{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "S_yu1fvzJOI7"
   },
   "source": [
    "## Identification of all the members of the group.\n",
    "Name: Victor Pereira Lima, 10737028\n",
    "\n",
    "Name: Christian Manfred Toni Gut, 6125021\n",
    "\n",
    "Name: Giulia Cunha De Nardi, 10692203"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "N5T3VOBfJOI7"
   },
   "source": [
    "## Name of the dataset\n",
    "Dataset: Wine Reviews"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mHG7IrtsJOI8"
   },
   "source": [
    "## Abstract\n",
    "Abstract of the dataset (describe the dataset with your own words):\n",
    "O dataset contem 150.000 revisões de vinho, incluindo a pontução do vinho, o preço, uma descrição e os dados do produtor. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7Am-VOKTJOI9"
   },
   "source": [
    "## Questions to the dataset\n",
    "Simple Questions:\n",
    "<ol> \n",
    "<li> Quais os países que produzem os melhores vinhos </li>\n",
    "<li>Preço médio dos melhores vinhos </li>\n",
    "<li>Relação entre a área de produção e o preço dos melhores vinhos </li>\n",
    "<li>Preço médio por país </li>\n",
    "<li>Quantas revisões/críticas foram feitas pelo twitter para cada tipo de vinho </li>\n",
    "</ol>\n",
    "Elaborate Questions:\n",
    "<ol> \n",
    "<li> Qual vinhos geram a maior discordância entre os sommeliers? </li>\n",
    "<li>  Alcance das publicações sobre os vinhos </li>\n",
    "<li>Regiões clássicas e as em crescimento entre os melhores vinhos </li>\n",
    "<li> Custo benefício (Melhores preços entre os melhores vinhos) </li>\n",
    "<li>Clima onde foram produzidos os melhores vinhos</li>\n",
    "</ol>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "1N1L4UlUJOI9"
   },
   "source": [
    "## EDA\n",
    "Present your EDA strategy: \n",
    "\n",
    "Primeiramente analisamos cada coluna por si (histograma, valores mais altos, valores mais baixos).\n",
    "\n",
    "Depois tentamos entender o que os gráficos gerados apontam e criar hipóteses de como eles se relacionam.\n",
    "\n",
    "Finalmente faremos análises mais complexas, procurando evidências ou contra-evidências para nossas hipóteses; além de criar algumas análises baseadas nas perguntas mais relevantes levantadas no exercício anterior.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "dAY976DNJOI-"
   },
   "source": [
    "# Some examples of analysis/visualizations:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "am9gCPbrJOI-"
   },
   "source": [
    "1) Present the mean, variance, min, median and max values for each attribute. If the dataset has too many attibutes, choose the more significant ones. Present your code and some remarks to help the understanding."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "EgWVmNwCJOI_"
   },
   "source": [
    "2) How well distributed are the dataset in relation the each attribute. How can you visually check that? Hint: plot a histogram"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Lo7sSvsVJOI_"
   },
   "source": [
    "3) Is there any attribute that can be used to better interpret the dataset? Show this in a graphic where you used this attribute to group (groupby) the data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "45_KjaLzJOJA"
   },
   "source": [
    "4) Is there any outlier's pattern? "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "79mARsOjJOJA"
   },
   "source": [
    "5) Make your own remarks about the dataset. Try to use one or more graphics to justify your remarks."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pSzHS7fDJOJB"
   },
   "source": [
    "6) Is there any symmetry that can be stressed?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pN0D8SiXJOJB"
   },
   "source": [
    "7) How important was EDA to help you understand the dataset?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "PZPF-t8uKfxR"
   },
   "source": [
    "# Carregar biliotecas e dados "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "kVBYkSVzSZ1a"
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "n5WAN_pASzhu"
   },
   "outputs": [],
   "source": [
    "wine_reviews = pd.read_csv('https://raw.githubusercontent.com/aguimarjr/topicos/master/winemag-data-130k-v2.csv')\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "FXdMfKkDMtsv"
   },
   "source": [
    "# Analise exploratoria das colunas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ZEV6Ub6aM1HG"
   },
   "source": [
    "##Mostra todas colunas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 85
    },
    "id": "pJPz-UYZM9iL",
    "outputId": "0d0c42a9-2905-42d0-ae1d-65b96fdca2ce"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Unnamed: 0', 'country', 'description', 'designation', 'points',\n",
       "       'price', 'province', 'region_1', 'region_2', 'taster_name',\n",
       "       'taster_twitter_handle', 'title', 'variety', 'winery'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 145,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wine_reviews.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "91nL2zatRnYo"
   },
   "source": [
    "##Como é a distribuição de pontos?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 296
    },
    "id": "-yapxDx3R3jd",
    "outputId": "e150afe5-2f45-486b-9123-ad26a0ade592"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='points', ylabel='Count'>"
      ]
     },
     "execution_count": 146,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(data=wine_reviews,x=\"points\",bins=20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "zkTFgfyMSJzC"
   },
   "source": [
    "##Quais são os 10 vinhos mais caros?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "CJ5wGaoRSZOl",
    "outputId": "72a00f3e-560b-47a3-f88d-372f6454ba4a"
   },
   "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>Unnamed: 0</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>80290</th>\n",
       "      <td>80290</td>\n",
       "      <td>France</td>\n",
       "      <td>This ripe wine shows plenty of blackberry frui...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88</td>\n",
       "      <td>3300.0</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Médoc</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château les Ormes Sorbet 2013  Médoc</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Château les Ormes Sorbet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15840</th>\n",
       "      <td>15840</td>\n",
       "      <td>France</td>\n",
       "      <td>The wine is a velvet glove in an iron fist. Th...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>96</td>\n",
       "      <td>2500.0</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Pomerol</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Pétrus 2014  Pomerol</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Château Pétrus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98380</th>\n",
       "      <td>98380</td>\n",
       "      <td>France</td>\n",
       "      <td>A superb wine from a great year, this is power...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>96</td>\n",
       "      <td>2500.0</td>\n",
       "      <td>Burgundy</td>\n",
       "      <td>La Romanée</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine du Comte Liger-Belair 2010  La Romanée</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Domaine du Comte Liger-Belair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120391</th>\n",
       "      <td>120391</td>\n",
       "      <td>US</td>\n",
       "      <td>The nose on this single-vineyard wine from a s...</td>\n",
       "      <td>Roger Rose Vineyard</td>\n",
       "      <td>91</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Arroyo Seco</td>\n",
       "      <td>Central Coast</td>\n",
       "      <td>Matt Kettmann</td>\n",
       "      <td>@mattkettmann</td>\n",
       "      <td>Blair 2013 Roger Rose Vineyard Chardonnay (Arr...</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Blair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113564</th>\n",
       "      <td>113564</td>\n",
       "      <td>France</td>\n",
       "      <td>A wonderfully complete wine, with all the elem...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>96</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Burgundy</td>\n",
       "      <td>La Romanée</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Domaine du Comte Liger-Belair 2005  La Romanée</td>\n",
       "      <td>Pinot Noir</td>\n",
       "      <td>Domaine du Comte Liger-Belair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65352</th>\n",
       "      <td>65352</td>\n",
       "      <td>France</td>\n",
       "      <td>This extravagantly perfumed wine has great jui...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>97</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Pomerol</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Pétrus 2011  Pomerol</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Château Pétrus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1558</th>\n",
       "      <td>1558</td>\n",
       "      <td>France</td>\n",
       "      <td>A massive wine for Margaux, packed with tannin...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>98</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Margaux</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Margaux 2009  Margaux</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Château Margaux</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111753</th>\n",
       "      <td>111753</td>\n",
       "      <td>France</td>\n",
       "      <td>Almost black in color, this stunning wine is g...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Pauillac</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Lafite Rothschild 2010  Pauillac</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Château Lafite Rothschild</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111755</th>\n",
       "      <td>111755</td>\n",
       "      <td>France</td>\n",
