Part_2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Lets find wines in our price point!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>description</th>\n",
       "      <th>designation</th>\n",
       "      <th>points</th>\n",
       "      <th>price</th>\n",
       "      <th>province</th>\n",
       "      <th>region_1</th>\n",
       "      <th>region_2</th>\n",
       "      <th>taster_name</th>\n",
       "      <th>taster_twitter_handle</th>\n",
       "      <th>title</th>\n",
       "      <th>variety</th>\n",
       "      <th>winery</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Aromas include tropical fruit, broom, brimston...</td>\n",
       "      <td>Vulkà Bianco</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Etna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Nicosia 2013 Vulkà Bianco  (Etna)</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Nicosia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>This is ripe and fruity, a wine that is smooth...</td>\n",
       "      <td>Avidagos</td>\n",
       "      <td>87</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Douro</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Quinta dos Avidagos 2011 Avidagos Red (Douro)</td>\n",
       "      <td>Portuguese Red</td>\n",
       "      <td>Quinta dos Avidagos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>US</td>\n",
       "      <td>Tart and snappy, the flavors of lime flesh and...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>14.0</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Rainstorm 2013 Pinot Gris (Willamette Valley)</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Rainstorm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>US</td>\n",
       "      <td>Pineapple rind, lemon pith and orange blossom ...</td>\n",
       "      <td>Reserve Late Harvest</td>\n",
       "      <td>87</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>Lake Michigan Shore</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alexander Peartree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>St. Julian 2013 Reserve Late Harvest Riesling ...</td>\n",
       "      <td>Riesling</td>\n",
       "      <td>St. Julian</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>US</td>\n",
       "      <td>Much like the regular bottling from 2012, this...</td>\n",
       "      <td>Vintner's Reserve Wild Child Block</td>\n",
       "      <td>87</td>\n",
       "      <td>65.0</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Sweet Cheeks 2012 Vintner's Reserve Wild Child...</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Sweet Cheeks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Blackberry and raspberry aromas show a typical...</td>\n",
       "      <td>Ars In Vitro</td>\n",
       "      <td>87</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Northern Spain</td>\n",
       "      <td>Navarra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Tandem 2011 Ars In Vitro Tempranillo-Merlot (N...</td>\n",
       "      <td>Tempranillo-Merlot</td>\n",
       "      <td>Tandem</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Here's a bright, informal red that opens with ...</td>\n",
       "      <td>Belsito</td>\n",
       "      <td>87</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Vittoria</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Terre di Giurfo 2013 Belsito Frappato (Vittoria)</td>\n",
       "      <td>Frappato</td>\n",
       "      <td>Terre di Giurfo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>France</td>\n",
       "      <td>This dry and restrained wine offers spice in p...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>24.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Trimbach 2012 Gewurztraminer (Alsace)</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Trimbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Savory dried thyme notes accent sunnier flavor...</td>\n",
       "      <td>Shine</td>\n",
       "      <td>87</td>\n",
       "      <td>12.0</td>\n",
       "      <td>Rheinhessen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anna Lee C. Iijima</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Heinz Eifel 2013 Shine Gewürztraminer (Rheinhe...</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Heinz Eifel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>France</td>\n",
       "      <td>This has great depth of flavor with its fresh ...</td>\n",
       "      <td>Les Natures</td>\n",
       "      <td>87</td>\n",
       "      <td>27.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Jean-Baptiste Adam 2012 Les Natures Pinot Gris...</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Jean-Baptiste Adam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>US</td>\n",
       "      <td>Soft, supple plum envelopes an oaky structure ...</td>\n",
       "      <td>Mountain Cuvée</td>\n",
       "      <td>87</td>\n",
       "      <td>19.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Napa Valley</td>\n",
       "      <td>Napa</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Kirkland Signature 2011 Mountain Cuvée Caberne...</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Kirkland Signature</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>France</td>\n",
       "      <td>This is a dry wine, very spicy, with a tight, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Leon Beyer 2012 Gewurztraminer (Alsace)</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Leon Beyer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>US</td>\n",
       "      <td>Slightly reduced, this wine offers a chalky, t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>34.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Alexander Valley</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Louis M. Martini 2012 Cabernet Sauvignon (Alex...</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Louis M. Martini</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Italy</td>\n",
       "      <td>This is dominated by oak and oak-driven aromas...</td>\n",
       "      <td>Rosso</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Etna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Masseria Setteporte 2012 Rosso  (Etna)</td>\n",
       "      <td>Nerello Mascalese</td>\n",
       "      <td>Masseria Setteporte</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>US</td>\n",
       "      <td>Building on 150 years and six generations of w...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>12.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Central Coast</td>\n",
       "      <td>Central Coast</td>\n",
       "      <td>Matt Kettmann</td>\n",
       "      <td>@mattkettmann</td>\n",
       "      <td>Mirassou 2012 Chardonnay (Central Coast)</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Mirassou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Zesty orange peels and apple notes abound in t...</td>\n",
       "      <td>Devon</td>\n",
       "      <td>87</td>\n",
       "      <td>24.0</td>\n",
       "      <td>Mosel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anna Lee C. Iijima</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Richard Böcking 2013 Devon Riesling (Mosel)</td>\n",
       "      <td>Riesling</td>\n",
       "      <td>Richard Böcking</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Argentina</td>\n",
       "      <td>Baked plum, molasses, balsamic vinegar and che...</td>\n",
       "      <td>Felix</td>\n",
       "      <td>87</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>Cafayate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Felix Lavaque 2010 Felix Malbec (Cafayate)</td>\n",
       "      <td>Malbec</td>\n",
       "      <td>Felix Lavaque</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Argentina</td>\n",
       "      <td>Raw black-cherry aromas are direct and simple ...</td>\n",
       "      <td>Winemaker Selection</td>\n",
       "      <td>87</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Mendoza Province</td>\n",
       "      <td>Mendoza</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Gaucho Andino 2011 Winemaker Selection Malbec ...</td>\n",
       "      <td>Malbec</td>\n",
       "      <td>Gaucho Andino</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Desiccated blackberry, leather, charred wood a...</td>\n",
       "      <td>Vendimia Seleccionada Finca Valdelayegua Singl...</td>\n",
       "      <td>87</td>\n",
       "      <td>28.0</td>\n",
       "      <td>Northern Spain</td>\n",
       "      <td>Ribera del Duero</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Pradorey 2010 Vendimia Seleccionada Finca Vald...</td>\n",
       "      <td>Tempranillo Blend</td>\n",
       "      <td>Pradorey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>US</td>\n",
       "      <td>Red fruit aromas pervade on the nose, with cig...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>32.0</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alexander Peartree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Quiévremont 2012 Meritage (Virginia)</td>\n",
       "      <td>Meritage</td>\n",
       "      <td>Quiévremont</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>US</td>\n",
       "      <td>Ripe aromas of dark berries mingle with ample ...</td>\n",
       "      <td>Vin de Maison</td>\n",
       "      <td>87</td>\n",
       "      <td>23.0</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alexander Peartree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Quiévremont 2012 Vin de Maison Red (Virginia)</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Quiévremont</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>US</td>\n",
       "      <td>A sleek mix of tart berry, stem and herb, alon...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Oregon Other</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Acrobat 2013 Pinot Noir (Oregon)</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Acrobat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Delicate aromas recall white flower and citrus...</td>\n",
       "      <td>Ficiligno</td>\n",
       "      <td>87</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Baglio di Pianetto 2007 Ficiligno White (Sicilia)</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Baglio di Pianetto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>US</td>\n",
       "      <td>This wine from the Geneseo district offers aro...</td>\n",
       "      <td>Signature Selection</td>\n",
       "      <td>87</td>\n",
       "      <td>22.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Paso Robles</td>\n",
       "      <td>Central Coast</td>\n",
       "      <td>Matt Kettmann</td>\n",
       "      <td>@mattkettmann</td>\n",
       "      <td>Bianchi 2011 Signature Selection Merlot (Paso ...</td>\n",
       "      <td>Merlot</td>\n",
       "      <td>Bianchi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Aromas of prune, blackcurrant, toast and oak c...</td>\n",
       "      <td>Aynat</td>\n",
       "      <td>87</td>\n",
       "      <td>35.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Canicattì 2009 Aynat Nero d'Avola (Sicilia)</td>\n",
       "      <td>Nero d'Avola</td>\n",
       "      <td>Canicattì</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>US</td>\n",
       "      <td>Oak and earth intermingle around robust aromas...</td>\n",
       "      <td>King Ridge Vineyard</td>\n",
       "      <td>87</td>\n",
       "      <td>69.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Sonoma Coast</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Castello di Amorosa 2011 King Ridge Vineyard P...</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Castello di Amorosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Pretty aromas of yellow flower and stone fruit...</td>\n",
       "      <td>Dalila</td>\n",
       "      <td>87</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Terre Siciliane</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Stemmari 2013 Dalila White (Terre Siciliane)</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Stemmari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Aromas recall ripe dark berry, toast and a whi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Terre Siciliane</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Stemmari 2013 Nero d'Avola (Terre Siciliane)</td>\n",
       "      <td>Nero d'Avola</td>\n",
       "      <td>Stemmari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Aromas suggest mature berry, scorched earth, a...</td>\n",
       "      <td>Mascaria Barricato</td>\n",
       "      <td>87</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Cerasuolo di Vittoria</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Terre di Giurfo 2011 Mascaria Barricato  (Cera...</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Terre di Giurfo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>US</td>\n",
       "      <td>Clarksburg is becoming a haven for Chenin Blan...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86</td>\n",
       "      <td>16.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Clarksburg</td>\n",
       "      <td>Central Valley</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Clarksburg Wine Company 2010 Chenin Blanc (Cla...</td>\n",
       "      <td>Chenin Blanc</td>\n",
       "      <td>Clarksburg Wine Company</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129941</th>\n",
       "      <td>US</td>\n",
       "      <td>A Chardonnay with an unusual companion, 8% Sém...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>20.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Mendocino County</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Apriori 2013 Chardonnay (Mendocino County)</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Apriori</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129942</th>\n",
       "      <td>US</td>\n",
       "      <td>This is classic in herbaceous aromas and flavo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>35.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Sonoma County</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Arrowood 2010 Cabernet Sauvignon (Sonoma County)</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Arrowood</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129943</th>\n",
       "      <td>Italy</td>\n",
       "      <td>A blend of Nero d'Avola and Syrah, this convey...</td>\n",
       "      <td>Adènzia</td>\n",
       "      <td>90</td>\n",
       "      <td>29.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Baglio del Cristo di Campobello 2012 Adènzia R...</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Baglio del Cristo di Campobello</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129944</th>\n",
       "      <td>Israel</td>\n",
       "      <td>Deep garnet in the glass, this has a nose of b...</td>\n",
       "      <td>Special Reserve Winemakers' Choice</td>\n",
       "      <td>90</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Galilee</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mike DeSimone</td>\n",
       "      <td>@worldwineguys</td>\n",
       "      <td>Barkan 2011 Special Reserve Winemakers' Choice...</td>\n",
       "      <td>Shiraz</td>\n",
       "      <td>Barkan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129945</th>\n",
       "      <td>US</td>\n",
       "      <td>Hailing from one of the more popular vineyards...</td>\n",
       "      <td>Jurassic Park Vineyard Old Vines</td>\n",
       "      <td>90</td>\n",
       "      <td>20.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Santa Ynez Valley</td>\n",
       "      <td>Central Coast</td>\n",
       "      <td>Matt Kettmann</td>\n",
       "      <td>@mattkettmann</td>\n",
       "      <td>Birichino 2013 Jurassic Park Vineyard Old Vine...</td>\n",
       "      <td>Chenin Blanc</td>\n",
       "      <td>Birichino</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129946</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Plump, clingy peach and honey notes are cut wi...</td>\n",
       "      <td>Dom</td>\n",
       "      <td>90</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Mosel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anna Lee C. Iijima</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bischöfliche Weingüter Trier 2013 Dom Riesling...</td>\n",
       "      <td>Riesling</td>\n",
       "      <td>Bischöfliche Weingüter Trier</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129947</th>\n",
       "      <td>Italy</td>\n",
       "      <td>A blend of 65% Cabernet Sauvignon, 30% Merlot ...</td>\n",
       "      <td>Symposio</td>\n",
       "      <td>90</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Terre Siciliane</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Feudo Principi di Butera 2012 Symposio Red (Te...</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Feudo Principi di Butera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129948</th>\n",
       "      <td>Argentina</td>\n",
       "      <td>Raspberry and cassis aromas are fresh and upri...</td>\n",
       "      <td>Pedernal</td>\n",
       "      <td>90</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>San Juan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Finca Las Moras 2010 Pedernal Malbec (San Juan)</td>\n",
       "      <td>Malbec</td>\n",
       "      <td>Finca Las Moras</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129949</th>\n",
       "      <td>US</td>\n",
       "      <td>There's no bones about the use of oak in this ...</td>\n",
       "      <td>Barrel Fermented</td>\n",
       "      <td>90</td>\n",
       "      <td>35.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Napa Valley</td>\n",
       "      <td>Napa</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Flora Springs 2013 Barrel Fermented Chardonnay...</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Flora Springs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129950</th>\n",
       "      <td>US</td>\n",
       "      <td>This opens with herbaceous dollops of thyme an...</td>\n",
       "      <td>Blocks 7 &amp; 22</td>\n",
       "      <td>90</td>\n",
       "      <td>35.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Napa Valley</td>\n",
       "      <td>Napa</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Hendry 2012 Blocks 7 &amp; 22 Zinfandel (Napa Valley)</td>\n",
       "      <td>Zinfandel</td>\n",
       "      <td>Hendry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129951</th>\n",
       "      <td>France</td>\n",
       "      <td>Hugely spicy this rich wine is described as sw...</td>\n",
       "      <td>Holder</td>\n",
       "      <td>90</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Henri Schoenheitz 2012 Holder Gewurztraminer (...</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Henri Schoenheitz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129952</th>\n",
       "      <td>US</td>\n",
       "      <td>This Zinfandel from the eastern section of Nap...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>22.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Chiles Valley</td>\n",
       "      <td>Napa</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Houdini 2011 Zinfandel (Chiles Valley)</td>\n",
       "      <td>Zinfandel</td>\n",
       "      <td>Houdini</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129953</th>\n",
       "      <td>New Zealand</td>\n",
       "      <td>Roughly two-thirds Cabernet and one-third Merl...</td>\n",
       "      <td>Elspeth</td>\n",
       "      <td>90</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Hawke's Bay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Czerwinski</td>\n",
       "      <td>@JoeCz</td>\n",
       "      <td>Mills Reef 2011 Elspeth Cabernet Merlot (Hawke...</td>\n",
       "      <td>Cabernet Merlot</td>\n",
       "      <td>Mills Reef</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129954</th>\n",
       "      <td>New Zealand</td>\n",
       "      <td>One of the more characterful Pinot Gris for th...</td>\n",
       "      <td>Single Estate</td>\n",
       "      <td>90</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Marlborough</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Czerwinski</td>\n",
       "      <td>@JoeCz</td>\n",
       "      <td>Ara 2013 Single Estate Pinot Gris (Marlborough)</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Ara</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129955</th>\n",
       "      <td>New Zealand</td>\n",
       "      <td>Like Dog Point's 2011 Chardonnay, this wine is...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>40.0</td>\n",
       "      <td>Marlborough</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Czerwinski</td>\n",
       "      <td>@JoeCz</td>\n",
       "      <td>Dog Point 2012 Chardonnay (Marlborough)</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Dog Point</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129956</th>\n",
       "      <td>New Zealand</td>\n",
       "      <td>The blend is 44% Merlot, 33% Cabernet Sauvigno...</td>\n",
       "      <td>Gimblett Gravels Merlot-Cabernet Sauvignon-Malbec</td>\n",
       "      <td>90</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Hawke's Bay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Czerwinski</td>\n",
       "      <td>@JoeCz</td>\n",
       "      <td>Esk Valley 2011 Gimblett Gravels Merlot-Cabern...</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Esk Valley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129957</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Lightly baked berry aromas vie for attention w...</td>\n",
       "      <td>Crianza</td>\n",
       "      <td>90</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Northern Spain</td>\n",
       "      <td>Rioja</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Viñedos Real Rubio 2010 Crianza  (Rioja)</td>\n",
       "      <td>Tempranillo Blend</td>\n",
       "      <td>Viñedos Real Rubio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129958</th>\n",
       "      <td>New Zealand</td>\n",
       "      <td>This blend of Cabernet Sauvignon-Merlot and Ca...</td>\n",
       "      <td>Irongate</td>\n",
       "      <td>90</td>\n",
       "      <td>35.0</td>\n",
       "      <td>Hawke's Bay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Czerwinski</td>\n",
       "      <td>@JoeCz</td>\n",
       "      <td>Babich 2010 Irongate Red (Hawke's Bay)</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Babich</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129959</th>\n",
       "      <td>France</td>\n",
       "      <td>The granite soil of the Brand Grand Cru vineya...</td>\n",
       "      <td>Brand Grand Cru</td>\n",
       "      <td>90</td>\n",
       "      <td>57.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Cave de Turckheim 2010 Brand Grand Cru Pinot G...</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Cave de Turckheim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129960</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>Fresh and fruity, this is full of red cherry f...</td>\n",
       "      <td>Vértice</td>\n",
       "      <td>90</td>\n",
       "      <td>48.0</td>\n",
       "      <td>Douro</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Caves Transmontanas 2006 Vértice Pinot Noir (D...</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Caves Transmontanas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129961</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Intense aromas of wild cherry, baking spice, t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>COS 2013 Frappato (Sicilia)</td>\n",
       "      <td>Frappato</td>\n",
       "      <td>COS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129962</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Blackberry, cassis, grilled herb and toasted a...</td>\n",
       "      <td>Sàgana Tenuta San Giacomo</td>\n",
       "      <td>90</td>\n",
       "      <td>40.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Cusumano 2012 Sàgana Tenuta San Giacomo Nero d...</td>\n",
       "      <td>Nero d'Avola</td>\n",
       "      <td>Cusumano</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129963</th>\n",
       "      <td>Israel</td>\n",
       "      <td>A bouquet of black cherry, tart cranberry and ...</td>\n",
       "      <td>Oak Aged</td>\n",
       "      <td>90</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Galilee</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mike DeSimone</td>\n",
       "      <td>@worldwineguys</td>\n",
       "      <td>Dalton 2012 Oak Aged Cabernet Sauvignon (Galilee)</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Dalton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129964</th>\n",
       "      <td>France</td>\n",
       "      <td>Initially quite muted, this wine slowly develo...</td>\n",
       "      <td>Domaine Saint-Rémy Herrenweg</td>\n",
       "      <td>90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine Ehrhart 2013 Domaine Saint-Rémy Herren...</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Domaine Ehrhart</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129965</th>\n",
       "      <td>France</td>\n",
       "      <td>While it's rich, this beautiful dry wine also ...</td>\n",
       "      <td>Seppi Landmann Vallée Noble</td>\n",
       "      <td>90</td>\n",
       "      <td>28.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine Rieflé-Landmann 2013 Seppi Landmann Va...</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Domaine Rieflé-Landmann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129966</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Notes of honeysuckle and cantaloupe sweeten th...</td>\n",
       "      <td>Brauneberger Juffer-Sonnenuhr Spätlese</td>\n",
       "      <td>90</td>\n",
       "      <td>28.0</td>\n",
       "      <td>Mosel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anna Lee C. Iijima</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dr. H. Thanisch (Erben Müller-Burggraef) 2013 ...</td>\n",
       "      <td>Riesling</td>\n",
       "      <td>Dr. H. Thanisch (Erben Müller-Burggraef)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129967</th>\n",
       "      <td>US</td>\n",
       "      <td>Citation is given as much as a decade of bottl...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>75.0</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Oregon Other</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Citation 2004 Pinot Noir (Oregon)</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Citation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129968</th>\n",
       "      <td>France</td>\n",
       "      <td>Well-drained gravel soil gives this wine its c...</td>\n",
       "      <td>Kritt</td>\n",
       "      <td>90</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine Gresser 2013 Kritt Gewurztraminer (Als...</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Domaine Gresser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129969</th>\n",
       "      <td>France</td>\n",
       "      <td>A dry style of Pinot Gris, this is crisp with ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>32.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine Marcel Deiss 2012 Pinot Gris (Alsace)</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Domaine Marcel Deiss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129970</th>\n",
       "      <td>France</td>\n",
       "      <td>Big, rich and off-dry, this is powered by inte...</td>\n",
       "      <td>Lieu-dit Harth Cuvée Caroline</td>\n",
       "      <td>90</td>\n",
       "      <td>21.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine Schoffit 2012 Lieu-dit Harth Cuvée Car...</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Domaine Schoffit</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>129971 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            country                                        description  \\\n",
       "0             Italy  Aromas include tropical fruit, broom, brimston...   \n",
       "1          Portugal  This is ripe and fruity, a wine that is smooth...   \n",
       "2                US  Tart and snappy, the flavors of lime flesh and...   \n",
       "3                US  Pineapple rind, lemon pith and orange blossom ...   \n",
       "4                US  Much like the regular bottling from 2012, this...   \n",
       "5             Spain  Blackberry and raspberry aromas show a typical...   \n",
       "6             Italy  Here's a bright, informal red that opens with ...   \n",
       "7            France  This dry and restrained wine offers spice in p...   \n",
       "8           Germany  Savory dried thyme notes accent sunnier flavor...   \n",
       "9            France  This has great depth of flavor with its fresh ...   \n",
       "10               US  Soft, supple plum envelopes an oaky structure ...   \n",
       "11           France  This is a dry wine, very spicy, with a tight, ...   \n",
       "12               US  Slightly reduced, this wine offers a chalky, t...   \n",
       "13            Italy  This is dominated by oak and oak-driven aromas...   \n",
       "14               US  Building on 150 years and six generations of w...   \n",
       "15          Germany  Zesty orange peels and apple notes abound in t...   \n",
       "16        Argentina  Baked plum, molasses, balsamic vinegar and che...   \n",
       "17        Argentina  Raw black-cherry aromas are direct and simple ...   \n",
       "18            Spain  Desiccated blackberry, leather, charred wood a...   \n",
       "19               US  Red fruit aromas pervade on the nose, with cig...   \n",
       "20               US  Ripe aromas of dark berries mingle with ample ...   \n",
       "21               US  A sleek mix of tart berry, stem and herb, alon...   \n",
       "22            Italy  Delicate aromas recall white flower and citrus...   \n",
       "23               US  This wine from the Geneseo district offers aro...   \n",
       "24            Italy  Aromas of prune, blackcurrant, toast and oak c...   \n",
       "25               US  Oak and earth intermingle around robust aromas...   \n",
       "26            Italy  Pretty aromas of yellow flower and stone fruit...   \n",
       "27            Italy  Aromas recall ripe dark berry, toast and a whi...   \n",
       "28            Italy  Aromas suggest mature berry, scorched earth, a...   \n",
       "29               US  Clarksburg is becoming a haven for Chenin Blan...   \n",
       "...             ...                                                ...   \n",
       "129941           US  A Chardonnay with an unusual companion, 8% Sém...   \n",
       "129942           US  This is classic in herbaceous aromas and flavo...   \n",
       "129943        Italy  A blend of Nero d'Avola and Syrah, this convey...   \n",
       "129944       Israel  Deep garnet in the glass, this has a nose of b...   \n",
       "129945           US  Hailing from one of the more popular vineyards...   \n",
       "129946      Germany  Plump, clingy peach and honey notes are cut wi...   \n",
       "129947        Italy  A blend of 65% Cabernet Sauvignon, 30% Merlot ...   \n",
       "129948    Argentina  Raspberry and cassis aromas are fresh and upri...   \n",
       "129949           US  There's no bones about the use of oak in this ...   \n",
       "129950           US  This opens with herbaceous dollops of thyme an...   \n",
       "129951       France  Hugely spicy this rich wine is described as sw...   \n",
       "129952           US  This Zinfandel from the eastern section of Nap...   \n",
       "129953  New Zealand  Roughly two-thirds Cabernet and one-third Merl...   \n",
       "129954  New Zealand  One of the more characterful Pinot Gris for th...   \n",
       "129955  New Zealand  Like Dog Point's 2011 Chardonnay, this wine is...   \n",
       "129956  New Zealand  The blend is 44% Merlot, 33% Cabernet Sauvigno...   \n",
       "129957        Spain  Lightly baked berry aromas vie for attention w...   \n",
       "129958  New Zealand  This blend of Cabernet Sauvignon-Merlot and Ca...   \n",
       "129959       France  The granite soil of the Brand Grand Cru vineya...   \n",
       "129960     Portugal  Fresh and fruity, this is full of red cherry f...   \n",
       "129961        Italy  Intense aromas of wild cherry, baking spice, t...   \n",
       "129962        Italy  Blackberry, cassis, grilled herb and toasted a...   \n",
       "129963       Israel  A bouquet of black cherry, tart cranberry and ...   \n",
       "129964       France  Initially quite muted, this wine slowly develo...   \n",
       "129965       France  While it's rich, this beautiful dry wine also ...   \n",
       "129966      Germany  Notes of honeysuckle and cantaloupe sweeten th...   \n",
       "129967           US  Citation is given as much as a decade of bottl...   \n",
       "129968       France  Well-drained gravel soil gives this wine its c...   \n",
       "129969       France  A dry style of Pinot Gris, this is crisp with ...   \n",
       "129970       France  Big, rich and off-dry, this is powered by inte...   \n",
       "\n",
       "                                              designation  points  price  \\\n",
       "0                                            Vulkà Bianco      87    NaN   \n",
       "1                                                Avidagos      87   15.0   \n",
       "2                                                     NaN      87   14.0   \n",
       "3                                    Reserve Late Harvest      87   13.0   \n",
       "4                      Vintner's Reserve Wild Child Block      87   65.0   \n",
       "5                                            Ars In Vitro      87   15.0   \n",
       "6                                                 Belsito      87   16.0   \n",
       "7                                                     NaN      87   24.0   \n",
       "8                                                   Shine      87   12.0   \n",
       "9                                             Les Natures      87   27.0   \n",
       "10                                         Mountain Cuvée      87   19.0   \n",
       "11                                                    NaN      87   30.0   \n",
       "12                                                    NaN      87   34.0   \n",
       "13                                                  Rosso      87    NaN   \n",
       "14                                                    NaN      87   12.0   \n",
       "15                                                  Devon      87   24.0   \n",
       "16                                                  Felix      87   30.0   \n",
       "17                                    Winemaker Selection      87   13.0   \n",
       "18      Vendimia Seleccionada Finca Valdelayegua Singl...      87   28.0   \n",
       "19                                                    NaN      87   32.0   \n",
       "20                                          Vin de Maison      87   23.0   \n",
       "21                                                    NaN      87   20.0   \n",
       "22                                              Ficiligno      87   19.0   \n",
       "23                                    Signature Selection      87   22.0   \n",
       "24                                                  Aynat      87   35.0   \n",
       "25                                    King Ridge Vineyard      87   69.0   \n",
       "26                                                 Dalila      87   13.0   \n",
       "27                                                    NaN      87   10.0   \n",
       "28                                     Mascaria Barricato      87   17.0   \n",
       "29                                                    NaN      86   16.0   \n",
       "...                                                   ...     ...    ...   \n",
       "129941                                                NaN      90   20.0   \n",
       "129942                                                NaN      90   35.0   \n",
       "129943                                            Adènzia      90   29.0   \n",
       "129944                 Special Reserve Winemakers' Choice      90   25.0   \n",
       "129945                   Jurassic Park Vineyard Old Vines      90   20.0   \n",
       "129946                                                Dom      90   17.0   \n",
       "129947                                           Symposio      90   20.0   \n",
       "129948                                           Pedernal      90   43.0   \n",
       "129949                                   Barrel Fermented      90   35.0   \n",
       "129950                                      Blocks 7 & 22      90   35.0   \n",
       "129951                                             Holder      90   30.0   \n",
       "129952                                                NaN      90   22.0   \n",
       "129953                                            Elspeth      90   25.0   \n",
       "129954                                      Single Estate      90   15.0   \n",
       "129955                                                NaN      90   40.0   \n",
       "129956  Gimblett Gravels Merlot-Cabernet Sauvignon-Malbec      90   19.0   \n",
       "129957                                            Crianza      90   17.0   \n",
       "129958                                           Irongate      90   35.0   \n",
       "129959                                    Brand Grand Cru      90   57.0   \n",
       "129960                                            Vértice      90   48.0   \n",
       "129961                                                NaN      90   30.0   \n",
       "129962                          Sàgana Tenuta San Giacomo      90   40.0   \n",
       "129963                                           Oak Aged      90   20.0   \n",
       "129964                       Domaine Saint-Rémy Herrenweg      90    NaN   \n",
       "129965                        Seppi Landmann Vallée Noble      90   28.0   \n",
       "129966             Brauneberger Juffer-Sonnenuhr Spätlese      90   28.0   \n",
       "129967                                                NaN      90   75.0   \n",
       "129968                                              Kritt      90   30.0   \n",
       "129969                                                NaN      90   32.0   \n",
       "129970                      Lieu-dit Harth Cuvée Caroline      90   21.0   \n",
       "\n",
       "                 province               region_1           region_2  \\\n",
       "0       Sicily & Sardinia                   Etna                NaN   \n",
       "1                   Douro                    NaN                NaN   \n",
       "2                  Oregon      Willamette Valley  Willamette Valley   \n",
       "3                Michigan    Lake Michigan Shore                NaN   \n",
       "4                  Oregon      Willamette Valley  Willamette Valley   \n",
       "5          Northern Spain                Navarra                NaN   \n",
       "6       Sicily & Sardinia               Vittoria                NaN   \n",
       "7                  Alsace                 Alsace                NaN   \n",
       "8             Rheinhessen                    NaN                NaN   \n",
       "9                  Alsace                 Alsace                NaN   \n",
       "10             California            Napa Valley               Napa   \n",
       "11                 Alsace                 Alsace                NaN   \n",
       "12             California       Alexander Valley             Sonoma   \n",
       "13      Sicily & Sardinia                   Etna                NaN   \n",
       "14             California          Central Coast      Central Coast   \n",
       "15                  Mosel                    NaN                NaN   \n",
       "16                  Other               Cafayate                NaN   \n",
       "17       Mendoza Province                Mendoza                NaN   \n",
       "18         Northern Spain       Ribera del Duero                NaN   \n",
       "19               Virginia               Virginia                NaN   \n",
       "20               Virginia               Virginia                NaN   \n",
       "21                 Oregon                 Oregon       Oregon Other   \n",
       "22      Sicily & Sardinia                Sicilia                NaN   \n",
       "23             California            Paso Robles      Central Coast   \n",
       "24      Sicily & Sardinia                Sicilia                NaN   \n",
       "25             California           Sonoma Coast             Sonoma   \n",
       "26      Sicily & Sardinia        Terre Siciliane                NaN   \n",
       "27      Sicily & Sardinia        Terre Siciliane                NaN   \n",
       "28      Sicily & Sardinia  Cerasuolo di Vittoria                NaN   \n",
       "29             California             Clarksburg     Central Valley   \n",
       "...                   ...                    ...                ...   \n",
       "129941         California       Mendocino County                NaN   \n",
       "129942         California          Sonoma County             Sonoma   \n",
       "129943  Sicily & Sardinia                Sicilia                NaN   \n",
       "129944            Galilee                    NaN                NaN   \n",
       "129945         California      Santa Ynez Valley      Central Coast   \n",
       "129946              Mosel                    NaN                NaN   \n",
       "129947  Sicily & Sardinia        Terre Siciliane                NaN   \n",
       "129948              Other               San Juan                NaN   \n",
       "129949         California            Napa Valley               Napa   \n",
       "129950         California            Napa Valley               Napa   \n",
       "129951             Alsace                 Alsace                NaN   \n",
       "129952         California          Chiles Valley               Napa   \n",
       "129953        Hawke's Bay                    NaN                NaN   \n",
       "129954        Marlborough                    NaN                NaN   \n",
       "129955        Marlborough                    NaN                NaN   \n",
       "129956        Hawke's Bay                    NaN                NaN   \n",
       "129957     Northern Spain                  Rioja                NaN   \n",
       "129958        Hawke's Bay                    NaN                NaN   \n",
       "129959             Alsace                 Alsace                NaN   \n",
       "129960              Douro                    NaN                NaN   \n",
       "129961  Sicily & Sardinia                Sicilia                NaN   \n",
       "129962  Sicily & Sardinia                Sicilia                NaN   \n",
       "129963            Galilee                    NaN                NaN   \n",
       "129964             Alsace                 Alsace                NaN   \n",
       "129965             Alsace                 Alsace                NaN   \n",
       "129966              Mosel                    NaN                NaN   \n",
       "129967             Oregon                 Oregon       Oregon Other   \n",
       "129968             Alsace                 Alsace                NaN   \n",
       "129969             Alsace                 Alsace                NaN   \n",
       "129970             Alsace                 Alsace                NaN   \n",
       "\n",
       "               taster_name taster_twitter_handle  \\\n",
