{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Klasifikace vín\n", "Cílem tohoto projektu je naučit klasifikátor ze souboru slovního popisu vín (aroma, kyselinka...) a odrůd. Používáme standardní balíčky pro strojové učení Scikit Learn (https://scikit-learn.org/stable/index.html), datovou analytiku Pandas (https://pandas.pydata.org/), vizualizaci dat Yellowbrick (https://www.scikit-yb.org/en/latest/). Je potřeba mít python3." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: sklearn in /home/popelucha/.local/lib/python3.5/site-packages (0.0)\n", "Requirement already satisfied: scikit-learn in /home/popelucha/.local/lib/python3.5/site-packages (from sklearn) (0.20.3)\n", "Requirement already satisfied: scipy>=0.13.3 in /home/popelucha/.local/lib/python3.5/site-packages (from scikit-learn->sklearn) (1.2.1)\n", "Requirement already satisfied: numpy>=1.8.2 in /usr/local/lib/python3.5/dist-packages (from scikit-learn->sklearn) (1.16.2)\n", "\u001b[33mYou are using pip version 19.0.3, however version 19.1 is available.\n", "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n", "Requirement already satisfied: pandas in /home/popelucha/.local/lib/python3.5/site-packages (0.24.2)\n", "Requirement already satisfied: python-dateutil>=2.5.0 in /usr/local/lib/python3.5/dist-packages (from pandas) (2.8.0)\n", "Requirement already satisfied: numpy>=1.12.0 in /usr/local/lib/python3.5/dist-packages (from pandas) (1.16.2)\n", "Requirement already satisfied: pytz>=2011k in /home/popelucha/.local/lib/python3.5/site-packages (from pandas) (2019.1)\n", "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.5/dist-packages (from python-dateutil>=2.5.0->pandas) (1.12.0)\n", "\u001b[33mYou are using pip version 19.0.3, however version 19.1 is available.\n", "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n", "Requirement already satisfied: yellowbrick in /home/popelucha/.local/lib/python3.5/site-packages (0.9.1)\n", "Requirement already satisfied: numpy>=1.13.0 in /usr/local/lib/python3.5/dist-packages (from yellowbrick) (1.16.2)\n", "Requirement already satisfied: matplotlib!=3.0.0,>=1.5.1 in /home/popelucha/.local/lib/python3.5/site-packages (from yellowbrick) (3.0.3)\n", "Requirement already satisfied: scipy>=1.0.0 in /home/popelucha/.local/lib/python3.5/site-packages (from yellowbrick) (1.2.1)\n", "Requirement already satisfied: cycler>=0.10.0 in /home/popelucha/.local/lib/python3.5/site-packages (from yellowbrick) (0.10.0)\n", "Requirement already satisfied: scikit-learn>=0.20 in /home/popelucha/.local/lib/python3.5/site-packages (from yellowbrick) (0.20.3)\n", "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.5/dist-packages (from matplotlib!=3.0.0,>=1.5.1->yellowbrick) (2.8.0)\n", "Requirement already satisfied: kiwisolver>=1.0.1 in /home/popelucha/.local/lib/python3.5/site-packages (from matplotlib!=3.0.0,>=1.5.1->yellowbrick) (1.0.1)\n", "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.5/dist-packages (from matplotlib!=3.0.0,>=1.5.1->yellowbrick) (2.3.1)\n", "Requirement already satisfied: six in /usr/local/lib/python3.5/dist-packages (from cycler>=0.10.0->yellowbrick) (1.12.0)\n", "Requirement already satisfied: setuptools in /usr/local/lib/python3.5/dist-packages (from kiwisolver>=1.0.1->matplotlib!=3.0.0,>=1.5.1->yellowbrick) (40.8.0)\n", "\u001b[33mYou are using pip version 19.0.3, however version 19.1 is available.\n", "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n" ] } ], "source": [ "!pip install sklearn --user\n", "!pip install pandas --user\n", "!pip install yellowbrick --user" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Balíček collections je standardem v pythonu, použijeme Counter na zjištění, které odrůdy jsou v datovém souboru nejčetnější. Kdyby nefungovalo `from sklearn.model_selection import train_test_split`, změňte jej na `from sklearn.cross_validation import train_test_split`, v různých verzích sklearn je to různě." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from sklearn.naive_bayes import MultinomialNB\n", "from sklearn.feature_extraction.text import TfidfVectorizer\n", "import pandas as pd\n", "from collections import Counter\n", "from sklearn.model_selection import train_test_split" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Jako trénovací i testovací data použijeme datový soubor Wine Reviews (https://www.scikit-yb.org/en/latest/). V Jupyter Notebooku je snadné vypsat obsah proměnné tím, že ji napíšeme na poslední místo slotu (zde `df`). Balíček pandas v tomto případě zajistí, že se DataFrame vypíše jako naformátovaná tabulka. Srovnejte s tím, jak vypadá soubor wine_data.csv v textovém editoru, případně jej můžete zkusit otevřít v Excelu, Libre Office Calc apod. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " | Unnamed: 0 | \n", "country | \n", "description | \n", "designation | \n", "points | \n", "price | \n", "province | \n", "region_1 | \n", "region_2 | \n", "taster_name | \n", "taster_twitter_handle | \n", "title | \n", "variety | \n", "winery | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "0 | \n", "Italy | \n", "Aromas include tropical fruit, broom, brimston... | \n", "Vulkà Bianco | \n", "87 | \n", "NaN | \n", "Sicily & Sardinia | \n", "Etna | \n", "NaN | \n", "Kerin O’Keefe | \n", "@kerinokeefe | \n", "Nicosia 2013 Vulkà Bianco (Etna) | \n", "White Blend | \n", "Nicosia | \n", "
1 | \n", "1 | \n", "Portugal | \n", "This is ripe and fruity, a wine that is smooth... | \n", "Avidagos | \n", "87 | \n", "15.0 | \n", "Douro | \n", "NaN | \n", "NaN | \n", "Roger Voss | \n", "@vossroger | \n", "Quinta dos Avidagos 2011 Avidagos Red (Douro) | \n", "Portuguese Red | \n", "Quinta dos Avidagos | \n", "