       "      <td>This is the finest Cheval Blanc for many years...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Saint-Émilion</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Cheval Blanc 2010  Saint-Émilion</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Château Cheval Blanc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1575</th>\n",
       "      <td>1575</td>\n",
       "      <td>France</td>\n",
       "      <td>The purest Cabernet Sauvignon fruit, with dark...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>96</td>\n",
       "      <td>1300.0</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Pauillac</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château Mouton Rothschild 2009  Pauillac</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Château Mouton Rothschild</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0 country                                        description  \\\n",
       "80290        80290  France  This ripe wine shows plenty of blackberry frui...   \n",
       "15840        15840  France  The wine is a velvet glove in an iron fist. Th...   \n",
       "98380        98380  France  A superb wine from a great year, this is power...   \n",
       "120391      120391      US  The nose on this single-vineyard wine from a s...   \n",
       "113564      113564  France  A wonderfully complete wine, with all the elem...   \n",
       "65352        65352  France  This extravagantly perfumed wine has great jui...   \n",
       "1558          1558  France  A massive wine for Margaux, packed with tannin...   \n",
       "111753      111753  France  Almost black in color, this stunning wine is g...   \n",
       "111755      111755  France  This is the finest Cheval Blanc for many years...   \n",
       "1575          1575  France  The purest Cabernet Sauvignon fruit, with dark...   \n",
       "\n",
       "                designation  points   price    province       region_1  \\\n",
       "80290                   NaN      88  3300.0    Bordeaux          Médoc   \n",
       "15840                   NaN      96  2500.0    Bordeaux        Pomerol   \n",
       "98380                   NaN      96  2500.0    Burgundy     La Romanée   \n",
       "120391  Roger Rose Vineyard      91  2013.0  California    Arroyo Seco   \n",
       "113564                  NaN      96  2000.0    Burgundy     La Romanée   \n",
       "65352                   NaN      97  2000.0    Bordeaux        Pomerol   \n",
       "1558                    NaN      98  1900.0    Bordeaux        Margaux   \n",
       "111753                  NaN     100  1500.0    Bordeaux       Pauillac   \n",
       "111755                  NaN     100  1500.0    Bordeaux  Saint-Émilion   \n",
       "1575                    NaN      96  1300.0    Bordeaux       Pauillac   \n",
       "\n",
       "             region_2    taster_name taster_twitter_handle  \\\n",
       "80290             NaN     Roger Voss            @vossroger   \n",
       "15840             NaN     Roger Voss            @vossroger   \n",
       "98380             NaN     Roger Voss            @vossroger   \n",
       "120391  Central Coast  Matt Kettmann         @mattkettmann   \n",
       "113564            NaN     Roger Voss            @vossroger   \n",
       "65352             NaN     Roger Voss            @vossroger   \n",
       "1558              NaN     Roger Voss            @vossroger   \n",
       "111753            NaN     Roger Voss            @vossroger   \n",
       "111755            NaN     Roger Voss            @vossroger   \n",
       "1575              NaN     Roger Voss            @vossroger   \n",
       "\n",
       "                                                    title  \\\n",
       "80290                Château les Ormes Sorbet 2013  Médoc   \n",
       "15840                        Château Pétrus 2014  Pomerol   \n",
       "98380      Domaine du Comte Liger-Belair 2010  La Romanée   \n",
       "120391  Blair 2013 Roger Rose Vineyard Chardonnay (Arr...   \n",
       "113564     Domaine du Comte Liger-Belair 2005  La Romanée   \n",
       "65352                        Château Pétrus 2011  Pomerol   \n",
       "1558                        Château Margaux 2009  Margaux   \n",
       "111753           Château Lafite Rothschild 2010  Pauillac   \n",
       "111755           Château Cheval Blanc 2010  Saint-Émilion   \n",
       "1575             Château Mouton Rothschild 2009  Pauillac   \n",
       "\n",
       "                         variety                         winery  \n",
       "80290   Bordeaux-style Red Blend       Château les Ormes Sorbet  \n",
       "15840   Bordeaux-style Red Blend                 Château Pétrus  \n",
       "98380                 Pinot Noir  Domaine du Comte Liger-Belair  \n",
       "120391                Chardonnay                          Blair  \n",
       "113564                Pinot Noir  Domaine du Comte Liger-Belair  \n",
       "65352   Bordeaux-style Red Blend                 Château Pétrus  \n",
       "1558    Bordeaux-style Red Blend                Château Margaux  \n",
       "111753  Bordeaux-style Red Blend      Château Lafite Rothschild  \n",
       "111755  Bordeaux-style Red Blend           Château Cheval Blanc  \n",
       "1575    Bordeaux-style Red Blend      Château Mouton Rothschild  "
      ]
     },
     "execution_count": 147,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wine_reviews.sort_values(by=[\"price\"],ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "-LYhir75qZ3J"
   },
   "source": [
    "## Quais são os 10 vinhos mais baratos?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "zHi_ZGBeqgN9",
    "outputId": "8faf0684-b2c2-4b35-c4de-6fad7f814dd0"
   },
   "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",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</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>20484</th>\n",
       "      <td>20484</td>\n",
       "      <td>US</td>\n",
       "      <td>Fruity, soft and rather sweet, this wine smell...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>85</td>\n",
       "      <td>4.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Clarksburg</td>\n",
       "      <td>Central Valley</td>\n",
       "      <td>Jim Gordon</td>\n",
       "      <td>@gordone_cellars</td>\n",
       "      <td>Dancing Coyote 2015 White (Clarksburg)</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Dancing Coyote</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112919</th>\n",
       "      <td>112919</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Nice on the nose, this has a leafy note and a ...</td>\n",
       "      <td>Estate Bottled</td>\n",
       "      <td>84</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Levante</td>\n",
       "      <td>Yecla</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Terrenal 2010 Estate Bottled Tempranillo (Yecla)</td>\n",
       "      <td>Tempranillo</td>\n",
       "      <td>Terrenal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59507</th>\n",
       "      <td>59507</td>\n",
       "      <td>US</td>\n",
       "      <td>Sweet and fruity, this canned wine feels soft ...</td>\n",
       "      <td>Unoaked</td>\n",
       "      <td>83</td>\n",
       "      <td>4.0</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "      <td>California Other</td>\n",
       "      <td>Jim Gordon</td>\n",
       "      <td>@gordone_cellars</td>\n",
       "      <td>Pam's Cuties NV Unoaked Chardonnay (California)</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Pam's Cuties</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31530</th>\n",
       "      <td>31530</td>\n",
       "      <td>US</td>\n",
       "      <td>Packaged in a cute yellow recyclable Tetrapak,...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84</td>\n",
       "      <td>4.0</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "      <td>California Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bandit NV Chardonnay (California)</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Bandit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61768</th>\n",
       "      <td>61768</td>\n",
       "      <td>Spain</td>\n",
       "      <td>This opens with standard cherry and berry arom...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Levante</td>\n",
       "      <td>Yecla</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Terrenal 2010 Cabernet Sauvignon (Yecla)</td>\n",
       "      <td>Cabernet Sauvignon</td>\n",
       "      <td>Terrenal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1987</th>\n",
       "      <td>1987</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Berry and cherry aromas are surprisingly sturd...</td>\n",
       "      <td>Flirty Bird</td>\n",
       "      <td>85</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Central Spain</td>\n",
       "      <td>Vino de la Tierra de Castilla</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Felix Solis 2013 Flirty Bird Syrah (Vino de la...</td>\n",
       "      <td>Syrah</td>\n",
       "      <td>Felix Solis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126096</th>\n",
       "      <td>126096</td>\n",
       "      <td>Romania</td>\n",
       "      <td>Notes of sun-dried hay and green flower highli...</td>\n",
       "      <td>UnWineD</td>\n",
       "      <td>86</td>\n",
       "      <td>4.0</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 UnWineD Pinot Grigio (Viile...</td>\n",
       "      <td>Pinot Grigio</td>\n",
       "      <td>Cramele Recas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64590</th>\n",
       "      <td>64590</td>\n",
       "      <td>US</td>\n",
       "      <td>There's a lot going on in this Merlot, which i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86</td>\n",
       "      <td>4.0</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "      <td>California Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bandit NV Merlot (California)</td>\n",
       "      <td>Merlot</td>\n",
       "      <td>Bandit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117303</th>\n",
       "      <td>117303</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Tropical fruit and citrus aromas aren't bad, b...</td>\n",
       "      <td>Flirty Bird</td>\n",
       "      <td>82</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Central Spain</td>\n",
       "      <td>Vino de la Tierra de Castilla</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Michael Schachner</td>\n",
       "      <td>@wineschach</td>\n",
       "      <td>Felix Solis 2012 Flirty Bird White (Vino de la...</td>\n",
       "      <td>White Blend</td>\n",
       "      <td>Felix Solis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29553</th>\n",
       "      <td>29553</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>Crimson in color but also translucent, with a ...</td>\n",
       "      <td>Red</td>\n",
       "      <td>84</td>\n",
       "      <td>4.0</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>Broke Ass 2009 Red Malbec-Syrah (Mendoza)</td>\n",
       "      <td>Malbec-Syrah</td>\n",
       "      <td>Broke Ass</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0    country  \\\n",
       "20484        20484         US   \n",
       "112919      112919      Spain   \n",
       "59507        59507         US   \n",
       "31530        31530         US   \n",
       "61768        61768      Spain   \n",
       "1987          1987      Spain   \n",
       "126096      126096    Romania   \n",
       "64590        64590         US   \n",
       "117303      117303      Spain   \n",
       "29553        29553  Argentina   \n",
       "\n",
       "                                              description     designation  \\\n",
       "20484   Fruity, soft and rather sweet, this wine smell...             NaN   \n",
       "112919  Nice on the nose, this has a leafy note and a ...  Estate Bottled   \n",
       "59507   Sweet and fruity, this canned wine feels soft ...         Unoaked   \n",
       "31530   Packaged in a cute yellow recyclable Tetrapak,...             NaN   \n",
       "61768   This opens with standard cherry and berry arom...             NaN   \n",
       "1987    Berry and cherry aromas are surprisingly sturd...     Flirty Bird   \n",
       "126096  Notes of sun-dried hay and green flower highli...         UnWineD   \n",
       "64590   There's a lot going on in this Merlot, which i...             NaN   \n",
       "117303  Tropical fruit and citrus aromas aren't bad, b...     Flirty Bird   \n",
       "29553   Crimson in color but also translucent, with a ...             Red   \n",
       "\n",
       "        points  price          province                       region_1  \\\n",
       "20484       85    4.0        California                     Clarksburg   \n",
       "112919      84    4.0           Levante                          Yecla   \n",
       "59507       83    4.0        California                     California   \n",
       "31530       84    4.0        California                     California   \n",
       "61768       84    4.0           Levante                          Yecla   \n",
       "1987        85    4.0     Central Spain  Vino de la Tierra de Castilla   \n",
       "126096      86    4.0   Viile Timisului                            NaN   \n",
       "64590       86    4.0        California                     California   \n",
       "117303      82    4.0     Central Spain  Vino de la Tierra de Castilla   \n",
       "29553       84    4.0  Mendoza Province                        Mendoza   \n",
       "\n",
       "                region_2         taster_name taster_twitter_handle  \\\n",
       "20484     Central Valley          Jim Gordon      @gordone_cellars   \n",
       "112919               NaN   Michael Schachner           @wineschach   \n",
       "59507   California Other          Jim Gordon      @gordone_cellars   \n",
       "31530   California Other                 NaN                   NaN   \n",
       "61768                NaN   Michael Schachner           @wineschach   \n",
       "1987                 NaN   Michael Schachner           @wineschach   \n",
       "126096               NaN  Anna Lee C. Iijima                   NaN   \n",
       "64590   California Other                 NaN                   NaN   \n",
       "117303               NaN   Michael Schachner           @wineschach   \n",
       "29553                NaN   Michael Schachner           @wineschach   \n",
       "\n",
       "                                                    title             variety  \\\n",
       "20484              Dancing Coyote 2015 White (Clarksburg)         White Blend   \n",
       "112919   Terrenal 2010 Estate Bottled Tempranillo (Yecla)         Tempranillo   \n",
       "59507     Pam's Cuties NV Unoaked Chardonnay (California)          Chardonnay   \n",
       "31530                   Bandit NV Chardonnay (California)          Chardonnay   \n",
       "61768            Terrenal 2010 Cabernet Sauvignon (Yecla)  Cabernet Sauvignon   \n",
       "1987    Felix Solis 2013 Flirty Bird Syrah (Vino de la...               Syrah   \n",
       "126096  Cramele Recas 2011 UnWineD Pinot Grigio (Viile...        Pinot Grigio   \n",
       "64590                       Bandit NV Merlot (California)              Merlot   \n",
       "117303  Felix Solis 2012 Flirty Bird White (Vino de la...         White Blend   \n",
       "29553           Broke Ass 2009 Red Malbec-Syrah (Mendoza)        Malbec-Syrah   \n",
       "\n",
       "                winery  \n",
       "20484   Dancing Coyote  \n",
       "112919        Terrenal  \n",
       "59507     Pam's Cuties  \n",
       "31530           Bandit  \n",
       "61768         Terrenal  \n",
       "1987       Felix Solis  \n",
       "126096   Cramele Recas  \n",
       "64590           Bandit  \n",
       "117303     Felix Solis  \n",
       "29553        Broke Ass  "
      ]
     },
     "execution_count": 148,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wine_reviews.sort_values(by=[\"price\"],ascending=True).head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "duTlhp6STGRM"
   },
   "source": [
    "##Como é a distibuição de preços para vinhos com preço menor de 150?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 296
    },
    "id": "InAC8vFtTTwh",
    "outputId": "0ecda7af-70db-4fb2-b7e4-fa959e1c8f08"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='price', ylabel='Count'>"
      ]
     },
     "execution_count": 149,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(wine_reviews[wine_reviews.price < 150],x=\"price\",bins=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "hL0eoCpwN6jV"
   },
   "source": [
    "##Quantos datasets existem por pais?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 592
    },
    "id": "97lwntqcOhBZ",
    "outputId": "9eb41eea-6451-4113-fbaa-d2b7cbc74a95"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wine_reviews['country'].value_counts().plot(kind='barh',figsize=(6,10)).invert_yaxis()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "oj5Z7l1SYl0_"
   },
   "source": [
    "##Quantos datasets existem para as 50 províncias mais frequentes?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 592
    },
    "id": "TW293p1TYqAS",
    "outputId": "274c62e2-5f5b-4eb8-90bc-ef439b02b7d9"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wine_reviews['province'].value_counts().head(50).plot(kind='barh',figsize=(6,10)).invert_yaxis()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "NJDEqbn7bOrK"
   },
   "source": [
    "##Quantos % dos datasets não tem uma região informado?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "id": "fuvPxWwGbOrL",
    "outputId": "e49c18b9-b2fc-4649-8f95-8428760f2993"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NaN    16.347493\n",
       "Name: region_1, dtype: float64"
      ]
     },
     "execution_count": 152,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wine_reviews['region_1'].value_counts(dropna=False,normalize=True).head(1)*100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "PUiTqU7-kxwT"
   },
   "source": [
    "Cerca de 16,3% não tem uma região informada. Isso pode significar que análises mais específicas ligadas as regiões (como clima) não apresentariam resultados suficientes. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ZlWTK1ksbwGS"
   },
   "source": [
    "##Quantos data-sets existem para as 50 regiões mais frequentes?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 592
    },
    "id": "Uxoq5-5bZS_a",
    "outputId": "eab12c25-e493-46b1-9bac-27d89415e50c"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wine_reviews['region_1'].value_counts().head(50).plot(kind='barh',figsize=(6,10)).invert_yaxis()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "iY6lNXYglg1e"
   },
   "source": [
    "Esse gráfico reforça a ideia anterior de que análises ligadas a região não apresentaram resultados confiáveis uma vez que não há um número mais uniforme de dados para cada região."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "tNENABVlaMDT"
   },
   "source": [
    "##Quantos % dos datasets não tem uma sub-região informado?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "id": "5WgWvcJWaUju",
    "outputId": "3fa1047e-dc0d-444e-cd82-dfb82f9e56fe"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NaN    61.136715\n",
       "Name: region_2, dtype: float64"
      ]
     },
     "execution_count": 154,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wine_reviews['region_2'].value_counts(dropna=False,normalize=True).head(1)*100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "P9Ghmt9rmGA5"
   },
   "source": [
    "Há cerca de 61,1% de dados \"faltando\" quanto ao que se refere a subregiões o que significa que esse banco de dados não tem a capacidade de apontar para análises sobre subregiões de forma confiável."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "p9r0-WFvZdJ9"
   },
   "source": [
    "##Qual é a frequência por sub-região?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 592
    },
    "id": "13nlyY4KZjJ-",
