Cigars Analisis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://www.cigaraficionado.com/top25/2012\n",
      "https://www.cigaraficionado.com/top25/2013\n",
      "https://www.cigaraficionado.com/top25/2014\n",
      "https://www.cigaraficionado.com/top25/2015\n",
      "https://www.cigaraficionado.com/top25/2016\n",
      "https://www.cigaraficionado.com/top25/2017\n"
     ]
    }
   ],
   "source": [
    "from bs4 import BeautifulSoup as soup\n",
    "import requests\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import csv\n",
    "\n",
    "filename = \"puros.csv\"\n",
    "f = open(filename, \"w\")\n",
    "headers= \"Nombre, Rating, Country, Body, Day, Year, Size\\n\"\n",
    "f.write(headers)\n",
    "\n",
    "years= range(2012,2018,1)\n",
    "urls=[]\n",
    "record=[]\n",
    "for year in years:\n",
    "    print(\"https://www.cigaraficionado.com/top25/\"+str(year))\n",
    "    urls.append(\"https://www.cigaraficionado.com/top25/\"+str(year))\n",
    "    for url in urls:\n",
    "        pagina = requests.get(url)\n",
    "        sopa= soup(pagina.text,'html.parser')\n",
    "        info = sopa.findAll(\"div\",{\"class\":\"ratings-results_container\"})\n",
    "    for i in info:\n",
    "        nombre= i.img[\"alt\"]\n",
    "        score= i.find(\"div\",{\"class\":\"score-number\"}).text\n",
    "        pais= i.findAll(\"span\",{\"style\":\"color:black;\"})\n",
    "        cadena=\"\"\n",
    "        for p in pais:\n",
    "            cadena+=p.text+','\n",
    "        record.append((nombre, score, cadena))\n",
    "        f.write(nombre +\",\"+ score + \",\" + cadena + \"\\n\" )\n",
    "    \n",
    "f.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Flor de las Antillas Toro',\n",
       "  '96',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2013,Corona Gorda,'),\n",
       " ('Cohiba 1966 Edición Limitada 2011',\n",
       "  '95',\n",
       "  'Cuba,Medium,CA • January 1, 2013,Corona Gorda,'),\n",
       " ('Romeo by Romeo Y Julieta Piramide',\n",
       "  '94',\n",
       "  'Dominican Republic,Medium-Full,CA • January 1, 2013,Figurado,'),\n",
       " ('Padrón Family Reserve 85 Years Natural',\n",
       "  '94',\n",
       "  'Nicaragua,Medium,CA • January 1, 2013,Robusto,'),\n",
       " ('Arturo Fuente Rosado Sungrown Magnum R Vitola \"Forty-Four\"',\n",
       "  '94',\n",
       "  'Dominican Republic,Medium,CA • January 1, 2013,Robusto,'),\n",
       " ('H. Upmann Royal Robusto',\n",
       "  '94',\n",
       "  'Cuba,Medium,CA • January 1, 2013,Robusto,'),\n",
       " ('Ashton Heritage Puro Sol Belicoso No. 2',\n",
       "  '94',\n",
       "  'Dominican Republic,Mild-Medium,CA • January 1, 2013,Figurado,'),\n",
       " ('Rocky Patel Fifty Robusto',\n",
       "  '93',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2013,Corona Gorda,'),\n",
       " ('Tatuaje Cojonu 2012 Sumatra',\n",
       "  '93',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2013,Corona Gorda,'),\n",
       " ('Nat Sherman Timeless Collection No. 2',\n",
       "  '93',\n",
       "  'Dominican Republic,Medium-Full,CA • January 1, 2013,Figurado,'),\n",
       " ('Kristoff Corojo Limitada Torpedo',\n",
       "  '93',\n",
       "  'Dominican Republic,Medium-Full,CA • January 1, 2013,Figurado,'),\n",
       " ('La Flor Dominicana Cameroon Cabinet Chisel',\n",
       "  '93',\n",
       "  'Dominican Republic,Medium-Full,CA • January 1, 2013,Figurado,'),\n",
       " ('Partagas Serie E No. 2',\n",
       "  '93',\n",
       "  'Cuba,Medium,CA • January 1, 2013,Corona Gorda,'),\n",