       "0            Kerin O’Keefe          @kerinokeefe   \n",
       "1               Roger Voss            @vossroger   \n",
       "2             Paul Gregutt           @paulgwine    \n",
       "3       Alexander Peartree                   NaN   \n",
       "4             Paul Gregutt           @paulgwine    \n",
       "5        Michael Schachner           @wineschach   \n",
       "6            Kerin O’Keefe          @kerinokeefe   \n",
       "7               Roger Voss            @vossroger   \n",
       "8       Anna Lee C. Iijima                   NaN   \n",
       "9               Roger Voss            @vossroger   \n",
       "10          Virginie Boone               @vboone   \n",
       "11              Roger Voss            @vossroger   \n",
       "12          Virginie Boone               @vboone   \n",
       "13           Kerin O’Keefe          @kerinokeefe   \n",
       "14           Matt Kettmann         @mattkettmann   \n",
       "15      Anna Lee C. Iijima                   NaN   \n",
       "16       Michael Schachner           @wineschach   \n",
       "17       Michael Schachner           @wineschach   \n",
       "18       Michael Schachner           @wineschach   \n",
       "19      Alexander Peartree                   NaN   \n",
       "20      Alexander Peartree                   NaN   \n",
       "21            Paul Gregutt           @paulgwine    \n",
       "22           Kerin O’Keefe          @kerinokeefe   \n",
       "23           Matt Kettmann         @mattkettmann   \n",
       "24           Kerin O’Keefe          @kerinokeefe   \n",
       "25          Virginie Boone               @vboone   \n",
       "26           Kerin O’Keefe          @kerinokeefe   \n",
       "27           Kerin O’Keefe          @kerinokeefe   \n",
       "28           Kerin O’Keefe          @kerinokeefe   \n",
       "29          Virginie Boone               @vboone   \n",
       "...                    ...                   ...   \n",
       "129941      Virginie Boone               @vboone   \n",
       "129942      Virginie Boone               @vboone   \n",
       "129943       Kerin O’Keefe          @kerinokeefe   \n",
       "129944       Mike DeSimone        @worldwineguys   \n",
       "129945       Matt Kettmann         @mattkettmann   \n",
       "129946  Anna Lee C. Iijima                   NaN   \n",
       "129947       Kerin O’Keefe          @kerinokeefe   \n",
       "129948   Michael Schachner           @wineschach   \n",
       "129949      Virginie Boone               @vboone   \n",
       "129950      Virginie Boone               @vboone   \n",
       "129951          Roger Voss            @vossroger   \n",
       "129952      Virginie Boone               @vboone   \n",
       "129953      Joe Czerwinski                @JoeCz   \n",
       "129954      Joe Czerwinski                @JoeCz   \n",
       "129955      Joe Czerwinski                @JoeCz   \n",
       "129956      Joe Czerwinski                @JoeCz   \n",
       "129957   Michael Schachner           @wineschach   \n",
       "129958      Joe Czerwinski                @JoeCz   \n",
       "129959          Roger Voss            @vossroger   \n",
       "129960          Roger Voss            @vossroger   \n",
       "129961       Kerin O’Keefe          @kerinokeefe   \n",
       "129962       Kerin O’Keefe          @kerinokeefe   \n",
       "129963       Mike DeSimone        @worldwineguys   \n",
       "129964          Roger Voss            @vossroger   \n",
       "129965          Roger Voss            @vossroger   \n",
       "129966  Anna Lee C. Iijima                   NaN   \n",
       "129967        Paul Gregutt           @paulgwine    \n",
       "129968          Roger Voss            @vossroger   \n",
       "129969          Roger Voss            @vossroger   \n",
       "129970          Roger Voss            @vossroger   \n",
       "\n",
       "                                                    title  \\\n",
       "0                       Nicosia 2013 Vulkà Bianco  (Etna)   \n",
       "1           Quinta dos Avidagos 2011 Avidagos Red (Douro)   \n",
       "2           Rainstorm 2013 Pinot Gris (Willamette Valley)   \n",
       "3       St. Julian 2013 Reserve Late Harvest Riesling ...   \n",
       "4       Sweet Cheeks 2012 Vintner's Reserve Wild Child...   \n",
       "5       Tandem 2011 Ars In Vitro Tempranillo-Merlot (N...   \n",
       "6        Terre di Giurfo 2013 Belsito Frappato (Vittoria)   \n",
       "7                   Trimbach 2012 Gewurztraminer (Alsace)   \n",
       "8       Heinz Eifel 2013 Shine Gewürztraminer (Rheinhe...   \n",
       "9       Jean-Baptiste Adam 2012 Les Natures Pinot Gris...   \n",
       "10      Kirkland Signature 2011 Mountain Cuvée Caberne...   \n",
       "11                Leon Beyer 2012 Gewurztraminer (Alsace)   \n",
       "12      Louis M. Martini 2012 Cabernet Sauvignon (Alex...   \n",
       "13                 Masseria Setteporte 2012 Rosso  (Etna)   \n",
       "14               Mirassou 2012 Chardonnay (Central Coast)   \n",
       "15            Richard Böcking 2013 Devon Riesling (Mosel)   \n",
       "16             Felix Lavaque 2010 Felix Malbec (Cafayate)   \n",
       "17      Gaucho Andino 2011 Winemaker Selection Malbec ...   \n",
       "18      Pradorey 2010 Vendimia Seleccionada Finca Vald...   \n",
       "19                   Quiévremont 2012 Meritage (Virginia)   \n",
       "20          Quiévremont 2012 Vin de Maison Red (Virginia)   \n",
       "21                       Acrobat 2013 Pinot Noir (Oregon)   \n",
       "22      Baglio di Pianetto 2007 Ficiligno White (Sicilia)   \n",
       "23      Bianchi 2011 Signature Selection Merlot (Paso ...   \n",
       "24            Canicattì 2009 Aynat Nero d'Avola (Sicilia)   \n",
       "25      Castello di Amorosa 2011 King Ridge Vineyard P...   \n",
       "26           Stemmari 2013 Dalila White (Terre Siciliane)   \n",
       "27           Stemmari 2013 Nero d'Avola (Terre Siciliane)   \n",
       "28      Terre di Giurfo 2011 Mascaria Barricato  (Cera...   \n",
       "29      Clarksburg Wine Company 2010 Chenin Blanc (Cla...   \n",
       "...                                                   ...   \n",
       "129941         Apriori 2013 Chardonnay (Mendocino County)   \n",
       "129942   Arrowood 2010 Cabernet Sauvignon (Sonoma County)   \n",
       "129943  Baglio del Cristo di Campobello 2012 Adènzia R...   \n",
       "129944  Barkan 2011 Special Reserve Winemakers' Choice...   \n",
       "129945  Birichino 2013 Jurassic Park Vineyard Old Vine...   \n",
       "129946  Bischöfliche Weingüter Trier 2013 Dom Riesling...   \n",
       "129947  Feudo Principi di Butera 2012 Symposio Red (Te...   \n",
       "129948    Finca Las Moras 2010 Pedernal Malbec (San Juan)   \n",
       "129949  Flora Springs 2013 Barrel Fermented Chardonnay...   \n",
       "129950  Hendry 2012 Blocks 7 & 22 Zinfandel (Napa Valley)   \n",
       "129951  Henri Schoenheitz 2012 Holder Gewurztraminer (...   \n",
       "129952             Houdini 2011 Zinfandel (Chiles Valley)   \n",
       "129953  Mills Reef 2011 Elspeth Cabernet Merlot (Hawke...   \n",
       "129954    Ara 2013 Single Estate Pinot Gris (Marlborough)   \n",
       "129955            Dog Point 2012 Chardonnay (Marlborough)   \n",
       "129956  Esk Valley 2011 Gimblett Gravels Merlot-Cabern...   \n",
       "129957           Viñedos Real Rubio 2010 Crianza  (Rioja)   \n",
       "129958             Babich 2010 Irongate Red (Hawke's Bay)   \n",
       "129959  Cave de Turckheim 2010 Brand Grand Cru Pinot G...   \n",
       "129960  Caves Transmontanas 2006 Vértice Pinot Noir (D...   \n",
       "129961                        COS 2013 Frappato (Sicilia)   \n",
       "129962  Cusumano 2012 Sàgana Tenuta San Giacomo Nero d...   \n",
       "129963  Dalton 2012 Oak Aged Cabernet Sauvignon (Galilee)   \n",
       "129964  Domaine Ehrhart 2013 Domaine Saint-Rémy Herren...   \n",
       "129965  Domaine Rieflé-Landmann 2013 Seppi Landmann Va...   \n",
       "129966  Dr. H. Thanisch (Erben Müller-Burggraef) 2013 ...   \n",
       "129967                  Citation 2004 Pinot Noir (Oregon)   \n",
       "129968  Domaine Gresser 2013 Kritt Gewurztraminer (Als...   \n",
       "129969      Domaine Marcel Deiss 2012 Pinot Gris (Alsace)   \n",
       "129970  Domaine Schoffit 2012 Lieu-dit Harth Cuvée Car...   \n",
       "\n",
       "                         variety                                    winery  \n",
       "0                    White Blend                                   Nicosia  \n",
       "1                 Portuguese Red                       Quinta dos Avidagos  \n",
       "2                     Pinot Gris                                 Rainstorm  \n",
       "3                       Riesling                                St. Julian  \n",
       "4                     Pinot Noir                              Sweet Cheeks  \n",
       "5             Tempranillo-Merlot                                    Tandem  \n",
       "6                       Frappato                           Terre di Giurfo  \n",
       "7                 Gewürztraminer                                  Trimbach  \n",
       "8                 Gewürztraminer                               Heinz Eifel  \n",
       "9                     Pinot Gris                        Jean-Baptiste Adam  \n",
       "10            Cabernet Sauvignon                        Kirkland Signature  \n",
       "11                Gewürztraminer                                Leon Beyer  \n",
       "12            Cabernet Sauvignon                          Louis M. Martini  \n",
       "13             Nerello Mascalese                       Masseria Setteporte  \n",
       "14                    Chardonnay                                  Mirassou  \n",
       "15                      Riesling                           Richard Böcking  \n",
       "16                        Malbec                             Felix Lavaque  \n",
       "17                        Malbec                             Gaucho Andino  \n",
       "18             Tempranillo Blend                                  Pradorey  \n",
       "19                      Meritage                               Quiévremont  \n",
       "20                     Red Blend                               Quiévremont  \n",
       "21                    Pinot Noir                                   Acrobat  \n",
       "22                   White Blend                        Baglio di Pianetto  \n",
       "23                        Merlot                                   Bianchi  \n",
       "24                  Nero d'Avola                                 Canicattì  \n",
       "25                    Pinot Noir                       Castello di Amorosa  \n",
       "26                   White Blend                                  Stemmari  \n",
       "27                  Nero d'Avola                                  Stemmari  \n",
       "28                     Red Blend                           Terre di Giurfo  \n",
       "29                  Chenin Blanc                   Clarksburg Wine Company  \n",
       "...                          ...                                       ...  \n",
       "129941                Chardonnay                                   Apriori  \n",
       "129942        Cabernet Sauvignon                                  Arrowood  \n",
       "129943                 Red Blend           Baglio del Cristo di Campobello  \n",
       "129944                    Shiraz                                    Barkan  \n",
       "129945              Chenin Blanc                                 Birichino  \n",
       "129946                  Riesling              Bischöfliche Weingüter Trier  \n",
       "129947                 Red Blend                  Feudo Principi di Butera  \n",
       "129948                    Malbec                           Finca Las Moras  \n",
       "129949                Chardonnay                             Flora Springs  \n",
       "129950                 Zinfandel                                    Hendry  \n",
       "129951            Gewürztraminer                         Henri Schoenheitz  \n",
       "129952                 Zinfandel                                   Houdini  \n",
       "129953           Cabernet Merlot                                Mills Reef  \n",
       "129954                Pinot Gris                                       Ara  \n",
       "129955                Chardonnay                                 Dog Point  \n",
       "129956  Bordeaux-style Red Blend                                Esk Valley  \n",
       "129957         Tempranillo Blend                        Viñedos Real Rubio  \n",
       "129958  Bordeaux-style Red Blend                                    Babich  \n",
       "129959                Pinot Gris                         Cave de Turckheim  \n",
       "129960                Pinot Noir                       Caves Transmontanas  \n",
       "129961                  Frappato                                       COS  \n",
       "129962              Nero d'Avola                                  Cusumano  \n",
       "129963        Cabernet Sauvignon                                    Dalton  \n",
       "129964            Gewürztraminer                           Domaine Ehrhart  \n",
       "129965                Pinot Gris                   Domaine Rieflé-Landmann  \n",
       "129966                  Riesling  Dr. H. Thanisch (Erben Müller-Burggraef)  \n",
       "129967                Pinot Noir                                  Citation  \n",
       "129968            Gewürztraminer                           Domaine Gresser  \n",
       "129969                Pinot Gris                      Domaine Marcel Deiss  \n",
       "129970            Gewürztraminer                          Domaine Schoffit  \n",
       "\n",
       "[129971 rows x 13 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "dataset= pd.read_csv(\"/home/tsb348/notebooks/winemag-data-130k-v2.csv\", index_col=0)\n",
    "dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>description</th>\n",
       "      <th>designation</th>\n",
       "      <th>points</th>\n",
       "      <th>price</th>\n",
       "      <th>province</th>\n",
       "      <th>region_1</th>\n",
       "      <th>region_2</th>\n",
       "      <th>taster_name</th>\n",
       "      <th>taster_twitter_handle</th>\n",
       "      <th>title</th>\n",
       "      <th>variety</th>\n",
       "      <th>winery</th>\n",
       "      <th>points_per_dollar</th>\n",
       "      <th>vintage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Aromas include tropical fruit, broom, brimston...</td>\n",
       "      <td>Vulkà Bianco</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Etna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Nicosia 2013 Vulkà Bianco  (Etna)</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Nicosia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>This is ripe and fruity, a wine that is smooth...</td>\n",
       "      <td>Avidagos</td>\n",
       "      <td>87</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Douro</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Quinta dos Avidagos 2011 Avidagos Red (Douro)</td>\n",
       "      <td>Portuguese Red</td>\n",
       "      <td>Quinta dos Avidagos</td>\n",
       "      <td>5.800000</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>US</td>\n",
       "      <td>Tart and snappy, the flavors of lime flesh and...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>14.0</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Rainstorm 2013 Pinot Gris (Willamette Valley)</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Rainstorm</td>\n",
       "      <td>6.214286</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>US</td>\n",
       "      <td>Pineapple rind, lemon pith and orange blossom ...</td>\n",
       "      <td>Reserve Late Harvest</td>\n",
       "      <td>87</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>Lake Michigan Shore</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alexander Peartree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>St. Julian 2013 Reserve Late Harvest Riesling ...</td>\n",
       "      <td>Riesling</td>\n",
       "      <td>St. Julian</td>\n",
       "      <td>6.692308</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>US</td>\n",
       "      <td>Much like the regular bottling from 2012, this...</td>\n",
       "      <td>Vintner's Reserve Wild Child Block</td>\n",
       "      <td>87</td>\n",
       "      <td>65.0</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Sweet Cheeks 2012 Vintner's Reserve Wild Child...</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Sweet Cheeks</td>\n",
       "      <td>1.338462</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Blackberry and raspberry aromas show a typical...</td>\n",
       "      <td>Ars In Vitro</td>\n",
       "      <td>87</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Northern Spain</td>\n",
       "      <td>Navarra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Tandem 2011 Ars In Vitro Tempranillo-Merlot (N...</td>\n",
       "      <td>Tempranillo-Merlot</td>\n",
       "      <td>Tandem</td>\n",
       "      <td>5.800000</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Here's a bright, informal red that opens with ...</td>\n",
       "      <td>Belsito</td>\n",
       "      <td>87</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Vittoria</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Terre di Giurfo 2013 Belsito Frappato (Vittoria)</td>\n",
       "      <td>Frappato</td>\n",
       "      <td>Terre di Giurfo</td>\n",
       "      <td>5.437500</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>France</td>\n",
       "      <td>This dry and restrained wine offers spice in p...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>24.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Trimbach 2012 Gewurztraminer (Alsace)</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Trimbach</td>\n",
       "      <td>3.625000</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Savory dried thyme notes accent sunnier flavor...</td>\n",
       "      <td>Shine</td>\n",
       "      <td>87</td>\n",
       "      <td>12.0</td>\n",
       "      <td>Rheinhessen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anna Lee C. Iijima</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Heinz Eifel 2013 Shine Gewürztraminer (Rheinhe...</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Heinz Eifel</td>\n",
       "      <td>7.250000</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>France</td>\n",
       "      <td>This has great depth of flavor with its fresh ...</td>\n",
       "      <td>Les Natures</td>\n",
       "      <td>87</td>\n",
       "      <td>27.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Jean-Baptiste Adam 2012 Les Natures Pinot Gris...</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Jean-Baptiste Adam</td>\n",
       "      <td>3.222222</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>US</td>\n",
       "      <td>Soft, supple plum envelopes an oaky structure ...</td>\n",
       "      <td>Mountain Cuvée</td>\n",
       "      <td>87</td>\n",
       "      <td>19.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Napa Valley</td>\n",
       "      <td>Napa</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Kirkland Signature 2011 Mountain Cuvée Caberne...</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Kirkland Signature</td>\n",
       "      <td>4.578947</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>France</td>\n",
       "      <td>This is a dry wine, very spicy, with a tight, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Leon Beyer 2012 Gewurztraminer (Alsace)</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Leon Beyer</td>\n",
       "      <td>2.900000</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>US</td>\n",
       "      <td>Slightly reduced, this wine offers a chalky, t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>34.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Alexander Valley</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Louis M. Martini 2012 Cabernet Sauvignon (Alex...</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Louis M. Martini</td>\n",
       "      <td>2.558824</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Italy</td>\n",
       "      <td>This is dominated by oak and oak-driven aromas...</td>\n",
       "      <td>Rosso</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Etna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Masseria Setteporte 2012 Rosso  (Etna)</td>\n",
       "      <td>Nerello Mascalese</td>\n",
       "      <td>Masseria Setteporte</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>US</td>\n",
       "      <td>Building on 150 years and six generations of w...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>12.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Central Coast</td>\n",
       "      <td>Central Coast</td>\n",
       "      <td>Matt Kettmann</td>\n",
       "      <td>@mattkettmann</td>\n",
       "      <td>Mirassou 2012 Chardonnay (Central Coast)</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Mirassou</td>\n",
       "      <td>7.250000</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Zesty orange peels and apple notes abound in t...</td>\n",
       "      <td>Devon</td>\n",
       "      <td>87</td>\n",
       "      <td>24.0</td>\n",
       "      <td>Mosel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anna Lee C. Iijima</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Richard Böcking 2013 Devon Riesling (Mosel)</td>\n",
       "      <td>Riesling</td>\n",
       "      <td>Richard Böcking</td>\n",
       "      <td>3.625000</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Argentina</td>\n",
       "      <td>Baked plum, molasses, balsamic vinegar and che...</td>\n",
       "      <td>Felix</td>\n",
       "      <td>87</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>Cafayate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Felix Lavaque 2010 Felix Malbec (Cafayate)</td>\n",
       "      <td>Malbec</td>\n",
       "      <td>Felix Lavaque</td>\n",
       "      <td>2.900000</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Argentina</td>\n",
       "      <td>Raw black-cherry aromas are direct and simple ...</td>\n",
       "      <td>Winemaker Selection</td>\n",
       "      <td>87</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Mendoza Province</td>\n",
       "      <td>Mendoza</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Gaucho Andino 2011 Winemaker Selection Malbec ...</td>\n",
       "      <td>Malbec</td>\n",
       "      <td>Gaucho Andino</td>\n",
       "      <td>6.692308</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Desiccated blackberry, leather, charred wood a...</td>\n",
       "      <td>Vendimia Seleccionada Finca Valdelayegua Singl...</td>\n",
       "      <td>87</td>\n",
       "      <td>28.0</td>\n",
       "      <td>Northern Spain</td>\n",
       "      <td>Ribera del Duero</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Pradorey 2010 Vendimia Seleccionada Finca Vald...</td>\n",
       "      <td>Tempranillo Blend</td>\n",
       "      <td>Pradorey</td>\n",
       "      <td>3.107143</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>US</td>\n",
       "      <td>Red fruit aromas pervade on the nose, with cig...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>32.0</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alexander Peartree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Quiévremont 2012 Meritage (Virginia)</td>\n",
       "      <td>Meritage</td>\n",
       "      <td>Quiévremont</td>\n",
       "      <td>2.718750</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>US</td>\n",
       "      <td>Ripe aromas of dark berries mingle with ample ...</td>\n",
       "      <td>Vin de Maison</td>\n",
       "      <td>87</td>\n",
       "      <td>23.0</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alexander Peartree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Quiévremont 2012 Vin de Maison Red (Virginia)</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Quiévremont</td>\n",
       "      <td>3.782609</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>US</td>\n",
       "      <td>A sleek mix of tart berry, stem and herb, alon...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Oregon Other</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Acrobat 2013 Pinot Noir (Oregon)</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Acrobat</td>\n",
       "      <td>4.350000</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Delicate aromas recall white flower and citrus...</td>\n",
       "      <td>Ficiligno</td>\n",
       "      <td>87</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Baglio di Pianetto 2007 Ficiligno White (Sicilia)</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Baglio di Pianetto</td>\n",
       "      <td>4.578947</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>US</td>\n",
       "      <td>This wine from the Geneseo district offers aro...</td>\n",
       "      <td>Signature Selection</td>\n",
       "      <td>87</td>\n",
       "      <td>22.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Paso Robles</td>\n",
       "      <td>Central Coast</td>\n",
       "      <td>Matt Kettmann</td>\n",
       "      <td>@mattkettmann</td>\n",
       "      <td>Bianchi 2011 Signature Selection Merlot (Paso ...</td>\n",
       "      <td>Merlot</td>\n",
       "      <td>Bianchi</td>\n",
       "      <td>3.954545</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Aromas of prune, blackcurrant, toast and oak c...</td>\n",
       "      <td>Aynat</td>\n",
       "      <td>87</td>\n",
       "      <td>35.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Canicattì 2009 Aynat Nero d'Avola (Sicilia)</td>\n",
       "      <td>Nero d'Avola</td>\n",
       "      <td>Canicattì</td>\n",
       "      <td>2.485714</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>US</td>\n",
       "      <td>Oak and earth intermingle around robust aromas...</td>\n",
       "      <td>King Ridge Vineyard</td>\n",
       "      <td>87</td>\n",
       "      <td>69.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Sonoma Coast</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Castello di Amorosa 2011 King Ridge Vineyard P...</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Castello di Amorosa</td>\n",
       "      <td>1.260870</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Pretty aromas of yellow flower and stone fruit...</td>\n",
       "      <td>Dalila</td>\n",
       "      <td>87</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Terre Siciliane</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Stemmari 2013 Dalila White (Terre Siciliane)</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Stemmari</td>\n",
       "      <td>6.692308</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Aromas recall ripe dark berry, toast and a whi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Terre Siciliane</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Stemmari 2013 Nero d'Avola (Terre Siciliane)</td>\n",
       "      <td>Nero d'Avola</td>\n",
       "      <td>Stemmari</td>\n",
       "      <td>8.700000</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Aromas suggest mature berry, scorched earth, a...</td>\n",
       "      <td>Mascaria Barricato</td>\n",
       "      <td>87</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Cerasuolo di Vittoria</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Terre di Giurfo 2011 Mascaria Barricato  (Cera...</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Terre di Giurfo</td>\n",
       "      <td>5.117647</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>US</td>\n",
       "      <td>Clarksburg is becoming a haven for Chenin Blan...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86</td>\n",
       "      <td>16.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Clarksburg</td>\n",
       "      <td>Central Valley</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Clarksburg Wine Company 2010 Chenin Blanc (Cla...</td>\n",
       "      <td>Chenin Blanc</td>\n",
       "      <td>Clarksburg Wine Company</td>\n",
       "      <td>5.375000</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129941</th>\n",
       "      <td>US</td>\n",
       "      <td>A Chardonnay with an unusual companion, 8% Sém...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>20.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Mendocino County</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Apriori 2013 Chardonnay (Mendocino County)</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Apriori</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129942</th>\n",
       "      <td>US</td>\n",
       "      <td>This is classic in herbaceous aromas and flavo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>35.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Sonoma County</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Arrowood 2010 Cabernet Sauvignon (Sonoma County)</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Arrowood</td>\n",
       "      <td>2.571429</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129943</th>\n",
       "      <td>Italy</td>\n",
       "      <td>A blend of Nero d'Avola and Syrah, this convey...</td>\n",
       "      <td>Adènzia</td>\n",
       "      <td>90</td>\n",
       "      <td>29.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Baglio del Cristo di Campobello 2012 Adènzia R...</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Baglio del Cristo di Campobello</td>\n",
       "      <td>3.103448</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129944</th>\n",
       "      <td>Israel</td>\n",
       "      <td>Deep garnet in the glass, this has a nose of b...</td>\n",
       "      <td>Special Reserve Winemakers' Choice</td>\n",
       "      <td>90</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Galilee</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mike DeSimone</td>\n",
       "      <td>@worldwineguys</td>\n",
       "      <td>Barkan 2011 Special Reserve Winemakers' Choice...</td>\n",
       "      <td>Shiraz</td>\n",
       "      <td>Barkan</td>\n",
       "      <td>3.600000</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129945</th>\n",
       "      <td>US</td>\n",
       "      <td>Hailing from one of the more popular vineyards...</td>\n",
       "      <td>Jurassic Park Vineyard Old Vines</td>\n",
       "      <td>90</td>\n",
       "      <td>20.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Santa Ynez Valley</td>\n",
       "      <td>Central Coast</td>\n",
       "      <td>Matt Kettmann</td>\n",
       "      <td>@mattkettmann</td>\n",
       "      <td>Birichino 2013 Jurassic Park Vineyard Old Vine...</td>\n",
       "      <td>Chenin Blanc</td>\n",
       "      <td>Birichino</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129946</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Plump, clingy peach and honey notes are cut wi...</td>\n",
       "      <td>Dom</td>\n",
       "      <td>90</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Mosel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anna Lee C. Iijima</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bischöfliche Weingüter Trier 2013 Dom Riesling...</td>\n",
       "      <td>Riesling</td>\n",
       "      <td>Bischöfliche Weingüter Trier</td>\n",
       "      <td>5.294118</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129947</th>\n",
       "      <td>Italy</td>\n",
       "      <td>A blend of 65% Cabernet Sauvignon, 30% Merlot ...</td>\n",
       "      <td>Symposio</td>\n",
       "      <td>90</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Terre Siciliane</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Feudo Principi di Butera 2012 Symposio Red (Te...</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Feudo Principi di Butera</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129948</th>\n",
       "      <td>Argentina</td>\n",
       "      <td>Raspberry and cassis aromas are fresh and upri...</td>\n",
       "      <td>Pedernal</td>\n",
       "      <td>90</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>San Juan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Finca Las Moras 2010 Pedernal Malbec (San Juan)</td>\n",
       "      <td>Malbec</td>\n",
       "      <td>Finca Las Moras</td>\n",
       "      <td>2.093023</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129949</th>\n",
       "      <td>US</td>\n",
       "      <td>There's no bones about the use of oak in this ...</td>\n",
       "      <td>Barrel Fermented</td>\n",
       "      <td>90</td>\n",
       "      <td>35.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Napa Valley</td>\n",
       "      <td>Napa</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Flora Springs 2013 Barrel Fermented Chardonnay...</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Flora Springs</td>\n",
       "      <td>2.571429</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129950</th>\n",
       "      <td>US</td>\n",
       "      <td>This opens with herbaceous dollops of thyme an...</td>\n",
       "      <td>Blocks 7 &amp; 22</td>\n",
       "      <td>90</td>\n",
       "      <td>35.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Napa Valley</td>\n",
       "      <td>Napa</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Hendry 2012 Blocks 7 &amp; 22 Zinfandel (Napa Valley)</td>\n",
       "      <td>Zinfandel</td>\n",
       "      <td>Hendry</td>\n",
       "      <td>2.571429</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129951</th>\n",
       "      <td>France</td>\n",
       "      <td>Hugely spicy this rich wine is described as sw...</td>\n",
       "      <td>Holder</td>\n",
       "      <td>90</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Henri Schoenheitz 2012 Holder Gewurztraminer (...</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Henri Schoenheitz</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129952</th>\n",
       "      <td>US</td>\n",
       "      <td>This Zinfandel from the eastern section of Nap...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>22.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Chiles Valley</td>\n",
       "      <td>Napa</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Houdini 2011 Zinfandel (Chiles Valley)</td>\n",
       "      <td>Zinfandel</td>\n",
       "      <td>Houdini</td>\n",
       "      <td>4.090909</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129953</th>\n",
       "      <td>New Zealand</td>\n",
       "      <td>Roughly two-thirds Cabernet and one-third Merl...</td>\n",
       "      <td>Elspeth</td>\n",
       "      <td>90</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Hawke's Bay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Czerwinski</td>\n",
       "      <td>@JoeCz</td>\n",
       "      <td>Mills Reef 2011 Elspeth Cabernet Merlot (Hawke...</td>\n",
       "      <td>Cabernet Merlot</td>\n",
       "      <td>Mills Reef</td>\n",
       "      <td>3.600000</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129954</th>\n",
       "      <td>New Zealand</td>\n",
       "      <td>One of the more characterful Pinot Gris for th...</td>\n",
       "      <td>Single Estate</td>\n",
       "      <td>90</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Marlborough</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Czerwinski</td>\n",
       "      <td>@JoeCz</td>\n",
       "      <td>Ara 2013 Single Estate Pinot Gris (Marlborough)</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Ara</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129955</th>\n",
       "      <td>New Zealand</td>\n",
       "      <td>Like Dog Point's 2011 Chardonnay, this wine is...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>40.0</td>\n",
       "      <td>Marlborough</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Czerwinski</td>\n",
       "      <td>@JoeCz</td>\n",
       "      <td>Dog Point 2012 Chardonnay (Marlborough)</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Dog Point</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129956</th>\n",
       "      <td>New Zealand</td>\n",
       "      <td>The blend is 44% Merlot, 33% Cabernet Sauvigno...</td>\n",
       "      <td>Gimblett Gravels Merlot-Cabernet Sauvignon-Malbec</td>\n",
       "      <td>90</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Hawke's Bay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Czerwinski</td>\n",
       "      <td>@JoeCz</td>\n",
       "      <td>Esk Valley 2011 Gimblett Gravels Merlot-Cabern...</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Esk Valley</td>\n",
       "      <td>4.736842</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129957</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Lightly baked berry aromas vie for attention w...</td>\n",
       "      <td>Crianza</td>\n",
       "      <td>90</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Northern Spain</td>\n",
       "      <td>Rioja</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Viñedos Real Rubio 2010 Crianza  (Rioja)</td>\n",
       "      <td>Tempranillo Blend</td>\n",
       "      <td>Viñedos Real Rubio</td>\n",
       "      <td>5.294118</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129958</th>\n",
       "      <td>New Zealand</td>\n",
       "      <td>This blend of Cabernet Sauvignon-Merlot and Ca...</td>\n",
       "      <td>Irongate</td>\n",
       "      <td>90</td>\n",
       "      <td>35.0</td>\n",
       "      <td>Hawke's Bay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Czerwinski</td>\n",
       "      <td>@JoeCz</td>\n",
       "      <td>Babich 2010 Irongate Red (Hawke's Bay)</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Babich</td>\n",
       "      <td>2.571429</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129959</th>\n",
       "      <td>France</td>\n",
       "      <td>The granite soil of the Brand Grand Cru vineya...</td>\n",
       "      <td>Brand Grand Cru</td>\n",
       "      <td>90</td>\n",
       "      <td>57.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Cave de Turckheim 2010 Brand Grand Cru Pinot G...</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Cave de Turckheim</td>\n",
       "      <td>1.578947</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129960</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>Fresh and fruity, this is full of red cherry f...</td>\n",
       "      <td>Vértice</td>\n",
       "      <td>90</td>\n",
       "      <td>48.0</td>\n",
       "      <td>Douro</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Caves Transmontanas 2006 Vértice Pinot Noir (D...</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Caves Transmontanas</td>\n",
       "      <td>1.875000</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129961</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Intense aromas of wild cherry, baking spice, t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>COS 2013 Frappato (Sicilia)</td>\n",
       "      <td>Frappato</td>\n",
       "      <td>COS</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129962</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Blackberry, cassis, grilled herb and toasted a...</td>\n",
       "      <td>Sàgana Tenuta San Giacomo</td>\n",
       "      <td>90</td>\n",
       "      <td>40.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Cusumano 2012 Sàgana Tenuta San Giacomo Nero d...</td>\n",
       "      <td>Nero d'Avola</td>\n",
       "      <td>Cusumano</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129963</th>\n",
       "      <td>Israel</td>\n",
       "      <td>A bouquet of black cherry, tart cranberry and ...</td>\n",
       "      <td>Oak Aged</td>\n",
       "      <td>90</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Galilee</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mike DeSimone</td>\n",
       "      <td>@worldwineguys</td>\n",
       "      <td>Dalton 2012 Oak Aged Cabernet Sauvignon (Galilee)</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Dalton</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129964</th>\n",
       "      <td>France</td>\n",
       "      <td>Initially quite muted, this wine slowly develo...</td>\n",
       "      <td>Domaine Saint-Rémy Herrenweg</td>\n",
       "      <td>90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine Ehrhart 2013 Domaine Saint-Rémy Herren...</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Domaine Ehrhart</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129965</th>\n",
       "      <td>France</td>\n",
       "      <td>While it's rich, this beautiful dry wine also ...</td>\n",
       "      <td>Seppi Landmann Vallée Noble</td>\n",
       "      <td>90</td>\n",
       "      <td>28.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine Rieflé-Landmann 2013 Seppi Landmann Va...</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Domaine Rieflé-Landmann</td>\n",
       "      <td>3.214286</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129966</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Notes of honeysuckle and cantaloupe sweeten th...</td>\n",
       "      <td>Brauneberger Juffer-Sonnenuhr Spätlese</td>\n",
       "      <td>90</td>\n",
       "      <td>28.0</td>\n",
       "      <td>Mosel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anna Lee C. Iijima</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dr. H. Thanisch (Erben Müller-Burggraef) 2013 ...</td>\n",
       "      <td>Riesling</td>\n",
       "      <td>Dr. H. Thanisch (Erben Müller-Burggraef)</td>\n",
       "      <td>3.214286</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129967</th>\n",
       "      <td>US</td>\n",
       "      <td>Citation is given as much as a decade of bottl...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>75.0</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Oregon Other</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Citation 2004 Pinot Noir (Oregon)</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Citation</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129968</th>\n",
       "      <td>France</td>\n",
       "      <td>Well-drained gravel soil gives this wine its c...</td>\n",
       "      <td>Kritt</td>\n",
       "      <td>90</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine Gresser 2013 Kritt Gewurztraminer (Als...</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Domaine Gresser</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129969</th>\n",
       "      <td>France</td>\n",
       "      <td>A dry style of Pinot Gris, this is crisp with ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>32.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine Marcel Deiss 2012 Pinot Gris (Alsace)</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Domaine Marcel Deiss</td>\n",
       "      <td>2.812500</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129970</th>\n",
       "      <td>France</td>\n",
       "      <td>Big, rich and off-dry, this is powered by inte...</td>\n",
       "      <td>Lieu-dit Harth Cuvée Caroline</td>\n",
       "      <td>90</td>\n",
       "      <td>21.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine Schoffit 2012 Lieu-dit Harth Cuvée Car...</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Domaine Schoffit</td>\n",
       "      <td>4.285714</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>129971 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            country                                        description  \\\n",
       "0             Italy  Aromas include tropical fruit, broom, brimston...   \n",