2 | \n", "2 | \n", "US | \n", "Tart and snappy, the flavors of lime flesh and... | \n", "NaN | \n", "87 | \n", "14.0 | \n", "Oregon | \n", "Willamette Valley | \n", "Willamette Valley | \n", "Paul Gregutt | \n", "@paulgwine | \n", "Rainstorm 2013 Pinot Gris (Willamette Valley) | \n", "Pinot Gris | \n", "Rainstorm | \n", "
3 | \n", "3 | \n", "US | \n", "Pineapple rind, lemon pith and orange blossom ... | \n", "Reserve Late Harvest | \n", "87 | \n", "13.0 | \n", "Michigan | \n", "Lake Michigan Shore | \n", "NaN | \n", "Alexander Peartree | \n", "NaN | \n", "St. Julian 2013 Reserve Late Harvest Riesling ... | \n", "Riesling | \n", "St. Julian | \n", "
4 | \n", "4 | \n", "US | \n", "Much like the regular bottling from 2012, this... | \n", "Vintner's Reserve Wild Child Block | \n", "87 | \n", "65.0 | \n", "Oregon | \n", "Willamette Valley | \n", "Willamette Valley | \n", "Paul Gregutt | \n", "@paulgwine | \n", "Sweet Cheeks 2012 Vintner's Reserve Wild Child... | \n", "Pinot Noir | \n", "Sweet Cheeks | \n", "
5 | \n", "5 | \n", "Spain | \n", "Blackberry and raspberry aromas show a typical... | \n", "Ars In Vitro | \n", "87 | \n", "15.0 | \n", "Northern Spain | \n", "Navarra | \n", "NaN | \n", "Michael Schachner | \n", "@wineschach | \n", "Tandem 2011 Ars In Vitro Tempranillo-Merlot (N... | \n", "Tempranillo-Merlot | \n", "Tandem | \n", "
6 | \n", "6 | \n", "Italy | \n", "Here's a bright, informal red that opens with ... | \n", "Belsito | \n", "87 | \n", "16.0 | \n", "Sicily & Sardinia | \n", "Vittoria | \n", "NaN | \n", "Kerin O’Keefe | \n", "@kerinokeefe | \n", "Terre di Giurfo 2013 Belsito Frappato (Vittoria) | \n", "Frappato | \n", "Terre di Giurfo | \n", "
7 | \n", "7 | \n", "France | \n", "This dry and restrained wine offers spice in p... | \n", "NaN | \n", "87 | \n", "24.0 | \n", "Alsace | \n", "Alsace | \n", "NaN | \n", "Roger Voss | \n", "@vossroger | \n", "Trimbach 2012 Gewurztraminer (Alsace) | \n", "Gewürztraminer | \n", "Trimbach | \n", "
8 | \n", "8 | \n", "Germany | \n", "Savory dried thyme notes accent sunnier flavor... | \n", "Shine | \n", "87 | \n", "12.0 | \n", "Rheinhessen | \n", "NaN | \n", "NaN | \n", "Anna Lee C. Iijima | \n", "NaN | \n", "Heinz Eifel 2013 Shine Gewürztraminer (Rheinhe... | \n", "Gewürztraminer | \n", "Heinz Eifel | \n", "
9 | \n", "9 | \n", "France | \n", "This has great depth of flavor with its fresh ... | \n", "Les Natures | \n", "87 | \n", "27.0 | \n", "Alsace | \n", "Alsace | \n", "NaN | \n", "Roger Voss | \n", "@vossroger | \n", "Jean-Baptiste Adam 2012 Les Natures Pinot Gris... | \n", "Pinot Gris | \n", "Jean-Baptiste Adam | \n", "
10 | \n", "10 | \n", "US | \n", "Soft, supple plum envelopes an oaky structure ... | \n", "Mountain Cuvée | \n", "87 | \n", "19.0 | \n", "California | \n", "Napa Valley | \n", "Napa | \n", "Virginie Boone | \n", "@vboone | \n", "Kirkland Signature 2011 Mountain Cuvée Caberne... | \n", "Cabernet Sauvignon | \n", "Kirkland Signature | \n", "
11 | \n", "11 | \n", "France | \n", "This is a dry wine, very spicy, with a tight, ... | \n", "NaN | \n", "87 | \n", "30.0 | \n", "Alsace | \n", "Alsace | \n", "NaN | \n", "Roger Voss | \n", "@vossroger | \n", "Leon Beyer 2012 Gewurztraminer (Alsace) | \n", "Gewürztraminer | \n", "Leon Beyer | \n", "
12 | \n", "12 | \n", "US | \n", "Slightly reduced, this wine offers a chalky, t... | \n", "NaN | \n", "87 | \n", "34.0 | \n", "California | \n", "Alexander Valley | \n", "Sonoma | \n", "Virginie Boone | \n", "@vboone | \n", "Louis M. Martini 2012 Cabernet Sauvignon (Alex... | \n", "Cabernet Sauvignon | \n", "Louis M. Martini | \n", "
13 | \n", "13 | \n", "Italy | \n", "This is dominated by oak and oak-driven aromas... | \n", "Rosso | \n", "87 | \n", "NaN | \n", "Sicily & Sardinia | \n", "Etna | \n", "NaN | \n", "Kerin O’Keefe | \n", "@kerinokeefe | \n", "Masseria Setteporte 2012 Rosso (Etna) | \n", "Nerello Mascalese | \n", "Masseria Setteporte | \n", "
14 | \n", "14 | \n", "US | \n", "Building on 150 years and six generations of w... | \n", "NaN | \n", "87 | \n", "12.0 | \n", "California | \n", "Central Coast | \n", "Central Coast | \n", "Matt Kettmann | \n", "@mattkettmann | \n", "Mirassou 2012 Chardonnay (Central Coast) | \n", "Chardonnay | \n", "Mirassou | \n", "
15 | \n", "15 | \n", "Germany | \n", "Zesty orange peels and apple notes abound in t... | \n", "Devon | \n", "87 | \n", "24.0 | \n", "Mosel | \n", "NaN | \n", "NaN | \n", "Anna Lee C. Iijima | \n", "NaN | \n", "Richard Böcking 2013 Devon Riesling (Mosel) | \n", "Riesling | \n", "Richard Böcking | \n", "
16 | \n", "16 | \n", "Argentina | \n", "Baked plum, molasses, balsamic vinegar and che... | \n", "Felix | \n", "87 | \n", "30.0 | \n", "Other | \n", "Cafayate | \n", "NaN | \n", "Michael Schachner | \n", "@wineschach | \n", "Felix Lavaque 2010 Felix Malbec (Cafayate) | \n", "Malbec | \n", "Felix Lavaque | \n", "
17 | \n", "17 | \n", "Argentina | \n", "Raw black-cherry aromas are direct and simple ... | \n", "Winemaker Selection | \n", "87 | \n", "13.0 | \n", "Mendoza Province | \n", "Mendoza | \n", "NaN | \n", "Michael Schachner | \n", "@wineschach | \n", "Gaucho Andino 2011 Winemaker Selection Malbec ... | \n", "Malbec | \n", "Gaucho Andino | \n", "
18 | \n", "18 | \n", "Spain | \n", "Desiccated blackberry, leather, charred wood a... | \n", "Vendimia Seleccionada Finca Valdelayegua Singl... | \n", "87 | \n", "28.0 | \n", "Northern Spain | \n", "Ribera del Duero | \n", "NaN | \n", "Michael Schachner | \n", "@wineschach | \n", "Pradorey 2010 Vendimia Seleccionada Finca Vald... | \n", "Tempranillo Blend | \n", "Pradorey | \n", "