    "outputId": "81e2ac22-da25-461d-cc6b-cd9af38371b4"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wine_reviews['region_2'].value_counts().plot(kind='barh',figsize=(6,10)).invert_yaxis()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "qunMKQMib_BD"
   },
   "source": [
    "##Qual são as 50 produtores de vinhos mais frequentes?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 592
    },
    "id": "z_EYr2pvcIyF",
    "outputId": "e88b1797-0659-46c3-a12b-47c451a4ae71"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wine_reviews['winery'].value_counts().head(50).plot(kind='barh',figsize=(6,10)).invert_yaxis()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "-PTFc0KNcrP_"
   },
   "source": [
    "##Qual é a distribuição por uva?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 592
    },
    "id": "KT-c409IcwZ1",
    "outputId": "7e21bedb-f2c2-438a-bf18-d8c9173d5a77"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wine_reviews['variety'].value_counts(dropna=False).head(50).plot(kind='barh',figsize=(6,10)).invert_yaxis()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "jPhBvbyPv9kz"
   },
   "source": [
    "## Quais títulos apareçem mais?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 204
    },
    "id": "LGpQAtm5wDDF",
    "outputId": "121fc5d9-0a48-4349-d2af-6a53fd935314"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Gloria Ferrer NV Sonoma Brut Sparkling (Sonoma County)       11\n",
       "Korbel NV Brut Sparkling (California)                         9\n",
       "Segura Viudas NV Extra Dry Sparkling (Cava)                   8\n",
       "Segura Viudas NV Aria Estate Extra Dry Sparkling (Cava)       7\n",
       "Ruinart NV Brut Rosé  (Champagne)                             7\n",
       "Gloria Ferrer NV Blanc de Noirs Sparkling (Carneros)          7\n",
       "Bailly-Lapierre NV Brut  (Crémant de Bourgogne)               6\n",
       "Jacquart NV Brut Mosaïque  (Champagne)                        6\n",
       "Korbel NV Sweet Rosé Sparkling (California)                   6\n",
       "Pierre Sparr NV Brut Réserve Sparkling (Crémant d'Alsace)     6\n",
       "Name: title, dtype: int64"
      ]
     },
     "execution_count": 170,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wine_reviews['title'].value_counts().head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "UByzNzesQXD7"
   },
   "source": [
    "##Quais descrições aparecem mais?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 224
    },
    "id": "ViAX1-vzP2J7",
    "outputId": "b15f4a11-38b9-4a08-f62a-9d9c2e1ac6f4"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ripe plum, game, truffle, leather and menthol are some of the aromas you'll find on this earthy wine. The tightly wound palate offers dried black cherry, chopped sage, mint and roasted coffee bean alongside raspy tannins that leave a mouth-drying finish.                                                        3\n",
       "This zesty red has pretty aromas that suggest small red berry, blue flower and a whiff of moist soil. The vibrant palate offers sour cherry, pomegranate and a hint of anise alongside zesty acidity and refined tannins.                                                                                             3\n",
       "Gravenstein apple, honeysuckle and jasmine aromas show on the relatively boisterous nose of this bottling from a large vineyard on Highway 46 east of Paso Robles. There is compellingly grippy texture to the sip, with ripe flavors of pear and honeydew melon. A salty acidity takes it to the next level.         3\n",
       "Seductively tart in lemon pith, cranberry and pomegranate, this refreshing, light-bodied quaff is infinitely enjoyable, both on its own or at the table. It continues to expand on the palate into an increasing array of fresh flavors, finishing in cherry and orange.                                              3\n",
       "Stalky aromas suggest hay and green herbs, with raspberry in the backdrop. It's hot and short in terms of mouthfeel, with herbal flavors leading the way and berry fruit running behind. Dry red fruit and herbal notes dominate the finish.                                                                          3\n",
       "Cigar box, café au lait, and dried tobacco aromas are followed by coffee and cherry flavors, with barrel spices lingering on the finish. The wood gets a bit out front but it still delivers enjoyment.                                                                                                               3\n",
       "Made by David Low of Anthill Farms in extremely small quantities, this is a new brand devoted to light-bodied wines from fine, cool-climate sites. Tight in dried cranberry and cherry, this is indeed a light and subtle undertaking, dusty and perfumed in rosewater fragrance.                                     2\n",
       "One would like to see more aromatics, considering the variety, but it remains enjoyable with a lightly spritzy palate with off-dry red-apple and stone-fruit flavors. A straightforward, easy drinker.                                                                                                                2\n",
       "Dusty mineral and bramble notes juxtapose bright raspberry and sour-cherry notes in this full-bodied rosé. Made from a blend of Pinot Noir, Cabernet Franc and Cabernet Sauvignon, its clingy mouthfilling texture is pleasant and plump, balanced against brisk acidity and a clean finish.                          2\n",
       "This shows both the fruit of the vintage and a more structured tannic side. Black currant flavors are up front, offering a generous feeling. They are balanced by the backdrop of tannins and tight acidity. Together they make a wine that is concentrated and likely to be ready to drink soon. Drink from 2016.    2\n",
       "Name: description, dtype: int64"
      ]
     },
     "execution_count": 158,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wine_reviews['description'].value_counts().head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "9B1b3shqQvfo"
   },
   "source": [
    "##Quais são os 50 designações mais frequêntes?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 592
    },
    "id": "w9iyl6wBQ2w6",
    "outputId": "df3241e4-82ce-47ef-a899-c22e5a76c84a"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wine_reviews['designation'].value_counts().head(50).plot(kind='barh',figsize=(6,10)).invert_yaxis()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "gzDAmrLfufIl"
   },
   "source": [
    "## Quais são os degustadores mais ativos?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 592
    },
    "id": "YSJNRozguxIB",
    "outputId": "97517a83-d2b6-4bb7-d534-7272f3c04bb6"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wine_reviews['taster_name'].value_counts().head(50).plot(kind='barh',figsize=(6,10)).invert_yaxis()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "6J8xuqnjvZPo"
   },
   "source": [
    "## Quantos % das revisões são sem identificação do degustador?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "id": "TQ6po1zYvgFh",
    "outputId": "5a869016-d510-4b68-ec64-9d7587a248dc"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NaN    20.192197\n",
       "Name: taster_name, dtype: float64"
      ]
     },
     "execution_count": 162,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wine_reviews['taster_name'].value_counts(dropna=False,normalize=True).head(1)*100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "MZk88DPvUa-Y"
   },
   "source": [
    "# Analises de correlação"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "GCwjVwnVdQOA"
   },
   "source": [
    "##Qual é a correlação entre preço e pontos?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 296
    },
    "id": "CtSPqAuMdcOw",
    "outputId": "21ed9d47-e4ba-4bea-be7a-de5452f3d8d2"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='points', ylabel='price'>"
      ]
     },
     "execution_count": 163,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(data=wine_reviews,x=\"points\",y=\"price\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "DjW8ECrSmq3E"
   },
   "source": [
    "Aparenta-se que o preço e qualidade do vinho (pontos) são proporcionais, entretanto os pontos discordantes e a \"aparência\" irregular do gráfico talvez aponte mais fatores nessa relação."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "X7bzvnysfvoJ"
   },
   "source": [
    "##Qual é o outlier com preço em torno de 2000 e uma pontuação em torno de 90?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 267
    },
    "id": "AJF8Bt1IfBwp",
    "outputId": "6da9851f-5d77-421a-fcc4-91092ad555ae"
   },
   "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>Unnamed: 0</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>80290</th>\n",
       "      <td>80290</td>\n",
       "      <td>France</td>\n",
       "      <td>This ripe wine shows plenty of blackberry frui...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88</td>\n",
       "      <td>3300.0</td>\n",
       "      <td>Bordeaux</td>\n",
       "      <td>Médoc</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Roger Voss</td>\n",
       "      <td>@vossroger</td>\n",
       "      <td>Château les Ormes Sorbet 2013  Médoc</td>\n",
       "      <td>Bordeaux-style Red Blend</td>\n",
       "      <td>Château les Ormes Sorbet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120391</th>\n",
       "      <td>120391</td>\n",
       "      <td>US</td>\n",
       "      <td>The nose on this single-vineyard wine from a s...</td>\n",
       "      <td>Roger Rose Vineyard</td>\n",
       "      <td>91</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>California</td>\n",
       "      <td>Arroyo Seco</td>\n",
       "      <td>Central Coast</td>\n",
       "      <td>Matt Kettmann</td>\n",
       "      <td>@mattkettmann</td>\n",
       "      <td>Blair 2013 Roger Rose Vineyard Chardonnay (Arr...</td>\n",
       "      <td>Chardonnay</td>\n",
       "      <td>Blair</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0 country                                        description  \\\n",
       "80290        80290  France  This ripe wine shows plenty of blackberry frui...   \n",