       "1          Portugal  This is ripe and fruity, a wine that is smooth...   \n",
       "2                US  Tart and snappy, the flavors of lime flesh and...   \n",
       "3                US  Pineapple rind, lemon pith and orange blossom ...   \n",
       "4                US  Much like the regular bottling from 2012, this...   \n",
       "5             Spain  Blackberry and raspberry aromas show a typical...   \n",
       "6             Italy  Here's a bright, informal red that opens with ...   \n",
       "7            France  This dry and restrained wine offers spice in p...   \n",
       "8           Germany  Savory dried thyme notes accent sunnier flavor...   \n",
       "9            France  This has great depth of flavor with its fresh ...   \n",
       "10               US  Soft, supple plum envelopes an oaky structure ...   \n",
       "11           France  This is a dry wine, very spicy, with a tight, ...   \n",
       "12               US  Slightly reduced, this wine offers a chalky, t...   \n",
       "13            Italy  This is dominated by oak and oak-driven aromas...   \n",
       "14               US  Building on 150 years and six generations of w...   \n",
       "15          Germany  Zesty orange peels and apple notes abound in t...   \n",
       "16        Argentina  Baked plum, molasses, balsamic vinegar and che...   \n",
       "17        Argentina  Raw black-cherry aromas are direct and simple ...   \n",
       "18            Spain  Desiccated blackberry, leather, charred wood a...   \n",
       "19               US  Red fruit aromas pervade on the nose, with cig...   \n",
       "20               US  Ripe aromas of dark berries mingle with ample ...   \n",
       "21               US  A sleek mix of tart berry, stem and herb, alon...   \n",
       "22            Italy  Delicate aromas recall white flower and citrus...   \n",
       "23               US  This wine from the Geneseo district offers aro...   \n",
       "24            Italy  Aromas of prune, blackcurrant, toast and oak c...   \n",
       "25               US  Oak and earth intermingle around robust aromas...   \n",
       "26            Italy  Pretty aromas of yellow flower and stone fruit...   \n",
       "27            Italy  Aromas recall ripe dark berry, toast and a whi...   \n",
       "28            Italy  Aromas suggest mature berry, scorched earth, a...   \n",
       "29               US  Clarksburg is becoming a haven for Chenin Blan...   \n",
       "...             ...                                                ...   \n",
       "129941           US  A Chardonnay with an unusual companion, 8% Sém...   \n",
       "129942           US  This is classic in herbaceous aromas and flavo...   \n",
       "129943        Italy  A blend of Nero d'Avola and Syrah, this convey...   \n",
       "129944       Israel  Deep garnet in the glass, this has a nose of b...   \n",
       "129945           US  Hailing from one of the more popular vineyards...   \n",
       "129946      Germany  Plump, clingy peach and honey notes are cut wi...   \n",
       "129947        Italy  A blend of 65% Cabernet Sauvignon, 30% Merlot ...   \n",
       "129948    Argentina  Raspberry and cassis aromas are fresh and upri...   \n",
       "129949           US  There's no bones about the use of oak in this ...   \n",
       "129950           US  This opens with herbaceous dollops of thyme an...   \n",
       "129951       France  Hugely spicy this rich wine is described as sw...   \n",
       "129952           US  This Zinfandel from the eastern section of Nap...   \n",
       "129953  New Zealand  Roughly two-thirds Cabernet and one-third Merl...   \n",
       "129954  New Zealand  One of the more characterful Pinot Gris for th...   \n",
       "129955  New Zealand  Like Dog Point's 2011 Chardonnay, this wine is...   \n",
       "129956  New Zealand  The blend is 44% Merlot, 33% Cabernet Sauvigno...   \n",
       "129957        Spain  Lightly baked berry aromas vie for attention w...   \n",
       "129958  New Zealand  This blend of Cabernet Sauvignon-Merlot and Ca...   \n",
       "129959       France  The granite soil of the Brand Grand Cru vineya...   \n",
       "129960     Portugal  Fresh and fruity, this is full of red cherry f...   \n",
       "129961        Italy  Intense aromas of wild cherry, baking spice, t...   \n",
       "129962        Italy  Blackberry, cassis, grilled herb and toasted a...   \n",
       "129963       Israel  A bouquet of black cherry, tart cranberry and ...   \n",
       "129964       France  Initially quite muted, this wine slowly develo...   \n",
       "129965       France  While it's rich, this beautiful dry wine also ...   \n",
       "129966      Germany  Notes of honeysuckle and cantaloupe sweeten th...   \n",
       "129967           US  Citation is given as much as a decade of bottl...   \n",
       "129968       France  Well-drained gravel soil gives this wine its c...   \n",
       "129969       France  A dry style of Pinot Gris, this is crisp with ...   \n",
       "129970       France  Big, rich and off-dry, this is powered by inte...   \n",
       "\n",
       "                                              designation  points  price  \\\n",
       "0                                            Vulkà Bianco      87    NaN   \n",
       "1                                                Avidagos      87   15.0   \n",
       "2                                                     NaN      87   14.0   \n",
       "3                                    Reserve Late Harvest      87   13.0   \n",
       "4                      Vintner's Reserve Wild Child Block      87   65.0   \n",
       "5                                            Ars In Vitro      87   15.0   \n",
       "6                                                 Belsito      87   16.0   \n",
       "7                                                     NaN      87   24.0   \n",
       "8                                                   Shine      87   12.0   \n",
       "9                                             Les Natures      87   27.0   \n",
       "10                                         Mountain Cuvée      87   19.0   \n",
       "11                                                    NaN      87   30.0   \n",
       "12                                                    NaN      87   34.0   \n",
       "13                                                  Rosso      87    NaN   \n",
       "14                                                    NaN      87   12.0   \n",
       "15                                                  Devon      87   24.0   \n",
       "16                                                  Felix      87   30.0   \n",
       "17                                    Winemaker Selection      87   13.0   \n",
       "18      Vendimia Seleccionada Finca Valdelayegua Singl...      87   28.0   \n",
       "19                                                    NaN      87   32.0   \n",
       "20                                          Vin de Maison      87   23.0   \n",
       "21                                                    NaN      87   20.0   \n",
       "22                                              Ficiligno      87   19.0   \n",
       "23                                    Signature Selection      87   22.0   \n",
       "24                                                  Aynat      87   35.0   \n",
       "25                                    King Ridge Vineyard      87   69.0   \n",
       "26                                                 Dalila      87   13.0   \n",
       "27                                                    NaN      87   10.0   \n",
       "28                                     Mascaria Barricato      87   17.0   \n",
       "29                                                    NaN      86   16.0   \n",
       "...                                                   ...     ...    ...   \n",
       "129941                                                NaN      90   20.0   \n",
       "129942                                                NaN      90   35.0   \n",
       "129943                                            Adènzia      90   29.0   \n",
       "129944                 Special Reserve Winemakers' Choice      90   25.0   \n",
       "129945                   Jurassic Park Vineyard Old Vines      90   20.0   \n",
       "129946                                                Dom      90   17.0   \n",
       "129947                                           Symposio      90   20.0   \n",
       "129948                                           Pedernal      90   43.0   \n",
       "129949                                   Barrel Fermented      90   35.0   \n",
       "129950                                      Blocks 7 & 22      90   35.0   \n",
       "129951                                             Holder      90   30.0   \n",
       "129952                                                NaN      90   22.0   \n",
       "129953                                            Elspeth      90   25.0   \n",
       "129954                                      Single Estate      90   15.0   \n",
       "129955                                                NaN      90   40.0   \n",
       "129956  Gimblett Gravels Merlot-Cabernet Sauvignon-Malbec      90   19.0   \n",
       "129957                                            Crianza      90   17.0   \n",
       "129958                                           Irongate      90   35.0   \n",
       "129959                                    Brand Grand Cru      90   57.0   \n",
       "129960                                            Vértice      90   48.0   \n",
       "129961                                                NaN      90   30.0   \n",
       "129962                          Sàgana Tenuta San Giacomo      90   40.0   \n",
       "129963                                           Oak Aged      90   20.0   \n",
       "129964                       Domaine Saint-Rémy Herrenweg      90    NaN   \n",
       "129965                        Seppi Landmann Vallée Noble      90   28.0   \n",
       "129966             Brauneberger Juffer-Sonnenuhr Spätlese      90   28.0   \n",
       "129967                                                NaN      90   75.0   \n",
       "129968                                              Kritt      90   30.0   \n",
       "129969                                                NaN      90   32.0   \n",
       "129970                      Lieu-dit Harth Cuvée Caroline      90   21.0   \n",
       "\n",
       "                 province               region_1           region_2  \\\n",
       "0       Sicily & Sardinia                   Etna                NaN   \n",
       "1                   Douro                    NaN                NaN   \n",
       "2                  Oregon      Willamette Valley  Willamette Valley   \n",
       "3                Michigan    Lake Michigan Shore                NaN   \n",
       "4                  Oregon      Willamette Valley  Willamette Valley   \n",
       "5          Northern Spain                Navarra                NaN   \n",
       "6       Sicily & Sardinia               Vittoria                NaN   \n",
       "7                  Alsace                 Alsace                NaN   \n",
       "8             Rheinhessen                    NaN                NaN   \n",
       "9                  Alsace                 Alsace                NaN   \n",
       "10             California            Napa Valley               Napa   \n",
       "11                 Alsace                 Alsace                NaN   \n",
       "12             California       Alexander Valley             Sonoma   \n",
       "13      Sicily & Sardinia                   Etna                NaN   \n",
       "14             California          Central Coast      Central Coast   \n",
       "15                  Mosel                    NaN                NaN   \n",
       "16                  Other               Cafayate                NaN   \n",
       "17       Mendoza Province                Mendoza                NaN   \n",
       "18         Northern Spain       Ribera del Duero                NaN   \n",
       "19               Virginia               Virginia                NaN   \n",
       "20               Virginia               Virginia                NaN   \n",
       "21                 Oregon                 Oregon       Oregon Other   \n",
       "22      Sicily & Sardinia                Sicilia                NaN   \n",
       "23             California            Paso Robles      Central Coast   \n",
       "24      Sicily & Sardinia                Sicilia                NaN   \n",
       "25             California           Sonoma Coast             Sonoma   \n",
       "26      Sicily & Sardinia        Terre Siciliane                NaN   \n",
       "27      Sicily & Sardinia        Terre Siciliane                NaN   \n",
       "28      Sicily & Sardinia  Cerasuolo di Vittoria                NaN   \n",
       "29             California             Clarksburg     Central Valley   \n",
       "...                   ...                    ...                ...   \n",
       "129941         California       Mendocino County                NaN   \n",
       "129942         California          Sonoma County             Sonoma   \n",
       "129943  Sicily & Sardinia                Sicilia                NaN   \n",
       "129944            Galilee                    NaN                NaN   \n",
       "129945         California      Santa Ynez Valley      Central Coast   \n",
       "129946              Mosel                    NaN                NaN   \n",
       "129947  Sicily & Sardinia        Terre Siciliane                NaN   \n",
       "129948              Other               San Juan                NaN   \n",
       "129949         California            Napa Valley               Napa   \n",
       "129950         California            Napa Valley               Napa   \n",
       "129951             Alsace                 Alsace                NaN   \n",
       "129952         California          Chiles Valley               Napa   \n",
       "129953        Hawke's Bay                    NaN                NaN   \n",
       "129954        Marlborough                    NaN                NaN   \n",
       "129955        Marlborough                    NaN                NaN   \n",
       "129956        Hawke's Bay                    NaN                NaN   \n",
       "129957     Northern Spain                  Rioja                NaN   \n",
       "129958        Hawke's Bay                    NaN                NaN   \n",
       "129959             Alsace                 Alsace                NaN   \n",
       "129960              Douro                    NaN                NaN   \n",
       "129961  Sicily & Sardinia                Sicilia                NaN   \n",
       "129962  Sicily & Sardinia                Sicilia                NaN   \n",
       "129963            Galilee                    NaN                NaN   \n",
       "129964             Alsace                 Alsace                NaN   \n",
       "129965             Alsace                 Alsace                NaN   \n",
       "129966              Mosel                    NaN                NaN   \n",
       "129967             Oregon                 Oregon       Oregon Other   \n",
       "129968             Alsace                 Alsace                NaN   \n",
       "129969             Alsace                 Alsace                NaN   \n",
       "129970             Alsace                 Alsace                NaN   \n",
       "\n",
       "               taster_name taster_twitter_handle  \\\n",
       "0            Kerin O’Keefe          @kerinokeefe   \n",
       "1               Roger Voss            @vossroger   \n",
       "2             Paul Gregutt           @paulgwine    \n",
       "3       Alexander Peartree                   NaN   \n",
       "4             Paul Gregutt           @paulgwine    \n",
       "5        Michael Schachner           @wineschach   \n",
       "6            Kerin O’Keefe          @kerinokeefe   \n",
       "7               Roger Voss            @vossroger   \n",
       "8       Anna Lee C. Iijima                   NaN   \n",
       "9               Roger Voss            @vossroger   \n",
       "10          Virginie Boone               @vboone   \n",
       "11              Roger Voss            @vossroger   \n",
       "12          Virginie Boone               @vboone   \n",
       "13           Kerin O’Keefe          @kerinokeefe   \n",
       "14           Matt Kettmann         @mattkettmann   \n",
       "15      Anna Lee C. Iijima                   NaN   \n",
       "16       Michael Schachner           @wineschach   \n",
       "17       Michael Schachner           @wineschach   \n",
       "18       Michael Schachner           @wineschach   \n",
       "19      Alexander Peartree                   NaN   \n",
       "20      Alexander Peartree                   NaN   \n",
       "21            Paul Gregutt           @paulgwine    \n",
       "22           Kerin O’Keefe          @kerinokeefe   \n",
       "23           Matt Kettmann         @mattkettmann   \n",
       "24           Kerin O’Keefe          @kerinokeefe   \n",
       "25          Virginie Boone               @vboone   \n",
       "26           Kerin O’Keefe          @kerinokeefe   \n",
       "27           Kerin O’Keefe          @kerinokeefe   \n",
       "28           Kerin O’Keefe          @kerinokeefe   \n",
       "29          Virginie Boone               @vboone   \n",
       "...                    ...                   ...   \n",
       "129941      Virginie Boone               @vboone   \n",
       "129942      Virginie Boone               @vboone   \n",
       "129943       Kerin O’Keefe          @kerinokeefe   \n",
       "129944       Mike DeSimone        @worldwineguys   \n",
       "129945       Matt Kettmann         @mattkettmann   \n",
       "129946  Anna Lee C. Iijima                   NaN   \n",
       "129947       Kerin O’Keefe          @kerinokeefe   \n",
       "129948   Michael Schachner           @wineschach   \n",
       "129949      Virginie Boone               @vboone   \n",
       "129950      Virginie Boone               @vboone   \n",
       "129951          Roger Voss            @vossroger   \n",
       "129952      Virginie Boone               @vboone   \n",
       "129953      Joe Czerwinski                @JoeCz   \n",
       "129954      Joe Czerwinski                @JoeCz   \n",
       "129955      Joe Czerwinski                @JoeCz   \n",
       "129956      Joe Czerwinski                @JoeCz   \n",
       "129957   Michael Schachner           @wineschach   \n",
       "129958      Joe Czerwinski                @JoeCz   \n",
       "129959          Roger Voss            @vossroger   \n",
       "129960          Roger Voss            @vossroger   \n",
       "129961       Kerin O’Keefe          @kerinokeefe   \n",
       "129962       Kerin O’Keefe          @kerinokeefe   \n",
       "129963       Mike DeSimone        @worldwineguys   \n",
       "129964          Roger Voss            @vossroger   \n",
       "129965          Roger Voss            @vossroger   \n",
       "129966  Anna Lee C. Iijima                   NaN   \n",
       "129967        Paul Gregutt           @paulgwine    \n",
       "129968          Roger Voss            @vossroger   \n",
       "129969          Roger Voss            @vossroger   \n",
       "129970          Roger Voss            @vossroger   \n",
       "\n",
       "                                                    title  \\\n",
       "0                       Nicosia 2013 Vulkà Bianco  (Etna)   \n",
       "1           Quinta dos Avidagos 2011 Avidagos Red (Douro)   \n",
       "2           Rainstorm 2013 Pinot Gris (Willamette Valley)   \n",
       "3       St. Julian 2013 Reserve Late Harvest Riesling ...   \n",
       "4       Sweet Cheeks 2012 Vintner's Reserve Wild Child...   \n",
       "5       Tandem 2011 Ars In Vitro Tempranillo-Merlot (N...   \n",
       "6        Terre di Giurfo 2013 Belsito Frappato (Vittoria)   \n",
       "7                   Trimbach 2012 Gewurztraminer (Alsace)   \n",
       "8       Heinz Eifel 2013 Shine Gewürztraminer (Rheinhe...   \n",
       "9       Jean-Baptiste Adam 2012 Les Natures Pinot Gris...   \n",
       "10      Kirkland Signature 2011 Mountain Cuvée Caberne...   \n",
       "11                Leon Beyer 2012 Gewurztraminer (Alsace)   \n",
       "12      Louis M. Martini 2012 Cabernet Sauvignon (Alex...   \n",
       "13                 Masseria Setteporte 2012 Rosso  (Etna)   \n",
       "14               Mirassou 2012 Chardonnay (Central Coast)   \n",
       "15            Richard Böcking 2013 Devon Riesling (Mosel)   \n",
       "16             Felix Lavaque 2010 Felix Malbec (Cafayate)   \n",
       "17      Gaucho Andino 2011 Winemaker Selection Malbec ...   \n",
       "18      Pradorey 2010 Vendimia Seleccionada Finca Vald...   \n",
       "19                   Quiévremont 2012 Meritage (Virginia)   \n",
       "20          Quiévremont 2012 Vin de Maison Red (Virginia)   \n",
       "21                       Acrobat 2013 Pinot Noir (Oregon)   \n",
       "22      Baglio di Pianetto 2007 Ficiligno White (Sicilia)   \n",
       "23      Bianchi 2011 Signature Selection Merlot (Paso ...   \n",
       "24            Canicattì 2009 Aynat Nero d'Avola (Sicilia)   \n",
       "25      Castello di Amorosa 2011 King Ridge Vineyard P...   \n",
       "26           Stemmari 2013 Dalila White (Terre Siciliane)   \n",
       "27           Stemmari 2013 Nero d'Avola (Terre Siciliane)   \n",
       "28      Terre di Giurfo 2011 Mascaria Barricato  (Cera...   \n",
       "29      Clarksburg Wine Company 2010 Chenin Blanc (Cla...   \n",
       "...                                                   ...   \n",
       "129941         Apriori 2013 Chardonnay (Mendocino County)   \n",
       "129942   Arrowood 2010 Cabernet Sauvignon (Sonoma County)   \n",
       "129943  Baglio del Cristo di Campobello 2012 Adènzia R...   \n",
       "129944  Barkan 2011 Special Reserve Winemakers' Choice...   \n",
       "129945  Birichino 2013 Jurassic Park Vineyard Old Vine...   \n",
       "129946  Bischöfliche Weingüter Trier 2013 Dom Riesling...   \n",
       "129947  Feudo Principi di Butera 2012 Symposio Red (Te...   \n",
       "129948    Finca Las Moras 2010 Pedernal Malbec (San Juan)   \n",
       "129949  Flora Springs 2013 Barrel Fermented Chardonnay...   \n",
       "129950  Hendry 2012 Blocks 7 & 22 Zinfandel (Napa Valley)   \n",
       "129951  Henri Schoenheitz 2012 Holder Gewurztraminer (...   \n",
       "129952             Houdini 2011 Zinfandel (Chiles Valley)   \n",
       "129953  Mills Reef 2011 Elspeth Cabernet Merlot (Hawke...   \n",
       "129954    Ara 2013 Single Estate Pinot Gris (Marlborough)   \n",
       "129955            Dog Point 2012 Chardonnay (Marlborough)   \n",
       "129956  Esk Valley 2011 Gimblett Gravels Merlot-Cabern...   \n",
       "129957           Viñedos Real Rubio 2010 Crianza  (Rioja)   \n",
       "129958             Babich 2010 Irongate Red (Hawke's Bay)   \n",
       "129959  Cave de Turckheim 2010 Brand Grand Cru Pinot G...   \n",
       "129960  Caves Transmontanas 2006 Vértice Pinot Noir (D...   \n",
       "129961                        COS 2013 Frappato (Sicilia)   \n",
       "129962  Cusumano 2012 Sàgana Tenuta San Giacomo Nero d...   \n",
       "129963  Dalton 2012 Oak Aged Cabernet Sauvignon (Galilee)   \n",
       "129964  Domaine Ehrhart 2013 Domaine Saint-Rémy Herren...   \n",
       "129965  Domaine Rieflé-Landmann 2013 Seppi Landmann Va...   \n",
       "129966  Dr. H. Thanisch (Erben Müller-Burggraef) 2013 ...   \n",
       "129967                  Citation 2004 Pinot Noir (Oregon)   \n",
       "129968  Domaine Gresser 2013 Kritt Gewurztraminer (Als...   \n",
       "129969      Domaine Marcel Deiss 2012 Pinot Gris (Alsace)   \n",
       "129970  Domaine Schoffit 2012 Lieu-dit Harth Cuvée Car...   \n",
       "\n",
       "                         variety                                    winery  \\\n",
       "0                    White Blend                                   Nicosia   \n",
       "1                 Portuguese Red                       Quinta dos Avidagos   \n",
       "2                     Pinot Gris                                 Rainstorm   \n",
       "3                       Riesling                                St. Julian   \n",
       "4                     Pinot Noir                              Sweet Cheeks   \n",
       "5             Tempranillo-Merlot                                    Tandem   \n",
       "6                       Frappato                           Terre di Giurfo   \n",
       "7                 Gewürztraminer                                  Trimbach   \n",
       "8                 Gewürztraminer                               Heinz Eifel   \n",
       "9                     Pinot Gris                        Jean-Baptiste Adam   \n",
       "10            Cabernet Sauvignon                        Kirkland Signature   \n",
       "11                Gewürztraminer                                Leon Beyer   \n",
       "12            Cabernet Sauvignon                          Louis M. Martini   \n",
       "13             Nerello Mascalese                       Masseria Setteporte   \n",
       "14                    Chardonnay                                  Mirassou   \n",
       "15                      Riesling                           Richard Böcking   \n",
       "16                        Malbec                             Felix Lavaque   \n",
       "17                        Malbec                             Gaucho Andino   \n",
       "18             Tempranillo Blend                                  Pradorey   \n",
       "19                      Meritage                               Quiévremont   \n",
       "20                     Red Blend                               Quiévremont   \n",
       "21                    Pinot Noir                                   Acrobat   \n",
       "22                   White Blend                        Baglio di Pianetto   \n",
       "23                        Merlot                                   Bianchi   \n",
       "24                  Nero d'Avola                                 Canicattì   \n",
       "25                    Pinot Noir                       Castello di Amorosa   \n",
       "26                   White Blend                                  Stemmari   \n",
       "27                  Nero d'Avola                                  Stemmari   \n",
       "28                     Red Blend                           Terre di Giurfo   \n",
       "29                  Chenin Blanc                   Clarksburg Wine Company   \n",
       "...                          ...                                       ...   \n",
       "129941                Chardonnay                                   Apriori   \n",
       "129942        Cabernet Sauvignon                                  Arrowood   \n",
       "129943                 Red Blend           Baglio del Cristo di Campobello   \n",
       "129944                    Shiraz                                    Barkan   \n",
       "129945              Chenin Blanc                                 Birichino   \n",
       "129946                  Riesling              Bischöfliche Weingüter Trier   \n",
       "129947                 Red Blend                  Feudo Principi di Butera   \n",
       "129948                    Malbec                           Finca Las Moras   \n",
       "129949                Chardonnay                             Flora Springs   \n",
       "129950                 Zinfandel                                    Hendry   \n",
       "129951            Gewürztraminer                         Henri Schoenheitz   \n",
       "129952                 Zinfandel                                   Houdini   \n",
       "129953           Cabernet Merlot                                Mills Reef   \n",
       "129954                Pinot Gris                                       Ara   \n",
       "129955                Chardonnay                                 Dog Point   \n",
       "129956  Bordeaux-style Red Blend                                Esk Valley   \n",
       "129957         Tempranillo Blend                        Viñedos Real Rubio   \n",
       "129958  Bordeaux-style Red Blend                                    Babich   \n",
       "129959                Pinot Gris                         Cave de Turckheim   \n",
       "129960                Pinot Noir                       Caves Transmontanas   \n",
       "129961                  Frappato                                       COS   \n",
       "129962              Nero d'Avola                                  Cusumano   \n",
       "129963        Cabernet Sauvignon                                    Dalton   \n",
       "129964            Gewürztraminer                           Domaine Ehrhart   \n",
       "129965                Pinot Gris                   Domaine Rieflé-Landmann   \n",
       "129966                  Riesling  Dr. H. Thanisch (Erben Müller-Burggraef)   \n",
       "129967                Pinot Noir                                  Citation   \n",
       "129968            Gewürztraminer                           Domaine Gresser   \n",
       "129969                Pinot Gris                      Domaine Marcel Deiss   \n",
       "129970            Gewürztraminer                          Domaine Schoffit   \n",
       "\n",
       "        points_per_dollar vintage  \n",
       "0                     NaN    2013  \n",
       "1                5.800000    2011  \n",
       "2                6.214286    2013  \n",
       "3                6.692308    2013  \n",
       "4                1.338462    2012  \n",
       "5                5.800000    2011  \n",
       "6                5.437500    2013  \n",
       "7                3.625000    2012  \n",
       "8                7.250000    2013  \n",
       "9                3.222222    2012  \n",
       "10               4.578947    2011  \n",
       "11               2.900000    2012  \n",
       "12               2.558824    2012  \n",
       "13                    NaN    2012  \n",
       "14               7.250000    2012  \n",
       "15               3.625000    2013  \n",
       "16               2.900000    2010  \n",
       "17               6.692308    2011  \n",
       "18               3.107143    2010  \n",
       "19               2.718750    2012  \n",
       "20               3.782609    2012  \n",
       "21               4.350000    2013  \n",
       "22               4.578947    2007  \n",
       "23               3.954545    2011  \n",
       "24               2.485714    2009  \n",
       "25               1.260870    2011  \n",
       "26               6.692308    2013  \n",
       "27               8.700000    2013  \n",
       "28               5.117647    2011  \n",
       "29               5.375000    2010  \n",
       "...                   ...     ...  \n",
       "129941           4.500000    2013  \n",
       "129942           2.571429    2010  \n",
       "129943           3.103448    2012  \n",
       "129944           3.600000    2011  \n",
       "129945           4.500000    2013  \n",
       "129946           5.294118    2013  \n",
       "129947           4.500000    2012  \n",
       "129948           2.093023    2010  \n",
       "129949           2.571429    2013  \n",
       "129950           2.571429    2012  \n",
       "129951           3.000000    2012  \n",
       "129952           4.090909    2011  \n",
       "129953           3.600000    2011  \n",
       "129954           6.000000    2013  \n",
       "129955           2.250000    2012  \n",
       "129956           4.736842    2011  \n",
       "129957           5.294118    2010  \n",
       "129958           2.571429    2010  \n",
       "129959           1.578947    2010  \n",
       "129960           1.875000    2006  \n",
       "129961           3.000000    2013  \n",
       "129962           2.250000    2012  \n",
       "129963           4.500000    2012  \n",
       "129964                NaN    2013  \n",
       "129965           3.214286    2013  \n",
       "129966           3.214286    2013  \n",
       "129967           1.200000    2004  \n",
       "129968           3.000000    2013  \n",
       "129969           2.812500    2012  \n",
       "129970           4.285714    2012  \n",
       "\n",
       "[129971 rows x 15 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset['points_per_dollar']=dataset['points']/dataset['price']\n",
    "dataset['vintage']=dataset.title.str.extract('(\\d+)')\n",
    "dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### College student with max budget of 10 dollar per bottle, wants to be mildly sophisticated with a min desired price of 5 dollar per bottle and wants list of 5 Pinot Noir bottles in price range that have most bang for the buck"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>description</th>\n",
       "      <th>designation</th>\n",
       "      <th>points</th>\n",
       "      <th>price</th>\n",
       "      <th>province</th>\n",
       "      <th>region_1</th>\n",
       "      <th>region_2</th>\n",
       "      <th>taster_name</th>\n",
       "      <th>taster_twitter_handle</th>\n",
       "      <th>title</th>\n",
       "      <th>variety</th>\n",
       "      <th>winery</th>\n",
       "      <th>points_per_dollar</th>\n",
       "      <th>vintage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>105918</th>\n",
       "      <td>France</td>\n",
       "      <td>Smells a little warm with notes of stewed red ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Languedoc-Roussillon</td>\n",
       "      <td>Vin de Pays d'Oc</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Lauren Buzzeo</td>\n",
       "      <td>@laurbuzz</td>\n",
       "      <td>French Rabbit 2007 Pinot Noir (Vin de Pays d'Oc)</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>French Rabbit</td>\n",
       "      <td>16.600000</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25111</th>\n",
       "      <td>France</td>\n",
       "      <td>This is a direct but tasty and well-balanced P...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>7.0</td>\n",
       "      <td>France Other</td>\n",
       "      <td>Vin de France</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Lauren Buzzeo</td>\n",
       "      <td>@laurbuzz</td>\n",
       "      <td>Le Pépin 2015 Pinot Noir (Vin de France)</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Le Pépin</td>\n",
       "      <td>12.428571</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31729</th>\n",
       "      <td>Romania</td>\n",
       "      <td>High-toned berry and cherry aromas introduce t...</td>\n",
       "      <td>Dreambird</td>\n",
       "      <td>87</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Viile Timisului</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anna Lee C. Iijima</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cramele Recas 2012 Dreambird Pinot Noir (Viile...</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Cramele Recas</td>\n",
       "      <td>12.428571</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104627</th>\n",
       "      <td>Chile</td>\n",
       "      <td>Fresh, minerally red-fruit aromas set up a lig...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Central Valley</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Beach Kite 2012 Pinot Noir (Central Valley)</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Beach Kite</td>\n",
       "      <td>12.285714</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14158</th>\n",
       "      <td>Romania</td>\n",
       "      <td>The Dreambird Pinot Noir is cheerful and brigh...</td>\n",
       "      <td>Dreambird</td>\n",
       "      <td>86</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Viile Timisului</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anna Lee C. Iijima</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cramele Recas 2011 Dreambird Pinot Noir (Viile...</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Cramele Recas</td>\n",
       "      <td>12.285714</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        country                                        description  \\\n",
       "105918   France  Smells a little warm with notes of stewed red ...   \n",
       "25111    France  This is a direct but tasty and well-balanced P...   \n",
       "31729   Romania  High-toned berry and cherry aromas introduce t...   \n",
       "104627    Chile  Fresh, minerally red-fruit aromas set up a lig...   \n",
       "14158   Romania  The Dreambird Pinot Noir is cheerful and brigh...   \n",
       "\n",
       "       designation  points  price              province          region_1  \\\n",
       "105918         NaN      83    5.0  Languedoc-Roussillon  Vin de Pays d'Oc   \n",
       "25111          NaN      87    7.0          France Other     Vin de France   \n",
       "31729    Dreambird      87    7.0       Viile Timisului               NaN   \n",
       "104627         NaN      86    7.0        Central Valley               NaN   \n",
       "14158    Dreambird      86    7.0       Viile Timisului               NaN   \n",
       "\n",
       "       region_2         taster_name taster_twitter_handle  \\\n",
       "105918      NaN       Lauren Buzzeo             @laurbuzz   \n",
       "25111       NaN       Lauren Buzzeo             @laurbuzz   \n",
       "31729       NaN  Anna Lee C. Iijima                   NaN   \n",
       "104627      NaN   Michael Schachner           @wineschach   \n",
       "14158       NaN  Anna Lee C. Iijima                   NaN   \n",
       "\n",
       "                                                    title     variety  \\\n",
       "105918   French Rabbit 2007 Pinot Noir (Vin de Pays d'Oc)  Pinot Noir   \n",
       "25111            Le Pépin 2015 Pinot Noir (Vin de France)  Pinot Noir   \n",
       "31729   Cramele Recas 2012 Dreambird Pinot Noir (Viile...  Pinot Noir   \n",
       "104627        Beach Kite 2012 Pinot Noir (Central Valley)  Pinot Noir   \n",
       "14158   Cramele Recas 2011 Dreambird Pinot Noir (Viile...  Pinot Noir   \n",
       "\n",
       "               winery  points_per_dollar vintage  \n",
       "105918  French Rabbit          16.600000    2007  \n",
       "25111        Le Pépin          12.428571    2015  \n",
       "31729   Cramele Recas          12.428571    2012  \n",
       "104627     Beach Kite          12.285714    2012  \n",
       "14158   Cramele Recas          12.285714    2011  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def curate_list_student (max_price, min_price, wine_type):\n",
    "    wine_list = (dataset.loc[(dataset['price'] <= max_price) & (dataset['price'] >= min_price) & (dataset['variety'] == wine_type)])\n",
    "    wine_list_sort = wine_list.sort_values(by = ['points_per_dollar'], ascending=False)\n",
    "    wine_list_sort.drop_duplicates(subset='title', keep='first', inplace=True)\n",
    "    return wine_list_sort.head(5)\n",
    "\n",
    "curate_list_student(10, 5, 'Pinot Noir')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Fancy party host wants to impress guests with highest rated wine from France within price range, lower price is tie-breaker for wines with the same rating.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>description</th>\n",
       "      <th>designation</th>\n",
       "      <th>points</th>\n",
       "      <th>price</th>\n",
       "      <th>province</th>\n",
       "      <th>region_1</th>\n",
       "      <th>region_2</th>\n",
       "      <th>taster_name</th>\n",
       "      <th>taster_twitter_handle</th>\n",
       "      <th>title</th>\n",
       "      <th>variety</th>\n",
       "      <th>winery</th>\n",
       "      <th>points_per_dollar</th>\n",
       "      <th>vintage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45985</th>\n",
       "      <td>France</td>\n",
       "      <td>This is beautully concentrated and full of gre...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>98</td>\n",
       "      <td>70.0</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Barsac</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Climens 2014  Barsac</td>\n",
       "      <td>Bordeaux-style White Blend</td>\n",
       "      <td>Château Climens</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58353</th>\n",
       "      <td>France</td>\n",
       "      <td>A wine of architectural strength and classical...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>98</td>\n",
       "      <td>92.0</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Saint-Julien</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Léoville Poyferré 2010  Saint-Julien</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Château Léoville Poyferré</td>\n",
       "      <td>1.065217</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45986</th>\n",
       "      <td>France</td>\n",
       "      <td>Powered by intense botrytis, this wine is opul...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>97</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Barsac</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Coutet 2014  Barsac</td>\n",
       "      <td>Bordeaux-style White Blend</td>\n",
       "      <td>Château Coutet</td>\n",
       "      <td>2.155556</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89730</th>\n",
       "      <td>France</td>\n",
       "      <td>The heady aromatic scent of fresh tangerine pe...</td>\n",
       "      <td>Clos Saint Landelin Vorbourg Grand Cru</td>\n",
       "      <td>97</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anne Krebiehl MW</td>\n",
       "      <td>@AnneInVino</td>\n",
       "      <td>René Muré 2015 Clos Saint Landelin Vorbourg Gr...</td>\n",
       "      <td>Riesling</td>\n",
       "      <td>René Muré</td>\n",
       "      <td>1.940000</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45987</th>\n",
       "      <td>France</td>\n",
       "      <td>This impressive wine has great intensity and s...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>97</td>\n",
       "      <td>55.0</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Sauternes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Clos Haut-Peyraguey 2014  Sauternes</td>\n",
       "      <td>Bordeaux-style White Blend</td>\n",
       "      <td>Clos Haut-Peyraguey</td>\n",
       "      <td>1.763636</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      country                                        description  \\\n",
       "45985  France  This is beautully concentrated and full of gre...   \n",
       "58353  France  A wine of architectural strength and classical...   \n",
       "45986  France  Powered by intense botrytis, this wine is opul...   \n",
       "89730  France  The heady aromatic scent of fresh tangerine pe...   \n",
       "45987  France  This impressive wine has great intensity and s...   \n",
       "\n",
       "                                  designation  points  price  province  \\\n",
       "45985                                     NaN      98   70.0  Bordeaux   \n",
       "58353                                     NaN      98   92.0  Bordeaux   \n",
       "45986                                     NaN      97   45.0  Bordeaux   \n",
       "89730  Clos Saint Landelin Vorbourg Grand Cru      97   50.0    Alsace   \n",
       "45987                                     NaN      97   55.0  Bordeaux   \n",
       "\n",
       "           region_1 region_2       taster_name taster_twitter_handle  \\\n",
       "45985        Barsac      NaN        Roger Voss            @vossroger   \n",
       "58353  Saint-Julien      NaN        Roger Voss            @vossroger   \n",
