      "Prokupac                                   3\n",
      "Prosecco                                 594\n",
      "Provence red blend                        25\n",
      "Provence white blend                       5\n",
      "Prugnolo Gentile                          99\n",
      "Pugnitello                                 3\n",
      "Rabigato                                   1\n",
      "Raboso                                    20\n",
      "Rebula                                     1\n",
      "Red Blend                              10062\n",
      "Refosco                                   10\n",
      "Rhône-style Red Blend                   1505\n",
      "Rhône-style White Blend                  409\n",
      "Ribolla Gialla                            61\n",
      "Rieslaner                                  2\n",
      "Riesling                                5524\n",
      "Rivaner                                    2\n",
      "Rkatsiteli                                21\n",
      "Robola                                     5\n",
      "Roditis                                   32\n",
      "Rolle                                      4\n",
      "Romorantin                                 1\n",
      "Rosado                                    23\n",
      "Rosato                                    32\n",
      "Roscetto                                   2\n",
      "Rosé                                    2817\n",
      "Roter Traminer                             7\n",
      "Roter Veltliner                           15\n",
      "Rotgipfler                                12\n",
      "Roussanne                                182\n",
      "Roussanne-Grenache Blanc                   2\n",
      "Roussanne-Marsanne                         3\n",
      "Roussanne-Viognier                        11\n",
      "Roviello                                   2\n",
      "Ruché                                     12\n",
      "Ruen                                       1\n",
      "Rufete                                     1\n",
      "Sacy                                       1\n",
      "Sagrantino                               113\n",
      "Sangiovese                              3345\n",
      "Sangiovese Cabernet                        1\n",
      "Sangiovese Grosso                       1346\n",
      "Sangiovese-Cabernet Sauvignon              3\n",
      "Sangiovese-Syrah                           4\n",
      "Saperavi                                  18\n",
      "Saperavi-Merlot                            2\n",
      "Sarba                                      1\n",
      "Sauvignon                                261\n",
      "Sauvignon Blanc                         6320\n",
      "Sauvignon Blanc-Chardonnay                11\n",
      "Sauvignon Blanc-Chenin Blanc               3\n",
      "Sauvignon Blanc-Sauvignon Gris             1\n",
      "Sauvignon Blanc-Semillon                  63\n",
      "Sauvignon Blanc-Verdejo                    5\n",
      "Sauvignon Gris                            14\n",
      "Sauvignon Musqué                           1\n",
      "Sauvignonasse                              1\n",
      "Savagnin                                   6\n",
      "Savatiano                                  8\n",
      "Scheurebe                                 28\n",
      "Schiava                                    7\n",
      "Schwartzriesling                           2\n",
      "Segalin                                    2\n",
      "Semillon-Chardonnay                       16\n",
      "Semillon-Sauvignon Blanc                  85\n",
      "Sercial                                    2\n",
      "Seyval Blanc                               6\n",
      "Sherry                                   103\n",
      "Shiraz                                  1970\n",
      "Shiraz-Cabernet Sauvignon                 97\n",
      "Shiraz-Grenache                           30\n",
      "Shiraz-Malbec                              6\n",
      "Shiraz-Merlot                              2\n",
      "Shiraz-Mourvèdre                           4\n",
      "Shiraz-Pinotage                            6\n",
      "Shiraz-Tempranillo                         8\n",
      "Shiraz-Viognier                           91\n",
      "Sideritis                                  1\n",
      "Siegerrebe                                 4\n",
      "Silvaner                                  55\n",
      "Silvaner-Traminer                          1\n",
      "Siria                                      8\n",
      "Sirica                                     2\n",
      "Sousão                                     3\n",
      "Sparkling Blend                         2004\n",
      "Spätburgunder                             54\n",
      "St. George                                 3\n",
      "St. Laurent                              102\n",