19 | \n", "19 | \n", "US | \n", "Red fruit aromas pervade on the nose, with cig... | \n", "NaN | \n", "87 | \n", "32.0 | \n", "Virginia | \n", "Virginia | \n", "NaN | \n", "Alexander Peartree | \n", "NaN | \n", "Quiévremont 2012 Meritage (Virginia) | \n", "Meritage | \n", "Quiévremont | \n", "
20 | \n", "20 | \n", "US | \n", "Ripe aromas of dark berries mingle with ample ... | \n", "Vin de Maison | \n", "87 | \n", "23.0 | \n", "Virginia | \n", "Virginia | \n", "NaN | \n", "Alexander Peartree | \n", "NaN | \n", "Quiévremont 2012 Vin de Maison Red (Virginia) | \n", "Red Blend | \n", "Quiévremont | \n", "
21 | \n", "21 | \n", "US | \n", "A sleek mix of tart berry, stem and herb, alon... | \n", "NaN | \n", "87 | \n", "20.0 | \n", "Oregon | \n", "Oregon | \n", "Oregon Other | \n", "Paul Gregutt | \n", "@paulgwine | \n", "Acrobat 2013 Pinot Noir (Oregon) | \n", "Pinot Noir | \n", "Acrobat | \n", "
22 | \n", "22 | \n", "Italy | \n", "Delicate aromas recall white flower and citrus... | \n", "Ficiligno | \n", "87 | \n", "19.0 | \n", "Sicily & Sardinia | \n", "Sicilia | \n", "NaN | \n", "Kerin O’Keefe | \n", "@kerinokeefe | \n", "Baglio di Pianetto 2007 Ficiligno White (Sicilia) | \n", "White Blend | \n", "Baglio di Pianetto | \n", "
23 | \n", "23 | \n", "US | \n", "This wine from the Geneseo district offers aro... | \n", "Signature Selection | \n", "87 | \n", "22.0 | \n", "California | \n", "Paso Robles | \n", "Central Coast | \n", "Matt Kettmann | \n", "@mattkettmann | \n", "Bianchi 2011 Signature Selection Merlot (Paso ... | \n", "Merlot | \n", "Bianchi | \n", "
24 | \n", "24 | \n", "Italy | \n", "Aromas of prune, blackcurrant, toast and oak c... | \n", "Aynat | \n", "87 | \n", "35.0 | \n", "Sicily & Sardinia | \n", "Sicilia | \n", "NaN | \n", "Kerin O’Keefe | \n", "@kerinokeefe | \n", "Canicattì 2009 Aynat Nero d'Avola (Sicilia) | \n", "Nero d'Avola | \n", "Canicattì | \n", "
25 | \n", "25 | \n", "US | \n", "Oak and earth intermingle around robust aromas... | \n", "King Ridge Vineyard | \n", "87 | \n", "69.0 | \n", "California | \n", "Sonoma Coast | \n", "Sonoma | \n", "Virginie Boone | \n", "@vboone | \n", "Castello di Amorosa 2011 King Ridge Vineyard P... | \n", "Pinot Noir | \n", "Castello di Amorosa | \n", "
26 | \n", "26 | \n", "Italy | \n", "Pretty aromas of yellow flower and stone fruit... | \n", "Dalila | \n", "87 | \n", "13.0 | \n", "Sicily & Sardinia | \n", "Terre Siciliane | \n", "NaN | \n", "Kerin O’Keefe | \n", "@kerinokeefe | \n", "Stemmari 2013 Dalila White (Terre Siciliane) | \n", "White Blend | \n", "Stemmari | \n", "
27 | \n", "27 | \n", "Italy | \n", "Aromas recall ripe dark berry, toast and a whi... | \n", "NaN | \n", "87 | \n", "10.0 | \n", "Sicily & Sardinia | \n", "Terre Siciliane | \n", "NaN | \n", "Kerin O’Keefe | \n", "@kerinokeefe | \n", "Stemmari 2013 Nero d'Avola (Terre Siciliane) | \n", "Nero d'Avola | \n", "Stemmari | \n", "
28 | \n", "28 | \n", "Italy | \n", "Aromas suggest mature berry, scorched earth, a... | \n", "Mascaria Barricato | \n", "87 | \n", "17.0 | \n", "Sicily & Sardinia | \n", "Cerasuolo di Vittoria | \n", "NaN | \n", "Kerin O’Keefe | \n", "@kerinokeefe | \n", "Terre di Giurfo 2011 Mascaria Barricato (Cera... | \n", "Red Blend | \n", "Terre di Giurfo | \n", "
29 | \n", "29 | \n", "US | \n", "Clarksburg is becoming a haven for Chenin Blan... | \n", "NaN | \n", "86 | \n", "16.0 | \n", "California | \n", "Clarksburg | \n", "Central Valley | \n", "Virginie Boone | \n", "@vboone | \n", "Clarksburg Wine Company 2010 Chenin Blanc (Cla... | \n", "Chenin Blanc | \n", "Clarksburg Wine Company | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
129941 | \n", "129941 | \n", "US | \n", "A Chardonnay with an unusual companion, 8% Sém... | \n", "NaN | \n", "90 | \n", "20.0 | \n", "California | \n", "Mendocino County | \n", "NaN | \n", "Virginie Boone | \n", "@vboone | \n", "Apriori 2013 Chardonnay (Mendocino County) | \n", "Chardonnay | \n", "Apriori | \n", "
129942 | \n", "129942 | \n", "US | \n", "This is classic in herbaceous aromas and flavo... | \n", "NaN | \n", "90 | \n", "35.0 | \n", "California | \n", "Sonoma County | \n", "Sonoma | \n", "Virginie Boone | \n", "@vboone | \n", "Arrowood 2010 Cabernet Sauvignon (Sonoma County) | \n", "Cabernet Sauvignon | \n", "Arrowood | \n", "
129943 | \n", "129943 | \n", "Italy | \n", "A blend of Nero d'Avola and Syrah, this convey... | \n", "Adènzia | \n", "90 | \n", "29.0 | \n", "Sicily & Sardinia | \n", "Sicilia | \n", "NaN | \n", "Kerin O’Keefe | \n", "@kerinokeefe | \n", "Baglio del Cristo di Campobello 2012 Adènzia R... | \n", "Red Blend | \n", "Baglio del Cristo di Campobello | \n", "
129944 | \n", "129944 | \n", "Israel | \n", "Deep garnet in the glass, this has a nose of b... | \n", "Special Reserve Winemakers' Choice | \n", "90 | \n", "25.0 | \n", "Galilee | \n", "NaN | \n", "NaN | \n", "Mike DeSimone | \n", "@worldwineguys | \n", "Barkan 2011 Special Reserve Winemakers' Choice... | \n", "Shiraz | \n", "Barkan | \n", "
129945 | \n", "129945 | \n", "US | \n", "Hailing from one of the more popular vineyards... | \n", "Jurassic Park Vineyard Old Vines | \n", "90 | \n", "20.0 | \n", "California | \n", "Santa Ynez Valley | \n", "Central Coast | \n", "Matt Kettmann | \n", "@mattkettmann | \n", "Birichino 2013 Jurassic Park Vineyard Old Vine... | \n", "Chenin Blanc | \n", "Birichino | \n", "
129946 | \n", "129946 | \n", "Germany | \n", "Plump, clingy peach and honey notes are cut wi... | \n", "Dom | \n", "90 | \n", "17.0 | \n", "Mosel | \n", "NaN | \n", "NaN | \n", "Anna Lee C. Iijima | \n", "NaN | \n", "Bischöfliche Weingüter Trier 2013 Dom Riesling... | \n", "Riesling | \n", "Bischöfliche Weingüter Trier | \n", "