       "120391      120391      US  The nose on this single-vineyard wine from a s...   \n",
       "\n",
       "                designation  points   price    province     region_1  \\\n",
       "80290                   NaN      88  3300.0    Bordeaux        Médoc   \n",
       "120391  Roger Rose Vineyard      91  2013.0  California  Arroyo Seco   \n",
       "\n",
       "             region_2    taster_name taster_twitter_handle  \\\n",
       "80290             NaN     Roger Voss            @vossroger   \n",
       "120391  Central Coast  Matt Kettmann         @mattkettmann   \n",
       "\n",
       "                                                    title  \\\n",
       "80290                Château les Ormes Sorbet 2013  Médoc   \n",
       "120391  Blair 2013 Roger Rose Vineyard Chardonnay (Arr...   \n",
       "\n",
       "                         variety                    winery  \n",
       "80290   Bordeaux-style Red Blend  Château les Ormes Sorbet  \n",
       "120391                Chardonnay                     Blair  "
      ]
     },
     "execution_count": 164,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wine_reviews.query('price > 1800 & points < 92')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "cy1p6jJsgIQC"
   },
   "source": [
    "## Qual é a Correlação entre a quantidade de vinhos que um produtor produz e a nota maxima recebida?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 296
    },
    "id": "tcK4C3XQgYLo",
    "outputId": "19db4b95-95ee-4c1e-d012-d3997f33671a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Max Points of Winery', ylabel='Datasets per Winery'>"
      ]
     },
     "execution_count": 165,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "sns.boxplot(data=wine_reviews.groupby(['winery']).agg({'winery' : 'count', 'points' : 'max'}).rename(columns={\"winery\": \"Datasets per Winery\", \"points\": \"Max Points of Winery\"}),x=\"Max Points of Winery\",y=\"Datasets per Winery\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "aWP66whejY5E"
   },
   "source": [
    "##Quem é o produtor com > 300 datasets e um vinho avaliado em 100 pontos?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 80
    },
    "id": "GOnwR7q3jnzn",
    "outputId": "656bcb8c-27ed-4827-bdc5-f0522e9903e0"
   },
   "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></th>\n",
       "      <th>Datasets_per_Winery</th>\n",
       "      <th>Max_Points_of_Winery</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>winery</th>\n",
       "      <th>country</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [Datasets_per_Winery, Max_Points_of_Winery]\n",
       "Index: []"
      ]
     },
     "execution_count": 166,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wine_reviews.groupby(['winery','country']).agg({'winery' : 'count', 'points' : 'max'}).rename(columns={\"winery\": \"Datasets_per_Winery\", \"points\": \"Max_Points_of_Winery\"}).query('Datasets_per_Winery > 300')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_hFkkzHfNyAW"
   },
   "source": [
    "# Analises mais complexas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "1Gsln3MnnEYX"
   },
   "source": [
    "## Quais paises produzem os melhores vinhos?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 609
    },
    "id": "Xvub58tdnPgn",
    "outputId": "20bc37dd-ee20-4fe2-e841-d10ccf1b9278"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='country'>"
      ]
     },
     "execution_count": 167,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wine_reviews.query(\"points == 100\").groupby(['country']).agg({'points':'count'}).rename(columns={'points':'Qty. of 100 point wines'}).plot(kind='barh',figsize=(6,10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "o8Qrx7h-eUq8"
   },
   "source": [
    "Aqui vale notar que, apesar da França ser considerada como o país com os melhores vinhos, US tem mais de o dobro de reviews, então é esperado essa análise não seja tão \"justa\" quanto o desejado.\n",
    "\n",
    "Ainda sim é pode-se concluir com certa confiança que França, US, Itália, Portugal e Austrália produzem os melhores vinhos dessa base de dados. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "rorA6TDxpX2A"
   },
   "source": [
    "## Qual é o preço dos melhores vinhos?\n",
    "\n",
    "Qual é a distribuição de preços para vinhos com 99 pontos ou mais."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 296
    },
    "id": "dxfZcRxepeSj",
    "outputId": "5a1bbff5-2dc1-4a61-ad97-7bacb759d04b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='price', ylabel='Count'>"
      ]
     },
     "execution_count": 168,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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SSgwHSVKJ4SBJKjEcJEklhoMkqcRwkCSVGA6SpBLDQZJUUunzHHZE7W1tdX9ecXt7e8s/Azkiqi5BUhMZDtvprY0bOf+Mi+q6zLm3f6Ouy5x7+zfqtqxNWr0+SfXlYSVJUonhIEkqMRwkSSWGgySpxHCQJJUYDpKkEsNBklRiOEiSSgwHSVKJ4SBJKjEcJEklhoMkqcRwkCSVGA6SpBLDQZJU0vRwiIj9I+InEfFsRPwsImY0uwZJ0tZV8bCfjcDfZuaiiBgOLIyIH2XmsxXUIknqRdP3HDJzbWYuKoZfBZYCo5tdhySpb5U+JjQiOoGjgPm9TLsQuBDggAMOGPA6hg4ZUtfnM7e3tf6TVev9nOt6f+ZGPId76JAhdV1evXWOGcPKVavquswxBxzAipUr67pM/XGGD38Xr732at2Wt/vuw3n11VfqtrztUdlvuojYHbgL+Hxmlj59Zs4B5gB0dXXlQNfzxr//+y73/ON6P+e63p+5Uc/hbmUrV61iw/Ln6rrMeges/nivvfZqS29726OSq5Uiop1aMNycmfOqqEGS1LcqrlYK4DpgaWZ+vdnrlyRtWxV7DscBfwWcEBFPFa9TKqhDktSHpp9zyMx/BaLZ65Uk9Z/fkJYklRgOkqQSw0GSVGI4SJJKDAdJUonhIEkqMRwkSSWGgySpxHCQJJUYDpKkEsNBklRiOEiSSgwHSVKJ4SBJKjEcJEkllT1DWqq32kMG62Pw4HbefPOt+i2vvb3uz3weOmRIXZcn9WQ4aKdR7we7b1j+XN2Wt8e4Q+taH1T78Hnt/DysJEkqMRwkSSWGgySpxHCQJJUYDpKkEsNBklRiOEiSSgwHSVKJ4SBJKjEcJEklhoMkqcRwkCSVGA6SpBLDQZJUYjhIkkoMB0lSSSXhEBFTI+L5iFgeETOrqEGS1Lemh0NEDAKuBP4cOAw4KyIOa3YdkqS+VbHn8J+A5Zn5b5n5JnArcFoFdUiS+hCZ2dwVRpwOTM3MC4rxvwI+kJmf3WK+C4ELi9FDgOd7Wdw+wEsNLLceWr3GVq8PWr/GVq8PrLEeWr0+KNc4JjP3HciC2upTT/1l5hxgztbmiYgFmdnVpJIGpNVrbPX6oPVrbPX6wBrrodXrg/rWWMVhpTXA/j3GO4o2SVKLqCIcfgocFBFjI2IwcCZwbwV1SJL60PTDSpm5MSI+C/wAGATMzcyfDXBxWz3s1CJavcZWrw9av8ZWrw+ssR5avT6oY41NPyEtSWp9fkNaklRiOEiSSnbYcGiFW3BExP4R8ZOIeDYifhYRM4r2vSLiRxGxrPi5Z9EeEfGNouanI+L9TapzUEQ8GRH3FeNjI2J+UcdtxYUBRMSQYnx5Mb2zSfWNiIg7I+K5iFgaEce0YB9+ofg3XhIRt0TE0Kr7MSLmRsSLEbGkR9t291tETC/mXxYR0xtc3+zi3/npiPjHiBjRY9rFRX3PR8Sf9Whv2LbeW409pv1tRGRE7FOMt0QfFu2fK/rxZxHxDz3a69eHmbnDvaidyP4F8F5gMLAYOKyCOkYB7y+GhwM/p3ZLkH8AZhbtM4FLi+FTgO8DAUwC5jepzr8BvgfcV4zfDpxZDF8NfKoY/jRwdTF8JnBbk+q7AbigGB4MjGilPgRGA78EduvRf+dV3Y/AZOD9wJIebdvVb8BewL8VP/cshvdsYH0nA23F8KU96jus2I6HAGOL7XtQo7f13mos2vendtHMSmCfFuvDDwH/Agwpxkc2og8bvuE3aKM4BvhBj/GLgYtboK57gCnUvs09qmgbBTxfDH8bOKvH/Jvna2BNHcCDwAnAfcV/7Jd6bKCb+7LYGI4phtuK+aLB9e1B7RdvbNHeSn04GlhdbPxtRT/+WSv0I9C5xS+O7eo34Czg2z3a/2C+ete3xbS/AG4uhv9gG97Uh83Y1nurEbgT+BNgBb8Ph5boQ2p/lJzUy3x17cMd9bDSpo11k+6irTLFoYOjgPnAfpm5tpj0a2C/YriKui8H/g54uxjfG/htZm7spYbN9RXTNxTzN9JYYB1wfXHo69qIeCct1IeZuQa4DFgFrKXWLwtprX7cZHv7rcpt6Xxqf4mzlTqaXl9EnAasyczFW0xqlRoPBv5zccjy4YiY2Ij6dtRwaCkRsTtwF/D5zHyl57SsRXUl1wtHxDTgxcxcWMX6+6mN2m7zVZl5FPA6tcMhm1XZhwDFcfvTqAXZe4B3AlOrqqe/qu63rYmIrwAbgZurrqWniBgG/A/gf1Zdy1a0UduLnQR8Cbg9IqLeK9lRw6FlbsEREe3UguHmzJxXNL8QEaOK6aOAF4v2Ztd9HHBqRKygdvfbE4ArgBERsekLkD1r2FxfMX0PYH0D64PaXzHdmTm/GL+TWli0Sh8CnAT8MjPXZeZbwDxqfdtK/bjJ9vZb0/szIs4DpgFnFwHWSvUdSO2PgMXFdtMBLIqId7dQjd3AvKx5gtpRgX3qXd+OGg4tcQuOIq2vA5Zm5td7TLoX2HTFwnRq5yI2tZ9bXPUwCdjQ4xBA3WXmxZnZkZmd1Prox5l5NvAT4PQ+6ttU9+nF/A39yzMzfw2sjohDiqYTgWdpkT4srAImRcSw4t98U40t0489bG+//QA4OSL2LPaQTi7aGiIiplI7zHlqZv5ui7rPjNqVXmOBg4AnaPK2npnPZObIzOwstptuahed/JoW6UPgbmonpYmIg6mdZH6JevdhPU/sNPNF7cqBn1M7C/+Vimr4U2q77U8DTxWvU6gdX34QWEbtqoK9ivmD2oOOfgE8A3Q1sdYP8vurld5b/KdZDtzB7696GFqMLy+mv7dJtb0PWFD0493UrvhoqT4Evgo8BywBvkvtipBK+xG4hdo5kLeo/RL7xED6jdqx/+XF6+MNrm85tePfm7aXq3vM/5WivueBP+/R3rBtvbcat5i+gt+fkG6VPhwM3FT8X1wEnNCIPvT2GZKkkh31sJIkqYEMB0lSieEgSSoxHCRJJYaDJKnEcJAGKCL+V0ScVHUdUiN4Kas0ABExKDP/o+o6pEZxz0HaQkR0FvfKvzlqz5e4s/h29IqIuDQiFgEfi4jvRMTpxXsmRsT/jYjFEfFERAyP2nM0ZkfET4v7///3ij+a1G+Gg9S7Q4BvZeZ44BVqz2gAWJ+Z78/MWzfNWNyS4DZgRmb+CbV7Mf0/at9m3ZCZE4GJwF8XtzWQWp7hIPVudWb+n2L4Jmq3SoFaCGzpEGBtZv4UIDNfydqtuk+mdi+ep6jdyn1vave7kVpe27ZnkXZJW56M2zT++nYsI4DPZWYjb8ImNYR7DlLvDoiIY4rh/wb861bmfR4YtemhK8X5hjZqd+b8VHFbdyLi4OJBRlLLMxyk3j0PfCYillK7S+xVfc2YmW8Cfwl8MyIWAz+idmfWa6nd2ntR1B4Q/23cW9cOwktZpS0Uj3y9LzMnVF2LVBX3HCRJJe45SJJK3HOQJJUYDpKkEsNBklRiOEiSSgwHSVLJ/wcfk4Nr/QFl4gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(data=wine_reviews.query('points >= 99'),x='price', hue='points',binwidth=100,multiple='stack')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "MNiXkfRhdo0P"
   },
   "source": [
    "O gráfico aponta para uma conclusão surpreendente: que o número de vinhos bem avaliados não se concentra nos maiores preços, pelo contrário, há mais vinhos de alta qualidade com preços abaixo de 400 dólares que acima disso.\n",
    "\n",
    "\n",
    "Apesar disso, essa é uma análise apressada e possivelmente errada, uma vez que que considera-se vinhos de diversos países, assim pode haver países que ótimos vinhos sejam mais baratos (países produtores de vinhos) enquanto em outros ótimos vinhos sejam caros (países que importam vinhos, por exemplo).\n",
    "\n",
    "\n",
    "Uma análise de preço por país poderia trazer maior compreensão sobre o assunto. O gráfico seguinte mostra isso.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "17OFwdyUsAVl"
   },
   "source": [
    "## Qual é o preço médio por pais?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 609
    },
    "id": "fHfYVy3PsUX1",
    "outputId": "8c0ebe2f-0aad-4afc-da16-63d7457754fa"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='country'>"
      ]
     },
     "execution_count": 169,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wine_reviews.groupby(['country']).agg({'price':'mean'}).dropna().sort_values(by='price').plot(kind='barh',figsize=(6,10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "eaufwFGEgtgf"
   },
   "source": [
    "O gráfico acima reforça a suspeita mencionada anteriormente que o preço dos vinhos está mais fortemente relacionado com o país que é vendido do que com a qualidade dele.\n",
    "\n",
    "\n",