      "St. Vincent                                1\n",
      "Steen                                      3\n",
      "Susumaniello                               8\n",
      "Sylvaner                                  45\n",
      "Symphony                                   5\n",
      "Syrah                                   5825\n",
      "Syrah-Bonarda                              1\n",
      "Syrah-Cabernet                            54\n",
      "Syrah-Cabernet Franc                       3\n",
      "Syrah-Cabernet Sauvignon                  18\n",
      "Syrah-Carignan                             1\n",
      "Syrah-Grenache                            47\n",
      "Syrah-Grenache-Viognier                    4\n",
      "Syrah-Malbec                               1\n",
      "Syrah-Merlot                               3\n",
      "Syrah-Mourvèdre                            5\n",
      "Syrah-Petite Sirah                        14\n",
      "Syrah-Tempranillo                          6\n",
      "Syrah-Viognier                            16\n",
      "Sämling                                    2\n",
      "Sémillon                                 216\n",
      "Tai                                        3\n",
      "Tamjanika                                  3\n",
      "Tannat                                   140\n",
      "Tannat-Cabernet                           36\n",
      "Tannat-Cabernet Franc                      9\n",
      "Tannat-Merlot                              5\n",
      "Tannat-Syrah                               2\n",
      "Tempranillo                             2556\n",
      "Tempranillo Blanco                         9\n",
      "Tempranillo Blend                        756\n",
      "Tempranillo-Cabernet Sauvignon            85\n",
      "Tempranillo-Garnacha                      60\n",
      "Tempranillo-Malbec                         1\n",
      "Tempranillo-Merlot                        18\n",
      "Tempranillo-Shiraz                        23\n",
      "Teran                                     11\n",
      "Teroldego                                 27\n",
      "Teroldego Rotaliano                        2\n",
      "Terret Blanc                               1\n",
      "Tinta Barroca                              2\n",
      "Tinta Fina                                11\n",
      "Tinta Francisca                            1\n",
      "Tinta Negra Mole                           2\n",
      "Tinta Roriz                               15\n",
      "Tinta de Toro                            221\n",
      "Tintilia                                   2\n",
      "Tinto Fino                                75\n",
      "Tinto del Pais                            82\n",
      "Tocai                                      3\n",
      "Tocai Friulano                            39\n",
      "Tocai Rosso                                3\n",
      "Tokaji                                    73\n",
      "Tokay                                     17\n",
      "Tokay Pinot Gris                           4\n",
      "Torbato                                    2\n",
      "Torontel                                   1\n",
      "Torrontés                                367\n",
      "Touriga Franca                            10\n",
      "Touriga Nacional                         180\n",
      "Touriga Nacional Blend                    17\n",
      "Touriga Nacional-Cabernet Sauvignon       28\n",
      "Traminer                                  40\n",
      "Traminette                                11\n",
      "Trebbiano                                 61\n",
      "Trebbiano di Lugana                       16\n",
      "Trebbiano-Malvasia                         4\n",
      "Trepat                                     8\n",
      "Trincadeira                               14\n",
      "Trousseau Gris                             1\n",
      "Turbiana                                  75\n",
      "Ugni Blanc                                 1\n",
      "Ugni Blanc-Colombard                      14\n",
      "Uva di Troia                              14\n",
      "Valdiguié                                  3\n",
      "Veltliner                                  2\n",
      "Verdeca                                    5\n",
      "Verdejo                                  316\n",
      "Verdejo-Sauvignon Blanc                    6\n",
      "Verdejo-Viura                             25\n",
      "Verdelho                                  69\n",
      "Verdicchio                                54\n",
      "Verduzzo                                   9\n",
      "Verduzzo Friulano                         10\n",
      "Vermentino                               232\n",
      "Vermentino Nero                            2\n",
      "Vernaccia                                 74\n",
      "Vespaiolo                                  3\n",
      "Vidadillo                                  1\n",