129947 | \n", "129947 | \n", "Italy | \n", "A blend of 65% Cabernet Sauvignon, 30% Merlot ... | \n", "Symposio | \n", "90 | \n", "20.0 | \n", "Sicily & Sardinia | \n", "Terre Siciliane | \n", "NaN | \n", "Kerin O’Keefe | \n", "@kerinokeefe | \n", "Feudo Principi di Butera 2012 Symposio Red (Te... | \n", "Red Blend | \n", "Feudo Principi di Butera | \n", "
129948 | \n", "129948 | \n", "Argentina | \n", "Raspberry and cassis aromas are fresh and upri... | \n", "Pedernal | \n", "90 | \n", "43.0 | \n", "Other | \n", "San Juan | \n", "NaN | \n", "Michael Schachner | \n", "@wineschach | \n", "Finca Las Moras 2010 Pedernal Malbec (San Juan) | \n", "Malbec | \n", "Finca Las Moras | \n", "
129949 | \n", "129949 | \n", "US | \n", "There's no bones about the use of oak in this ... | \n", "Barrel Fermented | \n", "90 | \n", "35.0 | \n", "California | \n", "Napa Valley | \n", "Napa | \n", "Virginie Boone | \n", "@vboone | \n", "Flora Springs 2013 Barrel Fermented Chardonnay... | \n", "Chardonnay | \n", "Flora Springs | \n", "
129950 | \n", "129950 | \n", "US | \n", "This opens with herbaceous dollops of thyme an... | \n", "Blocks 7 & 22 | \n", "90 | \n", "35.0 | \n", "California | \n", "Napa Valley | \n", "Napa | \n", "Virginie Boone | \n", "@vboone | \n", "Hendry 2012 Blocks 7 & 22 Zinfandel (Napa Valley) | \n", "Zinfandel | \n", "Hendry | \n", "
129951 | \n", "129951 | \n", "France | \n", "Hugely spicy this rich wine is described as sw... | \n", "Holder | \n", "90 | \n", "30.0 | \n", "Alsace | \n", "Alsace | \n", "NaN | \n", "Roger Voss | \n", "@vossroger | \n", "Henri Schoenheitz 2012 Holder Gewurztraminer (... | \n", "Gewürztraminer | \n", "Henri Schoenheitz | \n", "
129952 | \n", "129952 | \n", "US | \n", "This Zinfandel from the eastern section of Nap... | \n", "NaN | \n", "90 | \n", "22.0 | \n", "California | \n", "Chiles Valley | \n", "Napa | \n", "Virginie Boone | \n", "@vboone | \n", "Houdini 2011 Zinfandel (Chiles Valley) | \n", "Zinfandel | \n", "Houdini | \n", "
129953 | \n", "129953 | \n", "New Zealand | \n", "Roughly two-thirds Cabernet and one-third Merl... | \n", "Elspeth | \n", "90 | \n", "25.0 | \n", "Hawke's Bay | \n", "NaN | \n", "NaN | \n", "Joe Czerwinski | \n", "@JoeCz | \n", "Mills Reef 2011 Elspeth Cabernet Merlot (Hawke... | \n", "Cabernet Merlot | \n", "Mills Reef | \n", "
129954 | \n", "129954 | \n", "New Zealand | \n", "One of the more characterful Pinot Gris for th... | \n", "Single Estate | \n", "90 | \n", "15.0 | \n", "Marlborough | \n", "NaN | \n", "NaN | \n", "Joe Czerwinski | \n", "@JoeCz | \n", "Ara 2013 Single Estate Pinot Gris (Marlborough) | \n", "Pinot Gris | \n", "Ara | \n", "
129955 | \n", "129955 | \n", "New Zealand | \n", "Like Dog Point's 2011 Chardonnay, this wine is... | \n", "NaN | \n", "90 | \n", "40.0 | \n", "Marlborough | \n", "NaN | \n", "NaN | \n", "Joe Czerwinski | \n", "@JoeCz | \n", "Dog Point 2012 Chardonnay (Marlborough) | \n", "Chardonnay | \n", "Dog Point | \n", "
129956 | \n", "129956 | \n", "New Zealand | \n", "The blend is 44% Merlot, 33% Cabernet Sauvigno... | \n", "Gimblett Gravels Merlot-Cabernet Sauvignon-Malbec | \n", "90 | \n", "19.0 | \n", "Hawke's Bay | \n", "NaN | \n", "NaN | \n", "Joe Czerwinski | \n", "@JoeCz | \n", "Esk Valley 2011 Gimblett Gravels Merlot-Cabern... | \n", "Bordeaux-style Red Blend | \n", "Esk Valley | \n", "
129957 | \n", "129957 | \n", "Spain | \n", "Lightly baked berry aromas vie for attention w... | \n", "Crianza | \n", "90 | \n", "17.0 | \n", "Northern Spain | \n", "Rioja | \n", "NaN | \n", "Michael Schachner | \n", "@wineschach | \n", "Viñedos Real Rubio 2010 Crianza (Rioja) | \n", "Tempranillo Blend | \n", "Viñedos Real Rubio | \n", "
129958 | \n", "129958 | \n", "New Zealand | \n", "This blend of Cabernet Sauvignon-Merlot and Ca... | \n", "Irongate | \n", "90 | \n", "35.0 | \n", "Hawke's Bay | \n", "NaN | \n", "NaN | \n", "Joe Czerwinski | \n", "@JoeCz | \n", "Babich 2010 Irongate Red (Hawke's Bay) | \n", "Bordeaux-style Red Blend | \n", "Babich | \n", "
129959 | \n", "129959 | \n", "France | \n", "The granite soil of the Brand Grand Cru vineya... | \n", "Brand Grand Cru | \n", "90 | \n", "57.0 | \n", "Alsace | \n", "Alsace | \n", "NaN | \n", "Roger Voss | \n", "@vossroger | \n", "Cave de Turckheim 2010 Brand Grand Cru Pinot G... | \n", "Pinot Gris | \n", "Cave de Turckheim | \n", "
129960 | \n", "129960 | \n", "Portugal | \n", "Fresh and fruity, this is full of red cherry f... | \n", "Vértice | \n", "90 | \n", "48.0 | \n", "Douro | \n", "NaN | \n", "NaN | \n", "Roger Voss | \n", "@vossroger | \n", "Caves Transmontanas 2006 Vértice Pinot Noir (D... | \n", "Pinot Noir | \n", "Caves Transmontanas | \n", "
129961 | \n", "129961 | \n", "Italy | \n", "Intense aromas of wild cherry, baking spice, t... | \n", "NaN | \n", "90 | \n", "30.0 | \n", "Sicily & Sardinia | \n", "Sicilia | \n", "NaN | \n", "Kerin O’Keefe | \n", "@kerinokeefe | \n", "COS 2013 Frappato (Sicilia) | \n", "Frappato | \n", "COS | \n", "
129962 | \n", "129962 | \n", "Italy | \n", "Blackberry, cassis, grilled herb and toasted a... | \n", "Sàgana Tenuta San Giacomo | \n", "90 | \n", "40.0 | \n", "Sicily & Sardinia | \n", "Sicilia | \n", "NaN | \n", "Kerin O’Keefe | \n", "@kerinokeefe | \n", "Cusumano 2012 Sàgana Tenuta San Giacomo Nero d... | \n", "Nero d'Avola | \n", "Cusumano | \n", "
129963 | \n", "129963 | \n", "Israel | \n", "A bouquet of black cherry, tart cranberry and ... | \n", "Oak Aged | \n", "90 | \n", "20.0 | \n", "Galilee | \n", "NaN | \n", "NaN | \n", "Mike DeSimone | \n", "@worldwineguys | \n", "Dalton 2012 Oak Aged Cabernet Sauvignon (Galilee) | \n", "Cabernet Sauvignon | \n", "Dalton | \n", "