    "O gráfico dos países produtores dos melhores vinhos apontam para França, US, Itália, Portugal e Austrália como tais. Entretanto o gráfico acima mostra que eles tem preços medianos e não os mais caros."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "SHwX-o7btZE0"
   },
   "source": [
    "## Quais vinhos geraram a maior discordância entre os degustadores?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 782
    },
    "id": "apQBbSrqwOIR",
    "outputId": "67e336ba-9d70-4e2e-8311-7be4926cb1d6"
   },
   "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 tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th colspan=\"3\" halign=\"left\">points</th>\n",
       "      <th>discordance</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>count</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>country</th>\n",
       "      <th>winery</th>\n",
       "      <th>variety</th>\n",
       "      <th>title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">US</th>\n",
       "      <th>Felten Cellars</th>\n",
       "      <th>Pinot Noir</th>\n",
       "      <th>Felten Cellars 2011 Pinot Noir (San Luis Obispo County)</th>\n",
       "      <td>81</td>\n",
       "      <td>93</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Boekenoogen</th>\n",
       "      <th>Pinot Noir</th>\n",
       "      <th>Boekenoogen 2011 Estate Pinot Noir (Santa Lucia Highlands)</th>\n",
       "      <td>84</td>\n",
       "      <td>94</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">France</th>\n",
       "      <th>Laurent-Perrier</th>\n",
       "      <th>Champagne Blend</th>\n",
       "      <th>Laurent-Perrier NV Cuvée Brut Rosé  (Champagne)</th>\n",
       "      <td>83</td>\n",
       "      <td>92</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cave de Ribeauvillé</th>\n",
       "      <th>Sparkling Blend</th>\n",
       "      <th>Cave de Ribeauvillé NV Giersberger Brut Sparkling (Crémant d'Alsace)</th>\n",
       "      <td>80</td>\n",
       "      <td>89</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>US</th>\n",
       "      <th>Westerly</th>\n",
       "      <th>Merlot</th>\n",
       "      <th>Westerly 2010 Merlot (Happy Canyon of Santa Barbara)</th>\n",
       "      <td>84</td>\n",
       "      <td>92</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>France</th>\n",
       "      <th>Château de Seguin</th>\n",
       "      <th>Bordeaux-style Red Blend</th>\n",
       "      <th>Château de Seguin 2011 Cuvée Prestige  (Bordeaux Supérieur)</th>\n",
       "      <td>83</td>\n",
       "      <td>91</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spain</th>\n",
       "      <th>Maria Casanovas</th>\n",
       "      <th>Sparkling Blend</th>\n",
       "      <th>Maria Casanovas NV Glaç Brut Nature Sparkling (Cava)</th>\n",
       "      <td>82</td>\n",
       "      <td>90</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">France</th>\n",
       "      <th>Krug</th>\n",
       "      <th>Champagne Blend</th>\n",
       "      <th>Krug NV Brut Rosé  (Champagne)</th>\n",
       "      <td>87</td>\n",
       "      <td>94</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Besserat de Bellefon</th>\n",
       "      <th>Chardonnay</th>\n",
       "      <th>Besserat de Bellefon NV Cuvée des Moines Brut Blanc de Blancs Chardonnay (Champagne)</th>\n",
       "      <td>85</td>\n",
       "      <td>92</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Willm</th>\n",
       "      <th>Gewürztraminer</th>\n",
       "      <th>Willm 2011 Clos Gaensbroennel Kirchberg de Barr Grand Cru Gewurztraminer (Alsace)</th>\n",
       "      <td>86</td>\n",
       "      <td>93</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>US</th>\n",
       "      <th>Trinitas</th>\n",
       "      <th>Zinfandel</th>\n",
       "      <th>Trinitas 2004 Bigalow Vineyard Zinfandel (Contra Costa County)</th>\n",
       "      <td>83</td>\n",
       "      <td>90</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>France</th>\n",
       "      <th>Domaine Charles Baur</th>\n",
       "      <th>Sparkling Blend</th>\n",
       "      <th>Domaine Charles Baur NV Brut Sparkling (Crémant d'Alsace)</th>\n",
       "      <td>85</td>\n",
       "      <td>92</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">US</th>\n",
       "      <th>Gloria Ferrer</th>\n",
       "      <th>Sparkling Blend</th>\n",
       "      <th>Gloria Ferrer NV Sonoma Brut Sparkling (Sonoma County)</th>\n",
       "      <td>85</td>\n",
       "      <td>92</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cerro Prieto</th>\n",
       "      <th>Cabernet Sauvignon</th>\n",
       "      <th>Cerro Prieto 2009 Paso Bordo Reserve Cabernet Sauvignon (Paso Robles)</th>\n",
       "      <td>85</td>\n",
       "      <td>92</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>France</th>\n",
       "      <th>Domaine Bernhard &amp; Reibel</th>\n",
       "      <th>Pinot Gris</th>\n",
       "      <th>Domaine Bernhard &amp; Reibel 2014 Hahnenberg Pinot Gris (Alsace)</th>\n",
       "      <td>80</td>\n",
       "      <td>87</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spain</th>\n",
       "      <th>Segura Viudas</th>\n",
       "      <th>Sparkling Blend</th>\n",
       "      <th>Segura Viudas NV Aria Estate Extra Dry Sparkling (Cava)</th>\n",
       "      <td>81</td>\n",
       "      <td>88</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">France</th>\n",
       "      <th>Jacquart</th>\n",
       "      <th>Champagne Blend</th>\n",
       "      <th>Jacquart NV Brut Mosaïque  (Champagne)</th>\n",
       "      <td>85</td>\n",
       "      <td>92</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Henri Abele</th>\n",
       "      <th>Champagne Blend</th>\n",
       "      <th>Henri Abele NV Brut  (Champagne)</th>\n",
       "      <td>86</td>\n",
       "      <td>92</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spain</th>\n",
       "      <th>Freixenet</th>\n",
       "      <th>Sparkling Blend</th>\n",
       "      <th>Freixenet NV Cordon Rosado Sparkling (Cava)</th>\n",
       "      <td>82</td>\n",
       "      <td>88</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>US</th>\n",
       "      <th>Alma Rosa</th>\n",
       "      <th>Pinot Noir</th>\n",
       "      <th>Alma Rosa 2006 La Encantada Vineyard Pinot Noir (Sta. Rita Hills)</th>\n",
       "      <td>89</td>\n",
       "      <td>95</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                              points  \\\n",
       "                                                                                                                 min   \n",
       "country winery                    variety                  title                                                       \n",
       "US      Felten Cellars            Pinot Noir               Felten Cellars 2011 Pinot Noir (San Luis Obispo...     81   \n",
       "        Boekenoogen               Pinot Noir               Boekenoogen 2011 Estate Pinot Noir (Santa Lucia...     84   \n",
       "France  Laurent-Perrier           Champagne Blend          Laurent-Perrier NV Cuvée Brut Rosé  (Champagne)        83   \n",
       "        Cave de Ribeauvillé       Sparkling Blend          Cave de Ribeauvillé NV Giersberger Brut Sparkli...     80   \n",
       "US      Westerly                  Merlot                   Westerly 2010 Merlot (Happy Canyon of Santa Bar...     84   \n",
       "France  Château de Seguin         Bordeaux-style Red Blend Château de Seguin 2011 Cuvée Prestige  (Bordeau...     83   \n",
       "Spain   Maria Casanovas           Sparkling Blend          Maria Casanovas NV Glaç Brut Nature Sparkling (...     82   \n",
       "France  Krug                      Champagne Blend          Krug NV Brut Rosé  (Champagne)                         87   \n",
       "        Besserat de Bellefon      Chardonnay               Besserat de Bellefon NV Cuvée des Moines Brut B...     85   \n",
       "        Willm                     Gewürztraminer           Willm 2011 Clos Gaensbroennel Kirchberg de Barr...     86   \n",
       "US      Trinitas                  Zinfandel                Trinitas 2004 Bigalow Vineyard Zinfandel (Contr...     83   \n",
       "France  Domaine Charles Baur      Sparkling Blend          Domaine Charles Baur NV Brut Sparkling (Crémant...     85   \n",
       "US      Gloria Ferrer             Sparkling Blend          Gloria Ferrer NV Sonoma Brut Sparkling (Sonoma ...     85   \n",
       "        Cerro Prieto              Cabernet Sauvignon       Cerro Prieto 2009 Paso Bordo Reserve Cabernet S...     85   \n",
       "France  Domaine Bernhard & Reibel Pinot Gris               Domaine Bernhard & Reibel 2014 Hahnenberg Pinot...     80   \n",
       "Spain   Segura Viudas             Sparkling Blend          Segura Viudas NV Aria Estate Extra Dry Sparklin...     81   \n",
       "France  Jacquart                  Champagne Blend          Jacquart NV Brut Mosaïque  (Champagne)                 85   \n",
       "        Henri Abele               Champagne Blend          Henri Abele NV Brut  (Champagne)                       86   \n",
       "Spain   Freixenet                 Sparkling Blend          Freixenet NV Cordon Rosado Sparkling (Cava)            82   \n",
       "US      Alma Rosa                 Pinot Noir               Alma Rosa 2006 La Encantada Vineyard Pinot Noir...     89   \n",
       "\n",
       "                                                                                                                   \\\n",
       "                                                                                                              max   \n",
       "country winery                    variety                  title                                                    \n",
       "US      Felten Cellars            Pinot Noir               Felten Cellars 2011 Pinot Noir (San Luis Obispo...  93   \n",
       "        Boekenoogen               Pinot Noir               Boekenoogen 2011 Estate Pinot Noir (Santa Lucia...  94   \n",
       "France  Laurent-Perrier           Champagne Blend          Laurent-Perrier NV Cuvée Brut Rosé  (Champagne)     92   \n",