      "Vidal                                      4\n",
      "Vidal Blanc                               51\n",
      "Vignoles                                  22\n",
      "Vilana                                     6\n",
      "Vinhão                                     5\n",
      "Viognier                                1263\n",
      "Viognier-Chardonnay                       10\n",
      "Viognier-Grenache Blanc                    2\n",
      "Viognier-Marsanne                          7\n",
      "Viognier-Roussanne                        18\n",
      "Viognier-Valdiguié                         1\n",
      "Vitovska                                   1\n",
      "Viura                                    110\n",
      "Viura-Chardonnay                          11\n",
      "Viura-Sauvignon Blanc                      1\n",
      "Viura-Verdejo                              1\n",
      "Vranec                                    11\n",
      "Weissburgunder                            56\n",
      "Welschriesling                            29\n",
      "White Blend                             2824\n",
      "White Port                                 4\n",
      "White Riesling                            33\n",
      "Xarel-lo                                  26\n",
      "Xinisteri                                  5\n",
      "Xinomavro                                 61\n",
      "Xynisteri                                  1\n",
      "Yapincak                                   2\n",
      "Zelen                                      2\n",
      "Zibibbo                                   35\n",
      "Zierfandler                               11\n",
      "Zierfandler-Rotgipfler                     3\n",
      "Zinfandel                               3799\n",
      "Zlahtina                                   4\n",
      "Zweigelt                                 219\n",
      "Žilavka                                    2\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "pda.set_option('display.max_columns', None)#显示所有行\n",
    "pda.set_option('display.max_rows', None)#显示所有列\n",
    "groupname='country'\n",
    "print(wine.groupby(by = groupname).size())\n",
    "groupname='province'\n",
    "print(wine.groupby(by = groupname).size())\n",
    "groupname='region_1'\n",
    "print(wine.groupby(by = groupname).size())\n",
    "groupname='region_2'\n",
    "print(wine.groupby(by = groupname).size())\n",
    "groupname='variety'\n",
    "print(wine.groupby(by = groupname).size())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "2、数值属性，给出最大、最小、均值、中位数、四分位数及缺失值的个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Points:\n",
      "count    150930.000000\n",
      "mean         87.888418\n",
      "std           3.222392\n",
      "min          80.000000\n",
      "25%          86.000000\n",
      "50%          88.000000\n",
      "75%          90.000000\n",
      "max         100.000000\n",
      "Name: points, dtype: float64\n",
      "The NULL value num: 0\n",
      "Price:\n",
      "count    137235.000000\n",
      "mean         33.131482\n",
      "std          36.322536\n",
      "min           4.000000\n",
      "25%          16.000000\n",
      "50%          24.000000\n",
      "75%          40.000000\n",
      "max        2300.000000\n",
      "Name: price, dtype: float64\n",
      "The NULL value num: 13695\n"
     ]
    }
   ],
   "source": [
    "print(\"Points:\")\n",
    "print(wine['points'].describe())\n",
    "print(\"The NULL value num:\", wine['points'].isnull().sum())\n",
    "\n",
    "print(\"Price:\")\n",
    "print(wine['price'].describe())\n",
    "print(\"The NULL value num:\", wine['price'].isnull().sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据可视化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1、绘制直方图，用qq图检验其分布是否为正态分布"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "（1）、对point属性列绘制直方图和qq图，从qq图中可以明显看出point属性列属于正态分布；\n",
    "（2）、对price属性列绘制直方图和qq图，由于price中还有缺失值，所以正态分布的红线不显示，接着去除缺失值，再绘制qq图，从qq图上可以得知price属性值不属于正态分布。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Points:\n"
     ]
    },
    {
     "data": {
      "image/png": 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SFBuStDr3hzIzs/aZ9tV/I+JlYBGApEOAXcAjFLfWvTMivl5uL+lUYAVwGnAC8F1JE5cX/QZwATACPCNpQ0T8eLq5mZlZ+zTrMvLnA69ExD9JqtVmGfBgRIwDw5KGgHPStKGIeBVA0oOprQuJmVkXaNY+khXAA6X310l6XtJaSXNSrBd4o9RmJMVqxc3MrAtkb5FIOgz4PHBjCt0N3ApEer4DuBKotqkSVC9mUeOzBoABgJ6eHiqVSk7qbTE6OtryPHvHxrPnMeu9cXrHhpuQTet0Q47w8cmzUtndxmxqa8d3qBm6Jc9WaMbQ1kXADyNiL8DEM4CkbwLfSW9HgBNL/eYDE2tqrfgHRMQaYA1AX19f9Pf3NyH91qpUKrQ6z3p3wmtE79gwu2YvaEI2rdMNOcLHJ8/l/Z1xh8R2fIeaoVvybIVmDG1dTmlYS9K80rRLge3p9QZghaTDJS0AFgJPA88ACyUtSFs3K1JbMzPrAllbJJI+QXG01ZdK4T+VtIhieOq1iWkRsUPSeoqd6AeAayPi3TSf64BNwCHA2ojYkZOXmZm1T1YhiYh3gGMnxb44RfvbgNuqxDcCG3NyMTOzmeEz283MLIsLiZmZZXEhMTOzLC4kZmaWxYXEzMyyuJCYmVkWFxIzM8viQmJmZllcSMzMLEuz7kdi09SMCy6amc0kFxIzq6oZ/+TccEFnXEHYWstDW2ZmlsWFxMzMsriQmJlZFhcSMzPL4kJiZmZZsguJpNckvSBpm6StKXaMpEFJO9PznBSXpLskDUl6XtKZpfmsSu13SlqVm5eZmbVHs7ZI/m1ELIqIs9P71cDmiFgIbE7vAS6iuFf7QmAAuBuKwgPcBHwGOAe4aaL4mJlZZ2vV0NYyYF16vQ64pBS/LwpbgKMlzQMuBAYjYn9EvAUMAktblJuZmTVRMwpJAI9LelbSQIrNjYg9AOn5+BTvBd4o9R1JsVpxMzPrcM04s/3ciNgt6XhgUNJLU7RVlVhMEf9g56JQDQD09PRQqVSmkW57jY6OTpln79h4+5KZwqz3xukdG57pNKbUDTmC8yyrVHZnz6Ped6hTdEuerZBdSCJid3reJ+kRin0ceyXNi4g9aehqX2o+ApxY6j4f2J3i/ZPilSqftQZYA9DX1xf9/f2Tm3ScSqXCVHl2yrW2eseG2TV7wUynMaVuyBGcZ9ny/vxLpNT7DnWKbsmzFbKGtiQdKem3Jl4DS4DtwAZg4sirVcCj6fUGYGU6emsx8PM09LUJWCJpTtrJviTFzMysw+VukcwFHpE0Ma+/jYh/kPQMsF7SVcDrwGWp/UbgYmAIeAe4AiAi9ku6FXgmtbslIvZn5mZmZm2QVUgi4lXgX1aJvwmcXyUewLU15rUWWJuTj5mZtZ/PbDczsywuJGZmlsWFxMzMsriQmJlZFt9qN0Mj54D0jo13zLkiZmat4C0SMzPL4kJiZmZZXEjMzCyLC4mZmWVxITEzsyw+asvMWqYZRyyeMasJiVhLeYvEzMyyuJCYmVkWFxIzM8viQmJmZllcSMzMLMu0C4mkEyV9T9KLknZIuj7Fb5a0S9K29Li41OdGSUOSXpZ0YSm+NMWGJK3O+5HMzKydcg7/PQD8UUT8MN23/VlJg2nanRHx9XJjSacCK4DTgBOA70o6JU3+BnABMAI8I2lDRPw4IzczM2uTaReSiNgD7Emv35b0ItA7RZdlwIMRMQ4MSxoCzknThtJte5H0YGrrQmJm1gWaso9E0knAGcBTKXSdpOclrZU0J8V6gTdK3UZSrFbczMy6QPaZ7ZI+CTwMfDkifiHpbuBWINLzHcCVgKp0D6oXs6jxWQPAAEBPTw+VSiU3/Sy9Y+N128x6b5zeseE2ZJOnG/LshhzBeTbb6PivZ/y73ojR0dGuyLMVsgqJpFkUReT+iPgWQETsLU3/JvCd9HYEOLHUfT6wO72uFf+AiFgDrAHo6+uL/v7+nPSzNXZjq2F2zV7QhmzydEOe3ZAjOM9mO2PWbmb6u96ISqXSFXm2Qs5RWwLuAV6MiD8vxeeVml0KbE+vNwArJB0uaQGwEHgaeAZYKGmBpMModshvmG5eZmbWXjlbJOcCXwRekLQtxf4YuFzSIorhqdeALwFExA5J6yl2oh8Aro2IdwEkXQdsAg4B1kbEjoy8zMysjXKO2vpHqu/32DhFn9uA26rEN07Vz8zMOpfPbDczsywuJGZmlsWFxMzMsvgOiWbW0fa9PZ59p8UbLjilfiObNm+RmJlZloN6i6QZ95M2MzvYeYvEzMyyuJCYmVkWFxIzM8viQmJmZllcSMzMLEvXHrV14L3wUVdmZh3AWyRmZpala7dIzMwa5TPjW8tbJGZmlsWFxMzMsnTM0JakpcD/oLhL4l9FxO0znJKZGdDY0Fjv2NQXl/w4D491xBaJpEOAbwAXAadS3K731JnNyszMGtEpWyTnAEMR8SqApAeBZRT3dzcz63rNOF2hU7dqOqWQ9AJvlN6PAJ+ZoVzMzDpSp5471ymFRFVi8aFG0gAwkN6O/+GSvu0tzao5jgN+OtNJNKAb8uyGHMF5NpvzbK6+Zs+wUwrJCHBi6f18YPfkRhGxBlgDIGlrRJzdnvSmz3k2TzfkCM6z2Zxnc0na2ux5dsTOduAZYKGkBZIOA1YAG2Y4JzMza0BHbJFExAFJ1wGbKA7/XRsRO2Y4LTMza0BHFBKAiNgIbPwIXda0Kpcmc57N0w05gvNsNufZXE3PUxEf2qdtZmbWsE7ZR2JmZl2q4wqJpBsk7ZC0XdIDkmannfBPSdop6aG0Q75a3xslDUl6WdKFM5Dn/emzt0taK2lWjb7vStqWHi09qKBGnvdKGi7lsKhG31Vpme+UtGoG8vxBKcfdkr5do287l+f1Kccdkr6cYsdIGkzLaVDSnBp927k8q+X5Z5JekvS8pEckHV2j72uSXkjLs+lH+NTJ8WZJu0q/z4tr9F2avmtDkla3Kscp8nyolONrkrbV6NvSZZn+zuyTtL0Uq7o+qnBXWmbPSzqzxjzPSjkPpfbVTs/4oIjomAfFiYnDwBHp/XrgD9LzihT7S+CaKn1PBZ4DDgcWAK8Ah7Q5z4spzokR8EC1PFP70RlenvcCX6jT9xjg1fQ8J72e0848J7V5GFg5w8vzdGA78AmK/YvfBRYCfwqsTm1WA1+b4eVZK88lwKGpzdeq5ZmmvQYcN0PL8mbgv9Tpe0j6fp8MHJa+96e2M89Jbe4A/mQmliVwHnAmsL0Uq7o+pr9Pj6W/T4uBp2rM82ngX6d2jwEX1cuj47ZIKH5ZR0g6lOKXtwf4XeDv0vR1wCVV+i0DHoyI8YgYBoYoLr3Srjx3R8TGSCh+GfNb+PmN+lCeDfa7EBiMiP0R8RYwCCxtUY4wRZ6SfotiHai6RdJGvwNsiYh3IuIA8H3gUop1b11qU2v9bOfyrJpnRDye3gNsYWbXz1rLshG/uaRSRPwKmLikUtvzTP+tL6f4x7HtIuIJYP+kcK31cRlwX/oTtQU4WtK8csf0/qiIeDL9HbuP6uvzB3RUIYmIXcDXgdcpCsjPgWeBn5W+ACMU/8FOVu0yK9XatSTPiHh8Ynoa0voi8A81ZjFb0lZJWyTV/SW1KM/b0ubtnZIOr9K9Y5YnxRd3c0T8osYs2rI8Kf4zPU/SsZI+QfEf3onA3IjYA5Cej6/St23Lc4o8y66k+G+zmgAel/SsiqtJtDvH69K6ubbGMGEnLcvPAnsjYmeN/u1YlpPVWh8bWW69KT5Vmw/pqEKSVpplFENTJwBHUlwReLJqh5o1dJmVZqiWp6T/VGryF8ATEfGDGrP4VBRnwP4H4L9L+u0253kj8M+Bf0Ux1PKVat2rxGZqeV7O1P/xtWV5RsSLFENCgxT/JDwHHJiy0/vatjzr5Snpq+n9/TVmcW5EnEnx3btW0nltzPFu4LeBRRT/VNxRpXvHLEvqr5stX5YfQSPLbVrLtqMKCfB7wHBE/L+I+DXwLeDfUGyCTZzzUvXyKTR4mZUW54mkm4Ae4A9rdY6I3en5VaACnNHOPCNiT9q8HQf+F9WHADtleR6b8vs/tTq3cXkSEfdExJkRcR7FkMJOYO/EEEF63lelazuXZ608STv5Pwf8xzR0Ua3vxPLcBzxCi4aIq+UYEXsj4t2IeA/4Zo3P7pRleSjw+8BDU/Rty7KcpNb62MhyG+GDQ54NLdtOKySvA4slfSKNPZ5PcSn57wFfSG1WAY9W6bsBWCHpcEkLKHbcPd3GPF+U9J8pxsIvT1+ED5E0Z2IoSdJxwLm07nL5tfKcWMlEMf5Z7eKXm4AlKd85FDtqN7UzzzTtMuA7ETFWrWOblyeSjk/Pn6L4I/IAxbo3cRRWrfWzncuzap4qbh73FeDzEfFOjX5Hpn1SSDoy5dmSi6PWyLE8Zn9pjc9u6yWVavzOofgH6KWIGKnRr23LcpJa6+MGYGU6emsxxRDynnLH9P5tSYvTd3El1dfnD6q3N77dD+C/Ai9RLPC/pjgK62SKojAE/G/g8NT288Atpb5fpTia42UaONKgBXkeSJ+/LT3+JLU9m+Kuj1D8p/0CxSbyC8BVM5Dn/02fvR34G+CTk/NM769My3wIuKLdeaZ4BVg6qe1MLs8fUBSq54DzU+xYYDPFf6qbgWM6YHlWy3OIYox8Yv38yxQ/AdiYXp+c+jwH7AC+2uYc/zr9Hp+n+MM3b3KO6f3FwE/S961lOdbKM8XvBa6e1Laty5KiqO0Bfk2xNXHVFOujKG4g+EpaxmeX5rOt9Prs9D18BfifpBPXp3r4zHYzM8vSaUNbZmbWZVxIzMwsiwuJmZllcSExM7MsLiRmZpbFhcTMzLK4kJiZWRYXEjMzy/L/AdCPDApzzB/KAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Price:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Points:\")\n",
    "#直方图绘制\n",
    "plt.xlim(80,100)\n",
    "wine['points'].hist(alpha=0.5,bins=20)\n",
    "plt.show()\n",
    "#qq图绘制\n",
    "stats.probplot(wine['points'],dist=\"norm\",plot=plt)\n",
    "plt.show()\n",
    "\n",
    "print(\"Price:\")\n",
    "#直方图绘制\n",
    "plt.xlim(0,200)\n",
    "wine['price'].hist(alpha=0.5,bins=300)\n",
    "plt.show()\n",
    "#qq图绘制\n",
    "stats.probplot(wine['price'], dist=\"norm\", plot=plt)\n",
    "plt.show()\n",
    "#去除缺失值再绘制qq图\n",
    "data=pda.DataFrame(wine['price'])\n",
    "data = data.dropna()\n",
    "stats.probplot(data['price'], dist=\"norm\", plot=plt)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2、绘制盒图，对离群值进行识别"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "（1）、通过对points属性列的盒图进行分析，发现离群点的个数不是很多；\n",