       " ('El Baton Belicoso',\n",
       "  '93',\n",
       "  'Nicaragua,Medium,CA • January 1, 2013,Figurado,'),\n",
       " ('H. Upmann 1844 Reserve Belicoso',\n",
       "  '93',\n",
       "  'Dominican Republic,,CA • January 1, 2013,Figurado,'),\n",
       " ('Bolivar Belicoso Fino', '93', 'Cuba,,CA • January 1, 2013,Figurado,'),\n",
       " ('Camacho Liberty 2012',\n",
       "  '92',\n",
       "  'Honduras,Medium,CA • January 1, 2013,Figurado,'),\n",
       " ('Oliva Serie V Belicoso',\n",
       "  '92',\n",
       "  'Nicaragua,Full,CA • January 1, 2013,Figurado,'),\n",
       " ('La Palina El Diario K B',\n",
       "  '92',\n",
       "  'Honduras,Full,CA • January 1, 2013,Petit Corona,'),\n",
       " ('Punch Gran Puro Santa Rita',\n",
       "  '91',\n",
       "  'Honduras,,CA • January 1, 2013,Robusto,'),\n",
       " ('Alec Bradley Fine and Rare',\n",
       "  '91',\n",
       "  'Honduras,Medium-Full,CA • January 1, 2013,Corona Gorda,'),\n",
       " ('E.P. Carrillo Elencos Series Don Rubino',\n",
       "  '91',\n",
       "  'Dominican Republic,Medium-Full,CA • January 1, 2013,Robusto,'),\n",
       " ('Macanudo Crü Royale Poco Gordo',\n",
       "  '91',\n",
       "  'Dominican Republic,Medium,CA • January 1, 2013,Odd,'),\n",
       " ('Headley Grange Estupendo',\n",
       "  '91',\n",
       "  'Dominican Republic,Medium-Full,CA • January 1, 2013,Corona Gorda,'),\n",
       " ('San Lotano Oval Corona',\n",
       "  '91',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2013,Corona,'),\n",
       " ('Montecristo No. 2', '96', 'Cuba,,CA • January 1, 2014,Figurado,'),\n",
       " ('Aging Room Quattro F55 Concerto',\n",
       "  '95',\n",
       "  'Dominican Republic,Medium-Full,CA • January 1, 2013,Churchill,'),\n",
       " ('Davidoff Nicaragua Toro',\n",
       "  '95',\n",
       "  'Dominican Republic,Medium,CA • January 1, 2013,Corona Gorda,'),\n",
       " ('Padrón 1964 Anniversary Series Maduro Diplomatico',\n",
       "  '94',\n",
       "  'Nicaragua,Medium,CA • January 1, 2013,Churchill,'),\n",
       " ('Cohiba Behike BHK 54',\n",
       "  '94',\n",
       "  'Cuba,Medium-Full,CA • January 1, 2014,Corona Gorda,'),\n",
       " ('Arturo Fuente Don Carlos No. 2',\n",
       "  '94',\n",
       "  'Dominican Republic,Medium,CA • January 1, 2013,Figurado,'),\n",
       " ('Buenaventura BV560', '94', 'Nicaragua,,CA • January 1, 2014,Corona Gorda,'),\n",
       " ('Herrera Esteli Piramide Fino',\n",
       "  '94',\n",
       "  'Nicaragua,Medium,CA • January 1, 2014,Figurado,'),\n",
       " ('Gurkha 125th Anniversary XO',\n",
       "  '94',\n",
       "  'Dominican Republic,,CA • January 1, 2014,Grande,'),\n",
       " ('Ashton Virgin Sun Grown Spellbound',\n",
       "  '94',\n",
       "  'Dominican Republic,Medium,CA • January 1, 2014,Double Corona,'),\n",
       " ('Oliva Serie O Churchill',\n",
       "  '94',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2013,Churchill,'),\n",
       " (\"L'Atelier LAT56\",\n",
       "  '94',\n",
       "  'Nicaragua,Medium,CA • January 1, 2014,Corona Gorda,'),\n",
       " ('Fuente Fuente OpusX Super Belicoso',\n",
       "  '94',\n",
       "  'Dominican Republic,Full,CA • January 1, 2013,Figurado,'),\n",
       " ('La Flor Dominicana Oro Chisel',\n",
       "  '94',\n",
       "  'Dominican Republic,,CA • January 1, 2014,Figurado,'),\n",
       " ('Fernando León Family Reserve Belicoso',\n",
       "  '94',\n",
       "  'Dominican Republic,,CA • January 1, 2014,Figurado,'),\n",