       "45986        Barsac      NaN        Roger Voss            @vossroger   \n",
       "89730        Alsace      NaN  Anne Krebiehl MW           @AnneInVino   \n",
       "45987     Sauternes      NaN        Roger Voss            @vossroger   \n",
       "\n",
       "                                                   title  \\\n",
       "45985                       Château Climens 2014  Barsac   \n",
       "58353       Château Léoville Poyferré 2010  Saint-Julien   \n",
       "45986                        Château Coutet 2014  Barsac   \n",
       "89730  René Muré 2015 Clos Saint Landelin Vorbourg Gr...   \n",
       "45987                Clos Haut-Peyraguey 2014  Sauternes   \n",
       "\n",
       "                          variety                     winery  \\\n",
       "45985  Bordeaux-style White Blend            Château Climens   \n",
       "58353    Bordeaux-style Red Blend  Château Léoville Poyferré   \n",
       "45986  Bordeaux-style White Blend             Château Coutet   \n",
       "89730                    Riesling                  René Muré   \n",
       "45987  Bordeaux-style White Blend        Clos Haut-Peyraguey   \n",
       "\n",
       "       points_per_dollar vintage  \n",
       "45985           1.400000    2014  \n",
       "58353           1.065217    2010  \n",
       "45986           2.155556    2014  \n",
       "89730           1.940000    2015  \n",
       "45987           1.763636    2014  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "def curate_list_host (max_price, country):\n",
    "    wine_list = (dataset.loc[(dataset['price'] <= max_price) & (dataset['country'] == country)])\n",
    "    wine_list_sort = wine_list.sort_values(['points','price'], ascending=[0,1])\n",
    "    wine_list_sort.drop_duplicates(subset='title', keep='first', inplace=True)\n",
    "    return wine_list_sort.head(5)\n",
    "\n",
    "curate_list_host(100, 'France')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Collector wants to know best wines of a certain type and vintage from a particular state or province, lower price is tie-breaker for wines with the same rating\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>description</th>\n",
       "      <th>designation</th>\n",
       "      <th>points</th>\n",
       "      <th>price</th>\n",
       "      <th>province</th>\n",
       "      <th>region_1</th>\n",
       "      <th>region_2</th>\n",
       "      <th>taster_name</th>\n",
       "      <th>taster_twitter_handle</th>\n",
       "      <th>title</th>\n",
       "      <th>variety</th>\n",
       "      <th>winery</th>\n",
       "      <th>points_per_dollar</th>\n",
       "      <th>vintage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>54298</th>\n",
       "      <td>France</td>\n",
       "      <td>The production is tiny, yet the potential of t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>97</td>\n",
       "      <td>932.0</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Pessac-Léognan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Haut-Brion 2013  Pessac-Léognan</td>\n",
       "      <td>Bordeaux-style White Blend</td>\n",
       "      <td>Château Haut-Brion</td>\n",
       "      <td>0.104077</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54305</th>\n",
       "      <td>France</td>\n",
       "      <td>This is finely structured, a tense wine with g...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>96</td>\n",
       "      <td>767.0</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Pessac-Léognan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château La Mission Haut-Brion 2013  Pessac-Léo...</td>\n",
       "      <td>Bordeaux-style White Blend</td>\n",
       "      <td>Château La Mission Haut-Brion</td>\n",
       "      <td>0.125163</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83927</th>\n",
       "      <td>France</td>\n",
       "      <td>As is often the case, a poor red wine vintage ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>95</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Sauternes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Clos Haut-Peyraguey 2013  Sauternes</td>\n",
       "      <td>Bordeaux-style White Blend</td>\n",
       "      <td>Château Clos Haut-Peyraguey</td>\n",
       "      <td>2.111111</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102835</th>\n",
       "      <td>France</td>\n",
       "      <td>This is a beautiful wine, fresh with acidity a...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>95</td>\n",
       "      <td>110.0</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Pessac-Léognan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine de Chevalier 2013  Pessac-Léognan</td>\n",
       "      <td>Bordeaux-style White Blend</td>\n",
       "      <td>Domaine de Chevalier</td>\n",
       "      <td>0.863636</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44638</th>\n",
       "      <td>France</td>\n",
       "      <td>This wine is concentrated, dense and has super...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>94</td>\n",
       "      <td>68.0</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Pessac-Léognan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Malartic-Lagravière 2013  Pessac-Léognan</td>\n",
       "      <td>Bordeaux-style White Blend</td>\n",
       "      <td>Château Malartic-Lagravière</td>\n",
       "      <td>1.382353</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       country                                        description designation  \\\n",
       "54298   France  The production is tiny, yet the potential of t...         NaN   \n",
       "54305   France  This is finely structured, a tense wine with g...         NaN   \n",
       "83927   France  As is often the case, a poor red wine vintage ...         NaN   \n",
       "102835  France  This is a beautiful wine, fresh with acidity a...         NaN   \n",
       "44638   France  This wine is concentrated, dense and has super...         NaN   \n",
       "\n",
       "        points  price  province        region_1 region_2 taster_name  \\\n",
       "54298       97  932.0  Bordeaux  Pessac-Léognan      NaN  Roger Voss   \n",
       "54305       96  767.0  Bordeaux  Pessac-Léognan      NaN  Roger Voss   \n",
       "83927       95   45.0  Bordeaux       Sauternes      NaN  Roger Voss   \n",
       "102835      95  110.0  Bordeaux  Pessac-Léognan      NaN  Roger Voss   \n",
       "44638       94   68.0  Bordeaux  Pessac-Léognan      NaN  Roger Voss   \n",
       "\n",
       "       taster_twitter_handle  \\\n",
       "54298             @vossroger   \n",
       "54305             @vossroger   \n",
       "83927             @vossroger   \n",
       "102835            @vossroger   \n",
       "44638             @vossroger   \n",
       "\n",
       "                                                    title  \\\n",
       "54298             Château Haut-Brion 2013  Pessac-Léognan   \n",
       "54305   Château La Mission Haut-Brion 2013  Pessac-Léo...   \n",
       "83927         Château Clos Haut-Peyraguey 2013  Sauternes   \n",
       "102835          Domaine de Chevalier 2013  Pessac-Léognan   \n",
       "44638    Château Malartic-Lagravière 2013  Pessac-Léognan   \n",
       "\n",
       "                           variety                         winery  \\\n",
       "54298   Bordeaux-style White Blend             Château Haut-Brion   \n",
       "54305   Bordeaux-style White Blend  Château La Mission Haut-Brion   \n",
       "83927   Bordeaux-style White Blend    Château Clos Haut-Peyraguey   \n",
       "102835  Bordeaux-style White Blend           Domaine de Chevalier   \n",
       "44638   Bordeaux-style White Blend    Château Malartic-Lagravière   \n",
       "\n",
       "        points_per_dollar vintage  \n",
       "54298            0.104077    2013  \n",
       "54305            0.125163    2013  \n",
       "83927            2.111111    2013  \n",
       "102835           0.863636    2013  \n",
       "44638            1.382353    2013  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "def curate_list_collector (province, wine_type, vintage):\n",
    "    wine_list = (dataset.loc[(dataset['province'] == province) & (dataset['variety'] == wine_type) & (dataset['vintage'] == vintage)])\n",
    "    wine_list_sort = wine_list.sort_values(['points','price'], ascending=[0,1], na_position='last')\n",
    "    wine_list_sort.drop_duplicates(subset='title', keep='first', inplace=True)\n",
    "    return wine_list_sort.head(5)\n",
    "\n",
    "curate_list_collector('Bordeaux', 'Bordeaux-style White Blend', '2013')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## After all this work, I think I am going to buy a cheap Pinot Noir from France; but if Professor White is buying lets get that $3300 bottle."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>description</th>\n",
       "      <th>designation</th>\n",
       "      <th>points</th>\n",
       "      <th>price</th>\n",
       "      <th>province</th>\n",
       "      <th>region_1</th>\n",
       "      <th>region_2</th>\n",
       "      <th>taster_name</th>\n",
       "      <th>taster_twitter_handle</th>\n",
       "      <th>title</th>\n",
       "      <th>variety</th>\n",
       "      <th>winery</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Aromas include tropical fruit, broom, brimston...</td>\n",
       "      <td>Vulkà Bianco</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Etna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Nicosia 2013 Vulkà Bianco  (Etna)</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Nicosia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>This is ripe and fruity, a wine that is smooth...</td>\n",
       "      <td>Avidagos</td>\n",
       "      <td>87</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Douro</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Quinta dos Avidagos 2011 Avidagos Red (Douro)</td>\n",
       "      <td>Portuguese Red</td>\n",
       "      <td>Quinta dos Avidagos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>US</td>\n",
       "      <td>Tart and snappy, the flavors of lime flesh and...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>14.0</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Rainstorm 2013 Pinot Gris (Willamette Valley)</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Rainstorm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>US</td>\n",
       "      <td>Pineapple rind, lemon pith and orange blossom ...</td>\n",
       "      <td>Reserve Late Harvest</td>\n",
       "      <td>87</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>Lake Michigan Shore</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alexander Peartree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>St. Julian 2013 Reserve Late Harvest Riesling ...</td>\n",
       "      <td>Riesling</td>\n",
       "      <td>St. Julian</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>US</td>\n",
       "      <td>Much like the regular bottling from 2012, this...</td>\n",
       "      <td>Vintner's Reserve Wild Child Block</td>\n",
       "      <td>87</td>\n",
       "      <td>65.0</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Sweet Cheeks 2012 Vintner's Reserve Wild Child...</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Sweet Cheeks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Blackberry and raspberry aromas show a typical...</td>\n",
       "      <td>Ars In Vitro</td>\n",
       "      <td>87</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Northern Spain</td>\n",
       "      <td>Navarra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Tandem 2011 Ars In Vitro Tempranillo-Merlot (N...</td>\n",
       "      <td>Tempranillo-Merlot</td>\n",
       "      <td>Tandem</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Here's a bright, informal red that opens with ...</td>\n",
       "      <td>Belsito</td>\n",
       "      <td>87</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Vittoria</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Terre di Giurfo 2013 Belsito Frappato (Vittoria)</td>\n",
       "      <td>Frappato</td>\n",
       "      <td>Terre di Giurfo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>France</td>\n",
       "      <td>This dry and restrained wine offers spice in p...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>24.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Trimbach 2012 Gewurztraminer (Alsace)</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Trimbach</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Savory dried thyme notes accent sunnier flavor...</td>\n",
       "      <td>Shine</td>\n",
       "      <td>87</td>\n",
       "      <td>12.0</td>\n",
       "      <td>Rheinhessen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anna Lee C. Iijima</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Heinz Eifel 2013 Shine Gewürztraminer (Rheinhe...</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Heinz Eifel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>France</td>\n",
       "      <td>This has great depth of flavor with its fresh ...</td>\n",
       "      <td>Les Natures</td>\n",
       "      <td>87</td>\n",
       "      <td>27.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Jean-Baptiste Adam 2012 Les Natures Pinot Gris...</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Jean-Baptiste Adam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>US</td>\n",
       "      <td>Soft, supple plum envelopes an oaky structure ...</td>\n",
       "      <td>Mountain Cuvée</td>\n",
       "      <td>87</td>\n",
       "      <td>19.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Napa Valley</td>\n",
       "      <td>Napa</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Kirkland Signature 2011 Mountain Cuvée Caberne...</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Kirkland Signature</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>France</td>\n",
       "      <td>This is a dry wine, very spicy, with a tight, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Leon Beyer 2012 Gewurztraminer (Alsace)</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Leon Beyer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>US</td>\n",
       "      <td>Slightly reduced, this wine offers a chalky, t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>34.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Alexander Valley</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Louis M. Martini 2012 Cabernet Sauvignon (Alex...</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Louis M. Martini</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Italy</td>\n",
       "      <td>This is dominated by oak and oak-driven aromas...</td>\n",
       "      <td>Rosso</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Etna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Masseria Setteporte 2012 Rosso  (Etna)</td>\n",
       "      <td>Nerello Mascalese</td>\n",
       "      <td>Masseria Setteporte</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>US</td>\n",
       "      <td>Building on 150 years and six generations of w...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>12.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Central Coast</td>\n",
       "      <td>Central Coast</td>\n",
       "      <td>Matt Kettmann</td>\n",
       "      <td>@mattkettmann</td>\n",
       "      <td>Mirassou 2012 Chardonnay (Central Coast)</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Mirassou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Zesty orange peels and apple notes abound in t...</td>\n",
       "      <td>Devon</td>\n",
       "      <td>87</td>\n",
       "      <td>24.0</td>\n",
       "      <td>Mosel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anna Lee C. Iijima</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Richard Böcking 2013 Devon Riesling (Mosel)</td>\n",
       "      <td>Riesling</td>\n",
       "      <td>Richard Böcking</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Argentina</td>\n",
       "      <td>Baked plum, molasses, balsamic vinegar and che...</td>\n",
       "      <td>Felix</td>\n",
       "      <td>87</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>Cafayate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Felix Lavaque 2010 Felix Malbec (Cafayate)</td>\n",
       "      <td>Malbec</td>\n",
       "      <td>Felix Lavaque</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Argentina</td>\n",
       "      <td>Raw black-cherry aromas are direct and simple ...</td>\n",
       "      <td>Winemaker Selection</td>\n",
       "      <td>87</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Mendoza Province</td>\n",
       "      <td>Mendoza</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Gaucho Andino 2011 Winemaker Selection Malbec ...</td>\n",
       "      <td>Malbec</td>\n",
       "      <td>Gaucho Andino</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Desiccated blackberry, leather, charred wood a...</td>\n",
       "      <td>Vendimia Seleccionada Finca Valdelayegua Singl...</td>\n",
       "      <td>87</td>\n",
       "      <td>28.0</td>\n",
       "      <td>Northern Spain</td>\n",
       "      <td>Ribera del Duero</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Pradorey 2010 Vendimia Seleccionada Finca Vald...</td>\n",
       "      <td>Tempranillo Blend</td>\n",
       "      <td>Pradorey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>US</td>\n",
       "      <td>Red fruit aromas pervade on the nose, with cig...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>32.0</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alexander Peartree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Quiévremont 2012 Meritage (Virginia)</td>\n",
       "      <td>Meritage</td>\n",
       "      <td>Quiévremont</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>US</td>\n",
       "      <td>Ripe aromas of dark berries mingle with ample ...</td>\n",
       "      <td>Vin de Maison</td>\n",
       "      <td>87</td>\n",
       "      <td>23.0</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alexander Peartree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Quiévremont 2012 Vin de Maison Red (Virginia)</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Quiévremont</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>US</td>\n",
       "      <td>A sleek mix of tart berry, stem and herb, alon...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Oregon Other</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Acrobat 2013 Pinot Noir (Oregon)</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Acrobat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Delicate aromas recall white flower and citrus...</td>\n",
       "      <td>Ficiligno</td>\n",
       "      <td>87</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Baglio di Pianetto 2007 Ficiligno White (Sicilia)</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Baglio di Pianetto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>US</td>\n",
       "      <td>This wine from the Geneseo district offers aro...</td>\n",
       "      <td>Signature Selection</td>\n",
       "      <td>87</td>\n",
       "      <td>22.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Paso Robles</td>\n",
       "      <td>Central Coast</td>\n",
       "      <td>Matt Kettmann</td>\n",
       "      <td>@mattkettmann</td>\n",
       "      <td>Bianchi 2011 Signature Selection Merlot (Paso ...</td>\n",
       "      <td>Merlot</td>\n",
       "      <td>Bianchi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Aromas of prune, blackcurrant, toast and oak c...</td>\n",
       "      <td>Aynat</td>\n",
       "      <td>87</td>\n",
       "      <td>35.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Canicattì 2009 Aynat Nero d'Avola (Sicilia)</td>\n",
       "      <td>Nero d'Avola</td>\n",
       "      <td>Canicattì</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>US</td>\n",
       "      <td>Oak and earth intermingle around robust aromas...</td>\n",
       "      <td>King Ridge Vineyard</td>\n",
       "      <td>87</td>\n",
       "      <td>69.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Sonoma Coast</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Castello di Amorosa 2011 King Ridge Vineyard P...</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Castello di Amorosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Pretty aromas of yellow flower and stone fruit...</td>\n",
       "      <td>Dalila</td>\n",
       "      <td>87</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Terre Siciliane</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Stemmari 2013 Dalila White (Terre Siciliane)</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Stemmari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Aromas recall ripe dark berry, toast and a whi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Terre Siciliane</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Stemmari 2013 Nero d'Avola (Terre Siciliane)</td>\n",
       "      <td>Nero d'Avola</td>\n",
       "      <td>Stemmari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Aromas suggest mature berry, scorched earth, a...</td>\n",
       "      <td>Mascaria Barricato</td>\n",
       "      <td>87</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Cerasuolo di Vittoria</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Terre di Giurfo 2011 Mascaria Barricato  (Cera...</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Terre di Giurfo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>US</td>\n",
       "      <td>Clarksburg is becoming a haven for Chenin Blan...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86</td>\n",
       "      <td>16.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Clarksburg</td>\n",
       "      <td>Central Valley</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Clarksburg Wine Company 2010 Chenin Blanc (Cla...</td>\n",
       "      <td>Chenin Blanc</td>\n",
       "      <td>Clarksburg Wine Company</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129941</th>\n",
       "      <td>US</td>\n",
       "      <td>A Chardonnay with an unusual companion, 8% Sém...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>20.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Mendocino County</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Apriori 2013 Chardonnay (Mendocino County)</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Apriori</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129942</th>\n",
       "      <td>US</td>\n",
       "      <td>This is classic in herbaceous aromas and flavo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>35.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Sonoma County</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Arrowood 2010 Cabernet Sauvignon (Sonoma County)</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Arrowood</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129943</th>\n",
       "      <td>Italy</td>\n",
       "      <td>A blend of Nero d'Avola and Syrah, this convey...</td>\n",
       "      <td>Adènzia</td>\n",
       "      <td>90</td>\n",
       "      <td>29.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Baglio del Cristo di Campobello 2012 Adènzia R...</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Baglio del Cristo di Campobello</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129944</th>\n",
       "      <td>Israel</td>\n",
       "      <td>Deep garnet in the glass, this has a nose of b...</td>\n",
       "      <td>Special Reserve Winemakers' Choice</td>\n",
       "      <td>90</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Galilee</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mike DeSimone</td>\n",
       "      <td>@worldwineguys</td>\n",
       "      <td>Barkan 2011 Special Reserve Winemakers' Choice...</td>\n",
       "      <td>Shiraz</td>\n",
       "      <td>Barkan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129945</th>\n",
       "      <td>US</td>\n",
       "      <td>Hailing from one of the more popular vineyards...</td>\n",
       "      <td>Jurassic Park Vineyard Old Vines</td>\n",
       "      <td>90</td>\n",
       "      <td>20.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Santa Ynez Valley</td>\n",
       "      <td>Central Coast</td>\n",
       "      <td>Matt Kettmann</td>\n",
       "      <td>@mattkettmann</td>\n",
       "      <td>Birichino 2013 Jurassic Park Vineyard Old Vine...</td>\n",
       "      <td>Chenin Blanc</td>\n",
       "      <td>Birichino</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129946</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Plump, clingy peach and honey notes are cut wi...</td>\n",
       "      <td>Dom</td>\n",
       "      <td>90</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Mosel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anna Lee C. Iijima</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bischöfliche Weingüter Trier 2013 Dom Riesling...</td>\n",
       "      <td>Riesling</td>\n",
       "      <td>Bischöfliche Weingüter Trier</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129947</th>\n",
       "      <td>Italy</td>\n",
       "      <td>A blend of 65% Cabernet Sauvignon, 30% Merlot ...</td>\n",
       "      <td>Symposio</td>\n",
       "      <td>90</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Terre Siciliane</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Feudo Principi di Butera 2012 Symposio Red (Te...</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Feudo Principi di Butera</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129948</th>\n",
       "      <td>Argentina</td>\n",
       "      <td>Raspberry and cassis aromas are fresh and upri...</td>\n",
       "      <td>Pedernal</td>\n",
       "      <td>90</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>San Juan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Finca Las Moras 2010 Pedernal Malbec (San Juan)</td>\n",
       "      <td>Malbec</td>\n",
       "      <td>Finca Las Moras</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129949</th>\n",
       "      <td>US</td>\n",
       "      <td>There's no bones about the use of oak in this ...</td>\n",
       "      <td>Barrel Fermented</td>\n",
       "      <td>90</td>\n",
       "      <td>35.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Napa Valley</td>\n",
       "      <td>Napa</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Flora Springs 2013 Barrel Fermented Chardonnay...</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Flora Springs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129950</th>\n",
       "      <td>US</td>\n",
       "      <td>This opens with herbaceous dollops of thyme an...</td>\n",
       "      <td>Blocks 7 &amp; 22</td>\n",
       "      <td>90</td>\n",
       "      <td>35.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Napa Valley</td>\n",
       "      <td>Napa</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Hendry 2012 Blocks 7 &amp; 22 Zinfandel (Napa Valley)</td>\n",
       "      <td>Zinfandel</td>\n",
       "      <td>Hendry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129951</th>\n",
       "      <td>France</td>\n",
       "      <td>Hugely spicy this rich wine is described as sw...</td>\n",
       "      <td>Holder</td>\n",
       "      <td>90</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Henri Schoenheitz 2012 Holder Gewurztraminer (...</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Henri Schoenheitz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129952</th>\n",
       "      <td>US</td>\n",
       "      <td>This Zinfandel from the eastern section of Nap...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>22.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Chiles Valley</td>\n",
       "      <td>Napa</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Houdini 2011 Zinfandel (Chiles Valley)</td>\n",
       "      <td>Zinfandel</td>\n",
       "      <td>Houdini</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129953</th>\n",
       "      <td>New Zealand</td>\n",
       "      <td>Roughly two-thirds Cabernet and one-third Merl...</td>\n",
       "      <td>Elspeth</td>\n",
       "      <td>90</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Hawke's Bay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Czerwinski</td>\n",
       "      <td>@JoeCz</td>\n",
       "      <td>Mills Reef 2011 Elspeth Cabernet Merlot (Hawke...</td>\n",
       "      <td>Cabernet Merlot</td>\n",
       "      <td>Mills Reef</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129954</th>\n",
       "      <td>New Zealand</td>\n",
       "      <td>One of the more characterful Pinot Gris for th...</td>\n",
       "      <td>Single Estate</td>\n",
       "      <td>90</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Marlborough</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Czerwinski</td>\n",
       "      <td>@JoeCz</td>\n",
       "      <td>Ara 2013 Single Estate Pinot Gris (Marlborough)</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Ara</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129955</th>\n",
       "      <td>New Zealand</td>\n",
       "      <td>Like Dog Point's 2011 Chardonnay, this wine is...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>40.0</td>\n",
       "      <td>Marlborough</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Czerwinski</td>\n",
       "      <td>@JoeCz</td>\n",
       "      <td>Dog Point 2012 Chardonnay (Marlborough)</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Dog Point</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129956</th>\n",
       "      <td>New Zealand</td>\n",
       "      <td>The blend is 44% Merlot, 33% Cabernet Sauvigno...</td>\n",
       "      <td>Gimblett Gravels Merlot-Cabernet Sauvignon-Malbec</td>\n",
       "      <td>90</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Hawke's Bay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Czerwinski</td>\n",
       "      <td>@JoeCz</td>\n",
       "      <td>Esk Valley 2011 Gimblett Gravels Merlot-Cabern...</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Esk Valley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129957</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Lightly baked berry aromas vie for attention w...</td>\n",
       "      <td>Crianza</td>\n",
       "      <td>90</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Northern Spain</td>\n",
       "      <td>Rioja</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Viñedos Real Rubio 2010 Crianza  (Rioja)</td>\n",
       "      <td>Tempranillo Blend</td>\n",
       "      <td>Viñedos Real Rubio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129958</th>\n",
       "      <td>New Zealand</td>\n",
       "      <td>This blend of Cabernet Sauvignon-Merlot and Ca...</td>\n",
       "      <td>Irongate</td>\n",
       "      <td>90</td>\n",
       "      <td>35.0</td>\n",
       "      <td>Hawke's Bay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Czerwinski</td>\n",
       "      <td>@JoeCz</td>\n",
       "      <td>Babich 2010 Irongate Red (Hawke's Bay)</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Babich</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129959</th>\n",
       "      <td>France</td>\n",
       "      <td>The granite soil of the Brand Grand Cru vineya...</td>\n",
       "      <td>Brand Grand Cru</td>\n",
       "      <td>90</td>\n",
       "      <td>57.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Cave de Turckheim 2010 Brand Grand Cru Pinot G...</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Cave de Turckheim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129960</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>Fresh and fruity, this is full of red cherry f...</td>\n",
       "      <td>Vértice</td>\n",
       "      <td>90</td>\n",
       "      <td>48.0</td>\n",
       "      <td>Douro</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Caves Transmontanas 2006 Vértice Pinot Noir (D...</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Caves Transmontanas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129961</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Intense aromas of wild cherry, baking spice, t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>COS 2013 Frappato (Sicilia)</td>\n",
       "      <td>Frappato</td>\n",
       "      <td>COS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129962</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Blackberry, cassis, grilled herb and toasted a...</td>\n",
       "      <td>Sàgana Tenuta San Giacomo</td>\n",
       "      <td>90</td>\n",
       "      <td>40.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Cusumano 2012 Sàgana Tenuta San Giacomo Nero d...</td>\n",
       "      <td>Nero d'Avola</td>\n",
       "      <td>Cusumano</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129963</th>\n",
       "      <td>Israel</td>\n",
       "      <td>A bouquet of black cherry, tart cranberry and ...</td>\n",
       "      <td>Oak Aged</td>\n",
       "      <td>90</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Galilee</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mike DeSimone</td>\n",
       "      <td>@worldwineguys</td>\n",
       "      <td>Dalton 2012 Oak Aged Cabernet Sauvignon (Galilee)</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Dalton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129964</th>\n",
       "      <td>France</td>\n",
       "      <td>Initially quite muted, this wine slowly develo...</td>\n",
       "      <td>Domaine Saint-Rémy Herrenweg</td>\n",
       "      <td>90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine Ehrhart 2013 Domaine Saint-Rémy Herren...</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Domaine Ehrhart</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129965</th>\n",
       "      <td>France</td>\n",
       "      <td>While it's rich, this beautiful dry wine also ...</td>\n",
       "      <td>Seppi Landmann Vallée Noble</td>\n",
       "      <td>90</td>\n",
       "      <td>28.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine Rieflé-Landmann 2013 Seppi Landmann Va...</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Domaine Rieflé-Landmann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129966</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Notes of honeysuckle and cantaloupe sweeten th...</td>\n",
       "      <td>Brauneberger Juffer-Sonnenuhr Spätlese</td>\n",
       "      <td>90</td>\n",
       "      <td>28.0</td>\n",
       "      <td>Mosel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anna Lee C. Iijima</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dr. H. Thanisch (Erben Müller-Burggraef) 2013 ...</td>\n",
       "      <td>Riesling</td>\n",
       "      <td>Dr. H. Thanisch (Erben Müller-Burggraef)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129967</th>\n",
       "      <td>US</td>\n",
       "      <td>Citation is given as much as a decade of bottl...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>75.0</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Oregon Other</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Citation 2004 Pinot Noir (Oregon)</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Citation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129968</th>\n",
       "      <td>France</td>\n",
       "      <td>Well-drained gravel soil gives this wine its c...</td>\n",
       "      <td>Kritt</td>\n",
       "      <td>90</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine Gresser 2013 Kritt Gewurztraminer (Als...</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Domaine Gresser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129969</th>\n",
       "      <td>France</td>\n",
       "      <td>A dry style of Pinot Gris, this is crisp with ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>32.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine Marcel Deiss 2012 Pinot Gris (Alsace)</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Domaine Marcel Deiss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129970</th>\n",
       "      <td>France</td>\n",
       "      <td>Big, rich and off-dry, this is powered by inte...</td>\n",
       "      <td>Lieu-dit Harth Cuvée Caroline</td>\n",
       "      <td>90</td>\n",
       "      <td>21.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine Schoffit 2012 Lieu-dit Harth Cuvée Car...</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Domaine Schoffit</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>129971 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            country                                        description  \\\n",
       "0             Italy  Aromas include tropical fruit, broom, brimston...   \n",
       "1          Portugal  This is ripe and fruity, a wine that is smooth...   \n",
       "2                US  Tart and snappy, the flavors of lime flesh and...   \n",
       "3                US  Pineapple rind, lemon pith and orange blossom ...   \n",
       "4                US  Much like the regular bottling from 2012, this...   \n",
       "5             Spain  Blackberry and raspberry aromas show a typical...   \n",
       "6             Italy  Here's a bright, informal red that opens with ...   \n",
       "7            France  This dry and restrained wine offers spice in p...   \n",
       "8           Germany  Savory dried thyme notes accent sunnier flavor...   \n",
       "9            France  This has great depth of flavor with its fresh ...   \n",
       "10               US  Soft, supple plum envelopes an oaky structure ...   \n",
       "11           France  This is a dry wine, very spicy, with a tight, ...   \n",
       "12               US  Slightly reduced, this wine offers a chalky, t...   \n",
       "13            Italy  This is dominated by oak and oak-driven aromas...   \n",
       "14               US  Building on 150 years and six generations of w...   \n",
       "15          Germany  Zesty orange peels and apple notes abound in t...   \n",
       "16        Argentina  Baked plum, molasses, balsamic vinegar and che...   \n",
       "17        Argentina  Raw black-cherry aromas are direct and simple ...   \n",
       "18            Spain  Desiccated blackberry, leather, charred wood a...   \n",
       "19               US  Red fruit aromas pervade on the nose, with cig...   \n",
       "20               US  Ripe aromas of dark berries mingle with ample ...   \n",
       "21               US  A sleek mix of tart berry, stem and herb, alon...   \n",
       "22            Italy  Delicate aromas recall white flower and citrus...   \n",
       "23               US  This wine from the Geneseo district offers aro...   \n",
       "24            Italy  Aromas of prune, blackcurrant, toast and oak c...   \n",
       "25               US  Oak and earth intermingle around robust aromas...   \n",
       "26            Italy  Pretty aromas of yellow flower and stone fruit...   \n",
       "27            Italy  Aromas recall ripe dark berry, toast and a whi...   \n",
       "28            Italy  Aromas suggest mature berry, scorched earth, a...   \n",
       "29               US  Clarksburg is becoming a haven for Chenin Blan...   \n",
       "...             ...                                                ...   \n",
       "129941           US  A Chardonnay with an unusual companion, 8% Sém...   \n",
       "129942           US  This is classic in herbaceous aromas and flavo...   \n",
       "129943        Italy  A blend of Nero d'Avola and Syrah, this convey...   \n",
       "129944       Israel  Deep garnet in the glass, this has a nose of b...   \n",
       "129945           US  Hailing from one of the more popular vineyards...   \n",
       "129946      Germany  Plump, clingy peach and honey notes are cut wi...   \n",
       "129947        Italy  A blend of 65% Cabernet Sauvignon, 30% Merlot ...   \n",
       "129948    Argentina  Raspberry and cassis aromas are fresh and upri...   \n",
       "129949           US  There's no bones about the use of oak in this ...   \n",
       "129950           US  This opens with herbaceous dollops of thyme an...   \n",
       "129951       France  Hugely spicy this rich wine is described as sw...   \n",
       "129952           US  This Zinfandel from the eastern section of Nap...   \n",
       "129953  New Zealand  Roughly two-thirds Cabernet and one-third Merl...   \n",
       "129954  New Zealand  One of the more characterful Pinot Gris for th...   \n",
       "129955  New Zealand  Like Dog Point's 2011 Chardonnay, this wine is...   \n",
       "129956  New Zealand  The blend is 44% Merlot, 33% Cabernet Sauvigno...   \n",
       "129957        Spain  Lightly baked berry aromas vie for attention w...   \n",
       "129958  New Zealand  This blend of Cabernet Sauvignon-Merlot and Ca...   \n",
       "129959       France  The granite soil of the Brand Grand Cru vineya...   \n",
       "129960     Portugal  Fresh and fruity, this is full of red cherry f...   \n",
       "129961        Italy  Intense aromas of wild cherry, baking spice, t...   \n",
       "129962        Italy  Blackberry, cassis, grilled herb and toasted a...   \n",
       "129963       Israel  A bouquet of black cherry, tart cranberry and ...   \n",
       "129964       France  Initially quite muted, this wine slowly develo...   \n",
       "129965       France  While it's rich, this beautiful dry wine also ...   \n",
       "129966      Germany  Notes of honeysuckle and cantaloupe sweeten th...   \n",
       "129967           US  Citation is given as much as a decade of bottl...   \n",
       "129968       France  Well-drained gravel soil gives this wine its c...   \n",
       "129969       France  A dry style of Pinot Gris, this is crisp with ...   \n",
       "129970       France  Big, rich and off-dry, this is powered by inte...   \n",
       "\n",
       "                                              designation  points  price  \\\n",
       "0                                            Vulkà Bianco      87    NaN   \n",
       "1                                                Avidagos      87   15.0   \n",
       "2                                                     NaN      87   14.0   \n",
       "3                                    Reserve Late Harvest      87   13.0   \n",
       "4                      Vintner's Reserve Wild Child Block      87   65.0   \n",
       "5                                            Ars In Vitro      87   15.0   \n",
       "6                                                 Belsito      87   16.0   \n",
       "7                                                     NaN      87   24.0   \n",
       "8                                                   Shine      87   12.0   \n",
       "9                                             Les Natures      87   27.0   \n",
       "10                                         Mountain Cuvée      87   19.0   \n",
       "11                                                    NaN      87   30.0   \n",
       "12                                                    NaN      87   34.0   \n",
       "13                                                  Rosso      87    NaN   \n",
       "14                                                    NaN      87   12.0   \n",
       "15                                                  Devon      87   24.0   \n",
       "16                                                  Felix      87   30.0   \n",
       "17                                    Winemaker Selection      87   13.0   \n",
       "18      Vendimia Seleccionada Finca Valdelayegua Singl...      87   28.0   \n",
       "19                                                    NaN      87   32.0   \n",