    "（2）、通过对price属性列的盒图进行分析，发现离群点的个数非常多。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Points:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Price:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Points:\")\n",
    "#盒图绘制\n",
    "plt.boxplot(x=wine['points'])\n",
    "plt.show()\n",
    "print(\"Price:\")\n",
    "#绘制盒图\n",
    "data=pda.DataFrame(wine['price'])\n",
    "data.boxplot(figsize=(6,15))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2 数据缺失的处理"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1、观察数据集中缺失的数据，分析其缺失的原因"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通过分析各个属性列缺失值的数量可以分析出：（1）、congtry属性列和province属性列缺失具有相关性，contry缺失时，province也必然缺失，但是整体上缺失量很少，所以缺失的原因应该是随机缺失；（2）、region1 和 region2很严重依赖于contry，contry缺失的同时，这两项也会缺失；(3)、region1缺失的同时，region2也会缺失；（4）、price的缺失很有可能是随机缺失。 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The NULL value num of Country: 5\n",
      "The NULL value num of Province: 5\n",
      "The NULL value num of Region_1: 25060\n",
      "The NULL value num of Region_2: 89977\n",
      "The NULL value num of Variety: 0\n",
      "The NULL value num of Points: 0\n",
      "The NULL value num of Price: 13695\n"
     ]
    }
   ],
   "source": [
    "groupname='country'\n",
    "print(\"The NULL value num of Country:\", wine[groupname].isnull().sum())\n",
    "groupname='province'\n",
    "print(\"The NULL value num of Province:\", wine[groupname].isnull().sum())\n",
    "groupname='region_1'\n",
    "print(\"The NULL value num of Region_1:\", wine[groupname].isnull().sum())\n",
    "groupname='region_2'\n",
    "print(\"The NULL value num of Region_2:\", wine[groupname].isnull().sum())\n",
    "groupname='variety'\n",
    "print(\"The NULL value num of Variety:\", wine[groupname].isnull().sum())\n",
    "groupname='points'\n",
    "print(\"The NULL value num of Points:\", wine[groupname].isnull().sum())\n",
    "groupname='price'\n",
    "print(\"The NULL value num of Price:\", wine[groupname].isnull().sum())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2、分别使用下列四种策略对缺失值进行处理:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "（1）、将缺失部分剔除"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               price\n",
      "count  137235.000000\n",
      "mean       33.131482\n",
      "std        36.322536\n",
      "min         4.000000\n",
      "25%        16.000000\n",
      "50%        24.000000\n",
      "75%        40.000000\n",
      "max      2300.000000\n",
      "The NULL value num: price    0\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# price 去除缺失的数据\n",
    "data=pda.DataFrame(wine['price'])\n",
    "data = data.dropna()\n",
    "print(data.describe())\n",
    "print(\"The NULL value num:\", data.isnull().sum())\n",
    "plt.xlim(0,200)\n",
    "data['price'].hist(alpha=0.5,bins=300).get_figure()\n",
    "plt.show()\n",
    "#qq图绘制\n",
    "stats.probplot(data['price'], dist=\"norm\", plot=plt)\n",
    "plt.show()\n",
    "#绘制盒图\n",
    "data.boxplot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "（2）、用最高频率值来填补缺失值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "众数:\n",
      " 0    20.0\n",
      "dtype: float64\n",
      "               price\n",
      "count  150930.000000\n",
      "mean       31.939966\n",
      "std        34.840211\n",
      "min         4.000000\n",
      "25%        16.000000\n",
      "50%        22.000000\n",
      "75%        38.000000\n",
      "max      2300.000000\n",
      "The NULL value num: price    0\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:877: RuntimeWarning: invalid value encountered in greater\n",
      "  return (self.a < x) & (x < self.b)\n",
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:877: RuntimeWarning: invalid value encountered in less\n",
      "  return (self.a < x) & (x < self.b)\n",
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:1831: RuntimeWarning: invalid value encountered in less_equal\n",
      "  cond2 = cond0 & (x <= self.a)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_price=pda.DataFrame(wine,columns=['price'])\n",
    "mode = data_price['price'].mode()\n",
    "print(\"众数:\\n\",mode)\n",
    "data_price2 = pda.DataFrame(wine,columns=['price'])\n",
    "data_price2['price'].fillna(mode[0], inplace=True)\n",
    "\n",
    "print(data_price2.describe())\n",
    "print(\"The NULL value num:\", data_price2.isnull().sum())\n",
    "#绘制直方图\n",
    "plt.xlim(0,200)\n",
    "data_price2['price'].hist(bins=300)\n",
    "data_price['price'].hist(bins=300)\n",
    "plt.legend(['new','old'])\n",
    "plt.show()\n",
    "#qq图绘制\n",
    "stats.probplot(data_price2['price'], dist=\"norm\", plot=plt)\n",
    "plt.show()\n",
    "stats.probplot(data_price['price'], dist=\"norm\", plot=plt)\n",
    "plt.show()\n",
    "#绘制盒图\n",
    "data_price2.boxplot(figsize=(6,25))\n",
    "plt.show()\n",