       "        Cave de Ribeauvillé       Sparkling Blend          Cave de Ribeauvillé NV Giersberger Brut Sparkli...  89   \n",
       "US      Westerly                  Merlot                   Westerly 2010 Merlot (Happy Canyon of Santa Bar...  92   \n",
       "France  Château de Seguin         Bordeaux-style Red Blend Château de Seguin 2011 Cuvée Prestige  (Bordeau...  91   \n",
       "Spain   Maria Casanovas           Sparkling Blend          Maria Casanovas NV Glaç Brut Nature Sparkling (...  90   \n",
       "France  Krug                      Champagne Blend          Krug NV Brut Rosé  (Champagne)                      94   \n",
       "        Besserat de Bellefon      Chardonnay               Besserat de Bellefon NV Cuvée des Moines Brut B...  92   \n",
       "        Willm                     Gewürztraminer           Willm 2011 Clos Gaensbroennel Kirchberg de Barr...  93   \n",
       "US      Trinitas                  Zinfandel                Trinitas 2004 Bigalow Vineyard Zinfandel (Contr...  90   \n",
       "France  Domaine Charles Baur      Sparkling Blend          Domaine Charles Baur NV Brut Sparkling (Crémant...  92   \n",
       "US      Gloria Ferrer             Sparkling Blend          Gloria Ferrer NV Sonoma Brut Sparkling (Sonoma ...  92   \n",
       "        Cerro Prieto              Cabernet Sauvignon       Cerro Prieto 2009 Paso Bordo Reserve Cabernet S...  92   \n",
       "France  Domaine Bernhard & Reibel Pinot Gris               Domaine Bernhard & Reibel 2014 Hahnenberg Pinot...  87   \n",
       "Spain   Segura Viudas             Sparkling Blend          Segura Viudas NV Aria Estate Extra Dry Sparklin...  88   \n",
       "France  Jacquart                  Champagne Blend          Jacquart NV Brut Mosaïque  (Champagne)              92   \n",
       "        Henri Abele               Champagne Blend          Henri Abele NV Brut  (Champagne)                    92   \n",
       "Spain   Freixenet                 Sparkling Blend          Freixenet NV Cordon Rosado Sparkling (Cava)         88   \n",
       "US      Alma Rosa                 Pinot Noir               Alma Rosa 2006 La Encantada Vineyard Pinot Noir...  95   \n",
       "\n",
       "                                                                                                                     \\\n",
       "                                                                                                              count   \n",
       "country winery                    variety                  title                                                      \n",
       "US      Felten Cellars            Pinot Noir               Felten Cellars 2011 Pinot Noir (San Luis Obispo...     2   \n",
       "        Boekenoogen               Pinot Noir               Boekenoogen 2011 Estate Pinot Noir (Santa Lucia...     2   \n",
       "France  Laurent-Perrier           Champagne Blend          Laurent-Perrier NV Cuvée Brut Rosé  (Champagne)        2   \n",
       "        Cave de Ribeauvillé       Sparkling Blend          Cave de Ribeauvillé NV Giersberger Brut Sparkli...     4   \n",
       "US      Westerly                  Merlot                   Westerly 2010 Merlot (Happy Canyon of Santa Bar...     2   \n",
       "France  Château de Seguin         Bordeaux-style Red Blend Château de Seguin 2011 Cuvée Prestige  (Bordeau...     2   \n",
       "Spain   Maria Casanovas           Sparkling Blend          Maria Casanovas NV Glaç Brut Nature Sparkling (...     4   \n",
       "France  Krug                      Champagne Blend          Krug NV Brut Rosé  (Champagne)                         3   \n",
       "        Besserat de Bellefon      Chardonnay               Besserat de Bellefon NV Cuvée des Moines Brut B...     3   \n",
       "        Willm                     Gewürztraminer           Willm 2011 Clos Gaensbroennel Kirchberg de Barr...     2   \n",
       "US      Trinitas                  Zinfandel                Trinitas 2004 Bigalow Vineyard Zinfandel (Contr...     2   \n",
       "France  Domaine Charles Baur      Sparkling Blend          Domaine Charles Baur NV Brut Sparkling (Crémant...     4   \n",
       "US      Gloria Ferrer             Sparkling Blend          Gloria Ferrer NV Sonoma Brut Sparkling (Sonoma ...    11   \n",
       "        Cerro Prieto              Cabernet Sauvignon       Cerro Prieto 2009 Paso Bordo Reserve Cabernet S...     2   \n",
       "France  Domaine Bernhard & Reibel Pinot Gris               Domaine Bernhard & Reibel 2014 Hahnenberg Pinot...     2   \n",
       "Spain   Segura Viudas             Sparkling Blend          Segura Viudas NV Aria Estate Extra Dry Sparklin...     7   \n",
       "France  Jacquart                  Champagne Blend          Jacquart NV Brut Mosaïque  (Champagne)                 6   \n",
       "        Henri Abele               Champagne Blend          Henri Abele NV Brut  (Champagne)                       5   \n",
       "Spain   Freixenet                 Sparkling Blend          Freixenet NV Cordon Rosado Sparkling (Cava)            2   \n",
       "US      Alma Rosa                 Pinot Noir               Alma Rosa 2006 La Encantada Vineyard Pinot Noir...     2   \n",
       "\n",
       "                                                                                                              discordance  \n",
       "                                                                                                                           \n",
       "country winery                    variety                  title                                                           \n",
       "US      Felten Cellars            Pinot Noir               Felten Cellars 2011 Pinot Noir (San Luis Obispo...          12  \n",
       "        Boekenoogen               Pinot Noir               Boekenoogen 2011 Estate Pinot Noir (Santa Lucia...          10  \n",
       "France  Laurent-Perrier           Champagne Blend          Laurent-Perrier NV Cuvée Brut Rosé  (Champagne)              9  \n",
       "        Cave de Ribeauvillé       Sparkling Blend          Cave de Ribeauvillé NV Giersberger Brut Sparkli...           9  \n",
       "US      Westerly                  Merlot                   Westerly 2010 Merlot (Happy Canyon of Santa Bar...           8  \n",
       "France  Château de Seguin         Bordeaux-style Red Blend Château de Seguin 2011 Cuvée Prestige  (Bordeau...           8  \n",
       "Spain   Maria Casanovas           Sparkling Blend          Maria Casanovas NV Glaç Brut Nature Sparkling (...           8  \n",
       "France  Krug                      Champagne Blend          Krug NV Brut Rosé  (Champagne)                               7  \n",
       "        Besserat de Bellefon      Chardonnay               Besserat de Bellefon NV Cuvée des Moines Brut B...           7  \n",
       "        Willm                     Gewürztraminer           Willm 2011 Clos Gaensbroennel Kirchberg de Barr...           7  \n",
       "US      Trinitas                  Zinfandel                Trinitas 2004 Bigalow Vineyard Zinfandel (Contr...           7  \n",
       "France  Domaine Charles Baur      Sparkling Blend          Domaine Charles Baur NV Brut Sparkling (Crémant...           7  \n",
       "US      Gloria Ferrer             Sparkling Blend          Gloria Ferrer NV Sonoma Brut Sparkling (Sonoma ...           7  \n",
       "        Cerro Prieto              Cabernet Sauvignon       Cerro Prieto 2009 Paso Bordo Reserve Cabernet S...           7  \n",
       "France  Domaine Bernhard & Reibel Pinot Gris               Domaine Bernhard & Reibel 2014 Hahnenberg Pinot...           7  \n",
       "Spain   Segura Viudas             Sparkling Blend          Segura Viudas NV Aria Estate Extra Dry Sparklin...           7  \n",
       "France  Jacquart                  Champagne Blend          Jacquart NV Brut Mosaïque  (Champagne)                       7  \n",
       "        Henri Abele               Champagne Blend          Henri Abele NV Brut  (Champagne)                             6  \n",
       "Spain   Freixenet                 Sparkling Blend          Freixenet NV Cordon Rosado Sparkling (Cava)                  6  \n",
       "US      Alma Rosa                 Pinot Noir               Alma Rosa 2006 La Encantada Vineyard Pinot Noir...           6  "
      ]
     },
     "execution_count": 203,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = wine_reviews.groupby(['country','winery','variety','title']).agg({'points':['min','max','count']})\n",
    "df = df[df.points['count'] > 1]\n",
    "df['discordance'] = df.points['max'] - df.points['min']\n",
    "df.sort_values(by='discordance',ascending=False).head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "m3rHvdJD8Gai"
   },
   "source": [
    "Encima vemos os vinhos da França e dos Estados Unidos geram a maior discordância entre os degustadores."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "idhEIPHynGSD"
   },
   "source": [
    "## Qual é a relação entre preço médio e avaliação média por pais?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "O0S-6q67VYuG",
    "outputId": "dc4bf152-3464-4425-8b61-0bc14d8b5955"
   },
   "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>Avg_Points</th>\n",
       "      <th>Avg_Price</th>\n",
       "      <th>Qty_Datasets</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>country</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>England</th>\n",
       "      <td>91.581081</td>\n",
       "      <td>51.681159</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>India</th>\n",
       "      <td>90.222222</td>\n",
       "      <td>13.333333</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Austria</th>\n",
       "      <td>90.101345</td>\n",
       "      <td>30.762772</td>\n",
       "      <td>3345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Germany</th>\n",
       "      <td>89.851732</td>\n",
       "      <td>42.257547</td>\n",
       "      <td>2165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Canada</th>\n",
       "      <td>89.369650</td>\n",
       "      <td>35.712598</td>\n",