       "20                                          Vin de Maison      87   23.0   \n",
       "21                                                    NaN      87   20.0   \n",
       "22                                              Ficiligno      87   19.0   \n",
       "23                                    Signature Selection      87   22.0   \n",
       "24                                                  Aynat      87   35.0   \n",
       "25                                    King Ridge Vineyard      87   69.0   \n",
       "26                                                 Dalila      87   13.0   \n",
       "27                                                    NaN      87   10.0   \n",
       "28                                     Mascaria Barricato      87   17.0   \n",
       "29                                                    NaN      86   16.0   \n",
       "...                                                   ...     ...    ...   \n",
       "129941                                                NaN      90   20.0   \n",
       "129942                                                NaN      90   35.0   \n",
       "129943                                            Adènzia      90   29.0   \n",
       "129944                 Special Reserve Winemakers' Choice      90   25.0   \n",
       "129945                   Jurassic Park Vineyard Old Vines      90   20.0   \n",
       "129946                                                Dom      90   17.0   \n",
       "129947                                           Symposio      90   20.0   \n",
       "129948                                           Pedernal      90   43.0   \n",
       "129949                                   Barrel Fermented      90   35.0   \n",
       "129950                                      Blocks 7 & 22      90   35.0   \n",
       "129951                                             Holder      90   30.0   \n",
       "129952                                                NaN      90   22.0   \n",
       "129953                                            Elspeth      90   25.0   \n",
       "129954                                      Single Estate      90   15.0   \n",
       "129955                                                NaN      90   40.0   \n",
       "129956  Gimblett Gravels Merlot-Cabernet Sauvignon-Malbec      90   19.0   \n",
       "129957                                            Crianza      90   17.0   \n",
       "129958                                           Irongate      90   35.0   \n",
       "129959                                    Brand Grand Cru      90   57.0   \n",
       "129960                                            Vértice      90   48.0   \n",
       "129961                                                NaN      90   30.0   \n",
       "129962                          Sàgana Tenuta San Giacomo      90   40.0   \n",
       "129963                                           Oak Aged      90   20.0   \n",
       "129964                       Domaine Saint-Rémy Herrenweg      90    NaN   \n",
       "129965                        Seppi Landmann Vallée Noble      90   28.0   \n",
       "129966             Brauneberger Juffer-Sonnenuhr Spätlese      90   28.0   \n",
       "129967                                                NaN      90   75.0   \n",
       "129968                                              Kritt      90   30.0   \n",
       "129969                                                NaN      90   32.0   \n",
       "129970                      Lieu-dit Harth Cuvée Caroline      90   21.0   \n",
       "\n",
       "                 province               region_1           region_2  \\\n",
       "0       Sicily & Sardinia                   Etna                NaN   \n",
       "1                   Douro                    NaN                NaN   \n",
       "2                  Oregon      Willamette Valley  Willamette Valley   \n",
       "3                Michigan    Lake Michigan Shore                NaN   \n",
       "4                  Oregon      Willamette Valley  Willamette Valley   \n",
       "5          Northern Spain                Navarra                NaN   \n",
       "6       Sicily & Sardinia               Vittoria                NaN   \n",
       "7                  Alsace                 Alsace                NaN   \n",
       "8             Rheinhessen                    NaN                NaN   \n",
       "9                  Alsace                 Alsace                NaN   \n",
       "10             California            Napa Valley               Napa   \n",
       "11                 Alsace                 Alsace                NaN   \n",
       "12             California       Alexander Valley             Sonoma   \n",
       "13      Sicily & Sardinia                   Etna                NaN   \n",
       "14             California          Central Coast      Central Coast   \n",
       "15                  Mosel                    NaN                NaN   \n",
       "16                  Other               Cafayate                NaN   \n",
       "17       Mendoza Province                Mendoza                NaN   \n",
       "18         Northern Spain       Ribera del Duero                NaN   \n",
       "19               Virginia               Virginia                NaN   \n",
       "20               Virginia               Virginia                NaN   \n",
       "21                 Oregon                 Oregon       Oregon Other   \n",
       "22      Sicily & Sardinia                Sicilia                NaN   \n",
       "23             California            Paso Robles      Central Coast   \n",
       "24      Sicily & Sardinia                Sicilia                NaN   \n",
       "25             California           Sonoma Coast             Sonoma   \n",
       "26      Sicily & Sardinia        Terre Siciliane                NaN   \n",
       "27      Sicily & Sardinia        Terre Siciliane                NaN   \n",
       "28      Sicily & Sardinia  Cerasuolo di Vittoria                NaN   \n",
       "29             California             Clarksburg     Central Valley   \n",
       "...                   ...                    ...                ...   \n",
       "129941         California       Mendocino County                NaN   \n",
       "129942         California          Sonoma County             Sonoma   \n",
       "129943  Sicily & Sardinia                Sicilia                NaN   \n",
       "129944            Galilee                    NaN                NaN   \n",
       "129945         California      Santa Ynez Valley      Central Coast   \n",
       "129946              Mosel                    NaN                NaN   \n",
       "129947  Sicily & Sardinia        Terre Siciliane                NaN   \n",
       "129948              Other               San Juan                NaN   \n",
       "129949         California            Napa Valley               Napa   \n",
       "129950         California            Napa Valley               Napa   \n",
       "129951             Alsace                 Alsace                NaN   \n",
       "129952         California          Chiles Valley               Napa   \n",
       "129953        Hawke's Bay                    NaN                NaN   \n",
       "129954        Marlborough                    NaN                NaN   \n",
       "129955        Marlborough                    NaN                NaN   \n",
       "129956        Hawke's Bay                    NaN                NaN   \n",
       "129957     Northern Spain                  Rioja                NaN   \n",
       "129958        Hawke's Bay                    NaN                NaN   \n",
       "129959             Alsace                 Alsace                NaN   \n",
       "129960              Douro                    NaN                NaN   \n",
       "129961  Sicily & Sardinia                Sicilia                NaN   \n",
       "129962  Sicily & Sardinia                Sicilia                NaN   \n",
       "129963            Galilee                    NaN                NaN   \n",
       "129964             Alsace                 Alsace                NaN   \n",
       "129965             Alsace                 Alsace                NaN   \n",
       "129966              Mosel                    NaN                NaN   \n",
       "129967             Oregon                 Oregon       Oregon Other   \n",
       "129968             Alsace                 Alsace                NaN   \n",
       "129969             Alsace                 Alsace                NaN   \n",
       "129970             Alsace                 Alsace                NaN   \n",
       "\n",
       "               taster_name taster_twitter_handle  \\\n",
       "0            Kerin O’Keefe          @kerinokeefe   \n",
       "1               Roger Voss            @vossroger   \n",
       "2             Paul Gregutt           @paulgwine    \n",
       "3       Alexander Peartree                   NaN   \n",
       "4             Paul Gregutt           @paulgwine    \n",
       "5        Michael Schachner           @wineschach   \n",
       "6            Kerin O’Keefe          @kerinokeefe   \n",
       "7               Roger Voss            @vossroger   \n",
       "8       Anna Lee C. Iijima                   NaN   \n",
       "9               Roger Voss            @vossroger   \n",
       "10          Virginie Boone               @vboone   \n",
       "11              Roger Voss            @vossroger   \n",
       "12          Virginie Boone               @vboone   \n",
       "13           Kerin O’Keefe          @kerinokeefe   \n",
       "14           Matt Kettmann         @mattkettmann   \n",
       "15      Anna Lee C. Iijima                   NaN   \n",
       "16       Michael Schachner           @wineschach   \n",
       "17       Michael Schachner           @wineschach   \n",
       "18       Michael Schachner           @wineschach   \n",
       "19      Alexander Peartree                   NaN   \n",
       "20      Alexander Peartree                   NaN   \n",
       "21            Paul Gregutt           @paulgwine    \n",
       "22           Kerin O’Keefe          @kerinokeefe   \n",
       "23           Matt Kettmann         @mattkettmann   \n",
       "24           Kerin O’Keefe          @kerinokeefe   \n",
       "25          Virginie Boone               @vboone   \n",
       "26           Kerin O’Keefe          @kerinokeefe   \n",
       "27           Kerin O’Keefe          @kerinokeefe   \n",
       "28           Kerin O’Keefe          @kerinokeefe   \n",
       "29          Virginie Boone               @vboone   \n",
       "...                    ...                   ...   \n",
       "129941      Virginie Boone               @vboone   \n",
       "129942      Virginie Boone               @vboone   \n",
       "129943       Kerin O’Keefe          @kerinokeefe   \n",
       "129944       Mike DeSimone        @worldwineguys   \n",
       "129945       Matt Kettmann         @mattkettmann   \n",
       "129946  Anna Lee C. Iijima                   NaN   \n",
       "129947       Kerin O’Keefe          @kerinokeefe   \n",
       "129948   Michael Schachner           @wineschach   \n",
       "129949      Virginie Boone               @vboone   \n",
       "129950      Virginie Boone               @vboone   \n",
       "129951          Roger Voss            @vossroger   \n",
       "129952      Virginie Boone               @vboone   \n",
       "129953      Joe Czerwinski                @JoeCz   \n",
       "129954      Joe Czerwinski                @JoeCz   \n",
       "129955      Joe Czerwinski                @JoeCz   \n",
       "129956      Joe Czerwinski                @JoeCz   \n",
       "129957   Michael Schachner           @wineschach   \n",
       "129958      Joe Czerwinski                @JoeCz   \n",
       "129959          Roger Voss            @vossroger   \n",
       "129960          Roger Voss            @vossroger   \n",
       "129961       Kerin O’Keefe          @kerinokeefe   \n",
       "129962       Kerin O’Keefe          @kerinokeefe   \n",
       "129963       Mike DeSimone        @worldwineguys   \n",
       "129964          Roger Voss            @vossroger   \n",
       "129965          Roger Voss            @vossroger   \n",
       "129966  Anna Lee C. Iijima                   NaN   \n",
       "129967        Paul Gregutt           @paulgwine    \n",
       "129968          Roger Voss            @vossroger   \n",
       "129969          Roger Voss            @vossroger   \n",
       "129970          Roger Voss            @vossroger   \n",
       "\n",
       "                                                    title  \\\n",
       "0                       Nicosia 2013 Vulkà Bianco  (Etna)   \n",
       "1           Quinta dos Avidagos 2011 Avidagos Red (Douro)   \n",
       "2           Rainstorm 2013 Pinot Gris (Willamette Valley)   \n",
       "3       St. Julian 2013 Reserve Late Harvest Riesling ...   \n",
       "4       Sweet Cheeks 2012 Vintner's Reserve Wild Child...   \n",
       "5       Tandem 2011 Ars In Vitro Tempranillo-Merlot (N...   \n",
       "6        Terre di Giurfo 2013 Belsito Frappato (Vittoria)   \n",
       "7                   Trimbach 2012 Gewurztraminer (Alsace)   \n",
       "8       Heinz Eifel 2013 Shine Gewürztraminer (Rheinhe...   \n",
       "9       Jean-Baptiste Adam 2012 Les Natures Pinot Gris...   \n",
       "10      Kirkland Signature 2011 Mountain Cuvée Caberne...   \n",
       "11                Leon Beyer 2012 Gewurztraminer (Alsace)   \n",
       "12      Louis M. Martini 2012 Cabernet Sauvignon (Alex...   \n",
       "13                 Masseria Setteporte 2012 Rosso  (Etna)   \n",
       "14               Mirassou 2012 Chardonnay (Central Coast)   \n",
       "15            Richard Böcking 2013 Devon Riesling (Mosel)   \n",
       "16             Felix Lavaque 2010 Felix Malbec (Cafayate)   \n",
       "17      Gaucho Andino 2011 Winemaker Selection Malbec ...   \n",
       "18      Pradorey 2010 Vendimia Seleccionada Finca Vald...   \n",
       "19                   Quiévremont 2012 Meritage (Virginia)   \n",
       "20          Quiévremont 2012 Vin de Maison Red (Virginia)   \n",
       "21                       Acrobat 2013 Pinot Noir (Oregon)   \n",
       "22      Baglio di Pianetto 2007 Ficiligno White (Sicilia)   \n",
       "23      Bianchi 2011 Signature Selection Merlot (Paso ...   \n",
       "24            Canicattì 2009 Aynat Nero d'Avola (Sicilia)   \n",
       "25      Castello di Amorosa 2011 King Ridge Vineyard P...   \n",
       "26           Stemmari 2013 Dalila White (Terre Siciliane)   \n",
       "27           Stemmari 2013 Nero d'Avola (Terre Siciliane)   \n",
       "28      Terre di Giurfo 2011 Mascaria Barricato  (Cera...   \n",
       "29      Clarksburg Wine Company 2010 Chenin Blanc (Cla...   \n",
       "...                                                   ...   \n",
       "129941         Apriori 2013 Chardonnay (Mendocino County)   \n",
       "129942   Arrowood 2010 Cabernet Sauvignon (Sonoma County)   \n",
       "129943  Baglio del Cristo di Campobello 2012 Adènzia R...   \n",
       "129944  Barkan 2011 Special Reserve Winemakers' Choice...   \n",
       "129945  Birichino 2013 Jurassic Park Vineyard Old Vine...   \n",
       "129946  Bischöfliche Weingüter Trier 2013 Dom Riesling...   \n",
       "129947  Feudo Principi di Butera 2012 Symposio Red (Te...   \n",
       "129948    Finca Las Moras 2010 Pedernal Malbec (San Juan)   \n",
       "129949  Flora Springs 2013 Barrel Fermented Chardonnay...   \n",
       "129950  Hendry 2012 Blocks 7 & 22 Zinfandel (Napa Valley)   \n",
       "129951  Henri Schoenheitz 2012 Holder Gewurztraminer (...   \n",
       "129952             Houdini 2011 Zinfandel (Chiles Valley)   \n",
       "129953  Mills Reef 2011 Elspeth Cabernet Merlot (Hawke...   \n",
       "129954    Ara 2013 Single Estate Pinot Gris (Marlborough)   \n",
       "129955            Dog Point 2012 Chardonnay (Marlborough)   \n",
       "129956  Esk Valley 2011 Gimblett Gravels Merlot-Cabern...   \n",
       "129957           Viñedos Real Rubio 2010 Crianza  (Rioja)   \n",
       "129958             Babich 2010 Irongate Red (Hawke's Bay)   \n",
       "129959  Cave de Turckheim 2010 Brand Grand Cru Pinot G...   \n",
       "129960  Caves Transmontanas 2006 Vértice Pinot Noir (D...   \n",
       "129961                        COS 2013 Frappato (Sicilia)   \n",
       "129962  Cusumano 2012 Sàgana Tenuta San Giacomo Nero d...   \n",
       "129963  Dalton 2012 Oak Aged Cabernet Sauvignon (Galilee)   \n",
       "129964  Domaine Ehrhart 2013 Domaine Saint-Rémy Herren...   \n",
       "129965  Domaine Rieflé-Landmann 2013 Seppi Landmann Va...   \n",
       "129966  Dr. H. Thanisch (Erben Müller-Burggraef) 2013 ...   \n",
       "129967                  Citation 2004 Pinot Noir (Oregon)   \n",
       "129968  Domaine Gresser 2013 Kritt Gewurztraminer (Als...   \n",
       "129969      Domaine Marcel Deiss 2012 Pinot Gris (Alsace)   \n",
       "129970  Domaine Schoffit 2012 Lieu-dit Harth Cuvée Car...   \n",
       "\n",
       "                         variety                                    winery  \n",
       "0                    White Blend                                   Nicosia  \n",
       "1                 Portuguese Red                       Quinta dos Avidagos  \n",
       "2                     Pinot Gris                                 Rainstorm  \n",
       "3                       Riesling                                St. Julian  \n",
       "4                     Pinot Noir                              Sweet Cheeks  \n",
       "5             Tempranillo-Merlot                                    Tandem  \n",
       "6                       Frappato                           Terre di Giurfo  \n",
       "7                 Gewürztraminer                                  Trimbach  \n",
       "8                 Gewürztraminer                               Heinz Eifel  \n",
       "9                     Pinot Gris                        Jean-Baptiste Adam  \n",
       "10            Cabernet Sauvignon                        Kirkland Signature  \n",
       "11                Gewürztraminer                                Leon Beyer  \n",
       "12            Cabernet Sauvignon                          Louis M. Martini  \n",
       "13             Nerello Mascalese                       Masseria Setteporte  \n",
       "14                    Chardonnay                                  Mirassou  \n",
       "15                      Riesling                           Richard Böcking  \n",
       "16                        Malbec                             Felix Lavaque  \n",
       "17                        Malbec                             Gaucho Andino  \n",
       "18             Tempranillo Blend                                  Pradorey  \n",
       "19                      Meritage                               Quiévremont  \n",
       "20                     Red Blend                               Quiévremont  \n",
       "21                    Pinot Noir                                   Acrobat  \n",
       "22                   White Blend                        Baglio di Pianetto  \n",
       "23                        Merlot                                   Bianchi  \n",
       "24                  Nero d'Avola                                 Canicattì  \n",
       "25                    Pinot Noir                       Castello di Amorosa  \n",
       "26                   White Blend                                  Stemmari  \n",
       "27                  Nero d'Avola                                  Stemmari  \n",
       "28                     Red Blend                           Terre di Giurfo  \n",
       "29                  Chenin Blanc                   Clarksburg Wine Company  \n",
       "...                          ...                                       ...  \n",
       "129941                Chardonnay                                   Apriori  \n",
       "129942        Cabernet Sauvignon                                  Arrowood  \n",
       "129943                 Red Blend           Baglio del Cristo di Campobello  \n",
       "129944                    Shiraz                                    Barkan  \n",
       "129945              Chenin Blanc                                 Birichino  \n",
       "129946                  Riesling              Bischöfliche Weingüter Trier  \n",
       "129947                 Red Blend                  Feudo Principi di Butera  \n",
       "129948                    Malbec                           Finca Las Moras  \n",
       "129949                Chardonnay                             Flora Springs  \n",
       "129950                 Zinfandel                                    Hendry  \n",
       "129951            Gewürztraminer                         Henri Schoenheitz  \n",
       "129952                 Zinfandel                                   Houdini  \n",
       "129953           Cabernet Merlot                                Mills Reef  \n",
       "129954                Pinot Gris                                       Ara  \n",
       "129955                Chardonnay                                 Dog Point  \n",
       "129956  Bordeaux-style Red Blend                                Esk Valley  \n",
       "129957         Tempranillo Blend                        Viñedos Real Rubio  \n",
       "129958  Bordeaux-style Red Blend                                    Babich  \n",
       "129959                Pinot Gris                         Cave de Turckheim  \n",
       "129960                Pinot Noir                       Caves Transmontanas  \n",
       "129961                  Frappato                                       COS  \n",
       "129962              Nero d'Avola                                  Cusumano  \n",
       "129963        Cabernet Sauvignon                                    Dalton  \n",
       "129964            Gewürztraminer                           Domaine Ehrhart  \n",
       "129965                Pinot Gris                   Domaine Rieflé-Landmann  \n",
       "129966                  Riesling  Dr. H. Thanisch (Erben Müller-Burggraef)  \n",
       "129967                Pinot Noir                                  Citation  \n",
       "129968            Gewürztraminer                           Domaine Gresser  \n",
       "129969                Pinot Gris                      Domaine Marcel Deiss  \n",
       "129970            Gewürztraminer                          Domaine Schoffit  \n",
       "\n",
       "[129971 rows x 13 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset1= pd.read_csv(\"/home/tsb348/notebooks/winemag-data-130k-v2.csv\", index_col=0)\n",
    "dataset1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import nltk\n",
    "import string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.6/runpy.py:125: RuntimeWarning: 'nltk.downloader' found in sys.modules after import of package 'nltk', but prior to execution of 'nltk.downloader'; this may result in unpredictable behaviour\n",
      "  warn(RuntimeWarning(msg))\n",
      "[nltk_data] Downloading collection 'all'\n",
      "[nltk_data]    | \n",
      "[nltk_data]    | Downloading package abc to /usr/share/nltk_data...\n",
      "[nltk_data]    |   Package abc is already up-to-date!\n",
      "[nltk_data]    | Downloading package alpino to /usr/share/nltk_data...\n",
      "[nltk_data]    |   Package alpino is already up-to-date!\n",
      "[nltk_data]    | Downloading package biocreative_ppi to\n",
      "[nltk_data]    |     /usr/share/nltk_data...\n",
      "[nltk_data]    |   Package biocreative_ppi is already up-to-date!\n",
      "[nltk_data]    | Downloading package brown to /usr/share/nltk_data...\n",
      "[nltk_data]    |   Package brown is already up-to-date!\n",
      "[nltk_data]    | Downloading package brown_tei to\n",
      "[nltk_data]    |     /usr/share/nltk_data...\n",
      "[nltk_data]    |   Package brown_tei is already up-to-date!\n",
      "[nltk_data]    | Downloading package cess_cat to\n",
      "[nltk_data]    |     /usr/share/nltk_data...\n",
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      "[nltk_data]    |       to-date!\n",
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      "[nltk_data]    |       up-to-date!\n",
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      "[nltk_data]    |     /usr/share/nltk_data...\n",
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      "[nltk_data]    | \n",
      "[nltk_data]  Done downloading collection all\n"
     ]
    }
   ],
   "source": [
    "!sudo python3 -m nltk.downloader -d /usr/share/nltk_data all"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.corpus import stopwords\n",
    "\n",
    "stopwords = nltk.corpus.stopwords.words('english')\n",
    "stopwords.extend(['one', 'may', 'would', 'many']) # add a few more stopwords\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let's take a closer look the column price."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of rows with price -  120975\n",
      "Number of rows without price - 8996\n"
     ]
    }
   ],
   "source": [
    "print(\"Number of rows with price - \", len(dataset1[(dataset1.price.notnull())]))\n",
    "print(\"Number of rows without price -\", len(dataset1[(dataset1.price.isnull())]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### We convert the description into tokens and remove the stop words and punctuations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#tokenize the each description\n",
    "dataset1['tokenized_description'] = dataset1.apply(lambda row: nltk.word_tokenize(row['description']), axis=1)\n",
    "#will take some time to run"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#removing punctuations\n",
    "dataset1['tokenized_description'] = dataset1.apply(lambda row: [w.lower() for w in row['tokenized_description'] if w not in string.punctuation], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#removing stopwords\n",
    "dataset1['tokenized_description'] = dataset1.apply(lambda row: [w.lower() for w in row['tokenized_description'] if w not in stopwords], axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### The now try to find the wine which has a similar description to one of the wines where the price is known.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>description</th>\n",
       "      <th>designation</th>\n",
       "      <th>points</th>\n",
       "      <th>price</th>\n",
       "      <th>province</th>\n",
       "      <th>region_1</th>\n",
       "      <th>region_2</th>\n",
       "      <th>taster_name</th>\n",
       "      <th>taster_twitter_handle</th>\n",
       "      <th>title</th>\n",
       "      <th>variety</th>\n",
       "      <th>winery</th>\n",
       "      <th>tokenized_description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Aromas include tropical fruit, broom, brimston...</td>\n",
       "      <td>Vulkà Bianco</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Etna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Nicosia 2013 Vulkà Bianco  (Etna)</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Nicosia</td>\n",
       "      <td>[aromas, include, tropical, fruit, broom, brim...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Italy</td>\n",
       "      <td>This is dominated by oak and oak-driven aromas...</td>\n",
       "      <td>Rosso</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Etna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Masseria Setteporte 2012 Rosso  (Etna)</td>\n",
       "      <td>Nerello Mascalese</td>\n",
       "      <td>Masseria Setteporte</td>\n",
       "      <td>[dominated, oak, oak-driven, aromas, include, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>France</td>\n",
       "      <td>Red cherry fruit comes laced with light tannin...</td>\n",
       "      <td>Nouveau</td>\n",
       "      <td>86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Beaujolais</td>\n",
       "      <td>Beaujolais-Villages</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine de la Madone 2012 Nouveau  (Beaujolais...</td>\n",
       "      <td>Gamay</td>\n",
       "      <td>Domaine de la Madone</td>\n",
       "      <td>[red, cherry, fruit, comes, laced, light, tann...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Merlot and Nero d'Avola form the base for this...</td>\n",
       "      <td>Calanìca Nero d'Avola-Merlot</td>\n",
       "      <td>86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Duca di Salaparuta 2010 Calanìca Nero d'Avola-...</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Duca di Salaparuta</td>\n",
       "      <td>[merlot, nero, d'avola, form, base, easy, red,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Part of the extended Calanìca series, this Gri...</td>\n",
       "      <td>Calanìca Grillo-Viognier</td>\n",
       "      <td>86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Duca di Salaparuta 2011 Calanìca Grillo-Viogni...</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Duca di Salaparuta</td>\n",
       "      <td>[part, extended, calanìca, series, grillo-viog...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Italy</td>\n",
       "      <td>This blend of Nero d'Avola and Syrah opens wit...</td>\n",
       "      <td>Scialo</td>\n",
       "      <td>86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Viticultori Associati Canicatti 2008 Scialo Re...</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Viticultori Associati Canicatti</td>\n",
       "      <td>[blend, nero, d'avola, syrah, opens, savory, a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Italy</td>\n",
       "      <td>A blend of Nero d'Avola and Nerello Mascalese,...</td>\n",
       "      <td>Rosso</td>\n",
       "      <td>85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Corvo 2010 Rosso Red (Sicilia)</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Corvo</td>\n",
       "      <td>[blend, nero, d'avola, nerello, mascalese, del...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>Grown on the sandy soil of Tejo, the wine is t...</td>\n",
       "      <td>Bridão</td>\n",
       "      <td>86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tejo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Adega Cooperativa do Cartaxo 2014 Bridão Touri...</td>\n",
       "      <td>Touriga Nacional</td>\n",
       "      <td>Adega Cooperativa do Cartaxo</td>\n",
       "      <td>[grown, sandy, soil, tejo, wine, typically, so...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>South Africa</td>\n",
       "      <td>This is great Chenin Blanc, wood fermented but...</td>\n",
       "      <td>Hope Marguerite</td>\n",
       "      <td>90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Walker Bay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Beaumont 2005 Hope Marguerite Chenin Blanc (Wa...</td>\n",
       "      <td>Chenin Blanc</td>\n",
       "      <td>Beaumont</td>\n",
       "      <td>[great, chenin, blanc, wood, fermented, still,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Intense aromas of ripe red berry, menthol, esp...</td>\n",
       "      <td>Filo di Seta</td>\n",
       "      <td>91</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tuscany</td>\n",
       "      <td>Brunello di Montalcino</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Castello Romitorio 2011 Filo di Seta  (Brunell...</td>\n",
       "      <td>Sangiovese</td>\n",
       "      <td>Castello Romitorio</td>\n",
       "      <td>[intense, aromas, ripe, red, berry, menthol, e...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>France</td>\n",
       "      <td>Produced from vineyards donated to a charitabl...</td>\n",
       "      <td>Hospices Civils de Romanèche Thurins</td>\n",
       "      <td>91</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Beaujolais</td>\n",
       "      <td>Moulin-à-Vent</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Collin-Bourisset 2011 Hospices Civils de Roman...</td>\n",
       "      <td>Gamay</td>\n",
       "      <td>Collin-Bourisset</td>\n",
       "      <td>[produced, vineyards, donated, charitable, hos...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Loaded with bold, ripe fruit, exotic spice and...</td>\n",
       "      <td>M. Vigna</td>\n",
       "      <td>88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tuscany</td>\n",
       "      <td>Brunello di Montalcino</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Abbadia Ardenga 2003 M. Vigna  (Brunello di Mo...</td>\n",
       "      <td>Sangiovese Grosso</td>\n",
       "      <td>Abbadia Ardenga</td>\n",
       "      <td>[loaded, bold, ripe, fruit, exotic, spice, lea...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Here's a traditional Chianti Classico with pre...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tuscany</td>\n",
       "      <td>Chianti Classico</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Campomaggio 2005  Chianti Classico</td>\n",
       "      <td>Sangiovese</td>\n",
       "      <td>Campomaggio</td>\n",
       "      <td>['s, traditional, chianti, classico, pretty, a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Aromas of mature black-skinned berry, tobacco ...</td>\n",
       "      <td>Riserva</td>\n",
       "      <td>90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tuscany</td>\n",
       "      <td>Brunello di Montalcino</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Tenuta di Sesta 2011 Riserva  (Brunello di Mon...</td>\n",
       "      <td>Sangiovese</td>\n",
       "      <td>Tenuta di Sesta</td>\n",
       "      <td>[aromas, mature, black-skinned, berry, tobacco...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Chopped herb, forest floor, leather, espresso ...</td>\n",
       "      <td>Trentennale</td>\n",
       "      <td>90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tuscany</td>\n",
       "      <td>Brunello di Montalcino</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Talenti 2011 Trentennale  (Brunello di Montalc...</td>\n",
       "      <td>Sangiovese</td>\n",
       "      <td>Talenti</td>\n",
       "      <td>[chopped, herb, forest, floor, leather, espres...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Bright and creamy, this savory white offers ar...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Northeastern Italy</td>\n",
       "      <td>Alto Adige</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Terlan 2015 Pinot Bianco (Alto Adige)</td>\n",
       "      <td>Pinot Bianco</td>\n",
       "      <td>Terlan</td>\n",
       "      <td>[bright, creamy, savory, white, offers, aromas...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>Austria</td>\n",
       "      <td>This is a very aromatic wine that's rich, spic...</td>\n",
       "      <td>Steiner Kögl Erste Lage</td>\n",
       "      <td>92</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kremstal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Salomon-Undhof 2011 Steiner Kögl Erste Lage Ri...</td>\n",
       "      <td>Riesling</td>\n",
       "      <td>Salomon-Undhof</td>\n",
       "      <td>[aromatic, wine, 's, rich, spicy, touch, ripen...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>Austria</td>\n",
       "      <td>While it feels rich and round, this is also a ...</td>\n",
       "      <td>Kremser Gebling Erste Lage</td>\n",
       "      <td>92</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kremstal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Josef Schmid 2011 Kremser Gebling Erste Lage G...</td>\n",
       "      <td>Grüner Veltliner</td>\n",
       "      <td>Josef Schmid</td>\n",
       "      <td>[feels, rich, round, also, wine, crisp, side, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>France</td>\n",
       "      <td>This is a wine that has great potential—you ca...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Saint-Estèphe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Lafon-Rochet 2011  Saint-Estèphe</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Château Lafon-Rochet</td>\n",
       "      <td>[wine, great, potential—you, tell, firm, tanni...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>Italy</td>\n",
       "      <td>This powerful Sagrantino opens with aromas of ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Central Italy</td>\n",
       "      <td>Sagrantino di Montefalco</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Dionigi 2006  Sagrantino di Montefalco</td>\n",
       "      <td>Sagrantino</td>\n",
       "      <td>Dionigi</td>\n",
       "      <td>[powerful, sagrantino, opens, aromas, meat, ju...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Pinay is a tight and defined red blend from no...</td>\n",
       "      <td>Pinay</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Piedmont</td>\n",
       "      <td>Langhe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Attilio Ghisolfi 2007 Pinay Red (Langhe)</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Attilio Ghisolfi</td>\n",
       "      <td>[pinay, tight, defined, red, blend, northern, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>Italy</td>\n",
       "      <td>This fresh Nebbiolo-based Roero from Cantina d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Piedmont</td>\n",
       "      <td>Roero</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cantina del Nebbiolo 2008  Roero</td>\n",
       "      <td>Nebbiolo</td>\n",
       "      <td>Cantina del Nebbiolo</td>\n",
       "      <td>[fresh, nebbiolo-based, roero, cantina, dei, n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>Italy</td>\n",
       "      <td>This aged expression from the Nizza subzone of...</td>\n",
       "      <td>Vignassa</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Piedmont</td>\n",
       "      <td>Barbera d'Asti Superiore Nizza</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cascina La Ghersa 2004 Vignassa  (Barbera d'As...</td>\n",
       "      <td>Barbera</td>\n",
       "      <td>Cascina La Ghersa</td>\n",
       "      <td>[aged, expression, nizza, subzone, asti, offer...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Roero Rabino is accented by sweet touches of c...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Piedmont</td>\n",
       "      <td>Roero</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Rabino 2008  Roero</td>\n",
       "      <td>Nebbiolo</td>\n",
       "      <td>Rabino</td>\n",
       "      <td>[roero, rabino, accented, sweet, touches, cinn...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>France</td>\n",
       "      <td>An intriguing blend of Sauvignon Blanc and Mus...</td>\n",
       "      <td>Les Amants Mont-Pérat</td>\n",
       "      <td>86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Bordeaux Blanc</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Mont-Pérat 2008 Les Amants Mont-Pérat ...</td>\n",
       "      <td>Bordeaux-style White Blend</td>\n",
       "      <td>Château Mont-Pérat</td>\n",
       "      <td>[intriguing, blend, sauvignon, blanc, muscadel...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>France</td>\n",
       "      <td>Soft, ripe, dominated by peaches, pears and a ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Bordeaux Blanc</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Tour de Mirambeau 2006  Bordeaux Blanc</td>\n",
       "      <td>Bordeaux-style White Blend</td>\n",
       "      <td>Château Tour de Mirambeau</td>\n",
       "      <td>[soft, ripe, dominated, peaches, pears, rounde...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>Greece</td>\n",
       "      <td>A fresh, tangy, vibrant wine that has ripe gre...</td>\n",
       "      <td>Vigneto Massoni</td>\n",
       "      <td>88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Naoussa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Zenato 2001 Vigneto Massoni White (Naoussa)</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Zenato</td>\n",
       "      <td>[fresh, tangy, vibrant, wine, ripe, green, plu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>Italy</td>\n",
       "      <td>This is the first vintage of this blend of Cha...</td>\n",
       "      <td>Rylint</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Northeastern Italy</td>\n",
       "      <td>Collio</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Conti Formentini 2001 Rylint White (Collio)</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Conti Formentini</td>\n",
       "      <td>[first, vintage, blend, chardonnay, pinot, gri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>Italy</td>\n",
       "      <td>This is a sweet style of Prosecco with a lumin...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Veneto</td>\n",
       "      <td>Prosecco del Veneto</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pizzolato NV  Prosecco del Veneto</td>\n",
       "      <td>Prosecco</td>\n",
       "      <td>Pizzolato</td>\n",
       "      <td>[sweet, style, prosecco, luminous, appearance,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>Austria</td>\n",
       "      <td>Using many biodynamic practices, Werner Michli...</td>\n",
       "      <td>Biokult Zweigelt Pinot Noir</td>\n",
       "      <td>85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Burgenland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Michlits 2007 Biokult Zweigelt Pinot Noir Red ...</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Michlits</td>\n",
       "      <td>[using, biodynamic, practices, werner, michlit...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129371</th>\n",
       "      <td>Austria</td>\n",
       "      <td>A perfumed wine from the Krems Vineyards, with...</td>\n",
       "      <td>Donau Riesling</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kremstal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Forstreiter 2011 Donau Riesling Riesling (Krem...</td>\n",
       "      <td>Riesling</td>\n",
       "      <td>Forstreiter</td>\n",
       "      <td>[perfumed, wine, krems, vineyards, flavors, wh...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129383</th>\n",
       "      <td>France</td>\n",
       "      <td>The entry-level wine from Château d'Esclans, t...</td>\n",
       "      <td>Whispering Angel</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Provence</td>\n",
       "      <td>Côtes de Provence</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château d'Esclans 2011 Whispering Angel Rosé (...</td>\n",
       "      <td>Rosé</td>\n",
       "      <td>Château d'Esclans</td>\n",
       "      <td>[entry-level, wine, château, d'esclans, red, f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129384</th>\n",
       "      <td>France</td>\n",
       "      <td>This is a textured wine that's rich and round....</td>\n",
       "      <td>Pétale de Rose</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Provence</td>\n",
       "      <td>Côtes de Provence</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château la Tour de l'Evêque 2011 Pétale de Ros...</td>\n",
       "      <td>Rosé</td>\n",
       "      <td>Château la Tour de l'Evêque</td>\n",
       "      <td>[textured, wine, 's, rich, round, citrus, red,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129387</th>\n",
       "      <td>Italy</td>\n",
       "      <td>This is a broad, round Prosecco that doesn't o...</td>\n",
       "      <td>Extra Dry</td>\n",
       "      <td>85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Veneto</td>\n",
       "      <td>Prosecco del Veneto</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Vigneti Fantinel NV Extra Dry  (Prosecco del V...</td>\n",
       "      <td>Prosecco</td>\n",
       "      <td>Vigneti Fantinel</td>\n",
       "      <td>[broad, round, prosecco, n't, offer, detailed,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129388</th>\n",
       "      <td>Argentina</td>\n",