       " ('Asylum Premium 2012 Vintage 44x4',\n",
       "  '94',\n",
       "  'Nicaragua,Full,CA • January 1, 2014,Odd,'),\n",
       " ('La Aroma de Cuba Mi Amor Reserva Maximo',\n",
       "  '94',\n",
       "  'Nicaragua,Medium,CA • January 1, 2014,Corona Gorda,'),\n",
       " ('Rocky Patel 15th Anniversary Robusto',\n",
       "  '93',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2014,Robusto,'),\n",
       " ('My Father Le Bijou 1922 Torpedo Box Pressed',\n",
       "  '93',\n",
       "  'Nicaragua,,CA • January 1, 2014,Figurado,'),\n",
       " ('Nat Sherman Timeless Collection Divino',\n",
       "  '93',\n",
       "  'Dominican Republic,Medium-Full,CA • January 1, 2014,Figurado,'),\n",
       " ('Bolivar Royal Corona',\n",
       "  '93',\n",
       "  'Cuba,Medium-Full,CA • January 1, 2014,Robusto,'),\n",
       " ('La Palina Classic Toro',\n",
       "  '93',\n",
       "  'Dominican Republic,,CA • January 1, 2014,Corona Gorda,'),\n",
       " ('Casa Magna Colorado Extraordinario',\n",
       "  '93',\n",
       "  'Nicaragua,,CA • January 1, 2014,Figurado,'),\n",
       " ('Alec Bradley Prensado Robusto',\n",
       "  '92',\n",
       "  'Honduras,Medium-Full,CA • January 1, 2014,Robusto,'),\n",
       " ('Romeo by Romeo Y Julieta Toro en Tubo',\n",
       "  '92',\n",
       "  'Dominican Republic,Medium-Full,CA • January 1, 2014,Corona Gorda,'),\n",
       " ('Oliva Serie V Melanio Figurado',\n",
       "  '96',\n",
       "  'Nicaragua,,CA • January 1, 2015,Figurado,'),\n",
       " ('E.P. Carrillo La Historia E-III',\n",
       "  '95',\n",
       "  'Dominican Republic,,CA • January 1, 2015,Churchill,'),\n",
       " (\"Illusione Fume d'Amour Clementes\",\n",
       "  '95',\n",
       "  'Nicaragua,,CA • January 1, 2015,Corona Gorda,'),\n",
       " ('Hoyo de Monterrey Epicure Especial (Tubo)',\n",
       "  '94',\n",
       "  'Cuba,Medium,CA • January 1, 2015,Corona Gorda,'),\n",
       " ('Rocky Patel Royale Toro',\n",
       "  '94',\n",
       "  'Nicaragua,,CA • January 1, 2015,Corona Gorda,'),\n",
       " ('Fuente Fuente OpusX PerfecXion X',\n",
       "  '94',\n",
       "  'Dominican Republic,,CA • January 1, 2015,Corona Gorda,'),\n",
       " ('Padrón Family Reserve 50 Years Maduro',\n",
       "  '94',\n",
       "  'Nicaragua,,CA • January 1, 2015,Robusto,'),\n",
       " ('Ashton Estate Sun Grown 22-Year Salute',\n",
       "  '93',\n",
       "  'Dominican Republic,,CA • January 1, 2015,Figurado,'),\n",
       " ('Monte by Montecristo Jacopo No. 2',\n",
       "  '93',\n",
       "  'Dominican Republic,,CA • January 1, 2015,Figurado,'),\n",
       " ('A. Flores 1975 Serie Privada Capa Habano SP 52',\n",
       "  '93',\n",
       "  'Dominican Republic,,CA • January 1, 2015,Robusto,'),\n",
       " ('Cohiba Esplendido', '93', 'Cuba,,CA • January 1, 2015,Churchill,'),\n",
       " ('Padilla Reserva Toro',\n",
       "  '93',\n",
       "  'Nicaragua,,CA • January 1, 2015,Corona Gorda,'),\n",
       " ('Te-Amo Revolution Robusto Ovalado',\n",
       "  '92',\n",
       "  'Mexico,,CA • January 1, 2015,Robusto,'),\n",
       " ('Diamond Crown Julius Caeser Robusto',\n",
       "  '92',\n",
       "  'Dominican Republic,,CA • January 1, 2015,Robusto,'),\n",
       " ('Montecristo Double Edmundo',\n",
       "  '92',\n",
       "  'Cuba,,CA • January 1, 2015,Corona Gorda,'),\n",
       " ('Alec Bradley Mundial No. 5',\n",
       "  '92',\n",
       "  'Honduras,,CA • January 1, 2015,Figurado,'),\n",
       " ('My Father No. 3 Crema',\n",
       "  '92',\n",