       "      <td>257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hungary</th>\n",
       "      <td>89.191781</td>\n",
       "      <td>40.648276</td>\n",
       "      <td>146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>China</th>\n",
       "      <td>89.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>France</th>\n",
       "      <td>88.845109</td>\n",
       "      <td>41.139120</td>\n",
       "      <td>22093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Luxembourg</th>\n",
       "      <td>88.666667</td>\n",
       "      <td>23.333333</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Australia</th>\n",
       "      <td>88.580507</td>\n",
       "      <td>35.437663</td>\n",
       "      <td>2329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Switzerland</th>\n",
       "      <td>88.571429</td>\n",
       "      <td>85.285714</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Morocco</th>\n",
       "      <td>88.571429</td>\n",
       "      <td>19.500000</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>US</th>\n",
       "      <td>88.563720</td>\n",
       "      <td>36.573464</td>\n",
       "      <td>54504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Italy</th>\n",
       "      <td>88.562231</td>\n",
       "      <td>39.663770</td>\n",
       "      <td>19540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Israel</th>\n",
       "      <td>88.471287</td>\n",
       "      <td>31.768916</td>\n",
       "      <td>505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Zealand</th>\n",
       "      <td>88.303030</td>\n",
       "      <td>26.931785</td>\n",
       "      <td>1419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Portugal</th>\n",
       "      <td>88.250220</td>\n",
       "      <td>26.218256</td>\n",
       "      <td>5691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Turkey</th>\n",
       "      <td>88.088889</td>\n",
       "      <td>24.633333</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Slovenia</th>\n",
       "      <td>88.068966</td>\n",
       "      <td>24.812500</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Africa</th>\n",
       "      <td>88.056388</td>\n",
       "      <td>24.668987</td>\n",
       "      <td>1401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bulgaria</th>\n",
       "      <td>87.936170</td>\n",
       "      <td>14.645390</td>\n",
       "      <td>141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Georgia</th>\n",
       "      <td>87.686047</td>\n",
       "      <td>19.321429</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lebanon</th>\n",
       "      <td>87.685714</td>\n",
       "      <td>30.685714</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Armenia</th>\n",
       "      <td>87.500000</td>\n",
       "      <td>14.500000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Serbia</th>\n",
       "      <td>87.500000</td>\n",
       "      <td>24.500000</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spain</th>\n",
       "      <td>87.288337</td>\n",
       "      <td>28.215275</td>\n",
       "      <td>6645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Greece</th>\n",
       "      <td>87.283262</td>\n",
       "      <td>22.364425</td>\n",
       "      <td>466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Czech Republic</th>\n",
       "      <td>87.250000</td>\n",
       "      <td>24.250000</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Croatia</th>\n",
       "      <td>87.219178</td>\n",
       "      <td>25.450704</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Moldova</th>\n",
       "      <td>87.203390</td>\n",
       "      <td>16.745763</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cyprus</th>\n",
       "      <td>87.181818</td>\n",
       "      <td>16.272727</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Slovakia</th>\n",
       "      <td>87.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Macedonia</th>\n",
       "      <td>86.833333</td>\n",
       "      <td>15.583333</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Uruguay</th>\n",
       "      <td>86.752294</td>\n",
       "      <td>26.403670</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Argentina</th>\n",
       "      <td>86.710263</td>\n",
       "      <td>24.510117</td>\n",
       "      <td>3800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bosnia and Herzegovina</th>\n",
       "      <td>86.500000</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chile</th>\n",
       "      <td>86.493515</td>\n",
       "      <td>20.786458</td>\n",
       "      <td>4472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Romania</th>\n",
       "      <td>86.400000</td>\n",
       "      <td>15.241667</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mexico</th>\n",
       "      <td>85.257143</td>\n",
       "      <td>26.785714</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brazil</th>\n",
       "      <td>84.673077</td>\n",
       "      <td>23.765957</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ukraine</th>\n",
       "      <td>84.071429</td>\n",
       "      <td>9.214286</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Egypt</th>\n",
       "      <td>84.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Peru</th>\n",
       "      <td>83.562500</td>\n",
       "      <td>18.062500</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Avg_Points  Avg_Price  Qty_Datasets\n",
       "country                                                    \n",
       "England                  91.581081  51.681159            74\n",
       "India                    90.222222  13.333333             9\n",
       "Austria                  90.101345  30.762772          3345\n",
       "Germany                  89.851732  42.257547          2165\n",
       "Canada                   89.369650  35.712598           257\n",
       "Hungary                  89.191781  40.648276           146\n",
       "China                    89.000000  18.000000             1\n",
       "France                   88.845109  41.139120         22093\n",
       "Luxembourg               88.666667  23.333333             6\n",
       "Australia                88.580507  35.437663          2329\n",
       "Switzerland              88.571429  85.285714             7\n",
       "Morocco                  88.571429  19.500000            28\n",
       "US                       88.563720  36.573464         54504\n",
       "Italy                    88.562231  39.663770         19540\n",
       "Israel                   88.471287  31.768916           505\n",
       "New Zealand              88.303030  26.931785          1419\n",
       "Portugal                 88.250220  26.218256          5691\n",
       "Turkey                   88.088889  24.633333            90\n",
       "Slovenia                 88.068966  24.812500            87\n",
       "South Africa             88.056388  24.668987          1401\n",
       "Bulgaria                 87.936170  14.645390           141\n",
       "Georgia                  87.686047  19.321429            86\n",
       "Lebanon                  87.685714  30.685714            35\n",
       "Armenia                  87.500000  14.500000             2\n",
       "Serbia                   87.500000  24.500000            12\n",
       "Spain                    87.288337  28.215275          6645\n",
       "Greece                   87.283262  22.364425           466\n",
       "Czech Republic           87.250000  24.250000            12\n",
       "Croatia                  87.219178  25.450704            73\n",
       "Moldova                  87.203390  16.745763            59\n",
       "Cyprus                   87.181818  16.272727            11\n",
       "Slovakia                 87.000000  16.000000             1\n",
       "Macedonia                86.833333  15.583333            12\n",
       "Uruguay                  86.752294  26.403670           109\n",
       "Argentina                86.710263  24.510117          3800\n",
       "Bosnia and Herzegovina   86.500000  12.500000             2\n",
       "Chile                    86.493515  20.786458          4472\n",
       "Romania                  86.400000  15.241667           120\n",
       "Mexico                   85.257143  26.785714            70\n",
       "Brazil                   84.673077  23.765957            52\n",
       "Ukraine                  84.071429   9.214286            14\n",
       "Egypt                    84.000000        NaN             1\n",
       "Peru                     83.562500  18.062500            16"
      ]
     },
     "execution_count": 235,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "df = wine_reviews.groupby(['country']).agg({'points':'mean','price':'mean','winery':'count'}).rename(columns={'points':'Avg_Points','price':'Avg_Price','winery':'Qty_Datasets'})\n",
    "plt.figure(figsize=(20,10))\n",
    "sns.scatterplot(data=df,x='Avg_Price',y='Avg_Points',size='Qty_Datasets',sizes=(20,500))\n",
    "\n",
    "df.sort_values(by=['Avg_Points'], ascending=False)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "1zM5dAIEraUW"
   },
   "source": [
    "Na célula acima vemos a relação entre a avaliação em média e o preço médio por pais. Nota-se uma pequena predominância de países\n",
    "europeus em relação da avaliação e também um ótimo desempenho dos únicos dois países relevantes da Oceania.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 296
    },
    "id": "ztAlc6Kdv6ug",
    "outputId": "e7a34e84-3554-47bd-81d8-c666487b95ec"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f8233948400>"
      ]
     },
     "execution_count": 21,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "best_wines = wine_reviews.sort_values(by=['points'], ascending=False).head(20)\n",
    "sns.boxplot(data=best_wines, x=\"price\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "diqaNoIk9Q9m"
   },
   "source": [
    "Na célula acima vemos o TOP20 dos vinhos mais bem avaliados e como se distribui os preços destes."
   ]
  }
 ],
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