       "      <td>Slightly tart and like rhubarb at first, but i...</td>\n",
       "      <td>Aduentus Classic</td>\n",
       "      <td>85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mendoza Province</td>\n",
       "      <td>Mendoza</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Antigal 2006 Aduentus Classic Red (Mendoza)</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Antigal</td>\n",
       "      <td>[slightly, tart, like, rhubarb, first, given, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129395</th>\n",
       "      <td>Italy</td>\n",
       "      <td>This Prosecco Extra Dry has full notes of almo...</td>\n",
       "      <td>Extra Dry</td>\n",
       "      <td>85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Veneto</td>\n",
       "      <td>Prosecco di Valdobbiadene</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>La Riva dei Frati NV Extra Dry  (Prosecco di V...</td>\n",
       "      <td>Prosecco</td>\n",
       "      <td>La Riva dei Frati</td>\n",
       "      <td>[prosecco, extra, dry, full, notes, almond, st...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129432</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Earthy aromas of wild berry, underbrush, leath...</td>\n",
       "      <td>Sorano</td>\n",
       "      <td>89</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Piedmont</td>\n",
       "      <td>Barolo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Ascheri 2013 Sorano  (Barolo)</td>\n",
       "      <td>Nebbiolo</td>\n",
       "      <td>Ascheri</td>\n",
       "      <td>[earthy, aromas, wild, berry, underbrush, leat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129469</th>\n",
       "      <td>France</td>\n",
       "      <td>Alain Thiénot's non vintage is ripe, rich and ...</td>\n",
       "      <td>Brut</td>\n",
       "      <td>88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Champagne</td>\n",
       "      <td>Champagne</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Thiénot NV Brut  (Champagne)</td>\n",
       "      <td>Champagne Blend</td>\n",
       "      <td>Thiénot</td>\n",
       "      <td>[alain, thiénot, 's, non, vintage, ripe, rich,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129488</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>A spicy, ripe wine that is part of the second ...</td>\n",
       "      <td>DouRosa</td>\n",
       "      <td>88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Douro</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Quinta de la Rosa 2011 DouRosa Red (Douro)</td>\n",
       "      <td>Portuguese Red</td>\n",
       "      <td>Quinta de la Rosa</td>\n",
       "      <td>[spicy, ripe, wine, part, second, line, quinta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129512</th>\n",
       "      <td>Italy</td>\n",
       "      <td>This opens with aroma suggesting raw oak and t...</td>\n",
       "      <td>Gibin Riserva</td>\n",
       "      <td>88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Piedmont</td>\n",
       "      <td>Barolo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Gemma 2008 Gibin Riserva  (Barolo)</td>\n",
       "      <td>Nebbiolo</td>\n",
       "      <td>Gemma</td>\n",
       "      <td>[opens, aroma, suggesting, raw, oak, tire, rub...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129519</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>The 12-months of oak aging has given this wine...</td>\n",
       "      <td>Adega de Pegões</td>\n",
       "      <td>88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Península de Setúbal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Cooperativa Agricola de Santo Isidro de Pegoes...</td>\n",
       "      <td>Touriga Nacional</td>\n",
       "      <td>Cooperativa Agricola de Santo Isidro de Pegoes</td>\n",
       "      <td>[12-months, oak, aging, given, wine, fine, str...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129525</th>\n",
       "      <td>France</td>\n",
       "      <td>This is a powerful, big-hearted Malbec, full o...</td>\n",
       "      <td>Pont du Diable</td>\n",
       "      <td>89</td>\n",
       "      <td>NaN</td>\n",
       "      <td>France Other</td>\n",
       "      <td>Vin de France</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Lionel Osmin &amp; Cie 2011 Pont du Diable Malbec ...</td>\n",
       "      <td>Malbec</td>\n",
       "      <td>Lionel Osmin &amp; Cie</td>\n",
       "      <td>[powerful, big-hearted, malbec, full, rich, fr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129552</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Fragrant blue flower, rose, new leather, cake ...</td>\n",
       "      <td>del Comune di Serralunga d'Alba</td>\n",
       "      <td>93</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Piedmont</td>\n",
       "      <td>Barolo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Rivetto 2013 del Comune di Serralunga d'Alba  ...</td>\n",
       "      <td>Nebbiolo</td>\n",
       "      <td>Rivetto</td>\n",
       "      <td>[fragrant, blue, flower, rose, new, leather, c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129610</th>\n",
       "      <td>Italy</td>\n",
       "      <td>La Fagiana is a bright, ruby-colored wine with...</td>\n",
       "      <td>La Fagiana</td>\n",
       "      <td>84</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tuscany</td>\n",
       "      <td>Toscana</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fattoria di San Quintino 2008 La Fagiana Red (...</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Fattoria di San Quintino</td>\n",
       "      <td>[la, fagiana, bright, ruby-colored, wine, arom...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129638</th>\n",
       "      <td>France</td>\n",
       "      <td>Very rich and packed with yellow and tropical ...</td>\n",
       "      <td>Moulin des Dames</td>\n",
       "      <td>90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southwest France</td>\n",
       "      <td>Bergerac Sec</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Tour des Gendres 2011 Moulin des Dames...</td>\n",
       "      <td>Bordeaux-style White Blend</td>\n",
       "      <td>Château Tour des Gendres</td>\n",
       "      <td>[rich, packed, yellow, tropical, fruits, compl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129684</th>\n",
       "      <td>France</td>\n",
       "      <td>This concentrated, full-bodied wine has fine, ...</td>\n",
       "      <td>Les Baudes Premier Cru</td>\n",
       "      <td>93</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Burgundy</td>\n",
       "      <td>Chambolle-Musigny</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Henri de Villamont 2014 Les Baudes Premier Cru...</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Henri de Villamont</td>\n",
       "      <td>[concentrated, full-bodied, wine, fine, ripe, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129696</th>\n",
       "      <td>France</td>\n",
       "      <td>Soft, fragrant wine, layering raspberry and re...</td>\n",
       "      <td>Côte de Rouffach</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>René Muré 2011 Côte de Rouffach Pinot Noir (Al...</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>René Muré</td>\n",
       "      <td>[soft, fragrant, wine, layering, raspberry, re...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129721</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Made with 60% Carricante and 40% Catarratto, t...</td>\n",
       "      <td>Bianco</td>\n",
       "      <td>90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Etna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Tenuta Monte Gorna 2015 Bianco  (Etna)</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Tenuta Monte Gorna</td>\n",
       "      <td>[made, 60, carricante, 40, catarratto, opens, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129758</th>\n",
       "      <td>France</td>\n",
       "      <td>This is a barely pink rosé, perfect to reflect...</td>\n",
       "      <td>Les Voiles de Saint-Tropez</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Provence</td>\n",
       "      <td>Côtes de Provence</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Les Maîtres Vignerons de la Presqu'île de Sain...</td>\n",
       "      <td>Rosé</td>\n",
       "      <td>Les Maîtres Vignerons de la Presqu'île de Sain...</td>\n",
       "      <td>[barely, pink, rosé, perfect, reflect, mediter...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129759</th>\n",
       "      <td>France</td>\n",
       "      <td>Soft and ripe, it is gently fruity with light ...</td>\n",
       "      <td>Cuvée G</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Provence</td>\n",
       "      <td>Côtes de Provence</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Les Vignobles Gueissard 2013 Cuvée G Rosé (Côt...</td>\n",
       "      <td>Rosé</td>\n",
       "      <td>Les Vignobles Gueissard</td>\n",
       "      <td>[soft, ripe, gently, fruity, light, acidity, p...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129764</th>\n",
       "      <td>France</td>\n",
       "      <td>Only lightly spicy, it has a smooth texture an...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Pierre Sparr 2012 Pinot Gris (Alsace)</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Pierre Sparr</td>\n",
       "      <td>[lightly, spicy, smooth, texture, fruity, peac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129787</th>\n",
       "      <td>France</td>\n",
       "      <td>Soft, round and perfumed, this has rich red fr...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Burgundy</td>\n",
       "      <td>Volnay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine Poulleau Père et Fils 2010  Volnay</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Domaine Poulleau Père et Fils</td>\n",
       "      <td>[soft, round, perfumed, rich, red, fruits, lac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129794</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Attractive and fruity on the front end, this h...</td>\n",
       "      <td>Secreto Reserva</td>\n",
       "      <td>89</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Northern Spain</td>\n",
       "      <td>Ribera del Duero</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Viña Mayor 2006 Secreto Reserva  (Ribera del D...</td>\n",
       "      <td>Tempranillo</td>\n",
       "      <td>Viña Mayor</td>\n",
       "      <td>[attractive, fruity, front, end, pure, berry, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129807</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Here is yet another Roero Riserva from the suc...</td>\n",
       "      <td>Roche d'Ampsej Riserva</td>\n",
       "      <td>89</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Piedmont</td>\n",
       "      <td>Roero</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Matteo Correggia 2007 Roche d'Ampsej Riserva  ...</td>\n",
       "      <td>Nebbiolo</td>\n",
       "      <td>Matteo Correggia</td>\n",
       "      <td>[yet, another, roero, riserva, successful, 200...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129813</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Here's a more informal and approachable expres...</td>\n",
       "      <td>Chirlet</td>\n",
       "      <td>89</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Piedmont</td>\n",
       "      <td>Barolo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Simone Scaletta 2007 Chirlet  (Barolo)</td>\n",
       "      <td>Nebbiolo</td>\n",
       "      <td>Simone Scaletta</td>\n",
       "      <td>['s, informal, approachable, expression, barol...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129844</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Doga delle Clavule is a neutral, mineral-drive...</td>\n",
       "      <td>Doga delle Clavule</td>\n",
       "      <td>86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tuscany</td>\n",
       "      <td>Morellino di Scansano</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Caparzo 2006 Doga delle Clavule  (Morellino di...</td>\n",
       "      <td>Sangiovese</td>\n",
       "      <td>Caparzo</td>\n",
       "      <td>[doga, delle, clavule, neutral, mineral-driven...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129860</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>This rich wine has a firm structure as well as...</td>\n",
       "      <td>Pacheca Superior</td>\n",
       "      <td>90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Douro</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Quinta da Pacheca 2013 Pacheca Superior Red (D...</td>\n",
       "      <td>Portuguese Red</td>\n",
       "      <td>Quinta da Pacheca</td>\n",
       "      <td>[rich, wine, firm, structure, well, ripe, frui...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129863</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>This mature wine that has 50% Touriga Nacional...</td>\n",
       "      <td>Reserva</td>\n",
       "      <td>90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dão</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Seacampo 2011 Reserva Red (Dão)</td>\n",
       "      <td>Portuguese Red</td>\n",
       "      <td>Seacampo</td>\n",
       "      <td>[mature, wine, 50, touriga, nacional, blend, f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129893</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Aromas of passion fruit, hay and a vegetal not...</td>\n",
       "      <td>Corte Menini</td>\n",
       "      <td>91</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Veneto</td>\n",
       "      <td>Soave Classico</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Le Mandolare 2015 Corte Menini  (Soave Classico)</td>\n",
       "      <td>Garganega</td>\n",
       "      <td>Le Mandolare</td>\n",
       "      <td>[aromas, passion, fruit, hay, vegetal, note, l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129964</th>\n",
       "      <td>France</td>\n",
       "      <td>Initially quite muted, this wine slowly develo...</td>\n",
       "      <td>Domaine Saint-Rémy Herrenweg</td>\n",
       "      <td>90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine Ehrhart 2013 Domaine Saint-Rémy Herren...</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Domaine Ehrhart</td>\n",
       "      <td>[initially, quite, muted, wine, slowly, develo...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8996 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             country                                        description  \\\n",
       "0              Italy  Aromas include tropical fruit, broom, brimston...   \n",
       "13             Italy  This is dominated by oak and oak-driven aromas...   \n",
       "30            France  Red cherry fruit comes laced with light tannin...   \n",
       "31             Italy  Merlot and Nero d'Avola form the base for this...   \n",
       "32             Italy  Part of the extended Calanìca series, this Gri...   \n",
       "50             Italy  This blend of Nero d'Avola and Syrah opens wit...   \n",
       "54             Italy  A blend of Nero d'Avola and Nerello Mascalese,...   \n",
       "79          Portugal  Grown on the sandy soil of Tejo, the wine is t...   \n",
       "137     South Africa  This is great Chenin Blanc, wood fermented but...   \n",
       "159            Italy  Intense aromas of ripe red berry, menthol, esp...   \n",
       "163           France  Produced from vineyards donated to a charitabl...   \n",
       "182            Italy  Loaded with bold, ripe fruit, exotic spice and...   \n",
       "194            Italy  Here's a traditional Chianti Classico with pre...   \n",
       "200            Italy  Aromas of mature black-skinned berry, tobacco ...   \n",
       "222            Italy  Chopped herb, forest floor, leather, espresso ...   \n",
       "223            Italy  Bright and creamy, this savory white offers ar...   \n",
       "285          Austria  This is a very aromatic wine that's rich, spic...   \n",
       "288          Austria  While it feels rich and round, this is also a ...   \n",
       "290           France  This is a wine that has great potential—you ca...   \n",
       "291            Italy  This powerful Sagrantino opens with aromas of ...   \n",
       "299            Italy  Pinay is a tight and defined red blend from no...   \n",
       "302            Italy  This fresh Nebbiolo-based Roero from Cantina d...   \n",
       "304            Italy  This aged expression from the Nizza subzone of...   \n",
       "313            Italy  Roero Rabino is accented by sweet touches of c...   \n",
       "316           France  An intriguing blend of Sauvignon Blanc and Mus...   \n",
       "317           France  Soft, ripe, dominated by peaches, pears and a ...   \n",
       "377           Greece  A fresh, tangy, vibrant wine that has ripe gre...   \n",
       "395            Italy  This is the first vintage of this blend of Cha...   \n",
       "417            Italy  This is a sweet style of Prosecco with a lumin...   \n",
       "418          Austria  Using many biodynamic practices, Werner Michli...   \n",
       "...              ...                                                ...   \n",
       "129371       Austria  A perfumed wine from the Krems Vineyards, with...   \n",
       "129383        France  The entry-level wine from Château d'Esclans, t...   \n",
       "129384        France  This is a textured wine that's rich and round....   \n",
       "129387         Italy  This is a broad, round Prosecco that doesn't o...   \n",
       "129388     Argentina  Slightly tart and like rhubarb at first, but i...   \n",
       "129395         Italy  This Prosecco Extra Dry has full notes of almo...   \n",
       "129432         Italy  Earthy aromas of wild berry, underbrush, leath...   \n",
       "129469        France  Alain Thiénot's non vintage is ripe, rich and ...   \n",
       "129488      Portugal  A spicy, ripe wine that is part of the second ...   \n",
       "129512         Italy  This opens with aroma suggesting raw oak and t...   \n",
       "129519      Portugal  The 12-months of oak aging has given this wine...   \n",
       "129525        France  This is a powerful, big-hearted Malbec, full o...   \n",
       "129552         Italy  Fragrant blue flower, rose, new leather, cake ...   \n",
       "129610         Italy  La Fagiana is a bright, ruby-colored wine with...   \n",
       "129638        France  Very rich and packed with yellow and tropical ...   \n",
       "129684        France  This concentrated, full-bodied wine has fine, ...   \n",
       "129696        France  Soft, fragrant wine, layering raspberry and re...   \n",
       "129721         Italy  Made with 60% Carricante and 40% Catarratto, t...   \n",
       "129758        France  This is a barely pink rosé, perfect to reflect...   \n",
       "129759        France  Soft and ripe, it is gently fruity with light ...   \n",
       "129764        France  Only lightly spicy, it has a smooth texture an...   \n",
       "129787        France  Soft, round and perfumed, this has rich red fr...   \n",
       "129794         Spain  Attractive and fruity on the front end, this h...   \n",
       "129807         Italy  Here is yet another Roero Riserva from the suc...   \n",
       "129813         Italy  Here's a more informal and approachable expres...   \n",
       "129844         Italy  Doga delle Clavule is a neutral, mineral-drive...   \n",
       "129860      Portugal  This rich wine has a firm structure as well as...   \n",
       "129863      Portugal  This mature wine that has 50% Touriga Nacional...   \n",
       "129893         Italy  Aromas of passion fruit, hay and a vegetal not...   \n",
       "129964        France  Initially quite muted, this wine slowly develo...   \n",
       "\n",
       "                                 designation  points  price  \\\n",
       "0                               Vulkà Bianco      87    NaN   \n",
       "13                                     Rosso      87    NaN   \n",
       "30                                   Nouveau      86    NaN   \n",
       "31              Calanìca Nero d'Avola-Merlot      86    NaN   \n",
       "32                  Calanìca Grillo-Viognier      86    NaN   \n",
       "50                                    Scialo      86    NaN   \n",
       "54                                     Rosso      85    NaN   \n",
       "79                                    Bridão      86    NaN   \n",
       "137                          Hope Marguerite      90    NaN   \n",
       "159                             Filo di Seta      91    NaN   \n",
       "163     Hospices Civils de Romanèche Thurins      91    NaN   \n",
       "182                                 M. Vigna      88    NaN   \n",
       "194                                      NaN      87    NaN   \n",
       "200                                  Riserva      90    NaN   \n",
       "222                              Trentennale      90    NaN   \n",
       "223                                      NaN      90    NaN   \n",
       "285                  Steiner Kögl Erste Lage      92    NaN   \n",
       "288               Kremser Gebling Erste Lage      92    NaN   \n",
       "290                                      NaN      92    NaN   \n",
       "291                                      NaN      92    NaN   \n",
       "299                                    Pinay      87    NaN   \n",
       "302                                      NaN      87    NaN   \n",
       "304                                 Vignassa      87    NaN   \n",
       "313                                      NaN      87    NaN   \n",
       "316                    Les Amants Mont-Pérat      86    NaN   \n",
       "317                                      NaN      86    NaN   \n",
       "377                          Vigneto Massoni      88    NaN   \n",
       "395                                   Rylint      87    NaN   \n",
       "417                                      NaN      85    NaN   \n",
       "418              Biokult Zweigelt Pinot Noir      85    NaN   \n",
       "...                                      ...     ...    ...   \n",
       "129371                        Donau Riesling      87    NaN   \n",
       "129383                      Whispering Angel      87    NaN   \n",
       "129384                        Pétale de Rose      87    NaN   \n",
       "129387                             Extra Dry      85    NaN   \n",
       "129388                      Aduentus Classic      85    NaN   \n",
       "129395                             Extra Dry      85    NaN   \n",
       "129432                                Sorano      89    NaN   \n",
       "129469                                  Brut      88    NaN   \n",
       "129488                               DouRosa      88    NaN   \n",
       "129512                         Gibin Riserva      88    NaN   \n",
       "129519                       Adega de Pegões      88    NaN   \n",
       "129525                        Pont du Diable      89    NaN   \n",
       "129552       del Comune di Serralunga d'Alba      93    NaN   \n",
       "129610                            La Fagiana      84    NaN   \n",
       "129638                      Moulin des Dames      90    NaN   \n",
       "129684                Les Baudes Premier Cru      93    NaN   \n",
       "129696                      Côte de Rouffach      87    NaN   \n",
       "129721                                Bianco      90    NaN   \n",
       "129758            Les Voiles de Saint-Tropez      87    NaN   \n",
       "129759                               Cuvée G      87    NaN   \n",
       "129764                                   NaN      87    NaN   \n",
       "129787                                   NaN      89    NaN   \n",
       "129794                       Secreto Reserva      89    NaN   \n",
       "129807                Roche d'Ampsej Riserva      89    NaN   \n",
       "129813                               Chirlet      89    NaN   \n",
       "129844                    Doga delle Clavule      86    NaN   \n",
       "129860                      Pacheca Superior      90    NaN   \n",
       "129863                               Reserva      90    NaN   \n",
       "129893                          Corte Menini      91    NaN   \n",
       "129964          Domaine Saint-Rémy Herrenweg      90    NaN   \n",
       "\n",
       "                    province                        region_1 region_2  \\\n",
       "0          Sicily & Sardinia                            Etna      NaN   \n",
       "13         Sicily & Sardinia                            Etna      NaN   \n",
       "30                Beaujolais             Beaujolais-Villages      NaN   \n",
       "31         Sicily & Sardinia                         Sicilia      NaN   \n",
       "32         Sicily & Sardinia                         Sicilia      NaN   \n",
       "50         Sicily & Sardinia                         Sicilia      NaN   \n",
       "54         Sicily & Sardinia                         Sicilia      NaN   \n",
       "79                      Tejo                             NaN      NaN   \n",
       "137               Walker Bay                             NaN      NaN   \n",
       "159                  Tuscany          Brunello di Montalcino      NaN   \n",
       "163               Beaujolais                   Moulin-à-Vent      NaN   \n",
       "182                  Tuscany          Brunello di Montalcino      NaN   \n",
       "194                  Tuscany                Chianti Classico      NaN   \n",
       "200                  Tuscany          Brunello di Montalcino      NaN   \n",
       "222                  Tuscany          Brunello di Montalcino      NaN   \n",
       "223       Northeastern Italy                      Alto Adige      NaN   \n",
       "285                 Kremstal                             NaN      NaN   \n",
       "288                 Kremstal                             NaN      NaN   \n",
       "290                 Bordeaux                   Saint-Estèphe      NaN   \n",
       "291            Central Italy        Sagrantino di Montefalco      NaN   \n",
       "299                 Piedmont                          Langhe      NaN   \n",
       "302                 Piedmont                           Roero      NaN   \n",
       "304                 Piedmont  Barbera d'Asti Superiore Nizza      NaN   \n",
       "313                 Piedmont                           Roero      NaN   \n",
       "316                 Bordeaux                  Bordeaux Blanc      NaN   \n",
       "317                 Bordeaux                  Bordeaux Blanc      NaN   \n",
       "377                  Naoussa                             NaN      NaN   \n",
       "395       Northeastern Italy                          Collio      NaN   \n",
       "417                   Veneto             Prosecco del Veneto      NaN   \n",
       "418               Burgenland                             NaN      NaN   \n",
       "...                      ...                             ...      ...   \n",
       "129371              Kremstal                             NaN      NaN   \n",
       "129383              Provence               Côtes de Provence      NaN   \n",
       "129384              Provence               Côtes de Provence      NaN   \n",
       "129387                Veneto             Prosecco del Veneto      NaN   \n",
       "129388      Mendoza Province                         Mendoza      NaN   \n",
       "129395                Veneto       Prosecco di Valdobbiadene      NaN   \n",
       "129432              Piedmont                          Barolo      NaN   \n",
       "129469             Champagne                       Champagne      NaN   \n",
       "129488                 Douro                             NaN      NaN   \n",
       "129512              Piedmont                          Barolo      NaN   \n",
       "129519  Península de Setúbal                             NaN      NaN   \n",
       "129525          France Other                   Vin de France      NaN   \n",
       "129552              Piedmont                          Barolo      NaN   \n",
       "129610               Tuscany                         Toscana      NaN   \n",
       "129638      Southwest France                    Bergerac Sec      NaN   \n",
       "129684              Burgundy               Chambolle-Musigny      NaN   \n",
       "129696                Alsace                          Alsace      NaN   \n",
       "129721     Sicily & Sardinia                            Etna      NaN   \n",
       "129758              Provence               Côtes de Provence      NaN   \n",
       "129759              Provence               Côtes de Provence      NaN   \n",
       "129764                Alsace                          Alsace      NaN   \n",
       "129787              Burgundy                          Volnay      NaN   \n",
       "129794        Northern Spain                Ribera del Duero      NaN   \n",
       "129807              Piedmont                           Roero      NaN   \n",
       "129813              Piedmont                          Barolo      NaN   \n",
       "129844               Tuscany           Morellino di Scansano      NaN   \n",
       "129860                 Douro                             NaN      NaN   \n",
       "129863                   Dão                             NaN      NaN   \n",
       "129893                Veneto                  Soave Classico      NaN   \n",
       "129964                Alsace                          Alsace      NaN   \n",
       "\n",
       "              taster_name taster_twitter_handle  \\\n",
       "0           Kerin O’Keefe          @kerinokeefe   \n",
       "13          Kerin O’Keefe          @kerinokeefe   \n",
       "30             Roger Voss            @vossroger   \n",
       "31                    NaN                   NaN   \n",
       "32                    NaN                   NaN   \n",
       "50                    NaN                   NaN   \n",
       "54                    NaN                   NaN   \n",
       "79             Roger Voss            @vossroger   \n",
       "137            Roger Voss            @vossroger   \n",
       "159         Kerin O’Keefe          @kerinokeefe   \n",
       "163            Roger Voss            @vossroger   \n",
       "182                   NaN                   NaN   \n",
       "194                   NaN                   NaN   \n",
       "200         Kerin O’Keefe          @kerinokeefe   \n",
       "222         Kerin O’Keefe          @kerinokeefe   \n",
       "223         Kerin O’Keefe          @kerinokeefe   \n",
       "285            Roger Voss            @vossroger   \n",
       "288            Roger Voss            @vossroger   \n",
       "290            Roger Voss            @vossroger   \n",
       "291         Kerin O’Keefe          @kerinokeefe   \n",
       "299                   NaN                   NaN   \n",
       "302                   NaN                   NaN   \n",
       "304                   NaN                   NaN   \n",
       "313                   NaN                   NaN   \n",
       "316            Roger Voss            @vossroger   \n",
       "317            Roger Voss            @vossroger   \n",
       "377            Roger Voss            @vossroger   \n",
       "395            Roger Voss            @vossroger   \n",
       "417                   NaN                   NaN   \n",
       "418            Roger Voss            @vossroger   \n",
       "...                   ...                   ...   \n",
       "129371         Roger Voss            @vossroger   \n",
       "129383         Roger Voss            @vossroger   \n",
       "129384         Roger Voss            @vossroger   \n",
       "129387                NaN                   NaN   \n",
       "129388  Michael Schachner           @wineschach   \n",
       "129395                NaN                   NaN   \n",
       "129432      Kerin O’Keefe          @kerinokeefe   \n",
       "129469         Roger Voss            @vossroger   \n",
       "129488         Roger Voss            @vossroger   \n",
       "129512      Kerin O’Keefe          @kerinokeefe   \n",
       "129519         Roger Voss            @vossroger   \n",
       "129525         Roger Voss            @vossroger   \n",
       "129552      Kerin O’Keefe          @kerinokeefe   \n",
       "129610                NaN                   NaN   \n",
       "129638         Roger Voss            @vossroger   \n",
       "129684         Roger Voss            @vossroger   \n",
       "129696         Roger Voss            @vossroger   \n",
       "129721      Kerin O’Keefe          @kerinokeefe   \n",
       "129758         Roger Voss            @vossroger   \n",
       "129759         Roger Voss            @vossroger   \n",
       "129764         Roger Voss            @vossroger   \n",
       "129787         Roger Voss            @vossroger   \n",
       "129794  Michael Schachner           @wineschach   \n",
       "129807                NaN                   NaN   \n",
       "129813                NaN                   NaN   \n",
       "129844                NaN                   NaN   \n",
       "129860         Roger Voss            @vossroger   \n",
       "129863         Roger Voss            @vossroger   \n",
       "129893      Kerin O’Keefe          @kerinokeefe   \n",
       "129964         Roger Voss            @vossroger   \n",
       "\n",
       "                                                    title  \\\n",
       "0                       Nicosia 2013 Vulkà Bianco  (Etna)   \n",
       "13                 Masseria Setteporte 2012 Rosso  (Etna)   \n",
       "30      Domaine de la Madone 2012 Nouveau  (Beaujolais...   \n",
       "31      Duca di Salaparuta 2010 Calanìca Nero d'Avola-...   \n",
       "32      Duca di Salaparuta 2011 Calanìca Grillo-Viogni...   \n",
       "50      Viticultori Associati Canicatti 2008 Scialo Re...   \n",
       "54                         Corvo 2010 Rosso Red (Sicilia)   \n",
       "79      Adega Cooperativa do Cartaxo 2014 Bridão Touri...   \n",
       "137     Beaumont 2005 Hope Marguerite Chenin Blanc (Wa...   \n",
       "159     Castello Romitorio 2011 Filo di Seta  (Brunell...   \n",
       "163     Collin-Bourisset 2011 Hospices Civils de Roman...   \n",
       "182     Abbadia Ardenga 2003 M. Vigna  (Brunello di Mo...   \n",
       "194                    Campomaggio 2005  Chianti Classico   \n",
       "200     Tenuta di Sesta 2011 Riserva  (Brunello di Mon...   \n",
       "222     Talenti 2011 Trentennale  (Brunello di Montalc...   \n",
       "223                 Terlan 2015 Pinot Bianco (Alto Adige)   \n",
       "285     Salomon-Undhof 2011 Steiner Kögl Erste Lage Ri...   \n",
       "288     Josef Schmid 2011 Kremser Gebling Erste Lage G...   \n",
       "290              Château Lafon-Rochet 2011  Saint-Estèphe   \n",
       "291                Dionigi 2006  Sagrantino di Montefalco   \n",
       "299              Attilio Ghisolfi 2007 Pinay Red (Langhe)   \n",
       "302                      Cantina del Nebbiolo 2008  Roero   \n",
       "304     Cascina La Ghersa 2004 Vignassa  (Barbera d'As...   \n",
       "313                                    Rabino 2008  Roero   \n",
       "316     Château Mont-Pérat 2008 Les Amants Mont-Pérat ...   \n",
       "317        Château Tour de Mirambeau 2006  Bordeaux Blanc   \n",
       "377           Zenato 2001 Vigneto Massoni White (Naoussa)   \n",
       "395           Conti Formentini 2001 Rylint White (Collio)   \n",
       "417                     Pizzolato NV  Prosecco del Veneto   \n",
       "418     Michlits 2007 Biokult Zweigelt Pinot Noir Red ...   \n",
       "...                                                   ...   \n",
       "129371  Forstreiter 2011 Donau Riesling Riesling (Krem...   \n",
       "129383  Château d'Esclans 2011 Whispering Angel Rosé (...   \n",
       "129384  Château la Tour de l'Evêque 2011 Pétale de Ros...   \n",
       "129387  Vigneti Fantinel NV Extra Dry  (Prosecco del V...   \n",
       "129388        Antigal 2006 Aduentus Classic Red (Mendoza)   \n",
       "129395  La Riva dei Frati NV Extra Dry  (Prosecco di V...   \n",
       "129432                      Ascheri 2013 Sorano  (Barolo)   \n",
       "129469                       Thiénot NV Brut  (Champagne)   \n",
       "129488         Quinta de la Rosa 2011 DouRosa Red (Douro)   \n",
       "129512                 Gemma 2008 Gibin Riserva  (Barolo)   \n",
       "129519  Cooperativa Agricola de Santo Isidro de Pegoes...   \n",
       "129525  Lionel Osmin & Cie 2011 Pont du Diable Malbec ...   \n",
       "129552  Rivetto 2013 del Comune di Serralunga d'Alba  ...   \n",
       "129610  Fattoria di San Quintino 2008 La Fagiana Red (...   \n",
       "129638  Château Tour des Gendres 2011 Moulin des Dames...   \n",
       "129684  Henri de Villamont 2014 Les Baudes Premier Cru...   \n",
       "129696  René Muré 2011 Côte de Rouffach Pinot Noir (Al...   \n",
       "129721             Tenuta Monte Gorna 2015 Bianco  (Etna)   \n",
       "129758  Les Maîtres Vignerons de la Presqu'île de Sain...   \n",
       "129759  Les Vignobles Gueissard 2013 Cuvée G Rosé (Côt...   \n",
       "129764              Pierre Sparr 2012 Pinot Gris (Alsace)   \n",
       "129787         Domaine Poulleau Père et Fils 2010  Volnay   \n",
       "129794  Viña Mayor 2006 Secreto Reserva  (Ribera del D...   \n",
       "129807  Matteo Correggia 2007 Roche d'Ampsej Riserva  ...   \n",
       "129813             Simone Scaletta 2007 Chirlet  (Barolo)   \n",
       "129844  Caparzo 2006 Doga delle Clavule  (Morellino di...   \n",
       "129860  Quinta da Pacheca 2013 Pacheca Superior Red (D...   \n",
       "129863                    Seacampo 2011 Reserva Red (Dão)   \n",
       "129893   Le Mandolare 2015 Corte Menini  (Soave Classico)   \n",
       "129964  Domaine Ehrhart 2013 Domaine Saint-Rémy Herren...   \n",
       "\n",
       "                           variety  \\\n",
       "0                      White Blend   \n",
       "13               Nerello Mascalese   \n",
       "30                           Gamay   \n",
       "31                       Red Blend   \n",
       "32                     White Blend   \n",
       "50                       Red Blend   \n",
       "54                       Red Blend   \n",
       "79                Touriga Nacional   \n",
       "137                   Chenin Blanc   \n",
       "159                     Sangiovese   \n",
       "163                          Gamay   \n",
       "182              Sangiovese Grosso   \n",
       "194                     Sangiovese   \n",
       "200                     Sangiovese   \n",
       "222                     Sangiovese   \n",
       "223                   Pinot Bianco   \n",
       "285                       Riesling   \n",
       "288               Grüner Veltliner   \n",
       "290       Bordeaux-style Red Blend   \n",
       "291                     Sagrantino   \n",
       "299                      Red Blend   \n",
       "302                       Nebbiolo   \n",
       "304                        Barbera   \n",
       "313                       Nebbiolo   \n",
       "316     Bordeaux-style White Blend   \n",
       "317     Bordeaux-style White Blend   \n",
       "377                    White Blend   \n",
       "395                    White Blend   \n",
       "417                       Prosecco   \n",
       "418                      Red Blend   \n",
       "...                            ...   \n",
       "129371                    Riesling   \n",
       "129383                        Rosé   \n",
       "129384                        Rosé   \n",
       "129387                    Prosecco   \n",
       "129388                   Red Blend   \n",
       "129395                    Prosecco   \n",
       "129432                    Nebbiolo   \n",
       "129469             Champagne Blend   \n",
       "129488              Portuguese Red   \n",
       "129512                    Nebbiolo   \n",
       "129519            Touriga Nacional   \n",
       "129525                      Malbec   \n",
       "129552                    Nebbiolo   \n",
       "129610                   Red Blend   \n",
       "129638  Bordeaux-style White Blend   \n",
       "129684                  Pinot Noir   \n",
       "129696                  Pinot Noir   \n",
       "129721                 White Blend   \n",
       "129758                        Rosé   \n",
       "129759                        Rosé   \n",
       "129764                  Pinot Gris   \n",
       "129787                  Pinot Noir   \n",
       "129794                 Tempranillo   \n",
       "129807                    Nebbiolo   \n",
       "129813                    Nebbiolo   \n",
       "129844                  Sangiovese   \n",
       "129860              Portuguese Red   \n",
       "129863              Portuguese Red   \n",
       "129893                   Garganega   \n",
       "129964              Gewürztraminer   \n",
       "\n",
       "                                                   winery  \\\n",
       "0                                                 Nicosia   \n",
       "13                                    Masseria Setteporte   \n",
       "30                                   Domaine de la Madone   \n",
       "31                                     Duca di Salaparuta   \n",
       "32                                     Duca di Salaparuta   \n",
       "50                        Viticultori Associati Canicatti   \n",
       "54                                                  Corvo   \n",
       "79                           Adega Cooperativa do Cartaxo   \n",
       "137                                              Beaumont   \n",
       "159                                    Castello Romitorio   \n",
       "163                                      Collin-Bourisset   \n",
       "182                                       Abbadia Ardenga   \n",
       "194                                           Campomaggio   \n",
       "200                                       Tenuta di Sesta   \n",
       "222                                               Talenti   \n",
       "223                                                Terlan   \n",
       "285                                        Salomon-Undhof   \n",
       "288                                          Josef Schmid   \n",
       "290                                  Château Lafon-Rochet   \n",
       "291                                               Dionigi   \n",
       "299                                      Attilio Ghisolfi   \n",
       "302                                  Cantina del Nebbiolo   \n",
       "304                                     Cascina La Ghersa   \n",
       "313                                                Rabino   \n",
       "316                                    Château Mont-Pérat   \n",
       "317                             Château Tour de Mirambeau   \n",
       "377                                                Zenato   \n",
       "395                                      Conti Formentini   \n",
       "417                                             Pizzolato   \n",
       "418                                              Michlits   \n",
       "...                                                   ...   \n",
       "129371                                        Forstreiter   \n",
       "129383                                  Château d'Esclans   \n",
       "129384                        Château la Tour de l'Evêque   \n",
       "129387                                   Vigneti Fantinel   \n",
       "129388                                            Antigal   \n",
       "129395                                  La Riva dei Frati   \n",
       "129432                                            Ascheri   \n",