129964 | \n", "129964 | \n", "France | \n", "Initially quite muted, this wine slowly develo... | \n", "Domaine Saint-Rémy Herrenweg | \n", "90 | \n", "NaN | \n", "Alsace | \n", "Alsace | \n", "NaN | \n", "Roger Voss | \n", "@vossroger | \n", "Domaine Ehrhart 2013 Domaine Saint-Rémy Herren... | \n", "Gewürztraminer | \n", "Domaine Ehrhart | \n", "
129965 | \n", "129965 | \n", "France | \n", "While it's rich, this beautiful dry wine also ... | \n", "Seppi Landmann Vallée Noble | \n", "90 | \n", "28.0 | \n", "Alsace | \n", "Alsace | \n", "NaN | \n", "Roger Voss | \n", "@vossroger | \n", "Domaine Rieflé-Landmann 2013 Seppi Landmann Va... | \n", "Pinot Gris | \n", "Domaine Rieflé-Landmann | \n", "
129966 | \n", "129966 | \n", "Germany | \n", "Notes of honeysuckle and cantaloupe sweeten th... | \n", "Brauneberger Juffer-Sonnenuhr Spätlese | \n", "90 | \n", "28.0 | \n", "Mosel | \n", "NaN | \n", "NaN | \n", "Anna Lee C. Iijima | \n", "NaN | \n", "Dr. H. Thanisch (Erben Müller-Burggraef) 2013 ... | \n", "Riesling | \n", "Dr. H. Thanisch (Erben Müller-Burggraef) | \n", "
129967 | \n", "129967 | \n", "US | \n", "Citation is given as much as a decade of bottl... | \n", "NaN | \n", "90 | \n", "75.0 | \n", "Oregon | \n", "Oregon | \n", "Oregon Other | \n", "Paul Gregutt | \n", "@paulgwine | \n", "Citation 2004 Pinot Noir (Oregon) | \n", "Pinot Noir | \n", "Citation | \n", "
129968 | \n", "129968 | \n", "France | \n", "Well-drained gravel soil gives this wine its c... | \n", "Kritt | \n", "90 | \n", "30.0 | \n", "Alsace | \n", "Alsace | \n", "NaN | \n", "Roger Voss | \n", "@vossroger | \n", "Domaine Gresser 2013 Kritt Gewurztraminer (Als... | \n", "Gewürztraminer | \n", "Domaine Gresser | \n", "
129969 | \n", "129969 | \n", "France | \n", "A dry style of Pinot Gris, this is crisp with ... | \n", "NaN | \n", "90 | \n", "32.0 | \n", "Alsace | \n", "Alsace | \n", "NaN | \n", "Roger Voss | \n", "@vossroger | \n", "Domaine Marcel Deiss 2012 Pinot Gris (Alsace) | \n", "Pinot Gris | \n", "Domaine Marcel Deiss | \n", "
129970 | \n", "129970 | \n", "France | \n", "Big, rich and off-dry, this is powered by inte... | \n", "Lieu-dit Harth Cuvée Caroline | \n", "90 | \n", "21.0 | \n", "Alsace | \n", "Alsace | \n", "NaN | \n", "Roger Voss | \n", "@vossroger | \n", "Domaine Schoffit 2012 Lieu-dit Harth Cuvée Car... | \n", "Gewürztraminer | \n", "Domaine Schoffit | \n", "
129971 rows × 14 columns
\n", "\n", " | Unnamed: 0 | \n", "country | \n", "description | \n", "designation | \n", "points | \n", "price | \n", "province | \n", "region_1 | \n", "region_2 | \n", "taster_name | \n", "taster_twitter_handle | \n", "title | \n", "variety | \n", "winery | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
3 | \n", "3 | \n", "US | \n", "Pineapple rind, lemon pith and orange blossom ... | \n", "Reserve Late Harvest | \n", "87 | \n", "13.0 | \n", "Michigan | \n", "Lake Michigan Shore | \n", "NaN | \n", "Alexander Peartree | \n", "NaN | \n", "St. Julian 2013 Reserve Late Harvest Riesling ... | \n", "Riesling | \n", "St. Julian | \n", "
4 | \n", "4 | \n", "US | \n", "Much like the regular bottling from 2012, this... | \n", "Vintner's Reserve Wild Child Block | \n", "87 | \n", "65.0 | \n", "Oregon | \n", "Willamette Valley | \n", "Willamette Valley | \n", "Paul Gregutt | \n", "@paulgwine | \n", "Sweet Cheeks 2012 Vintner's Reserve Wild Child... | \n", "Pinot Noir | \n", "Sweet Cheeks | \n", "
10 | \n", "10 | \n", "US | \n", "Soft, supple plum envelopes an oaky structure ... | \n", "Mountain Cuvée | \n", "87 | \n", "19.0 | \n", "California | \n", "Napa Valley | \n", "Napa | \n", "Virginie Boone | \n", "@vboone | \n", "Kirkland Signature 2011 Mountain Cuvée Caberne... | \n", "Cabernet Sauvignon | \n", "Kirkland Signature | \n", "
12 | \n", "12 | \n", "US | \n", "Slightly reduced, this wine offers a chalky, t... | \n", "NaN | \n", "87 | \n", "34.0 | \n", "California | \n", "Alexander Valley | \n", "Sonoma | \n", "Virginie Boone | \n", "@vboone | \n", "Louis M. Martini 2012 Cabernet Sauvignon (Alex... | \n", "Cabernet Sauvignon | \n", "Louis M. Martini | \n", "
14 | \n", "14 | \n", "US | \n", "Building on 150 years and six generations of w... | \n", "NaN | \n", "87 | \n", "12.0 | \n", "California | \n", "Central Coast | \n", "Central Coast | \n", "Matt Kettmann | \n", "@mattkettmann | \n", "Mirassou 2012 Chardonnay (Central Coast) | \n", "Chardonnay | \n", "Mirassou | \n", "
15 | \n", "15 | \n", "Germany | \n", "Zesty orange peels and apple notes abound in t... | \n", "Devon | \n", "87 | \n", "24.0 | \n", "Mosel | \n", "NaN | \n", "NaN | \n", "Anna Lee C. Iijima | \n", "NaN | \n", "Richard Böcking 2013 Devon Riesling (Mosel) | \n", "Riesling | \n", "Richard Böcking | \n", "
20 | \n", "20 | \n", "US | \n", "Ripe aromas of dark berries mingle with ample ... | \n", "Vin de Maison | \n", "87 | \n", "23.0 | \n", "Virginia | \n", "Virginia | \n", "NaN | \n", "Alexander Peartree | \n", "NaN | \n", "Quiévremont 2012 Vin de Maison Red (Virginia) | \n", "Red Blend | \n", "Quiévremont | \n", "
21 | \n", "21 | \n", "US | \n", "A sleek mix of tart berry, stem and herb, alon... | \n", "NaN | \n", "87 | \n", "20.0 | \n", "Oregon | \n", "Oregon | \n", "Oregon Other | \n", "Paul Gregutt | \n", "@paulgwine | \n", "Acrobat 2013 Pinot Noir (Oregon) | \n", "Pinot Noir | \n", "Acrobat | \n", "
23 | \n", "23 | \n", "US | \n", "This wine from the Geneseo district offers aro... | \n", "Signature Selection | \n", "87 | \n", "22.0 | \n", "California | \n", "Paso Robles | \n", "Central Coast | \n", "Matt Kettmann | \n", "@mattkettmann | \n", "Bianchi 2011 Signature Selection Merlot (Paso ... | \n", "Merlot | \n", "Bianchi | \n", "