    "data_price.boxplot(figsize=(6,25))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "（3）、通过属性的相关关系来填补缺失值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n",
      "  \n",
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\ipykernel_launcher.py:7: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n",
      "  import sys\n",
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\ipykernel_launcher.py:10: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  # Remove the CWD from sys.path while we load stuff.\n"
     ]
    }
   ],
   "source": [
    "linreg = LinearRegression()\n",
    "data = wine.dropna(subset=['price'])\n",
    "y = data[['price']]\n",
    "data2 = wine[['price','points']]\n",
    "RFR = RandomForestRegressor(random_state=0, n_estimators=50, n_jobs=-1)\n",
    "known_price = data2[data2.price.notnull()].as_matrix()\n",
    "unknown_price = data2[data2.price.isnull()].as_matrix()\n",
    "y = known_price[:, :1]\n",
    "X = known_price[:, 1:]\n",
    "RFR.fit(X,y)\n",
    "predictedprice = RFR.predict(unknown_price[:, 1:])\n",
    "datasets = wine\n",
    "datasets.loc[(datasets.price.isnull()),'price'] = predictedprice"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "结果如下所示，从直方图可以看到，在很多数据段的数据均有所增加，但是数据段中心位置的区域预测的缺失值更多，这与我们用的回归方法和之前未缺失的数据分布有关，从数据的分布一致性来看，这样比采用众数的方法更好 QQ图的R=0.5063，更趋近于正态分布，这与预测方法相吻合 盒图未发现明显变化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAD8CAYAAACLrvgBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAHZxJREFUeJzt3X+QVOW95/H3R0TGFQU0EwuFXcaIU2LcoCRCVRadmCwiyV40qykhGzGacK/RVCzNVvCm9gpGq8zujam1YkxwRfGWkZgYIpWQeCm1Fy0j/khQRGQZZW6cwMUEhDAqRsx3/+hnvO3QM/PMzJnpHvy8qrr69Lef5/S3n2n6yznnOacVEZiZmeU4pNYJmJnZ8OGiYWZm2Vw0zMwsm4uGmZllc9EwM7NsLhpmZpbNRcPMzLK5aJiZWTYXDTMzy3ZorRPor7Fjx8aJJ55Y6zR69frrr3PEEUfUOo0eDYccwXkWzXkWa7jk+cwzz/wpIhr723/YFo1jjz2Wp59+utZp9KpUKtHS0lLrNHo0HHIE51k051ms4ZKnpH8ZSH/vnjIzs2wuGmZmls1Fw8zMsg3bYxpmZgPx9ttv097ezr59+wpZ35gxY9i0aVMh6ypCQ0MDEyZMYOTIkYWu10XDzN6X2tvbOfLII5k0aRKSBry+vXv3cuSRRxaQ2cBFBDt37qS9vZ2mpqZC1+3dU2b2vrRv3z6OOeaYQgpGvZHEMcccU9hWVCUXDTN73zoYC0anwXpvLhpmZpbNxzTMzIBJi35Z6Prabvp0oeurFy4a9O/DcrB+IMzMeuLdU2ZmNdLW1sbJJ5/Ml7/8ZU455RRmzZrFm2++yUsvvcTs2bOZNm0aM2fO5MUXX+Sdd97hhBNOICLYvXs3hxxyCGvXrgVg5syZtLa2DknO3tIA2hrm96PXnsLzMLP3ny1btnDvvfdy++2387nPfY7777+fO++8kx/84AdMnjyZdevW8ZWvfIWHH36Yk046iRdeeIGtW7cybdo0Hn30UaZPn057eztDdQFXFw0zsxpqampi6tSpAEybNo22tjYef/xxLrzwwnfbvPXWW0B5i2Lt2rVs3bqVa6+9lttvv52zzjqLj33sY0OWr3dPmZnV0KhRo95dHjFiBLt27WLs2LGsX7/+3VvnmeYzZ87k0Ucf5cknn2TOnDns3r2bUqnEmWeeOWT5umiYmdWRo446iqamJn7yk58A5bO7n332WQCmT5/O448/ziGHHEJDQwNTp07lhz/8ITNnzhyy/Lx7ysyMgc+ILPIyIvfccw+XX345N9xwA2+//TYXXXQRH/nIRxg1ahQTJ05kxowZQHnL49577+XUU08t5HVzuGiYmdXIpEmTeP755999/PWvf/3d5V//+tdV+zz66KPvLs+fP5/58/szkaf/vHvKzMyyuWiYmVk2Fw0zM8vmomFmZtl6LRqSGiQ9KelZSRslLUnxuyRtlbQ+3aamuCTdIqlV0nOSTq9Y1wJJW9JtQUV8mqQNqc8tOpivV2xmNozlzJ56Czg7IjokjQQek/Sr9Nx/j4ifdml/LjA53aYDtwHTJR0NXAd8FAjgGUmrIuK11GYh8ASwGpgN/AozM6srvRaNiAigIz0cmW7RQ5e5wN2p3xOSxkoaD7QAayJiF4CkNcBsSSXgqIj4TYrfDZyHi4aZDaXFYwbU/YAzNBb37/p0o0ePpqOj44D4JZdcwmc+8xkuuOCCfq23KFnnaUgaATwDnAjcGhHrJF0O3CjpH4CHgEUR8RZwPPBKRff2FOsp3l4lXi2PhZS3SGhsbKRUKuWk37vmJX3vk/naHR0dxeU5SIZDjuA8i/Z+z3PMmDHs3bv33cdF/7p35bqL6Pv222/z5ptv9mm9+/btK3zssopGRLwDTJU0Flgp6cPAtcC/AocBS4FvANcD1Y5HRD/i1fJYml6L5ubmaGlpyUm/d4vn9r3PvLz/RZRKJQrLc5AMhxzBeRbt/Z7npk2bCjuDu5qcdd98880sW7YMgC996UtcddVV7/aNCL761a/y8MMP09TURERw+OGH9ynnhoYGTjvttP69gW706YzwiNiddifNjoh/TOG3JN0JdJ7K2A5MrOg2AdiW4i1d4qUUn1ClvZnZQeuZZ57hzjvvZN26dUQE06dP56yzznr3+ZUrV7J582Y2bNjAjh07mDJlCpdeemkNMy7LmT3VmLYwkHQ48CngxXScgjTT6Tyg81z4VcDFaRbVDGBPRGwHHgRmSRonaRwwC3gwPbdX0oy0rouBB4p9m2Zm9eWxxx7j/PPP54gjjmD06NF89rOffc8lQtauXcu8efMYMWIExx13HGeffXYNs/03OVsa44Hl6bjGIcB9EfELSQ9LaqS8e2k98Hep/WpgDtAKvAF8ESAidkn6FvBUand950Fx4HLgLuBwygfAfRDczA5q5blCPavHsw963dKIiOci4rSI+I8R8eGIuD7Fz46IU1Psv0VER4pHRFwRER9Kzz9dsa5lEXFiut1ZEX86redDEXFl5IymmdkwduaZZ/Lzn/+cN954g9dff52VK1e+5xLnZ555JitWrOCdd95h+/btPPLIIzXM9t/4KrdmZtDvKbKd+npp9NNPP51LLrmEM844AygfCK88aH3++efz8MMPc+qpp3LSSSe953hHLblomJnVyNVXX83VV1/9nljnORqS+N73vleLtHrka0+ZmVk2Fw0zM8vmomFm71sH85ybwXpvLhpm9r7U0NDAzp07D8rCERHs3LmThoaGwtftA+Fm9r40YcIE2tvb+eMf/1jI+vbt2zcoX9L91dDQwIQJE3pv2EcuGmb2vjRy5EiampoKW1+pVCr8Ok/1yLunzMwsm4uGmZllc9EwM7NsLhpmZpbNRcPMzLK5aJiZWTYXDTMzy+aiYWZm2Vw0zMwsm4uGmZll67VoSGqQ9KSkZyVtlLQkxZskrZO0RdKPJR2W4qPS49b0/KSKdV2b4pslnVMRn51irZIWFf82zcysCDlbGm8BZ0fER4CpwGxJM4BvA9+NiMnAa8Blqf1lwGsRcSLw3dQOSVOAi4BTgNnA9yWNkDQCuBU4F5gCzEttzcyszvR6wcIoXze4Iz0cmW4BnA3MT/HlwGLgNmBuWgb4KfA9SUrxFRHxFrBVUitwRmrXGhEvA0hakdq+MJA3NtgmLfplVrtrTt3PJalt202fHsyUzMwGXdYxjbRFsB54FVgDvATsjoj9qUk7cHxaPh54BSA9vwc4pjLepU93cTMzqzNZl0aPiHeAqZLGAiuBk6s1S/fq5rnu4tUKV9VfRZG0EFgI0NjYSKlU6jnxXM1L+tzlmr/u770RcOzh5a0NoLh8C9bR0VG3uVVynsVynsUaLnkOVJ9+TyMidksqATOAsZIOTVsTE4BtqVk7MBFol3QoMAbYVRHvVNmnu3jX118KLAVobm6OlpaWvqTfvcVz+9zlkn0/ymp3zan7+c6G8jC3fb6lz68zFEqlEoWN5SBynsVynsUaLnkOVM7sqca0hYGkw4FPAZuAR4ALUrMFwANpeVV6THr+4XRcZBVwUZpd1QRMBp4EngImp9lYh1E+WL6qiDdnZmbFytnSGA8sT7OcDgHui4hfSHoBWCHpBuB3wB2p/R3AP6UD3bsoFwEiYqOk+ygf4N4PXJF2eyHpSuBBYASwLCI2FvYOzcysMDmzp54DDvgNwzTb6Ywq8X3Ahd2s60bgxirx1cDqjHzNzKyGfEa4mZllc9EwM7NsLhpmZpbNRcPMzLK5aJiZWTYXDTMzy+aiYWZm2Vw0zMwsm4uGmZllc9EwM7NsLhpmZpbNRcPMzLK5aJiZWTYXDTMzy+aiYWZm2Vw0zMwsm4uGmZlly/m5V6uirWF+VrvSIUtoa7guPdozeAmZmQ2BXrc0JE2U9IikTZI2Svpaii+W9AdJ69NtTkWfayW1Stos6ZyK+OwUa5W0qCLeJGmdpC2SfizpsKLfqJmZDVzO7qn9wDURcTIwA7hC0pT03HcjYmq6rQZIz10EnALMBr4vaYSkEcCtwLnAFGBexXq+ndY1GXgNuKyg92dmZgXqtWhExPaI+G1a3gtsAo7voctcYEVEvBURW4FW4Ix0a42IlyPiL8AKYK4kAWcDP039lwPn9fcNmZnZ4OnTgXBJk4DTgHUpdKWk5yQtkzQuxY4HXqno1p5i3cWPAXZHxP4ucTMzqzPZB8IljQbuB66KiD9Lug34FhDp/jvApYCqdA+qF6jooX21HBYCCwEaGxsplUq56feseUkx66miY9RxlDrXX1S+Bevo6ChuLAeR8yyW8yzWcMlzoLKKhqSRlAvGPRHxM4CI2FHx/O3AL9LDdmBiRfcJwLa0XC3+J2CspEPT1kZl+/eIiKXAUoDm5uZoaWnJSb93i+cWs54qSs1LaNmcZk/Nq8/ZU6VSicLGchA5z2I5z2INlzwHKmf2lIA7gE0RcXNFfHxFs/OB59PyKuAiSaMkNQGTgSeBp4DJaabUYZQPlq+KiAAeAS5I/RcADwzsbZmZ2WDI2dL4OPAFYIOk9Sn295RnP02lvCupDfhbgIjYKOk+4AXKM6+uiIh3ACRdCTwIjACWRcTGtL5vACsk3QD8jnKRMjOzOtNr0YiIx6h+3GF1D31uBG6sEl9drV9EvEx5dpWZmdUxX0bEzMyyuWiYmVk2Fw0zM8vmomFmZtlcNMzMLJuLhpmZZXPRMDOzbC4aZmaWzUXDzMyyuWiYmVk2Fw0zM8vmomFmZtlcNMzMLJuLhpmZZXPRMDOzbC4aZmaWzUXDzMyyuWiYmVk2Fw0zM8vWa9GQNFHSI5I2Sdoo6WspfrSkNZK2pPtxKS5Jt0hqlfScpNMr1rUgtd8iaUFFfJqkDanPLZKq/Sa5mZnVWM6Wxn7gmog4GZgBXCFpCrAIeCgiJgMPpccA5wKT020hcBuUiwxwHTAdOAO4rrPQpDYLK/rNHvhbMzOzovVaNCJie0T8Ni3vBTYBxwNzgeWp2XLgvLQ8F7g7yp4AxkoaD5wDrImIXRHxGrAGmJ2eOyoifhMRAdxdsS4zM6sjh/alsaRJwGnAOuDYiNgO5cIi6YOp2fHAKxXd2lOsp3h7lXi1119IeYuExsZGSqVSX9LvXvOSYtZTRceo4yh1rr+ofAvW0dFR3FgOIudZLOdZrOGS50BlFw1Jo4H7gasi4s89HHao9kT0I35gMGIpsBSgubk5Wlpaesk60+K5xaynilLzElo2X1d+MG/PoL3OQJRKJQoby0HkPIvlPIs1XPIcqKzZU5JGUi4Y90TEz1J4R9q1RLp/NcXbgYkV3ScA23qJT6gSNzOzOpMze0rAHcCmiLi54qlVQOcMqAXAAxXxi9MsqhnAnrQb60FglqRx6QD4LODB9NxeSTPSa11csS4zM6sjObunPg58AdggaX2K/T1wE3CfpMuA3wMXpudWA3OAVuAN4IsAEbFL0reAp1K76yNiV1q+HLgLOBz4VbqZmVmd6bVoRMRjVD/uAPDJKu0DuKKbdS0DllWJPw18uLdchrtJi37Z5z5tN316EDIxM+sfnxFuZmbZXDTMzCybi4aZmWVz0TAzs2wuGmZmls1Fw8zMsrlomJlZNhcNMzPL5qJhZmbZXDTMzCybi4aZmWVz0TAzs2wuGmZmls1Fw8zMsrlomJlZtuzfCLfa6OtvcPj3N8xsMLloDKG2hvl97jNp348GIRMzs/7x7ikzM8vWa9GQtEzSq5Ker4gtlvQHSevTbU7Fc9dKapW0WdI5FfHZKdYqaVFFvEnSOklbJP1Y0mFFvkEzMytOzpbGXcDsKvHvRsTUdFsNIGkKcBFwSurzfUkjJI0AbgXOBaYA81JbgG+ndU0GXgMuG8gbMjOzwdNr0YiItcCuzPXNBVZExFsRsRVoBc5It9aIeDki/gKsAOZKEnA28NPUfzlwXh/fg5mZDZGBHNO4UtJzaffVuBQ7Hnilok17inUXPwbYHRH7u8TNzKwO9Xf21G3At4BI998BLgVUpW1QvThFD+2rkrQQWAjQ2NhIqVTqU9Ldal5SzHqq6Bh1HKUBrP+av+7vvVGF/oxJR0dHcWM5iJxnsZxnsYZLngPVr6IRETs6lyXdDvwiPWwHJlY0nQBsS8vV4n8Cxko6NG1tVLav9rpLgaUAzc3N0dLS0p/0D7R4bjHrqaLUvISWzdf1u/8lfZxy2/b5lj6/RqlUorCxHETOs1jOs1jDJc+B6lfRkDQ+Iranh+cDnTOrVgE/knQzcBwwGXiS8hbFZElNwB8oHyyfHxEh6RHgAsrHORYAD/T3zRyM+n5ux55BycPMDDKKhqR7gRbgA5LageuAFklTKe9KagP+FiAiNkq6D3gB2A9cERHvpPVcCTwIjACWRcTG9BLfAFZIugH4HXBHYe/OzMwK1WvRiIh5VcLdfrFHxI3AjVXiq4HVVeIvU55dZWZmdc5nhJuZWTYXDTMzy+aiYWZm2Q6+q9wuHlPrDMzMDlre0jAzs2wuGmZmls1Fw8zMsrlomJlZNhcNMzPL5qJhZmbZXDTMzCybi4aZmWVz0TAzs2wuGmZmls1Fw8zMsrlomJlZNhcNMzPL5qJhZmbZei0akpZJelXS8xWxoyWtkbQl3Y9LcUm6RVKrpOcknV7RZ0Fqv0XSgor4NEkbUp9bJKnoN2lmZsXI2dK4C5jdJbYIeCgiJgMPpccA5wKT020hcBuUiwxwHTCd8u+BX9dZaFKbhRX9ur6WmZnViV6LRkSsBXZ1Cc8Flqfl5cB5FfG7o+wJYKyk8cA5wJqI2BURrwFrgNnpuaMi4jcREcDdFesyM7M6099jGsdGxHaAdP/BFD8eeKWiXXuK9RRvrxI3M7M6VPTPvVY7HhH9iFdfubSQ8q4sGhsbKZVKBzZqXpKR5tDpGHUcpaHMqdqY9KKjo6P6WNYZ51ks51ms4ZLnQPW3aOyQND4itqddTK+meDswsaLdBGBbird0iZdSfEKV9lVFxFJgKUBzc3O0tLQc2Gjx3D69kcFWal5Cy+brhu4F5+3pc5dSqUTVsawzzrNYzrNYwyXPgerv7qlVQOcMqAXAAxXxi9MsqhnAnrT76kFglqRx6QD4LODB9NxeSTPSrKmLK9ZlZmZ1ptctDUn3Ut5K+ICkdsqzoG4C7pN0GfB74MLUfDUwB2gF3gC+CBARuyR9C3gqtbs+IjoPrl9OeYbW4cCv0s3MzOpQr0UjIuZ189Qnq7QN4Ipu1rMMWFYl/jTw4d7yMDOz2vMZ4WZmls1Fw8zMsrlomJlZNhcNMzPL5qJhZmbZij4j3Gps0qJf9rnPXbOPGIRMzOxg5KJhbPjDHi7pY7Fpu+nTg5SNmdUz754yM7NsLhpmZpbNRcPMzLK5aJiZWTYXDTMzy+bZU8aph2ylraGvv/nR99/tMLPhz0XjINPWML/PfUrU168dmln98u4pMzPL5qJhZmbZXDTMzCybi4aZmWVz0TAzs2wDKhqS2iRtkLRe0tMpdrSkNZK2pPtxKS5Jt0hqlfScpNMr1rMgtd8iacHA3pKZmQ2WIrY0PhERUyPio+nxIuChiJgMPJQeA5wLTE63hcBtUC4ywHXAdOAM4LrOQmNmZvVlMHZPzQWWp+XlwHkV8buj7AlgrKTxwDnAmojYFRGvAWuA2YOQl5mZDZAiov+dpa3Aa0AAP4yIpZJ2R8TYijavRcQ4Sb8AboqIx1L8IeAbQAvQEBE3pPj/AN6MiH+s8noLKW+l0NjYOO2+++47MKnt6/v9fgZDx6jjGP3Wtlqn0aN+5Th+6uAk04OOjg5Gjx495K/bV86zWM6zWJ/4xCeeqdgz1GcDPSP84xGxTdIHgTWSXuyhrarEoof4gcGIpcBSgObm5mhpaTmw0eK5vaQ8tErNS2jZ3NdLdAytfuU4b+gvI1Iqlaj6N68zzrNYzrO+DKhoRMS2dP+qpJWUj0nskDQ+Iran3U+vpubtwMSK7hOAbSne0iVeGkheNgQWj+lHH1+vymy46/cxDUlHSDqycxmYBTwPrAI6Z0AtAB5Iy6uAi9MsqhnAnojYDjwIzJI0Lh0An5ViZmZWZwaypXEssFJS53p+FBG/lvQUcJ+ky4DfAxem9quBOUAr8AbwRYCI2CXpW8BTqd31EbFrAHmZmdkg6XfRiIiXgY9Uie8EPlklHsAV3axrGbCsv7mYmdnQ8BnhZmaWzUXDzMyyuWiYmVk2Fw0zM8vmomFmZtlcNMzMLJuLhpmZZRvotafMsk1a9Ms+92lrmP9vD5qX5F1bzJcrMRs03tIwM7NsLhpmZpbNRcPMzLK5aJiZWTYfCLch856D2mY2LHlLw8zMsnlLww46fZ3a23bTpwcpE7ODj4uGmX+61iybi4YddHzsxGzwuGiY9UdPWyfdnbnurRM7CNRN0ZA0G/jfwAjg/0TETTVOyaxQ/bqMSn+Ot+Tubussbi5m1gd1UTQkjQBuBf4z0A48JWlVRLxQ28zMitO/3Wb+Qrf6UhdFAzgDaI2IlwEkrQDmAi4aZoNswBeSzNWfLZrFY/IvVDmQ17Fs9VI0jgdeqXjcDkyvUS5m9aM/M7v6aMgmDgzBexnS1+mqt+LW36JZZxQRtc4BSRcC50TEl9LjLwBnRMRXu7RbCCxMDz8MPD+kifbPB4