       "  'Nicaragua,,CA • January 1, 2015,Corona Gorda,'),\n",
       " ('San Cristobal Revelation Legend',\n",
       "  '92',\n",
       "  'Nicaragua,,CA • January 1, 2015,Corona Gorda,'),\n",
       " ('Matilde Renacer Corona',\n",
       "  '92',\n",
       "  'Dominican Republic,,CA • January 1, 2015,Corona,'),\n",
       " ('Liga Privada No. 9 Belicoso Oscuro',\n",
       "  '91',\n",
       "  'Nicaragua,,CA • January 1, 2015,Figurado,'),\n",
       " ('Davidoff Nicaragua Robusto',\n",
       "  '91',\n",
       "  'Dominican Republic,,CA • January 1, 2015,Robusto,'),\n",
       " ('La Gloria Cubana Serie R Esteli No. 54',\n",
       "  '91',\n",
       "  'Nicaragua,,CA • January 1, 2015,Corona Gorda,'),\n",
       " ('Litto Gomez Diez Lancero',\n",
       "  '91',\n",
       "  'Dominican Republic,,CA • January 1, 2015,Panetela,'),\n",
       " ('Nat Sherman Timeless Collection Churchill',\n",
       "  '91',\n",
       "  'Dominican Republic,,CA • January 1, 2015,Churchill,'),\n",
       " ('Tatuaje Havana VI Artistas',\n",
       "  '91',\n",
       "  'Nicaragua,,CA • January 1, 2015,Figurado,'),\n",
       " ('My Father Le Bijou 1922 Torpedo Box Pressed',\n",
       "  '97',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2016,Figurado,'),\n",
       " ('Ramon Allones Specially Selected',\n",
       "  '96',\n",
       "  'Cuba,Medium-Full,CA • January 1, 2016,Robusto,'),\n",
       " ('CAO Flathead V660 Carb',\n",
       "  '95',\n",
       "  'Nicaragua,Full,CA • January 1, 2016,Grande,'),\n",
       " ('Arturo Fuente Don Carlos Belicoso',\n",
       "  '94',\n",
       "  'Dominican Republic,Medium,CA • January 1, 2016,Figurado,'),\n",
       " ('Padrón Family Reserve 50 Years Natural',\n",
       "  '94',\n",
       "  'Nicaragua,Medium,CA • January 1, 2016,Robusto,'),\n",
       " ('Illusione Ultra Op. No. 9',\n",
       "  '94',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2016,Corona Gorda,'),\n",
       " ('The Edge Habano Torpedo',\n",
       "  '94',\n",
       "  'Nicaragua,Full,CA • January 1, 2016,Figurado,'),\n",
       " ('Ashton Symmetry Robusto',\n",
       "  '94',\n",
       "  'Dominican Republic,Medium-Full,CA • January 1, 2016,Robusto,'),\n",
       " ('Bolivar Belicoso Fino', '94', 'Cuba,Full,CA • January 1, 2016,Figurado,'),\n",
       " ('Liga Privada No. 9 Corona Doble',\n",
       "  '94',\n",
       "  'Nicaragua,Full,CA • January 1, 2016,Churchill,'),\n",
       " ('Hammer + Sickle Tradición Serie Churchill',\n",
       "  '94',\n",
       "  'Dominican Republic,Mild-Medium,CA • January 1, 2016,Churchill,'),\n",
       " ('La Bohéme Pittore',\n",
       "  '94',\n",
       "  'Dominican Republic,Medium,CA • January 1, 2016,Robusto,'),\n",
       " ('Laranja Reserva Toro',\n",
       "  '94',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2016,Corona Gorda,'),\n",
       " ('Trinidad Vigía', '94', 'Cuba,Medium-Full,CA • January 1, 2016,Odd,'),\n",
       " ('Alec Bradley Sanctum Toro',\n",
       "  '93',\n",
       "  'Honduras,Mild-Medium,CA • January 1, 2016,Corona Gorda,'),\n",
       " ('Avo Syncro Nicaragua Toro',\n",
       "  '93',\n",
       "  'Dominican Republic,Medium,CA • January 1, 2016,Corona Gorda,'),\n",
       " (\"La Mission du L'Atelier 1959\",\n",
       "  '93',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2016,Robusto,'),\n",
       " ('Heritage By Dunhill Robusto',\n",
       "  '93',\n",
       "  'Honduras,Medium,CA • January 1, 2016,Robusto,'),\n",
       " ('The King Is Dead The Last Payday',\n",
       "  '93',\n",