25 | \n", "25 | \n", "US | \n", "Oak and earth intermingle around robust aromas... | \n", "King Ridge Vineyard | \n", "87 | \n", "69.0 | \n", "California | \n", "Sonoma Coast | \n", "Sonoma | \n", "Virginie Boone | \n", "@vboone | \n", "Castello di Amorosa 2011 King Ridge Vineyard P... | \n", "Pinot Noir | \n", "Castello di Amorosa | \n", "
28 | \n", "28 | \n", "Italy | \n", "Aromas suggest mature berry, scorched earth, a... | \n", "Mascaria Barricato | \n", "87 | \n", "17.0 | \n", "Sicily & Sardinia | \n", "Cerasuolo di Vittoria | \n", "NaN | \n", "Kerin O’Keefe | \n", "@kerinokeefe | \n", "Terre di Giurfo 2011 Mascaria Barricato (Cera... | \n", "Red Blend | \n", "Terre di Giurfo | \n", "
31 | \n", "31 | \n", "Italy | \n", "Merlot and Nero d'Avola form the base for this... | \n", "Calanìca Nero d'Avola-Merlot | \n", "86 | \n", "NaN | \n", "Sicily & Sardinia | \n", "Sicilia | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Duca di Salaparuta 2010 Calanìca Nero d'Avola-... | \n", "Red Blend | \n", "Duca di Salaparuta | \n", "
33 | \n", "33 | \n", "US | \n", "Rustic and dry, this has flavors of berries, c... | \n", "Puma Springs Vineyard | \n", "86 | \n", "50.0 | \n", "California | \n", "Dry Creek Valley | \n", "Sonoma | \n", "NaN | \n", "NaN | \n", "Envolve 2010 Puma Springs Vineyard Red (Dry Cr... | \n", "Red Blend | \n", "Envolve | \n", "
34 | \n", "34 | \n", "US | \n", "This shows a tart, green gooseberry flavor tha... | \n", "NaN | \n", "86 | \n", "20.0 | \n", "California | \n", "Sonoma Valley | \n", "Sonoma | \n", "NaN | \n", "NaN | \n", "Envolve 2011 Sauvignon Blanc (Sonoma Valley) | \n", "Sauvignon Blanc | \n", "Envolve | \n", "
35 | \n", "35 | \n", "US | \n", "As with many of the Erath 2010 vineyard design... | \n", "Hyland | \n", "86 | \n", "50.0 | \n", "Oregon | \n", "McMinnville | \n", "Willamette Valley | \n", "Paul Gregutt | \n", "@paulgwine | \n", "Erath 2010 Hyland Pinot Noir (McMinnville) | \n", "Pinot Noir | \n", "Erath | \n", "
37 | \n", "37 | \n", "Italy | \n", "This concentrated Cabernet offers aromas of cu... | \n", "Missoni | \n", "86 | \n", "21.0 | \n", "Sicily & Sardinia | \n", "Sicilia | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Feudi del Pisciotto 2010 Missoni Cabernet Sauv... | \n", "Cabernet Sauvignon | \n", "Feudi del Pisciotto | \n", "
41 | \n", "41 | \n", "US | \n", "A stiff, tannic wine, this slowly opens and br... | \n", "NaN | \n", "86 | \n", "22.0 | \n", "Oregon | \n", "Willamette Valley | \n", "Willamette Valley | \n", "Paul Gregutt | \n", "@paulgwine | \n", "Hawkins Cellars 2009 Pinot Noir (Willamette Va... | \n", "Pinot Noir | \n", "Hawkins Cellars | \n", "
43 | \n", "43 | \n", "US | \n", "The clean, brisk mouthfeel gives this slightly... | \n", "NaN | \n", "86 | \n", "14.0 | \n", "California | \n", "Paso Robles | \n", "Central Coast | \n", "NaN | \n", "NaN | \n", "Robert Hall 2011 Sauvignon Blanc (Paso Robles) | \n", "Sauvignon Blanc | \n", "Robert Hall | \n", "
44 | \n", "44 | \n", "Chile | \n", "A berry aroma comes with cola and herb notes. ... | \n", "NaN | \n", "86 | \n", "9.0 | \n", "Maule Valley | \n", "NaN | \n", "NaN | \n", "Michael Schachner | \n", "@wineschach | \n", "Sundance 2011 Merlot (Maule Valley) | \n", "Merlot | \n", "Sundance | \n", "
45 | \n", "45 | \n", "US | \n", "Right out of the starting blocks this is an oa... | \n", "#SocialSecret | \n", "86 | \n", "40.0 | \n", "Virginia | \n", "Virginia | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Tarara 2010 #SocialSecret Red (Virginia) | \n", "Red Blend | \n", "Tarara | \n", "
47 | \n", "47 | \n", "US | \n", "This is a sweet wine with flavors of white sug... | \n", "NaN | \n", "86 | \n", "13.0 | \n", "California | \n", "Lake County | \n", "NaN | \n", "NaN | \n", "NaN | \n", "The White Knight 2011 Riesling (Lake County) | \n", "Riesling | \n", "The White Knight | \n", "
48 | \n", "48 | \n", "US | \n", "This bottling resembles the New Zealand paradi... | \n", "NaN | \n", "86 | \n", "16.0 | \n", "Virginia | \n", "Monticello | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Trump 2011 Sauvignon Blanc (Monticello) | \n", "Sauvignon Blanc | \n", "Trump | \n", "
50 | \n", "50 | \n", "Italy | \n", "This blend of Nero d'Avola and Syrah opens wit... | \n", "Scialo | \n", "86 | \n", "NaN | \n", "Sicily & Sardinia | \n", "Sicilia | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Viticultori Associati Canicatti 2008 Scialo Re... | \n", "Red Blend | \n", "Viticultori Associati Canicatti | \n", "
54 | \n", "54 | \n", "Italy | \n", "A blend of Nero d'Avola and Nerello Mascalese,... | \n", "Rosso | \n", "85 | \n", "NaN | \n", "Sicily & Sardinia | \n", "Sicilia | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Corvo 2010 Rosso Red (Sicilia) | \n", "Red Blend | \n", "Corvo | \n", "
55 | \n", "55 | \n", "US | \n", "This shows jelly-like flavors of orange and pe... | \n", "Estate Bottled | \n", "85 | \n", "30.0 | \n", "California | \n", "Napa Valley | \n", "Napa | \n", "NaN | \n", "NaN | \n", "RustRidge 2010 Estate Bottled Chardonnay (Napa... | \n", "Chardonnay | \n", "RustRidge | \n", "
56 | \n", "56 | \n", "US | \n", "This is weighty, creamy and medium to full in ... | \n", "NaN | \n", "85 | \n", "14.0 | \n", "California | \n", "North Coast | \n", "North Coast | \n", "Virginie Boone | \n", "@vboone | \n", "Souverain 2010 Chardonnay (North Coast) | \n", "Chardonnay | \n", "Souverain | \n", "
58 | \n", "58 | \n", "Chile | \n", "Lightly herbal strawberry and raspberry aromas... | \n", "Reserve | \n", "85 | \n", "13.0 | \n", "Maipo Valley | \n", "NaN | \n", "NaN | \n", "Michael Schachner | \n", "@wineschach | \n", "Tres Palacios 2011 Reserve Pinot Noir (Maipo V... | \n", "Pinot Noir | \n", "Tres Palacios | \n", "