       "129469                                            Thiénot   \n",
       "129488                                  Quinta de la Rosa   \n",
       "129512                                              Gemma   \n",
       "129519     Cooperativa Agricola de Santo Isidro de Pegoes   \n",
       "129525                                 Lionel Osmin & Cie   \n",
       "129552                                            Rivetto   \n",
       "129610                           Fattoria di San Quintino   \n",
       "129638                           Château Tour des Gendres   \n",
       "129684                                 Henri de Villamont   \n",
       "129696                                          René Muré   \n",
       "129721                                 Tenuta Monte Gorna   \n",
       "129758  Les Maîtres Vignerons de la Presqu'île de Sain...   \n",
       "129759                            Les Vignobles Gueissard   \n",
       "129764                                       Pierre Sparr   \n",
       "129787                      Domaine Poulleau Père et Fils   \n",
       "129794                                         Viña Mayor   \n",
       "129807                                   Matteo Correggia   \n",
       "129813                                    Simone Scaletta   \n",
       "129844                                            Caparzo   \n",
       "129860                                  Quinta da Pacheca   \n",
       "129863                                           Seacampo   \n",
       "129893                                       Le Mandolare   \n",
       "129964                                    Domaine Ehrhart   \n",
       "\n",
       "                                    tokenized_description  \n",
       "0       [aromas, include, tropical, fruit, broom, brim...  \n",
       "13      [dominated, oak, oak-driven, aromas, include, ...  \n",
       "30      [red, cherry, fruit, comes, laced, light, tann...  \n",
       "31      [merlot, nero, d'avola, form, base, easy, red,...  \n",
       "32      [part, extended, calanìca, series, grillo-viog...  \n",
       "50      [blend, nero, d'avola, syrah, opens, savory, a...  \n",
       "54      [blend, nero, d'avola, nerello, mascalese, del...  \n",
       "79      [grown, sandy, soil, tejo, wine, typically, so...  \n",
       "137     [great, chenin, blanc, wood, fermented, still,...  \n",
       "159     [intense, aromas, ripe, red, berry, menthol, e...  \n",
       "163     [produced, vineyards, donated, charitable, hos...  \n",
       "182     [loaded, bold, ripe, fruit, exotic, spice, lea...  \n",
       "194     ['s, traditional, chianti, classico, pretty, a...  \n",
       "200     [aromas, mature, black-skinned, berry, tobacco...  \n",
       "222     [chopped, herb, forest, floor, leather, espres...  \n",
       "223     [bright, creamy, savory, white, offers, aromas...  \n",
       "285     [aromatic, wine, 's, rich, spicy, touch, ripen...  \n",
       "288     [feels, rich, round, also, wine, crisp, side, ...  \n",
       "290     [wine, great, potential—you, tell, firm, tanni...  \n",
       "291     [powerful, sagrantino, opens, aromas, meat, ju...  \n",
       "299     [pinay, tight, defined, red, blend, northern, ...  \n",
       "302     [fresh, nebbiolo-based, roero, cantina, dei, n...  \n",
       "304     [aged, expression, nizza, subzone, asti, offer...  \n",
       "313     [roero, rabino, accented, sweet, touches, cinn...  \n",
       "316     [intriguing, blend, sauvignon, blanc, muscadel...  \n",
       "317     [soft, ripe, dominated, peaches, pears, rounde...  \n",
       "377     [fresh, tangy, vibrant, wine, ripe, green, plu...  \n",
       "395     [first, vintage, blend, chardonnay, pinot, gri...  \n",
       "417     [sweet, style, prosecco, luminous, appearance,...  \n",
       "418     [using, biodynamic, practices, werner, michlit...  \n",
       "...                                                   ...  \n",
       "129371  [perfumed, wine, krems, vineyards, flavors, wh...  \n",
       "129383  [entry-level, wine, château, d'esclans, red, f...  \n",
       "129384  [textured, wine, 's, rich, round, citrus, red,...  \n",
       "129387  [broad, round, prosecco, n't, offer, detailed,...  \n",
       "129388  [slightly, tart, like, rhubarb, first, given, ...  \n",
       "129395  [prosecco, extra, dry, full, notes, almond, st...  \n",
       "129432  [earthy, aromas, wild, berry, underbrush, leat...  \n",
       "129469  [alain, thiénot, 's, non, vintage, ripe, rich,...  \n",
       "129488  [spicy, ripe, wine, part, second, line, quinta...  \n",
       "129512  [opens, aroma, suggesting, raw, oak, tire, rub...  \n",
       "129519  [12-months, oak, aging, given, wine, fine, str...  \n",
       "129525  [powerful, big-hearted, malbec, full, rich, fr...  \n",
       "129552  [fragrant, blue, flower, rose, new, leather, c...  \n",
       "129610  [la, fagiana, bright, ruby-colored, wine, arom...  \n",
       "129638  [rich, packed, yellow, tropical, fruits, compl...  \n",
       "129684  [concentrated, full-bodied, wine, fine, ripe, ...  \n",
       "129696  [soft, fragrant, wine, layering, raspberry, re...  \n",
       "129721  [made, 60, carricante, 40, catarratto, opens, ...  \n",
       "129758  [barely, pink, rosé, perfect, reflect, mediter...  \n",
       "129759  [soft, ripe, gently, fruity, light, acidity, p...  \n",
       "129764  [lightly, spicy, smooth, texture, fruity, peac...  \n",
       "129787  [soft, round, perfumed, rich, red, fruits, lac...  \n",
       "129794  [attractive, fruity, front, end, pure, berry, ...  \n",
       "129807  [yet, another, roero, riserva, successful, 200...  \n",
       "129813  ['s, informal, approachable, expression, barol...  \n",
       "129844  [doga, delle, clavule, neutral, mineral-driven...  \n",
       "129860  [rich, wine, firm, structure, well, ripe, frui...  \n",
       "129863  [mature, wine, 50, touriga, nacional, blend, f...  \n",
       "129893  [aromas, passion, fruit, hay, vegetal, note, l...  \n",
       "129964  [initially, quite, muted, wine, slowly, develo...  \n",
       "\n",
       "[8996 rows x 14 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "no_price = dataset1[(dataset1.price.isnull())].copy()\n",
    "no_price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>description</th>\n",
       "      <th>designation</th>\n",
       "      <th>points</th>\n",
       "      <th>price</th>\n",
       "      <th>province</th>\n",
       "      <th>region_1</th>\n",
       "      <th>region_2</th>\n",
       "      <th>taster_name</th>\n",
       "      <th>taster_twitter_handle</th>\n",
       "      <th>title</th>\n",
       "      <th>variety</th>\n",
       "      <th>winery</th>\n",
       "      <th>tokenized_description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>This is ripe and fruity, a wine that is smooth...</td>\n",
       "      <td>Avidagos</td>\n",
       "      <td>87</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Douro</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Quinta dos Avidagos 2011 Avidagos Red (Douro)</td>\n",
       "      <td>Portuguese Red</td>\n",
       "      <td>Quinta dos Avidagos</td>\n",
       "      <td>[ripe, fruity, wine, smooth, still, structured...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>US</td>\n",
       "      <td>Tart and snappy, the flavors of lime flesh and...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>14.0</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Rainstorm 2013 Pinot Gris (Willamette Valley)</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Rainstorm</td>\n",
       "      <td>[tart, snappy, flavors, lime, flesh, rind, dom...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>US</td>\n",
       "      <td>Pineapple rind, lemon pith and orange blossom ...</td>\n",
       "      <td>Reserve Late Harvest</td>\n",
       "      <td>87</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>Lake Michigan Shore</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alexander Peartree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>St. Julian 2013 Reserve Late Harvest Riesling ...</td>\n",
       "      <td>Riesling</td>\n",
       "      <td>St. Julian</td>\n",
       "      <td>[pineapple, rind, lemon, pith, orange, blossom...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>US</td>\n",
       "      <td>Much like the regular bottling from 2012, this...</td>\n",
       "      <td>Vintner's Reserve Wild Child Block</td>\n",
       "      <td>87</td>\n",
       "      <td>65.0</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Willamette Valley</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Sweet Cheeks 2012 Vintner's Reserve Wild Child...</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Sweet Cheeks</td>\n",
       "      <td>[much, like, regular, bottling, 2012, comes, a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Blackberry and raspberry aromas show a typical...</td>\n",
       "      <td>Ars In Vitro</td>\n",
       "      <td>87</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Northern Spain</td>\n",
       "      <td>Navarra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Tandem 2011 Ars In Vitro Tempranillo-Merlot (N...</td>\n",
       "      <td>Tempranillo-Merlot</td>\n",
       "      <td>Tandem</td>\n",
       "      <td>[blackberry, raspberry, aromas, show, typical,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Here's a bright, informal red that opens with ...</td>\n",
       "      <td>Belsito</td>\n",
       "      <td>87</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Vittoria</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Terre di Giurfo 2013 Belsito Frappato (Vittoria)</td>\n",
       "      <td>Frappato</td>\n",
       "      <td>Terre di Giurfo</td>\n",
       "      <td>['s, bright, informal, red, opens, aromas, can...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>France</td>\n",
       "      <td>This dry and restrained wine offers spice in p...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>24.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Trimbach 2012 Gewurztraminer (Alsace)</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Trimbach</td>\n",
       "      <td>[dry, restrained, wine, offers, spice, profusi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Savory dried thyme notes accent sunnier flavor...</td>\n",
       "      <td>Shine</td>\n",
       "      <td>87</td>\n",
       "      <td>12.0</td>\n",
       "      <td>Rheinhessen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anna Lee C. Iijima</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Heinz Eifel 2013 Shine Gewürztraminer (Rheinhe...</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Heinz Eifel</td>\n",
       "      <td>[savory, dried, thyme, notes, accent, sunnier,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>France</td>\n",
       "      <td>This has great depth of flavor with its fresh ...</td>\n",
       "      <td>Les Natures</td>\n",
       "      <td>87</td>\n",
       "      <td>27.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Jean-Baptiste Adam 2012 Les Natures Pinot Gris...</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Jean-Baptiste Adam</td>\n",
       "      <td>[great, depth, flavor, fresh, apple, pear, fru...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>US</td>\n",
       "      <td>Soft, supple plum envelopes an oaky structure ...</td>\n",
       "      <td>Mountain Cuvée</td>\n",
       "      <td>87</td>\n",
       "      <td>19.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Napa Valley</td>\n",
       "      <td>Napa</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Kirkland Signature 2011 Mountain Cuvée Caberne...</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Kirkland Signature</td>\n",
       "      <td>[soft, supple, plum, envelopes, oaky, structur...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>France</td>\n",
       "      <td>This is a dry wine, very spicy, with a tight, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Leon Beyer 2012 Gewurztraminer (Alsace)</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Leon Beyer</td>\n",
       "      <td>[dry, wine, spicy, tight, taut, texture, stron...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>US</td>\n",
       "      <td>Slightly reduced, this wine offers a chalky, t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>34.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Alexander Valley</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Louis M. Martini 2012 Cabernet Sauvignon (Alex...</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Louis M. Martini</td>\n",
       "      <td>[slightly, reduced, wine, offers, chalky, tann...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>US</td>\n",
       "      <td>Building on 150 years and six generations of w...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>12.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Central Coast</td>\n",
       "      <td>Central Coast</td>\n",
       "      <td>Matt Kettmann</td>\n",
       "      <td>@mattkettmann</td>\n",
       "      <td>Mirassou 2012 Chardonnay (Central Coast)</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Mirassou</td>\n",
       "      <td>[building, 150, years, six, generations, winem...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Zesty orange peels and apple notes abound in t...</td>\n",
       "      <td>Devon</td>\n",
       "      <td>87</td>\n",
       "      <td>24.0</td>\n",
       "      <td>Mosel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anna Lee C. Iijima</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Richard Böcking 2013 Devon Riesling (Mosel)</td>\n",
       "      <td>Riesling</td>\n",
       "      <td>Richard Böcking</td>\n",
       "      <td>[zesty, orange, peels, apple, notes, abound, s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Argentina</td>\n",
       "      <td>Baked plum, molasses, balsamic vinegar and che...</td>\n",
       "      <td>Felix</td>\n",
       "      <td>87</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>Cafayate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Felix Lavaque 2010 Felix Malbec (Cafayate)</td>\n",
       "      <td>Malbec</td>\n",
       "      <td>Felix Lavaque</td>\n",
       "      <td>[baked, plum, molasses, balsamic, vinegar, che...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Argentina</td>\n",
       "      <td>Raw black-cherry aromas are direct and simple ...</td>\n",
       "      <td>Winemaker Selection</td>\n",
       "      <td>87</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Mendoza Province</td>\n",
       "      <td>Mendoza</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Gaucho Andino 2011 Winemaker Selection Malbec ...</td>\n",
       "      <td>Malbec</td>\n",
       "      <td>Gaucho Andino</td>\n",
       "      <td>[raw, black-cherry, aromas, direct, simple, go...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Desiccated blackberry, leather, charred wood a...</td>\n",
       "      <td>Vendimia Seleccionada Finca Valdelayegua Singl...</td>\n",
       "      <td>87</td>\n",
       "      <td>28.0</td>\n",
       "      <td>Northern Spain</td>\n",
       "      <td>Ribera del Duero</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Pradorey 2010 Vendimia Seleccionada Finca Vald...</td>\n",
       "      <td>Tempranillo Blend</td>\n",
       "      <td>Pradorey</td>\n",
       "      <td>[desiccated, blackberry, leather, charred, woo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>US</td>\n",
       "      <td>Red fruit aromas pervade on the nose, with cig...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>32.0</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alexander Peartree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Quiévremont 2012 Meritage (Virginia)</td>\n",
       "      <td>Meritage</td>\n",
       "      <td>Quiévremont</td>\n",
       "      <td>[red, fruit, aromas, pervade, nose, cigar, box...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>US</td>\n",
       "      <td>Ripe aromas of dark berries mingle with ample ...</td>\n",
       "      <td>Vin de Maison</td>\n",
       "      <td>87</td>\n",
       "      <td>23.0</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alexander Peartree</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Quiévremont 2012 Vin de Maison Red (Virginia)</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Quiévremont</td>\n",
       "      <td>[ripe, aromas, dark, berries, mingle, ample, n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>US</td>\n",
       "      <td>A sleek mix of tart berry, stem and herb, alon...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Oregon Other</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Acrobat 2013 Pinot Noir (Oregon)</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Acrobat</td>\n",
       "      <td>[sleek, mix, tart, berry, stem, herb, along, h...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Delicate aromas recall white flower and citrus...</td>\n",
       "      <td>Ficiligno</td>\n",
       "      <td>87</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Baglio di Pianetto 2007 Ficiligno White (Sicilia)</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Baglio di Pianetto</td>\n",
       "      <td>[delicate, aromas, recall, white, flower, citr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>US</td>\n",
       "      <td>This wine from the Geneseo district offers aro...</td>\n",
       "      <td>Signature Selection</td>\n",
       "      <td>87</td>\n",
       "      <td>22.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Paso Robles</td>\n",
       "      <td>Central Coast</td>\n",
       "      <td>Matt Kettmann</td>\n",
       "      <td>@mattkettmann</td>\n",
       "      <td>Bianchi 2011 Signature Selection Merlot (Paso ...</td>\n",
       "      <td>Merlot</td>\n",
       "      <td>Bianchi</td>\n",
       "      <td>[wine, geneseo, district, offers, aromas, sour...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Aromas of prune, blackcurrant, toast and oak c...</td>\n",
       "      <td>Aynat</td>\n",
       "      <td>87</td>\n",
       "      <td>35.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Canicattì 2009 Aynat Nero d'Avola (Sicilia)</td>\n",
       "      <td>Nero d'Avola</td>\n",
       "      <td>Canicattì</td>\n",
       "      <td>[aromas, prune, blackcurrant, toast, oak, carr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>US</td>\n",
       "      <td>Oak and earth intermingle around robust aromas...</td>\n",
       "      <td>King Ridge Vineyard</td>\n",
       "      <td>87</td>\n",
       "      <td>69.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Sonoma Coast</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Castello di Amorosa 2011 King Ridge Vineyard P...</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Castello di Amorosa</td>\n",
       "      <td>[oak, earth, intermingle, around, robust, arom...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Pretty aromas of yellow flower and stone fruit...</td>\n",
       "      <td>Dalila</td>\n",
       "      <td>87</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Terre Siciliane</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Stemmari 2013 Dalila White (Terre Siciliane)</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Stemmari</td>\n",
       "      <td>[pretty, aromas, yellow, flower, stone, fruit,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Aromas recall ripe dark berry, toast and a whi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Terre Siciliane</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Stemmari 2013 Nero d'Avola (Terre Siciliane)</td>\n",
       "      <td>Nero d'Avola</td>\n",
       "      <td>Stemmari</td>\n",
       "      <td>[aromas, recall, ripe, dark, berry, toast, whi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Aromas suggest mature berry, scorched earth, a...</td>\n",
       "      <td>Mascaria Barricato</td>\n",
       "      <td>87</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Cerasuolo di Vittoria</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Terre di Giurfo 2011 Mascaria Barricato  (Cera...</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Terre di Giurfo</td>\n",
       "      <td>[aromas, suggest, mature, berry, scorched, ear...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>US</td>\n",
       "      <td>Clarksburg is becoming a haven for Chenin Blan...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86</td>\n",
       "      <td>16.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Clarksburg</td>\n",
       "      <td>Central Valley</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Clarksburg Wine Company 2010 Chenin Blanc (Cla...</td>\n",
       "      <td>Chenin Blanc</td>\n",
       "      <td>Clarksburg Wine Company</td>\n",
       "      <td>[clarksburg, becoming, chenin, blanc, californ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>US</td>\n",
       "      <td>Rustic and dry, this has flavors of berries, c...</td>\n",
       "      <td>Puma Springs Vineyard</td>\n",
       "      <td>86</td>\n",
       "      <td>50.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Dry Creek Valley</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Envolve 2010 Puma Springs Vineyard Red (Dry Cr...</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Envolve</td>\n",
       "      <td>[rustic, dry, flavors, berries, currants, lico...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>US</td>\n",
       "      <td>This shows a tart, green gooseberry flavor tha...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86</td>\n",
       "      <td>20.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Sonoma Valley</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Envolve 2011 Sauvignon Blanc (Sonoma Valley)</td>\n",
       "      <td>Sauvignon Blanc</td>\n",
       "      <td>Envolve</td>\n",
       "      <td>[shows, tart, green, gooseberry, flavor, simil...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129940</th>\n",
       "      <td>US</td>\n",
       "      <td>This is the winery's bells and whistles Chardo...</td>\n",
       "      <td>Watson Vineyard</td>\n",
       "      <td>91</td>\n",
       "      <td>36.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Mendocino</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standish 2006 Watson Vineyard Chardonnay (Mend...</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Standish</td>\n",
       "      <td>[winery, 's, bells, whistles, chardonnay, grow...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129941</th>\n",
       "      <td>US</td>\n",
       "      <td>A Chardonnay with an unusual companion, 8% Sém...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>20.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Mendocino County</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Apriori 2013 Chardonnay (Mendocino County)</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Apriori</td>\n",
       "      <td>[chardonnay, unusual, companion, 8, sémillon, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129942</th>\n",
       "      <td>US</td>\n",
       "      <td>This is classic in herbaceous aromas and flavo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>35.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Sonoma County</td>\n",
       "      <td>Sonoma</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Arrowood 2010 Cabernet Sauvignon (Sonoma County)</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Arrowood</td>\n",
       "      <td>[classic, herbaceous, aromas, flavors, rich, j...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129943</th>\n",
       "      <td>Italy</td>\n",
       "      <td>A blend of Nero d'Avola and Syrah, this convey...</td>\n",
       "      <td>Adènzia</td>\n",
       "      <td>90</td>\n",
       "      <td>29.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Baglio del Cristo di Campobello 2012 Adènzia R...</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Baglio del Cristo di Campobello</td>\n",
       "      <td>[blend, nero, d'avola, syrah, conveys, aromas,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129944</th>\n",
       "      <td>Israel</td>\n",
       "      <td>Deep garnet in the glass, this has a nose of b...</td>\n",
       "      <td>Special Reserve Winemakers' Choice</td>\n",
       "      <td>90</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Galilee</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mike DeSimone</td>\n",
       "      <td>@worldwineguys</td>\n",
       "      <td>Barkan 2011 Special Reserve Winemakers' Choice...</td>\n",
       "      <td>Shiraz</td>\n",
       "      <td>Barkan</td>\n",
       "      <td>[deep, garnet, glass, nose, blackberry, vanill...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129945</th>\n",
       "      <td>US</td>\n",
       "      <td>Hailing from one of the more popular vineyards...</td>\n",
       "      <td>Jurassic Park Vineyard Old Vines</td>\n",
       "      <td>90</td>\n",
       "      <td>20.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Santa Ynez Valley</td>\n",
       "      <td>Central Coast</td>\n",
       "      <td>Matt Kettmann</td>\n",
       "      <td>@mattkettmann</td>\n",
       "      <td>Birichino 2013 Jurassic Park Vineyard Old Vine...</td>\n",
       "      <td>Chenin Blanc</td>\n",
       "      <td>Birichino</td>\n",
       "      <td>[hailing, popular, vineyards, varietal, whole,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129946</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Plump, clingy peach and honey notes are cut wi...</td>\n",
       "      <td>Dom</td>\n",
       "      <td>90</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Mosel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anna Lee C. Iijima</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bischöfliche Weingüter Trier 2013 Dom Riesling...</td>\n",
       "      <td>Riesling</td>\n",
       "      <td>Bischöfliche Weingüter Trier</td>\n",
       "      <td>[plump, clingy, peach, honey, notes, cut, stre...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129947</th>\n",
       "      <td>Italy</td>\n",
       "      <td>A blend of 65% Cabernet Sauvignon, 30% Merlot ...</td>\n",
       "      <td>Symposio</td>\n",
       "      <td>90</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Terre Siciliane</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Feudo Principi di Butera 2012 Symposio Red (Te...</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Feudo Principi di Butera</td>\n",
       "      <td>[blend, 65, cabernet, sauvignon, 30, merlot, 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129948</th>\n",
       "      <td>Argentina</td>\n",
       "      <td>Raspberry and cassis aromas are fresh and upri...</td>\n",
       "      <td>Pedernal</td>\n",
       "      <td>90</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Other</td>\n",
       "      <td>San Juan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Finca Las Moras 2010 Pedernal Malbec (San Juan)</td>\n",
       "      <td>Malbec</td>\n",
       "      <td>Finca Las Moras</td>\n",
       "      <td>[raspberry, cassis, aromas, fresh, upright, sh...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129949</th>\n",
       "      <td>US</td>\n",
       "      <td>There's no bones about the use of oak in this ...</td>\n",
       "      <td>Barrel Fermented</td>\n",
       "      <td>90</td>\n",
       "      <td>35.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Napa Valley</td>\n",
       "      <td>Napa</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Flora Springs 2013 Barrel Fermented Chardonnay...</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Flora Springs</td>\n",
       "      <td>['s, bones, use, oak, wine, spent, nine, month...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129950</th>\n",
       "      <td>US</td>\n",
       "      <td>This opens with herbaceous dollops of thyme an...</td>\n",
       "      <td>Blocks 7 &amp; 22</td>\n",
       "      <td>90</td>\n",
       "      <td>35.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Napa Valley</td>\n",
       "      <td>Napa</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Hendry 2012 Blocks 7 &amp; 22 Zinfandel (Napa Valley)</td>\n",
       "      <td>Zinfandel</td>\n",
       "      <td>Hendry</td>\n",
       "      <td>[opens, herbaceous, dollops, thyme, fresh-dug,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129951</th>\n",
       "      <td>France</td>\n",
       "      <td>Hugely spicy this rich wine is described as sw...</td>\n",
       "      <td>Holder</td>\n",
       "      <td>90</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Henri Schoenheitz 2012 Holder Gewurztraminer (...</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Henri Schoenheitz</td>\n",
       "      <td>[hugely, spicy, rich, wine, described, sweet, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129952</th>\n",
       "      <td>US</td>\n",
       "      <td>This Zinfandel from the eastern section of Nap...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>22.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Chiles Valley</td>\n",
       "      <td>Napa</td>\n",
       "      <td>Virginie Boone</td>\n",
       "      <td>@vboone</td>\n",
       "      <td>Houdini 2011 Zinfandel (Chiles Valley)</td>\n",
       "      <td>Zinfandel</td>\n",
       "      <td>Houdini</td>\n",
       "      <td>[zinfandel, eastern, section, napa, valley, un...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129953</th>\n",
       "      <td>New Zealand</td>\n",
       "      <td>Roughly two-thirds Cabernet and one-third Merl...</td>\n",
       "      <td>Elspeth</td>\n",
       "      <td>90</td>\n",
       "      <td>25.0</td>\n",
       "      <td>Hawke's Bay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Czerwinski</td>\n",
       "      <td>@JoeCz</td>\n",
       "      <td>Mills Reef 2011 Elspeth Cabernet Merlot (Hawke...</td>\n",
       "      <td>Cabernet Merlot</td>\n",
       "      <td>Mills Reef</td>\n",
       "      <td>[roughly, two-thirds, cabernet, one-third, mer...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129954</th>\n",
       "      <td>New Zealand</td>\n",
       "      <td>One of the more characterful Pinot Gris for th...</td>\n",
       "      <td>Single Estate</td>\n",
       "      <td>90</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Marlborough</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Czerwinski</td>\n",
       "      <td>@JoeCz</td>\n",
       "      <td>Ara 2013 Single Estate Pinot Gris (Marlborough)</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Ara</td>\n",
       "      <td>[characterful, pinot, gris, price, ara, 's, 20...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129955</th>\n",
       "      <td>New Zealand</td>\n",
       "      <td>Like Dog Point's 2011 Chardonnay, this wine is...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>40.0</td>\n",
       "      <td>Marlborough</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Czerwinski</td>\n",
       "      <td>@JoeCz</td>\n",
       "      <td>Dog Point 2012 Chardonnay (Marlborough)</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Dog Point</td>\n",
       "      <td>[like, dog, point, 's, 2011, chardonnay, wine,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129956</th>\n",
       "      <td>New Zealand</td>\n",
       "      <td>The blend is 44% Merlot, 33% Cabernet Sauvigno...</td>\n",
       "      <td>Gimblett Gravels Merlot-Cabernet Sauvignon-Malbec</td>\n",
       "      <td>90</td>\n",
       "      <td>19.0</td>\n",
       "      <td>Hawke's Bay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Czerwinski</td>\n",
       "      <td>@JoeCz</td>\n",
       "      <td>Esk Valley 2011 Gimblett Gravels Merlot-Cabern...</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Esk Valley</td>\n",
       "      <td>[blend, 44, merlot, 33, cabernet, sauvignon, 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129957</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Lightly baked berry aromas vie for attention w...</td>\n",
       "      <td>Crianza</td>\n",
       "      <td>90</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Northern Spain</td>\n",
       "      <td>Rioja</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Viñedos Real Rubio 2010 Crianza  (Rioja)</td>\n",
       "      <td>Tempranillo Blend</td>\n",
       "      <td>Viñedos Real Rubio</td>\n",
       "      <td>[lightly, baked, berry, aromas, vie, attention...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129958</th>\n",
       "      <td>New Zealand</td>\n",
       "      <td>This blend of Cabernet Sauvignon-Merlot and Ca...</td>\n",
       "      <td>Irongate</td>\n",
       "      <td>90</td>\n",
       "      <td>35.0</td>\n",
       "      <td>Hawke's Bay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joe Czerwinski</td>\n",
       "      <td>@JoeCz</td>\n",
       "      <td>Babich 2010 Irongate Red (Hawke's Bay)</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Babich</td>\n",
       "      <td>[blend, cabernet, sauvignon-merlot, cabernet, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129959</th>\n",
       "      <td>France</td>\n",
       "      <td>The granite soil of the Brand Grand Cru vineya...</td>\n",
       "      <td>Brand Grand Cru</td>\n",
       "      <td>90</td>\n",
       "      <td>57.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Cave de Turckheim 2010 Brand Grand Cru Pinot G...</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Cave de Turckheim</td>\n",
       "      <td>[granite, soil, brand, grand, cru, vineyard, p...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129960</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>Fresh and fruity, this is full of red cherry f...</td>\n",
       "      <td>Vértice</td>\n",
       "      <td>90</td>\n",
       "      <td>48.0</td>\n",
       "      <td>Douro</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Caves Transmontanas 2006 Vértice Pinot Noir (D...</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Caves Transmontanas</td>\n",
       "      <td>[fresh, fruity, full, red, cherry, flavors, cr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129961</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Intense aromas of wild cherry, baking spice, t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>COS 2013 Frappato (Sicilia)</td>\n",
       "      <td>Frappato</td>\n",
       "      <td>COS</td>\n",
       "      <td>[intense, aromas, wild, cherry, baking, spice,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129962</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Blackberry, cassis, grilled herb and toasted a...</td>\n",
       "      <td>Sàgana Tenuta San Giacomo</td>\n",
       "      <td>90</td>\n",
       "      <td>40.0</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Cusumano 2012 Sàgana Tenuta San Giacomo Nero d...</td>\n",
       "      <td>Nero d'Avola</td>\n",
       "      <td>Cusumano</td>\n",
       "      <td>[blackberry, cassis, grilled, herb, toasted, a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129963</th>\n",
       "      <td>Israel</td>\n",
       "      <td>A bouquet of black cherry, tart cranberry and ...</td>\n",
       "      <td>Oak Aged</td>\n",
       "      <td>90</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Galilee</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mike DeSimone</td>\n",
       "      <td>@worldwineguys</td>\n",
       "      <td>Dalton 2012 Oak Aged Cabernet Sauvignon (Galilee)</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Dalton</td>\n",
       "      <td>[bouquet, black, cherry, tart, cranberry, clov...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129965</th>\n",
       "      <td>France</td>\n",
       "      <td>While it's rich, this beautiful dry wine also ...</td>\n",
       "      <td>Seppi Landmann Vallée Noble</td>\n",
       "      <td>90</td>\n",
       "      <td>28.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine Rieflé-Landmann 2013 Seppi Landmann Va...</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Domaine Rieflé-Landmann</td>\n",
       "      <td>['s, rich, beautiful, dry, wine, also, offers,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129966</th>\n",
       "      <td>Germany</td>\n",
       "      <td>Notes of honeysuckle and cantaloupe sweeten th...</td>\n",
       "      <td>Brauneberger Juffer-Sonnenuhr Spätlese</td>\n",
       "      <td>90</td>\n",
       "      <td>28.0</td>\n",
       "      <td>Mosel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anna Lee C. Iijima</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dr. H. Thanisch (Erben Müller-Burggraef) 2013 ...</td>\n",
       "      <td>Riesling</td>\n",
       "      <td>Dr. H. Thanisch (Erben Müller-Burggraef)</td>\n",
       "      <td>[notes, honeysuckle, cantaloupe, sweeten, deli...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129967</th>\n",
       "      <td>US</td>\n",
       "      <td>Citation is given as much as a decade of bottl...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>75.0</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>Oregon Other</td>\n",
       "      <td>Paul Gregutt</td>\n",
       "      <td>@paulgwine</td>\n",
       "      <td>Citation 2004 Pinot Noir (Oregon)</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Citation</td>\n",
       "      <td>[citation, given, much, decade, bottle, age, p...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129968</th>\n",
       "      <td>France</td>\n",
       "      <td>Well-drained gravel soil gives this wine its c...</td>\n",
       "      <td>Kritt</td>\n",
       "      <td>90</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine Gresser 2013 Kritt Gewurztraminer (Als...</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Domaine Gresser</td>\n",
       "      <td>[well-drained, gravel, soil, gives, wine, cris...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129969</th>\n",
       "      <td>France</td>\n",
       "      <td>A dry style of Pinot Gris, this is crisp with ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90</td>\n",
       "      <td>32.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine Marcel Deiss 2012 Pinot Gris (Alsace)</td>\n",
       "      <td>Pinot Gris</td>\n",
       "      <td>Domaine Marcel Deiss</td>\n",
       "      <td>[dry, style, pinot, gris, crisp, acidity, also...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129970</th>\n",
       "      <td>France</td>\n",
       "      <td>Big, rich and off-dry, this is powered by inte...</td>\n",
       "      <td>Lieu-dit Harth Cuvée Caroline</td>\n",
       "      <td>90</td>\n",
       "      <td>21.0</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>Alsace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine Schoffit 2012 Lieu-dit Harth Cuvée Car...</td>\n",
       "      <td>Gewürztraminer</td>\n",
       "      <td>Domaine Schoffit</td>\n",
       "      <td>[big, rich, off-dry, powered, intense, spicine...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>120975 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            country                                        description  \\\n",
       "1          Portugal  This is ripe and fruity, a wine that is smooth...   \n",
       "2                US  Tart and snappy, the flavors of lime flesh and...   \n",
       "3                US  Pineapple rind, lemon pith and orange blossom ...   \n",
       "4                US  Much like the regular bottling from 2012, this...   \n",
       "5             Spain  Blackberry and raspberry aromas show a typical...   \n",
       "6             Italy  Here's a bright, informal red that opens with ...   \n",
       "7            France  This dry and restrained wine offers spice in p...   \n",
       "8           Germany  Savory dried thyme notes accent sunnier flavor...   \n",
       "9            France  This has great depth of flavor with its fresh ...   \n",
       "10               US  Soft, supple plum envelopes an oaky structure ...   \n",
       "11           France  This is a dry wine, very spicy, with a tight, ...   \n",
       "12               US  Slightly reduced, this wine offers a chalky, t...   \n",
       "14               US  Building on 150 years and six generations of w...   \n",
       "15          Germany  Zesty orange peels and apple notes abound in t...   \n",
       "16        Argentina  Baked plum, molasses, balsamic vinegar and che...   \n",
       "17        Argentina  Raw black-cherry aromas are direct and simple ...   \n",
       "18            Spain  Desiccated blackberry, leather, charred wood a...   \n",
       "19               US  Red fruit aromas pervade on the nose, with cig...   \n",
       "20               US  Ripe aromas of dark berries mingle with ample ...   \n",
       "21               US  A sleek mix of tart berry, stem and herb, alon...   \n",
       "22            Italy  Delicate aromas recall white flower and citrus...   \n",
       "23               US  This wine from the Geneseo district offers aro...   \n",
       "24            Italy  Aromas of prune, blackcurrant, toast and oak c...   \n",
       "25               US  Oak and earth intermingle around robust aromas...   \n",
       "26            Italy  Pretty aromas of yellow flower and stone fruit...   \n",
       "27            Italy  Aromas recall ripe dark berry, toast and a whi...   \n",
       "28            Italy  Aromas suggest mature berry, scorched earth, a...   \n",
       "29               US  Clarksburg is becoming a haven for Chenin Blan...   \n",
       "33               US  Rustic and dry, this has flavors of berries, c...   \n",
       "34               US  This shows a tart, green gooseberry flavor tha...   \n",
       "...             ...                                                ...   \n",
       "129940           US  This is the winery's bells and whistles Chardo...   \n",
       "129941           US  A Chardonnay with an unusual companion, 8% Sém...   \n",
       "129942           US  This is classic in herbaceous aromas and flavo...   \n",
       "129943        Italy  A blend of Nero d'Avola and Syrah, this convey...   \n",
       "129944       Israel  Deep garnet in the glass, this has a nose of b...   \n",
       "129945           US  Hailing from one of the more popular vineyards...   \n",
       "129946      Germany  Plump, clingy peach and honey notes are cut wi...   \n",
       "129947        Italy  A blend of 65% Cabernet Sauvignon, 30% Merlot ...   \n",
       "129948    Argentina  Raspberry and cassis aromas are fresh and upri...   \n",
       "129949           US  There's no bones about the use of oak in this ...   \n",
       "129950           US  This opens with herbaceous dollops of thyme an...   \n",
       "129951       France  Hugely spicy this rich wine is described as sw...   \n",
       "129952           US  This Zinfandel from the eastern section of Nap...   \n",
       "129953  New Zealand  Roughly two-thirds Cabernet and one-third Merl...   \n",
       "129954  New Zealand  One of the more characterful Pinot Gris for th...   \n",
       "129955  New Zealand  Like Dog Point's 2011 Chardonnay, this wine is...   \n",
       "129956  New Zealand  The blend is 44% Merlot, 33% Cabernet Sauvigno...   \n",
       "129957        Spain  Lightly baked berry aromas vie for attention w...   \n",
       "129958  New Zealand  This blend of Cabernet Sauvignon-Merlot and Ca...   \n",
       "129959       France  The granite soil of the Brand Grand Cru vineya...   \n",
       "129960     Portugal  Fresh and fruity, this is full of red cherry f...   \n",
       "129961        Italy  Intense aromas of wild cherry, baking spice, t...   \n",