A/1TqJXgyHHMF5Fs15Fmu45NkcEUf2t3O9bGm0AxMrHk8AtnVtFBFLgaUAkp6OiI8OTXr9NxzyHA45gvMsmvMs1nDKcyD96+UyIk8BkyU1SToMuAhYVeOczMysi7rY0oiI/ZKuBB6kPOV2WURsrHFaZmbWRV0UDYCIWA2s7kOXpYOVS8GGQ57DIUdwnkVznsV6X+RZFwfCzcxseKiXYxpmZjYMDLuiIWm2pM2SWiUtqnU+nSRNlPSIpE2SNkr6WoovlvQHSevTbU4d5NomaUPK5+kUO1rSGklb0v24GufYXDFm6yX9WdJV9TCekpZJelXS8xWxquOnslvS5/U5SafXOM//JenFlMtKSWNTfJKkNyvG9Qc1zLHbv7Gka9NYbpZ0zlDk2EOeP67IsU3S+hSvyVim1+7ue6i4z2dEDJsb5YPkLwEnAIcBzwJTap1Xym08cHpaPhL4f8AUYDHw9Vrn1yXXNuADXWL/E1iUlhcB3651nl3+7v8K/Id6GE/gTOB04Pnexg+YA/wKEDADWFfjPGcBh6blb1fkOamyXY1zrPo3Tv+engVGAU3pu2BErfLs8vx3gH+o5Vim1+7ue6iwz+dw29J493IjEfEXoPNyIzUXEdsj4rdpeS+wifKZ7sPFXGB5Wl4OnFfDXLr6JPBSRPxLrRMBiIi1wK4u4e7Gby5wd5Q9AYyVNL5WeUbEP0fE/vTwCcrnRNVMN2PZnbnAioh4KyK2Aq2UvxMGXU95ShLwOeDeocilJz18DxX2+RxuRaPa5Ubq7otZ0iTgNGBdCl2ZNv2W1Xq3TxLAP0t6RuWz7AGOjYjtUP7gAR+sWXYHuoj3/oOst/GE7sevnj+zl1L+X2anJkm/k/R/Jc2sVVJJtb9xvY7lTGBHRGypiNV8LLt8DxX2+RxuRUNVYnU1/UvSaOB+4KqI+DNwG/AhYCqwnfJmbK19PCJOB84FrpB0Zq0T6o7KJ3v+DfCTFKrH8exJXX5mJX0T2A/ck0LbgX8fEacBVwM/knRUjdLr7m9cl2MJzOO9/6mp+VhW+R7qtmmVWI9jOtyKRtblRmpF0kjKf6h7IuJnABGxIyLeiYi/ArczRJvTPYmIben+VWAl5Zx2dG6WpvtXa5fhe5wL/DYidkB9jmfS3fjV3WdW0gLgM8DnI+3YTrt8dqblZygfLzipFvn18Deux7E8FPgs8OPOWK3Hstr3EAV+Podb0ajby42k/Zp3AJsi4uaKeOX+wfOp8UUWJR0h6cjOZcoHRp+nPI4LUrMFwAO1yfAA7/lfXL2NZ4Xuxm8VcHGapTID2NO5m6AWVP6xs28AfxMRb1TEG1X+XRsknQBMBl6uUY7d/Y1XARdJGiWpiXKOTw51fl18CngxIto7A7Ucy+6+hyjy81mLI/wDnB0wh/KMgJeAb9Y6n4q8/hPlzbrngPXpNgf4J2BDiq8Cxtc4zxMoz0B5FtjYOYbAMcBDwJZ0f3QdjOm/A3YCYypiNR9PykVsO/A25f+pXdbd+FHe/L81fV43AB+tcZ6tlPdhd35Gf5Da/tf0eXgW+C3wX2qYY7d/Y+CbaSw3A+fWcixT/C7g77q0rclYptfu7nuosM+nzwg3M7Nsw233lJmZ1ZCLhpmZZXPRMDOzbC4aZmaWzUXDzMyyuWiYmVk2Fw0zM8vmomFmZtn+P9Q+9OSCV42RAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:877: RuntimeWarning: invalid value encountered in greater\n",
      "  return (self.a < x) & (x < self.b)\n",
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:877: RuntimeWarning: invalid value encountered in less\n",
      "  return (self.a < x) & (x < self.b)\n",
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:1831: RuntimeWarning: invalid value encountered in less_equal\n",
      "  cond2 = cond0 & (x <= self.a)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_price3= pda.DataFrame(datasets,columns=['price'])\n",
    "plt.xlim(0,200)\n",
    "data_price3['price'].hist(bins=300)\n",
    "data_price['price'].hist(bins=300)\n",
    "plt.legend(['new','old'])\n",
    "plt.show()\n",
    "stats.probplot(data_price3['price'], dist=\"norm\", plot=plt)\n",
    "plt.show()\n",
    "stats.probplot(data_price['price'], dist=\"norm\", plot=plt)\n",
    "plt.show()\n",
    "data_price3.boxplot(figsize=(6,25))\n",
    "plt.show()\n",
    "data_price.boxplot(figsize=(6,25))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(4)、通过数据对象之间的相似性来填补缺失值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\ipykernel_launcher.py:6: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n",
      "  \n",
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\ipykernel_launcher.py:9: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n",
      "  if __name__ == '__main__':\n"
     ]
    }
   ],
   "source": [
    "cty = wine[['country','price','points']]\n",
    "ans1=cty.sort_values([\"points\",\"country\"],inplace=False,ascending=True)\n",
    "ans2=ans1\n",
    "while len(ans1)!=len(ans1.dropna()):\n",
    "    ans1=ans1.fillna(method=\"bfill\")\n",
    "ans11= ans1['price'].as_matrix()\n",
    "while len(ans2)!=len(ans2.dropna()):\n",
    "    ans2=ans2.fillna(method='ffill')\n",
    "ans22= ans2['price'].as_matrix()\n",
    "ans3=(ans22+ans11)/2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "结果如下所示，从直方图可以看到，在很多数据段的数据均有所增加，但是数据段中心位置的区域预测的缺失值更多，也从一定程度上说明了位于中间段，即20-30的price的缺失值较多 QQ图的R=0.5062，更趋近于正态分布，与回归方法相似 盒图未发现明显变化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:877: RuntimeWarning: invalid value encountered in greater\n",
      "  return (self.a < x) & (x < self.b)\n",
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:877: RuntimeWarning: invalid value encountered in less\n",
      "  return (self.a < x) & (x < self.b)\n",
      "c:\\users\\double\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\scipy\\stats\\_distn_infrastructure.py:1831: RuntimeWarning: invalid value encountered in less_equal\n",
      "  cond2 = cond0 & (x <= self.a)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cty['price']=pda.DataFrame(ans3)\n",
    "d=pda.DataFrame(cty,columns=['price'])\n",
    "plt.xlim(0,200)\n",
    "d['price'].hist(bins=300)\n",
    "data_price['price'].hist(bins=300)\n",
    "plt.legend(['new','old'])\n",
    "plt.show()\n",
    "stats.probplot(d['price'], dist=\"norm\", plot=plt)\n",
    "plt.show()\n",
    "stats.probplot(data_price['price'], dist=\"norm\", plot=plt)\n",
    "plt.show()\n",
    "d.boxplot(figsize=(6,25))\n",
    "plt.show()\n",
    "data_price.boxplot(figsize=(6,25))\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}