60 | \n", "60 | \n", "US | \n", "Syrupy and dense, this wine is jammy in plum a... | \n", "Estate | \n", "86 | \n", "100.0 | \n", "California | \n", "Napa Valley | \n", "Napa | \n", "Virginie Boone | \n", "@vboone | \n", "Okapi 2013 Estate Cabernet Sauvignon (Napa Val... | \n", "Cabernet Sauvignon | \n", "Okapi | \n", "
64 | \n", "64 | \n", "US | \n", "There are intriguing touches to the nose of th... | \n", "Golden Horn | \n", "86 | \n", "26.0 | \n", "California | \n", "Santa Ynez Valley | \n", "Central Coast | \n", "Matt Kettmann | \n", "@mattkettmann | \n", "Sevtap 2015 Golden Horn Sauvignon Blanc (Santa... | \n", "Sauvignon Blanc | \n", "Sevtap | \n", "
65 | \n", "65 | \n", "France | \n", "From the warm 2015 vintage, this is a soft and... | \n", "NaN | \n", "86 | \n", "24.0 | \n", "Burgundy | \n", "Chablis | \n", "NaN | \n", "Roger Voss | \n", "@vossroger | \n", "Simonnet-Febvre 2015 Chablis | \n", "Chardonnay | \n", "Simonnet-Febvre | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
129913 | \n", "129913 | \n", "US | \n", "This is taut and dense, and requires time and ... | \n", "Artist Series #14 | \n", "92 | \n", "44.0 | \n", "Washington | \n", "Columbia Valley (WA) | \n", "Columbia Valley | \n", "Paul Gregutt | \n", "@paulgwine | \n", "Woodward Canyon 2005 Artist Series #14 Caberne... | \n", "Cabernet Sauvignon | \n", "Woodward Canyon | \n", "
129914 | \n", "129914 | \n", "US | \n", "Fritz has made tremendous progress with Cab ov... | \n", "NaN | \n", "91 | \n", "35.0 | \n", "California | \n", "Dry Creek Valley | \n", "Sonoma | \n", "NaN | \n", "NaN | \n", "Fritz 2005 Cabernet Sauvignon (Dry Creek Valley) | \n", "Cabernet Sauvignon | \n", "Fritz | \n", "
129915 | \n", "129915 | \n", "US | \n", "The third vintage of Mith is the best yet, com... | \n", "Mith Red Wine | \n", "91 | \n", "40.0 | \n", "Washington | \n", "Columbia Valley (WA) | \n", "Columbia Valley | \n", "Paul Gregutt | \n", "@paulgwine | \n", "Balboa 2005 Mith Red Wine Red (Columbia Valley... | \n", "Red Blend | \n", "Balboa | \n", "
129918 | \n", "129918 | \n", "Germany | \n", "Despite plenty of honeyed sweetness, this wine... | \n", "Wehlener Sonnenuhr Spätlese | \n", "91 | \n", "32.0 | \n", "Mosel-Saar-Ruwer | \n", "NaN | \n", "NaN | \n", "Joe Czerwinski | \n", "@JoeCz | \n", "Dr. Loosen 2006 Wehlener Sonnenuhr Spätlese Ri... | \n", "Riesling | \n", "Dr. Loosen | \n", "
129919 | \n", "129919 | \n", "US | \n", "This ripe, rich, almost decadently thick wine ... | \n", "Reserve | \n", "91 | \n", "105.0 | \n", "Washington | \n", "Walla Walla Valley (WA) | \n", "Columbia Valley | \n", "Paul Gregutt | \n", "@paulgwine | \n", "Nicholas Cole Cellars 2004 Reserve Red (Walla ... | \n", "Red Blend | \n", "Nicholas Cole Cellars | \n", "
129920 | \n", "129920 | \n", "US | \n", "Shows the clean, citrus acid juiciness and sil... | \n", "Fiddlestix Vineyard | \n", "91 | \n", "48.0 | \n", "California | \n", "Sta. Rita Hills | \n", "Central Coast | \n", "NaN | \n", "NaN | \n", "Pali 2006 Fiddlestix Vineyard Pinot Noir (Sta.... | \n", "Pinot Noir | \n", "Pali | \n", "
129922 | \n", "129922 | \n", "Austria | \n", "Herbs, spices and green fruit aromas show the ... | \n", "Kranachberg | \n", "91 | \n", "48.0 | \n", "Südsteiermark | \n", "NaN | \n", "NaN | \n", "Roger Voss | \n", "@vossroger | \n", "Sattlerhof 2006 Kranachberg Sauvignon Blanc (S... | \n", "Sauvignon Blanc | \n", "Sattlerhof | \n", "
129923 | \n", "129923 | \n", "Germany | \n", "Thick, oily and sweet, this wine is clearly no... | \n", "Erdener Treppchen Spätlese* | \n", "91 | \n", "24.0 | \n", "Mosel-Saar-Ruwer | \n", "NaN | \n", "NaN | \n", "Joe Czerwinski | \n", "@JoeCz | \n", "Stephan Ehlen 2006 Erdener Treppchen Spätlese*... | \n", "Riesling | \n", "Stephan Ehlen | \n", "
129924 | \n", "129924 | \n", "Germany | \n", "Imagine honeyed orange sections—that's what th... | \n", "Bernkasteler alte Badstube am Doctorberg Spätlese | \n", "91 | \n", "31.0 | \n", "Mosel-Saar-Ruwer | \n", "NaN | \n", "NaN | \n", "Joe Czerwinski | \n", "@JoeCz | \n", "Dr. Pauly Bergweiler 2006 Bernkasteler alte Ba... | \n", "Riesling | \n", "Dr. Pauly Bergweiler | \n", "
129925 | \n", "129925 | \n", "Argentina | \n", "A lively, well-made blend of Tempranillo, Malb... | \n", "B Crux | \n", "91 | \n", "24.0 | \n", "Mendoza Province | \n", "Uco Valley | \n", "NaN | \n", "Michael Schachner | \n", "@wineschach | \n", "O. Fournier 2005 B Crux Red (Uco Valley) | \n", "Red Blend | \n", "O. Fournier | \n", "
129926 | \n", "129926 | \n", "US | \n", "This pure Syrah from Reininger's estate vineya... | \n", "Ash Hollow Vineyard | \n", "91 | \n", "41.0 | \n", "Washington | \n", "Walla Walla Valley (WA) | \n", "Columbia Valley | \n", "Paul Gregutt | \n", "@paulgwine | \n", "Reininger 2005 Ash Hollow Vineyard Syrah (Wall... | \n", "Syrah | \n", "Reininger | \n", "
129928 | \n", "129928 | \n", "Spain | \n", "This represents Torres' highest effort in Prio... | \n", "Salmos Perpetual | \n", "91 | \n", "52.0 | \n", "Catalonia | \n", "Priorat | \n", "NaN | \n", "Michael Schachner | \n", "@wineschach | \n", "Torres 2005 Salmos Perpetual Red (Priorat) | \n", "Red Blend | \n", "Torres | \n", "
129931 | \n", "129931 | \n", "France | \n", "A powerful, chunky wine, packed with solid tan... | \n", "NaN | \n", "91 | \n", "107.0 | \n", "Burgundy | \n", "Grands-Echezeaux | \n", "NaN | \n", "Roger Voss | \n", "@vossroger | \n", "Henri de Villamont 2005 Grands-Echezeaux | \n", "Pinot Noir | \n", "Henri de Villamont | \n", "