       "129962        Italy  Blackberry, cassis, grilled herb and toasted a...   \n",
       "129963       Israel  A bouquet of black cherry, tart cranberry and ...   \n",
       "129965       France  While it's rich, this beautiful dry wine also ...   \n",
       "129966      Germany  Notes of honeysuckle and cantaloupe sweeten th...   \n",
       "129967           US  Citation is given as much as a decade of bottl...   \n",
       "129968       France  Well-drained gravel soil gives this wine its c...   \n",
       "129969       France  A dry style of Pinot Gris, this is crisp with ...   \n",
       "129970       France  Big, rich and off-dry, this is powered by inte...   \n",
       "\n",
       "                                              designation  points  price  \\\n",
       "1                                                Avidagos      87   15.0   \n",
       "2                                                     NaN      87   14.0   \n",
       "3                                    Reserve Late Harvest      87   13.0   \n",
       "4                      Vintner's Reserve Wild Child Block      87   65.0   \n",
       "5                                            Ars In Vitro      87   15.0   \n",
       "6                                                 Belsito      87   16.0   \n",
       "7                                                     NaN      87   24.0   \n",
       "8                                                   Shine      87   12.0   \n",
       "9                                             Les Natures      87   27.0   \n",
       "10                                         Mountain Cuvée      87   19.0   \n",
       "11                                                    NaN      87   30.0   \n",
       "12                                                    NaN      87   34.0   \n",
       "14                                                    NaN      87   12.0   \n",
       "15                                                  Devon      87   24.0   \n",
       "16                                                  Felix      87   30.0   \n",
       "17                                    Winemaker Selection      87   13.0   \n",
       "18      Vendimia Seleccionada Finca Valdelayegua Singl...      87   28.0   \n",
       "19                                                    NaN      87   32.0   \n",
       "20                                          Vin de Maison      87   23.0   \n",
       "21                                                    NaN      87   20.0   \n",
       "22                                              Ficiligno      87   19.0   \n",
       "23                                    Signature Selection      87   22.0   \n",
       "24                                                  Aynat      87   35.0   \n",
       "25                                    King Ridge Vineyard      87   69.0   \n",
       "26                                                 Dalila      87   13.0   \n",
       "27                                                    NaN      87   10.0   \n",
       "28                                     Mascaria Barricato      87   17.0   \n",
       "29                                                    NaN      86   16.0   \n",
       "33                                  Puma Springs Vineyard      86   50.0   \n",
       "34                                                    NaN      86   20.0   \n",
       "...                                                   ...     ...    ...   \n",
       "129940                                    Watson Vineyard      91   36.0   \n",
       "129941                                                NaN      90   20.0   \n",
       "129942                                                NaN      90   35.0   \n",
       "129943                                            Adènzia      90   29.0   \n",
       "129944                 Special Reserve Winemakers' Choice      90   25.0   \n",
       "129945                   Jurassic Park Vineyard Old Vines      90   20.0   \n",
       "129946                                                Dom      90   17.0   \n",
       "129947                                           Symposio      90   20.0   \n",
       "129948                                           Pedernal      90   43.0   \n",
       "129949                                   Barrel Fermented      90   35.0   \n",
       "129950                                      Blocks 7 & 22      90   35.0   \n",
       "129951                                             Holder      90   30.0   \n",
       "129952                                                NaN      90   22.0   \n",
       "129953                                            Elspeth      90   25.0   \n",
       "129954                                      Single Estate      90   15.0   \n",
       "129955                                                NaN      90   40.0   \n",
       "129956  Gimblett Gravels Merlot-Cabernet Sauvignon-Malbec      90   19.0   \n",
       "129957                                            Crianza      90   17.0   \n",
       "129958                                           Irongate      90   35.0   \n",
       "129959                                    Brand Grand Cru      90   57.0   \n",
       "129960                                            Vértice      90   48.0   \n",
       "129961                                                NaN      90   30.0   \n",
       "129962                          Sàgana Tenuta San Giacomo      90   40.0   \n",
       "129963                                           Oak Aged      90   20.0   \n",
       "129965                        Seppi Landmann Vallée Noble      90   28.0   \n",
       "129966             Brauneberger Juffer-Sonnenuhr Spätlese      90   28.0   \n",
       "129967                                                NaN      90   75.0   \n",
       "129968                                              Kritt      90   30.0   \n",
       "129969                                                NaN      90   32.0   \n",
       "129970                      Lieu-dit Harth Cuvée Caroline      90   21.0   \n",
       "\n",
       "                 province               region_1           region_2  \\\n",
       "1                   Douro                    NaN                NaN   \n",
       "2                  Oregon      Willamette Valley  Willamette Valley   \n",
       "3                Michigan    Lake Michigan Shore                NaN   \n",
       "4                  Oregon      Willamette Valley  Willamette Valley   \n",
       "5          Northern Spain                Navarra                NaN   \n",
       "6       Sicily & Sardinia               Vittoria                NaN   \n",
       "7                  Alsace                 Alsace                NaN   \n",
       "8             Rheinhessen                    NaN                NaN   \n",
       "9                  Alsace                 Alsace                NaN   \n",
       "10             California            Napa Valley               Napa   \n",
       "11                 Alsace                 Alsace                NaN   \n",
       "12             California       Alexander Valley             Sonoma   \n",
       "14             California          Central Coast      Central Coast   \n",
       "15                  Mosel                    NaN                NaN   \n",
       "16                  Other               Cafayate                NaN   \n",
       "17       Mendoza Province                Mendoza                NaN   \n",
       "18         Northern Spain       Ribera del Duero                NaN   \n",
       "19               Virginia               Virginia                NaN   \n",
       "20               Virginia               Virginia                NaN   \n",
       "21                 Oregon                 Oregon       Oregon Other   \n",
       "22      Sicily & Sardinia                Sicilia                NaN   \n",
       "23             California            Paso Robles      Central Coast   \n",
       "24      Sicily & Sardinia                Sicilia                NaN   \n",
       "25             California           Sonoma Coast             Sonoma   \n",
       "26      Sicily & Sardinia        Terre Siciliane                NaN   \n",
       "27      Sicily & Sardinia        Terre Siciliane                NaN   \n",
       "28      Sicily & Sardinia  Cerasuolo di Vittoria                NaN   \n",
       "29             California             Clarksburg     Central Valley   \n",
       "33             California       Dry Creek Valley             Sonoma   \n",
       "34             California          Sonoma Valley             Sonoma   \n",
       "...                   ...                    ...                ...   \n",
       "129940         California              Mendocino                NaN   \n",
       "129941         California       Mendocino County                NaN   \n",
       "129942         California          Sonoma County             Sonoma   \n",
       "129943  Sicily & Sardinia                Sicilia                NaN   \n",
       "129944            Galilee                    NaN                NaN   \n",
       "129945         California      Santa Ynez Valley      Central Coast   \n",
       "129946              Mosel                    NaN                NaN   \n",
       "129947  Sicily & Sardinia        Terre Siciliane                NaN   \n",
       "129948              Other               San Juan                NaN   \n",
       "129949         California            Napa Valley               Napa   \n",
       "129950         California            Napa Valley               Napa   \n",
       "129951             Alsace                 Alsace                NaN   \n",
       "129952         California          Chiles Valley               Napa   \n",
       "129953        Hawke's Bay                    NaN                NaN   \n",
       "129954        Marlborough                    NaN                NaN   \n",
       "129955        Marlborough                    NaN                NaN   \n",
       "129956        Hawke's Bay                    NaN                NaN   \n",
       "129957     Northern Spain                  Rioja                NaN   \n",
       "129958        Hawke's Bay                    NaN                NaN   \n",
       "129959             Alsace                 Alsace                NaN   \n",
       "129960              Douro                    NaN                NaN   \n",
       "129961  Sicily & Sardinia                Sicilia                NaN   \n",
       "129962  Sicily & Sardinia                Sicilia                NaN   \n",
       "129963            Galilee                    NaN                NaN   \n",
       "129965             Alsace                 Alsace                NaN   \n",
       "129966              Mosel                    NaN                NaN   \n",
       "129967             Oregon                 Oregon       Oregon Other   \n",
       "129968             Alsace                 Alsace                NaN   \n",
       "129969             Alsace                 Alsace                NaN   \n",
       "129970             Alsace                 Alsace                NaN   \n",
       "\n",
       "               taster_name taster_twitter_handle  \\\n",
       "1               Roger Voss            @vossroger   \n",
       "2             Paul Gregutt           @paulgwine    \n",
       "3       Alexander Peartree                   NaN   \n",
       "4             Paul Gregutt           @paulgwine    \n",
       "5        Michael Schachner           @wineschach   \n",
       "6            Kerin O’Keefe          @kerinokeefe   \n",
       "7               Roger Voss            @vossroger   \n",
       "8       Anna Lee C. Iijima                   NaN   \n",
       "9               Roger Voss            @vossroger   \n",
       "10          Virginie Boone               @vboone   \n",
       "11              Roger Voss            @vossroger   \n",
       "12          Virginie Boone               @vboone   \n",
       "14           Matt Kettmann         @mattkettmann   \n",
       "15      Anna Lee C. Iijima                   NaN   \n",
       "16       Michael Schachner           @wineschach   \n",
       "17       Michael Schachner           @wineschach   \n",
       "18       Michael Schachner           @wineschach   \n",
       "19      Alexander Peartree                   NaN   \n",
       "20      Alexander Peartree                   NaN   \n",
       "21            Paul Gregutt           @paulgwine    \n",
       "22           Kerin O’Keefe          @kerinokeefe   \n",
       "23           Matt Kettmann         @mattkettmann   \n",
       "24           Kerin O’Keefe          @kerinokeefe   \n",
       "25          Virginie Boone               @vboone   \n",
       "26           Kerin O’Keefe          @kerinokeefe   \n",
       "27           Kerin O’Keefe          @kerinokeefe   \n",
       "28           Kerin O’Keefe          @kerinokeefe   \n",
       "29          Virginie Boone               @vboone   \n",
       "33                     NaN                   NaN   \n",
       "34                     NaN                   NaN   \n",
       "...                    ...                   ...   \n",
       "129940                 NaN                   NaN   \n",
       "129941      Virginie Boone               @vboone   \n",
       "129942      Virginie Boone               @vboone   \n",
       "129943       Kerin O’Keefe          @kerinokeefe   \n",
       "129944       Mike DeSimone        @worldwineguys   \n",
       "129945       Matt Kettmann         @mattkettmann   \n",
       "129946  Anna Lee C. Iijima                   NaN   \n",
       "129947       Kerin O’Keefe          @kerinokeefe   \n",
       "129948   Michael Schachner           @wineschach   \n",
       "129949      Virginie Boone               @vboone   \n",
       "129950      Virginie Boone               @vboone   \n",
       "129951          Roger Voss            @vossroger   \n",
       "129952      Virginie Boone               @vboone   \n",
       "129953      Joe Czerwinski                @JoeCz   \n",
       "129954      Joe Czerwinski                @JoeCz   \n",
       "129955      Joe Czerwinski                @JoeCz   \n",
       "129956      Joe Czerwinski                @JoeCz   \n",
       "129957   Michael Schachner           @wineschach   \n",
       "129958      Joe Czerwinski                @JoeCz   \n",
       "129959          Roger Voss            @vossroger   \n",
       "129960          Roger Voss            @vossroger   \n",
       "129961       Kerin O’Keefe          @kerinokeefe   \n",
       "129962       Kerin O’Keefe          @kerinokeefe   \n",
       "129963       Mike DeSimone        @worldwineguys   \n",
       "129965          Roger Voss            @vossroger   \n",
       "129966  Anna Lee C. Iijima                   NaN   \n",
       "129967        Paul Gregutt           @paulgwine    \n",
       "129968          Roger Voss            @vossroger   \n",
       "129969          Roger Voss            @vossroger   \n",
       "129970          Roger Voss            @vossroger   \n",
       "\n",
       "                                                    title  \\\n",
       "1           Quinta dos Avidagos 2011 Avidagos Red (Douro)   \n",
       "2           Rainstorm 2013 Pinot Gris (Willamette Valley)   \n",
       "3       St. Julian 2013 Reserve Late Harvest Riesling ...   \n",
       "4       Sweet Cheeks 2012 Vintner's Reserve Wild Child...   \n",
       "5       Tandem 2011 Ars In Vitro Tempranillo-Merlot (N...   \n",
       "6        Terre di Giurfo 2013 Belsito Frappato (Vittoria)   \n",
       "7                   Trimbach 2012 Gewurztraminer (Alsace)   \n",
       "8       Heinz Eifel 2013 Shine Gewürztraminer (Rheinhe...   \n",
       "9       Jean-Baptiste Adam 2012 Les Natures Pinot Gris...   \n",
       "10      Kirkland Signature 2011 Mountain Cuvée Caberne...   \n",
       "11                Leon Beyer 2012 Gewurztraminer (Alsace)   \n",
       "12      Louis M. Martini 2012 Cabernet Sauvignon (Alex...   \n",
       "14               Mirassou 2012 Chardonnay (Central Coast)   \n",
       "15            Richard Böcking 2013 Devon Riesling (Mosel)   \n",
       "16             Felix Lavaque 2010 Felix Malbec (Cafayate)   \n",
       "17      Gaucho Andino 2011 Winemaker Selection Malbec ...   \n",
       "18      Pradorey 2010 Vendimia Seleccionada Finca Vald...   \n",
       "19                   Quiévremont 2012 Meritage (Virginia)   \n",
       "20          Quiévremont 2012 Vin de Maison Red (Virginia)   \n",
       "21                       Acrobat 2013 Pinot Noir (Oregon)   \n",
       "22      Baglio di Pianetto 2007 Ficiligno White (Sicilia)   \n",
       "23      Bianchi 2011 Signature Selection Merlot (Paso ...   \n",
       "24            Canicattì 2009 Aynat Nero d'Avola (Sicilia)   \n",
       "25      Castello di Amorosa 2011 King Ridge Vineyard P...   \n",
       "26           Stemmari 2013 Dalila White (Terre Siciliane)   \n",
       "27           Stemmari 2013 Nero d'Avola (Terre Siciliane)   \n",
       "28      Terre di Giurfo 2011 Mascaria Barricato  (Cera...   \n",
       "29      Clarksburg Wine Company 2010 Chenin Blanc (Cla...   \n",
       "33      Envolve 2010 Puma Springs Vineyard Red (Dry Cr...   \n",
       "34           Envolve 2011 Sauvignon Blanc (Sonoma Valley)   \n",
       "...                                                   ...   \n",
       "129940  Standish 2006 Watson Vineyard Chardonnay (Mend...   \n",
       "129941         Apriori 2013 Chardonnay (Mendocino County)   \n",
       "129942   Arrowood 2010 Cabernet Sauvignon (Sonoma County)   \n",
       "129943  Baglio del Cristo di Campobello 2012 Adènzia R...   \n",
       "129944  Barkan 2011 Special Reserve Winemakers' Choice...   \n",
       "129945  Birichino 2013 Jurassic Park Vineyard Old Vine...   \n",
       "129946  Bischöfliche Weingüter Trier 2013 Dom Riesling...   \n",
       "129947  Feudo Principi di Butera 2012 Symposio Red (Te...   \n",
       "129948    Finca Las Moras 2010 Pedernal Malbec (San Juan)   \n",
       "129949  Flora Springs 2013 Barrel Fermented Chardonnay...   \n",
       "129950  Hendry 2012 Blocks 7 & 22 Zinfandel (Napa Valley)   \n",
       "129951  Henri Schoenheitz 2012 Holder Gewurztraminer (...   \n",
       "129952             Houdini 2011 Zinfandel (Chiles Valley)   \n",
       "129953  Mills Reef 2011 Elspeth Cabernet Merlot (Hawke...   \n",
       "129954    Ara 2013 Single Estate Pinot Gris (Marlborough)   \n",
       "129955            Dog Point 2012 Chardonnay (Marlborough)   \n",
       "129956  Esk Valley 2011 Gimblett Gravels Merlot-Cabern...   \n",
       "129957           Viñedos Real Rubio 2010 Crianza  (Rioja)   \n",
       "129958             Babich 2010 Irongate Red (Hawke's Bay)   \n",
       "129959  Cave de Turckheim 2010 Brand Grand Cru Pinot G...   \n",
       "129960  Caves Transmontanas 2006 Vértice Pinot Noir (D...   \n",
       "129961                        COS 2013 Frappato (Sicilia)   \n",
       "129962  Cusumano 2012 Sàgana Tenuta San Giacomo Nero d...   \n",
       "129963  Dalton 2012 Oak Aged Cabernet Sauvignon (Galilee)   \n",
       "129965  Domaine Rieflé-Landmann 2013 Seppi Landmann Va...   \n",
       "129966  Dr. H. Thanisch (Erben Müller-Burggraef) 2013 ...   \n",
       "129967                  Citation 2004 Pinot Noir (Oregon)   \n",
       "129968  Domaine Gresser 2013 Kritt Gewurztraminer (Als...   \n",
       "129969      Domaine Marcel Deiss 2012 Pinot Gris (Alsace)   \n",
       "129970  Domaine Schoffit 2012 Lieu-dit Harth Cuvée Car...   \n",
       "\n",
       "                         variety                                    winery  \\\n",
       "1                 Portuguese Red                       Quinta dos Avidagos   \n",
       "2                     Pinot Gris                                 Rainstorm   \n",
       "3                       Riesling                                St. Julian   \n",
       "4                     Pinot Noir                              Sweet Cheeks   \n",
       "5             Tempranillo-Merlot                                    Tandem   \n",
       "6                       Frappato                           Terre di Giurfo   \n",
       "7                 Gewürztraminer                                  Trimbach   \n",
       "8                 Gewürztraminer                               Heinz Eifel   \n",
       "9                     Pinot Gris                        Jean-Baptiste Adam   \n",
       "10            Cabernet Sauvignon                        Kirkland Signature   \n",
       "11                Gewürztraminer                                Leon Beyer   \n",
       "12            Cabernet Sauvignon                          Louis M. Martini   \n",
       "14                    Chardonnay                                  Mirassou   \n",
       "15                      Riesling                           Richard Böcking   \n",
       "16                        Malbec                             Felix Lavaque   \n",
       "17                        Malbec                             Gaucho Andino   \n",
       "18             Tempranillo Blend                                  Pradorey   \n",
       "19                      Meritage                               Quiévremont   \n",
       "20                     Red Blend                               Quiévremont   \n",
       "21                    Pinot Noir                                   Acrobat   \n",
       "22                   White Blend                        Baglio di Pianetto   \n",
       "23                        Merlot                                   Bianchi   \n",
       "24                  Nero d'Avola                                 Canicattì   \n",
       "25                    Pinot Noir                       Castello di Amorosa   \n",
       "26                   White Blend                                  Stemmari   \n",
       "27                  Nero d'Avola                                  Stemmari   \n",
       "28                     Red Blend                           Terre di Giurfo   \n",
       "29                  Chenin Blanc                   Clarksburg Wine Company   \n",
       "33                     Red Blend                                   Envolve   \n",
       "34               Sauvignon Blanc                                   Envolve   \n",
       "...                          ...                                       ...   \n",
       "129940                Chardonnay                                  Standish   \n",
       "129941                Chardonnay                                   Apriori   \n",
       "129942        Cabernet Sauvignon                                  Arrowood   \n",
       "129943                 Red Blend           Baglio del Cristo di Campobello   \n",
       "129944                    Shiraz                                    Barkan   \n",
       "129945              Chenin Blanc                                 Birichino   \n",
       "129946                  Riesling              Bischöfliche Weingüter Trier   \n",
       "129947                 Red Blend                  Feudo Principi di Butera   \n",
       "129948                    Malbec                           Finca Las Moras   \n",
       "129949                Chardonnay                             Flora Springs   \n",
       "129950                 Zinfandel                                    Hendry   \n",
       "129951            Gewürztraminer                         Henri Schoenheitz   \n",
       "129952                 Zinfandel                                   Houdini   \n",
       "129953           Cabernet Merlot                                Mills Reef   \n",
       "129954                Pinot Gris                                       Ara   \n",
       "129955                Chardonnay                                 Dog Point   \n",
       "129956  Bordeaux-style Red Blend                                Esk Valley   \n",
       "129957         Tempranillo Blend                        Viñedos Real Rubio   \n",
       "129958  Bordeaux-style Red Blend                                    Babich   \n",
       "129959                Pinot Gris                         Cave de Turckheim   \n",
       "129960                Pinot Noir                       Caves Transmontanas   \n",
       "129961                  Frappato                                       COS   \n",
       "129962              Nero d'Avola                                  Cusumano   \n",
       "129963        Cabernet Sauvignon                                    Dalton   \n",
       "129965                Pinot Gris                   Domaine Rieflé-Landmann   \n",
       "129966                  Riesling  Dr. H. Thanisch (Erben Müller-Burggraef)   \n",
       "129967                Pinot Noir                                  Citation   \n",
       "129968            Gewürztraminer                           Domaine Gresser   \n",
       "129969                Pinot Gris                      Domaine Marcel Deiss   \n",
       "129970            Gewürztraminer                          Domaine Schoffit   \n",
       "\n",
       "                                    tokenized_description  \n",
       "1       [ripe, fruity, wine, smooth, still, structured...  \n",
       "2       [tart, snappy, flavors, lime, flesh, rind, dom...  \n",
       "3       [pineapple, rind, lemon, pith, orange, blossom...  \n",
       "4       [much, like, regular, bottling, 2012, comes, a...  \n",
       "5       [blackberry, raspberry, aromas, show, typical,...  \n",
       "6       ['s, bright, informal, red, opens, aromas, can...  \n",
       "7       [dry, restrained, wine, offers, spice, profusi...  \n",
       "8       [savory, dried, thyme, notes, accent, sunnier,...  \n",
       "9       [great, depth, flavor, fresh, apple, pear, fru...  \n",
       "10      [soft, supple, plum, envelopes, oaky, structur...  \n",
       "11      [dry, wine, spicy, tight, taut, texture, stron...  \n",
       "12      [slightly, reduced, wine, offers, chalky, tann...  \n",
       "14      [building, 150, years, six, generations, winem...  \n",
       "15      [zesty, orange, peels, apple, notes, abound, s...  \n",
       "16      [baked, plum, molasses, balsamic, vinegar, che...  \n",
       "17      [raw, black-cherry, aromas, direct, simple, go...  \n",
       "18      [desiccated, blackberry, leather, charred, woo...  \n",
       "19      [red, fruit, aromas, pervade, nose, cigar, box...  \n",
       "20      [ripe, aromas, dark, berries, mingle, ample, n...  \n",
       "21      [sleek, mix, tart, berry, stem, herb, along, h...  \n",
       "22      [delicate, aromas, recall, white, flower, citr...  \n",
       "23      [wine, geneseo, district, offers, aromas, sour...  \n",
       "24      [aromas, prune, blackcurrant, toast, oak, carr...  \n",
       "25      [oak, earth, intermingle, around, robust, arom...  \n",
       "26      [pretty, aromas, yellow, flower, stone, fruit,...  \n",
       "27      [aromas, recall, ripe, dark, berry, toast, whi...  \n",
       "28      [aromas, suggest, mature, berry, scorched, ear...  \n",
       "29      [clarksburg, becoming, chenin, blanc, californ...  \n",
       "33      [rustic, dry, flavors, berries, currants, lico...  \n",
       "34      [shows, tart, green, gooseberry, flavor, simil...  \n",
       "...                                                   ...  \n",
       "129940  [winery, 's, bells, whistles, chardonnay, grow...  \n",
       "129941  [chardonnay, unusual, companion, 8, sémillon, ...  \n",
       "129942  [classic, herbaceous, aromas, flavors, rich, j...  \n",
       "129943  [blend, nero, d'avola, syrah, conveys, aromas,...  \n",
       "129944  [deep, garnet, glass, nose, blackberry, vanill...  \n",
       "129945  [hailing, popular, vineyards, varietal, whole,...  \n",
       "129946  [plump, clingy, peach, honey, notes, cut, stre...  \n",
       "129947  [blend, 65, cabernet, sauvignon, 30, merlot, 5...  \n",
       "129948  [raspberry, cassis, aromas, fresh, upright, sh...  \n",
       "129949  ['s, bones, use, oak, wine, spent, nine, month...  \n",
       "129950  [opens, herbaceous, dollops, thyme, fresh-dug,...  \n",
       "129951  [hugely, spicy, rich, wine, described, sweet, ...  \n",
       "129952  [zinfandel, eastern, section, napa, valley, un...  \n",
       "129953  [roughly, two-thirds, cabernet, one-third, mer...  \n",
       "129954  [characterful, pinot, gris, price, ara, 's, 20...  \n",
       "129955  [like, dog, point, 's, 2011, chardonnay, wine,...  \n",
       "129956  [blend, 44, merlot, 33, cabernet, sauvignon, 2...  \n",
       "129957  [lightly, baked, berry, aromas, vie, attention...  \n",
       "129958  [blend, cabernet, sauvignon-merlot, cabernet, ...  \n",
       "129959  [granite, soil, brand, grand, cru, vineyard, p...  \n",
       "129960  [fresh, fruity, full, red, cherry, flavors, cr...  \n",
       "129961  [intense, aromas, wild, cherry, baking, spice,...  \n",
       "129962  [blackberry, cassis, grilled, herb, toasted, a...  \n",
       "129963  [bouquet, black, cherry, tart, cranberry, clov...  \n",
       "129965  ['s, rich, beautiful, dry, wine, also, offers,...  \n",
       "129966  [notes, honeysuckle, cantaloupe, sweeten, deli...  \n",
       "129967  [citation, given, much, decade, bottle, age, p...  \n",
       "129968  [well-drained, gravel, soil, gives, wine, cris...  \n",
       "129969  [dry, style, pinot, gris, crisp, acidity, also...  \n",
       "129970  [big, rich, off-dry, powered, intense, spicine...  \n",
       "\n",
       "[120975 rows x 14 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with_price = dataset1[(dataset1.price.notnull())].copy()\n",
    "with_price"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Jaccard Similarity is the simplest of the similarities and is nothing more than a combination of binary operations of set algebra.\n",
    "\n",
    "#### To calculate the Jaccard Distance or similarity we treat the description as a set of tokens. Mathematically the formula is as follows:\n",
    "\n",
    "####             Jaccard Similarity(A,B) = Intersection(A,B)/ Union(A,B)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "import string\n",
    "import math\n",
    "\n",
    "def jaccard_similarity(query, document):\n",
    "    intersection = set(query).intersection(set(document))\n",
    "    union = set(query).union(set(document))\n",
    "    return len(intersection)/len(union)\n",
    "\n",
    "#Running for first 10 only\n",
    "no_price = no_price.head(10).copy()\n",
    "no_price['jaccard_distance'] = no_price.apply(lambda _: float(0), axis=1).copy()\n",
    "\n",
    "\n",
    "for i in no_price.index:\n",
    "    v_price = with_price[with_price.variety == (no_price['variety'][i])].copy()\n",
    "    for j in v_price.index:\n",
    "        checl = jaccard_similarity(no_price['tokenized_description'][i], v_price['tokenized_description'][j])\n",
    "        temp = max(no_price['jaccard_distance'][i], checl)\n",
    "        no_price.at[i,'jaccard_distance'] = temp\n",
    "        no_price.at[i,'closest_match'] = j\n",
    "        no_price.at[i,'price_estimate'] = v_price['price'][j]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Ideally we would want to compare each row where the price is not known with all the rows where the price is known. \n",
    "\n",
    "#### Since the computation time for this very high, we compare the wine based on variety."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>description</th>\n",
       "      <th>designation</th>\n",
       "      <th>points</th>\n",
       "      <th>price</th>\n",
       "      <th>province</th>\n",
       "      <th>region_1</th>\n",
       "      <th>region_2</th>\n",
       "      <th>taster_name</th>\n",
       "      <th>taster_twitter_handle</th>\n",
       "      <th>title</th>\n",
       "      <th>variety</th>\n",
       "      <th>winery</th>\n",
       "      <th>tokenized_description</th>\n",
       "      <th>jaccard_distance</th>\n",
       "      <th>closest_match</th>\n",
       "      <th>price_estimate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Aromas include tropical fruit, broom, brimston...</td>\n",
       "      <td>Vulkà Bianco</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Etna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Nicosia 2013 Vulkà Bianco  (Etna)</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Nicosia</td>\n",
       "      <td>[aromas, include, tropical, fruit, broom, brim...</td>\n",
       "      <td>0.266667</td>\n",
       "      <td>129939.0</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Italy</td>\n",
       "      <td>This is dominated by oak and oak-driven aromas...</td>\n",
       "      <td>Rosso</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Etna</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Masseria Setteporte 2012 Rosso  (Etna)</td>\n",
       "      <td>Nerello Mascalese</td>\n",
       "      <td>Masseria Setteporte</td>\n",
       "      <td>[dominated, oak, oak-driven, aromas, include, ...</td>\n",
       "      <td>0.282051</td>\n",
       "      <td>129285.0</td>\n",
       "      <td>64.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>France</td>\n",
       "      <td>Red cherry fruit comes laced with light tannin...</td>\n",
       "      <td>Nouveau</td>\n",
       "      <td>86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Beaujolais</td>\n",
       "      <td>Beaujolais-Villages</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine de la Madone 2012 Nouveau  (Beaujolais...</td>\n",
       "      <td>Gamay</td>\n",
       "      <td>Domaine de la Madone</td>\n",
       "      <td>[red, cherry, fruit, comes, laced, light, tann...</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>129876.0</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Merlot and Nero d'Avola form the base for this...</td>\n",
       "      <td>Calanìca Nero d'Avola-Merlot</td>\n",
       "      <td>86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Duca di Salaparuta 2010 Calanìca Nero d'Avola-...</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Duca di Salaparuta</td>\n",
       "      <td>[merlot, nero, d'avola, form, base, easy, red,...</td>\n",
       "      <td>0.243243</td>\n",
       "      <td>129947.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Part of the extended Calanìca series, this Gri...</td>\n",
       "      <td>Calanìca Grillo-Viognier</td>\n",
       "      <td>86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Duca di Salaparuta 2011 Calanìca Grillo-Viogni...</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Duca di Salaparuta</td>\n",
       "      <td>[part, extended, calanìca, series, grillo-viog...</td>\n",
       "      <td>0.171429</td>\n",
       "      <td>129939.0</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Italy</td>\n",
       "      <td>This blend of Nero d'Avola and Syrah opens wit...</td>\n",
       "      <td>Scialo</td>\n",
       "      <td>86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Viticultori Associati Canicatti 2008 Scialo Re...</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Viticultori Associati Canicatti</td>\n",
       "      <td>[blend, nero, d'avola, syrah, opens, savory, a...</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>129947.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Italy</td>\n",
       "      <td>A blend of Nero d'Avola and Nerello Mascalese,...</td>\n",
       "      <td>Rosso</td>\n",
       "      <td>85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sicily &amp; Sardinia</td>\n",
       "      <td>Sicilia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Corvo 2010 Rosso Red (Sicilia)</td>\n",
       "      <td>Red Blend</td>\n",
       "      <td>Corvo</td>\n",
       "      <td>[blend, nero, d'avola, nerello, mascalese, del...</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>129947.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>Grown on the sandy soil of Tejo, the wine is t...</td>\n",
       "      <td>Bridão</td>\n",
       "      <td>86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tejo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Adega Cooperativa do Cartaxo 2014 Bridão Touri...</td>\n",
       "      <td>Touriga Nacional</td>\n",
       "      <td>Adega Cooperativa do Cartaxo</td>\n",
       "      <td>[grown, sandy, soil, tejo, wine, typically, so...</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>128888.0</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>South Africa</td>\n",
       "      <td>This is great Chenin Blanc, wood fermented but...</td>\n",
       "      <td>Hope Marguerite</td>\n",
       "      <td>90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Walker Bay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Beaumont 2005 Hope Marguerite Chenin Blanc (Wa...</td>\n",
       "      <td>Chenin Blanc</td>\n",
       "      <td>Beaumont</td>\n",
       "      <td>[great, chenin, blanc, wood, fermented, still,...</td>\n",
       "      <td>0.218750</td>\n",
       "      <td>129945.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Italy</td>\n",
       "      <td>Intense aromas of ripe red berry, menthol, esp...</td>\n",
       "      <td>Filo di Seta</td>\n",
       "      <td>91</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tuscany</td>\n",
       "      <td>Brunello di Montalcino</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kerin O’Keefe</td>\n",
       "      <td>@kerinokeefe</td>\n",
       "      <td>Castello Romitorio 2011 Filo di Seta  (Brunell...</td>\n",
       "      <td>Sangiovese</td>\n",
       "      <td>Castello Romitorio</td>\n",
       "      <td>[intense, aromas, ripe, red, berry, menthol, e...</td>\n",
       "      <td>0.351351</td>\n",
       "      <td>129892.0</td>\n",
       "      <td>72.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          country                                        description  \\\n",
       "0           Italy  Aromas include tropical fruit, broom, brimston...   \n",
       "13          Italy  This is dominated by oak and oak-driven aromas...   \n",
       "30         France  Red cherry fruit comes laced with light tannin...   \n",
       "31          Italy  Merlot and Nero d'Avola form the base for this...   \n",
       "32          Italy  Part of the extended Calanìca series, this Gri...   \n",
       "50          Italy  This blend of Nero d'Avola and Syrah opens wit...   \n",
       "54          Italy  A blend of Nero d'Avola and Nerello Mascalese,...   \n",
       "79       Portugal  Grown on the sandy soil of Tejo, the wine is t...   \n",
       "137  South Africa  This is great Chenin Blanc, wood fermented but...   \n",
       "159         Italy  Intense aromas of ripe red berry, menthol, esp...   \n",
       "\n",
       "                      designation  points  price           province  \\\n",
       "0                    Vulkà Bianco      87    NaN  Sicily & Sardinia   \n",
       "13                          Rosso      87    NaN  Sicily & Sardinia   \n",
       "30                        Nouveau      86    NaN         Beaujolais   \n",
       "31   Calanìca Nero d'Avola-Merlot      86    NaN  Sicily & Sardinia   \n",
       "32       Calanìca Grillo-Viognier      86    NaN  Sicily & Sardinia   \n",
       "50                         Scialo      86    NaN  Sicily & Sardinia   \n",
       "54                          Rosso      85    NaN  Sicily & Sardinia   \n",
       "79                         Bridão      86    NaN               Tejo   \n",
       "137               Hope Marguerite      90    NaN         Walker Bay   \n",
       "159                  Filo di Seta      91    NaN            Tuscany   \n",
       "\n",
       "                   region_1 region_2    taster_name taster_twitter_handle  \\\n",
       "0                      Etna      NaN  Kerin O’Keefe          @kerinokeefe   \n",
       "13                     Etna      NaN  Kerin O’Keefe          @kerinokeefe   \n",
       "30      Beaujolais-Villages      NaN     Roger Voss            @vossroger   \n",
       "31                  Sicilia      NaN            NaN                   NaN   \n",
       "32                  Sicilia      NaN            NaN                   NaN   \n",
       "50                  Sicilia      NaN            NaN                   NaN   \n",
       "54                  Sicilia      NaN            NaN                   NaN   \n",
       "79                      NaN      NaN     Roger Voss            @vossroger   \n",
       "137                     NaN      NaN     Roger Voss            @vossroger   \n",
       "159  Brunello di Montalcino      NaN  Kerin O’Keefe          @kerinokeefe   \n",
       "\n",
       "                                                 title            variety  \\\n",
       "0                    Nicosia 2013 Vulkà Bianco  (Etna)        White Blend   \n",
       "13              Masseria Setteporte 2012 Rosso  (Etna)  Nerello Mascalese   \n",
       "30   Domaine de la Madone 2012 Nouveau  (Beaujolais...              Gamay   \n",
       "31   Duca di Salaparuta 2010 Calanìca Nero d'Avola-...          Red Blend   \n",
       "32   Duca di Salaparuta 2011 Calanìca Grillo-Viogni...        White Blend   \n",
       "50   Viticultori Associati Canicatti 2008 Scialo Re...          Red Blend   \n",
       "54                      Corvo 2010 Rosso Red (Sicilia)          Red Blend   \n",
       "79   Adega Cooperativa do Cartaxo 2014 Bridão Touri...   Touriga Nacional   \n",
       "137  Beaumont 2005 Hope Marguerite Chenin Blanc (Wa...       Chenin Blanc   \n",
       "159  Castello Romitorio 2011 Filo di Seta  (Brunell...         Sangiovese   \n",
       "\n",
       "                              winery  \\\n",
       "0                            Nicosia   \n",
       "13               Masseria Setteporte   \n",
       "30              Domaine de la Madone   \n",
       "31                Duca di Salaparuta   \n",
       "32                Duca di Salaparuta   \n",
       "50   Viticultori Associati Canicatti   \n",
       "54                             Corvo   \n",
       "79      Adega Cooperativa do Cartaxo   \n",
       "137                         Beaumont   \n",
       "159               Castello Romitorio   \n",
       "\n",
       "                                 tokenized_description  jaccard_distance  \\\n",
       "0    [aromas, include, tropical, fruit, broom, brim...          0.266667   \n",
       "13   [dominated, oak, oak-driven, aromas, include, ...          0.282051   \n",
       "30   [red, cherry, fruit, comes, laced, light, tann...          0.400000   \n",
       "31   [merlot, nero, d'avola, form, base, easy, red,...          0.243243   \n",
       "32   [part, extended, calanìca, series, grillo-viog...          0.171429   \n",
       "50   [blend, nero, d'avola, syrah, opens, savory, a...          0.250000   \n",
       "54   [blend, nero, d'avola, nerello, mascalese, del...          0.250000   \n",
       "79   [grown, sandy, soil, tejo, wine, typically, so...          0.250000   \n",
       "137  [great, chenin, blanc, wood, fermented, still,...          0.218750   \n",
       "159  [intense, aromas, ripe, red, berry, menthol, e...          0.351351   \n",
       "\n",
       "     closest_match  price_estimate  \n",
       "0         129939.0            70.0  \n",
       "13        129285.0            64.0  \n",
       "30        129876.0            19.0  \n",
       "31        129947.0            20.0  \n",
       "32        129939.0            70.0  \n",
       "50        129947.0            20.0  \n",
       "54        129947.0            20.0  \n",
       "79        128888.0            18.0  \n",
       "137       129945.0            20.0  \n",
       "159       129892.0            72.0  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "no_price"
   ]
  }
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