129932 | \n", "129932 | \n", "Argentina | \n", "Andeluna's top wines tend to be ripe and plump... | \n", "Pasionado | \n", "91 | \n", "55.0 | \n", "Mendoza Province | \n", "Uco Valley | \n", "NaN | \n", "Michael Schachner | \n", "@wineschach | \n", "Andeluna 2004 Pasionado Red (Uco Valley) | \n", "Red Blend | \n", "Andeluna | \n", "
129935 | \n", "129935 | \n", "US | \n", "This has lovely raspberry and cranberry fruit,... | \n", "NaN | \n", "91 | \n", "38.0 | \n", "Washington | \n", "Columbia Valley-Walla Walla Valley | \n", "Columbia Valley | \n", "Paul Gregutt | \n", "@paulgwine | \n", "Va Piano 2006 Syrah (Columbia Valley-Walla Wal... | \n", "Syrah | \n", "Va Piano | \n", "
129936 | \n", "129936 | \n", "France | \n", "A blend from several premier cru vineyards in ... | \n", "Premier Cru | \n", "91 | \n", "66.0 | \n", "Burgundy | \n", "Pommard | \n", "NaN | \n", "Roger Voss | \n", "@vossroger | \n", "Bouchard Père & Fils 2005 Premier Cru (Pommard) | \n", "Pinot Noir | \n", "Bouchard Père & Fils | \n", "
129940 | \n", "129940 | \n", "US | \n", "This is the winery's bells and whistles Chardo... | \n", "Watson Vineyard | \n", "91 | \n", "36.0 | \n", "California | \n", "Mendocino | \n", "NaN | \n", "NaN | \n", "NaN | \n", "Standish 2006 Watson Vineyard Chardonnay (Mend... | \n", "Chardonnay | \n", "Standish | \n", "
129941 | \n", "129941 | \n", "US | \n", "A Chardonnay with an unusual companion, 8% Sém... | \n", "NaN | \n", "90 | \n", "20.0 | \n", "California | \n", "Mendocino County | \n", "NaN | \n", "Virginie Boone | \n", "@vboone | \n", "Apriori 2013 Chardonnay (Mendocino County) | \n", "Chardonnay | \n", "Apriori | \n", "
129942 | \n", "129942 | \n", "US | \n", "This is classic in herbaceous aromas and flavo... | \n", "NaN | \n", "90 | \n", "35.0 | \n", "California | \n", "Sonoma County | \n", "Sonoma | \n", "Virginie Boone | \n", "@vboone | \n", "Arrowood 2010 Cabernet Sauvignon (Sonoma County) | \n", "Cabernet Sauvignon | \n", "Arrowood | \n", "
129943 | \n", "129943 | \n", "Italy | \n", "A blend of Nero d'Avola and Syrah, this convey... | \n", "Adènzia | \n", "90 | \n", "29.0 | \n", "Sicily & Sardinia | \n", "Sicilia | \n", "NaN | \n", "Kerin O’Keefe | \n", "@kerinokeefe | \n", "Baglio del Cristo di Campobello 2012 Adènzia R... | \n", "Red Blend | \n", "Baglio del Cristo di Campobello | \n", "
129946 | \n", "129946 | \n", "Germany | \n", "Plump, clingy peach and honey notes are cut wi... | \n", "Dom | \n", "90 | \n", "17.0 | \n", "Mosel | \n", "NaN | \n", "NaN | \n", "Anna Lee C. Iijima | \n", "NaN | \n", "Bischöfliche Weingüter Trier 2013 Dom Riesling... | \n", "Riesling | \n", "Bischöfliche Weingüter Trier | \n", "
129947 | \n", "129947 | \n", "Italy | \n", "A blend of 65% Cabernet Sauvignon, 30% Merlot ... | \n", "Symposio | \n", "90 | \n", "20.0 | \n", "Sicily & Sardinia | \n", "Terre Siciliane | \n", "NaN | \n", "Kerin O’Keefe | \n", "@kerinokeefe | \n", "Feudo Principi di Butera 2012 Symposio Red (Te... | \n", "Red Blend | \n", "Feudo Principi di Butera | \n", "
129949 | \n", "129949 | \n", "US | \n", "There's no bones about the use of oak in this ... | \n", "Barrel Fermented | \n", "90 | \n", "35.0 | \n", "California | \n", "Napa Valley | \n", "Napa | \n", "Virginie Boone | \n", "@vboone | \n", "Flora Springs 2013 Barrel Fermented Chardonnay... | \n", "Chardonnay | \n", "Flora Springs | \n", "
129955 | \n", "129955 | \n", "New Zealand | \n", "Like Dog Point's 2011 Chardonnay, this wine is... | \n", "NaN | \n", "90 | \n", "40.0 | \n", "Marlborough | \n", "NaN | \n", "NaN | \n", "Joe Czerwinski | \n", "@JoeCz | \n", "Dog Point 2012 Chardonnay (Marlborough) | \n", "Chardonnay | \n", "Dog Point | \n", "
129956 | \n", "129956 | \n", "New Zealand | \n", "The blend is 44% Merlot, 33% Cabernet Sauvigno... | \n", "Gimblett Gravels Merlot-Cabernet Sauvignon-Malbec | \n", "90 | \n", "19.0 | \n", "Hawke's Bay | \n", "NaN | \n", "NaN | \n", "Joe Czerwinski | \n", "@JoeCz | \n", "Esk Valley 2011 Gimblett Gravels Merlot-Cabern... | \n", "Bordeaux-style Red Blend | \n", "Esk Valley | \n", "
129958 | \n", "129958 | \n", "New Zealand | \n", "This blend of Cabernet Sauvignon-Merlot and Ca... | \n", "Irongate | \n", "90 | \n", "35.0 | \n", "Hawke's Bay | \n", "NaN | \n", "NaN | \n", "Joe Czerwinski | \n", "@JoeCz | \n", "Babich 2010 Irongate Red (Hawke's Bay) | \n", "Bordeaux-style Red Blend | \n", "Babich | \n", "
129960 | \n", "129960 | \n", "Portugal | \n", "Fresh and fruity, this is full of red cherry f... | \n", "Vértice | \n", "90 | \n", "48.0 | \n", "Douro | \n", "NaN | \n", "NaN | \n", "Roger Voss | \n", "@vossroger | \n", "Caves Transmontanas 2006 Vértice Pinot Noir (D... | \n", "Pinot Noir | \n", "Caves Transmontanas | \n", "
129963 | \n", "129963 | \n", "Israel | \n", "A bouquet of black cherry, tart cranberry and ... | \n", "Oak Aged | \n", "90 | \n", "20.0 | \n", "Galilee | \n", "NaN | \n", "NaN | \n", "Mike DeSimone | \n", "@worldwineguys | \n", "Dalton 2012 Oak Aged Cabernet Sauvignon (Galilee) | \n", "Cabernet Sauvignon | \n", "Dalton | \n", "
129966 | \n", "129966 | \n", "Germany | \n", "Notes of honeysuckle and cantaloupe sweeten th... | \n", "Brauneberger Juffer-Sonnenuhr Spätlese | \n", "90 | \n", "28.0 | \n", "Mosel | \n", "NaN | \n", "NaN | \n", "Anna Lee C. Iijima | \n", "NaN | \n", "Dr. H. Thanisch (Erben Müller-Burggraef) 2013 ... | \n", "Riesling | \n", "Dr. H. Thanisch (Erben Müller-Burggraef) | \n", "
129967 | \n", "129967 | \n", "US | \n", "Citation is given as much as a decade of bottl... | \n", "NaN | \n", "90 | \n", "75.0 | \n", "Oregon | \n", "Oregon | \n", "Oregon Other | \n", "Paul Gregutt | \n", "@paulgwine | \n", "Citation 2004 Pinot Noir (Oregon) | \n", "Pinot Noir | \n", "Citation | \n", "
71322 rows × 14 columns
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