       "  'Dominican Republic,Medium,CA • January 1, 2016,Figurado,'),\n",
       " ('Espada by Montecristo Quillon',\n",
       "  '92',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2016,Churchill,'),\n",
       " ('Nat Sherman Timeless Collection Nicaragua 652T',\n",
       "  '92',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2016,Figurado,'),\n",
       " ('Padilla Miami 8&11 Torpedo',\n",
       "  '92',\n",
       "  'U.S.A.,Medium-Full,CA • January 1, 2016,Figurado,'),\n",
       " ('Nub Cameroon 358', '92', 'Nicaragua,Medium-Full,CA • January 1, 2016,Odd,'),\n",
       " ('La Flor Dominicana Coronado Corona Especial',\n",
       "  '92',\n",
       "  'Dominican Republic,Full,CA • January 1, 2016,Corona Gorda,'),\n",
       " ('Sublimes Robusto Extra',\n",
       "  '92',\n",
       "  'Nicaragua,Medium,CA • January 1, 2016,Robusto,'),\n",
       " ('La Flor Dominicana Andalusian Bull',\n",
       "  '96',\n",
       "  'Dominican Republic,Full,CA • January 1, 2017,Figurado,'),\n",
       " ('Rocky Patel Sun Grown Maduro Robusto',\n",
       "  '95',\n",
       "  'Nicaragua,Full,CA • January 1, 2017,Robusto,'),\n",
       " ('Partagás Serie E No. 2',\n",
       "  '94',\n",
       "  'Cuba,Medium-Full,CA • January 1, 2017,Corona Gorda,'),\n",
       " ('E.P. Carrillo Selección Oscuro Piramides Royal',\n",
       "  '94',\n",
       "  'Dominican Republic,Medium-Full,CA • January 1, 2017,Figurado,'),\n",
       " ('Padrón Serie 1926 No. 90',\n",
       "  '94',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2017,Corona Gorda,'),\n",
       " ('Arturo Fuente Rosado Sungrown Magnum R Vitola \"Forty-Four\"',\n",
       "  '94',\n",
       "  'Dominican Republic,Medium-Full,CA • January 1, 2017,Robusto,'),\n",
       " ('Norteño Robusto Grande',\n",
       "  '94',\n",
       "  'Nicaragua,Medium,CA • January 1, 2017,Corona Gorda,'),\n",
       " ('Oliva Serie V Melanio Robusto',\n",
       "  '94',\n",
       "  'Nicaragua,Medium,CA • January 1, 2017,Robusto,'),\n",
       " ('Hoyo de Monterrey Epicure No. 2',\n",
       "  '93',\n",
       "  'Cuba,Medium,CA • January 1, 2017,Robusto,'),\n",
       " ('Punch Gran Puro Santa Rita',\n",
       "  '93',\n",
       "  'Honduras,Medium,CA • January 1, 2017,Robusto,'),\n",
       " ('Casa Fernandez Miami Aganorsa Leaf Maduro Robusto Extra',\n",
       "  '93',\n",
       "  'U.S.A.,Medium-Full,CA • January 1, 2017,Robusto,'),\n",
       " ('Casa Turrent Serie 1901 Robusto',\n",
       "  '93',\n",
       "  'Mexico,Medium-Full,CA • January 1, 2017,Robusto,'),\n",
       " ('La Aroma de Cuba Mi Amor Belicoso',\n",
       "  '93',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2017,Figurado,'),\n",
       " ('Aging Room Small Batch M356ii Mezzo',\n",
       "  '93',\n",
       "  'Dominican Republic,Medium-Full,CA • January 1, 2017,Corona Gorda,'),\n",
       " ('CroMagnon Anthropology',\n",
       "  '93',\n",
       "  'Nicaragua,Full,CA • January 1, 2017,Corona Gorda,'),\n",
       " ('El Centurion H-2K-CT Toro Box Pressed',\n",
       "  '93',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2017,Corona Gorda,'),\n",
       " ('Brick House Corona Larga',\n",
       "  '93',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2017,Corona Gorda,'),\n",
       " ('Alec Bradley Coyol Petit Lancero',\n",
       "  '93',\n",
       "  'Honduras,Medium-Full,CA • January 1, 2017,Lonsdale,'),\n",
       " ('Cohiba Siglo VI (Tubo)',\n",
       "  '93',\n",
       "  'Cuba,Medium,CA • January 1, 2017,Corona Gorda,'),\n",
       " ('Enclave Churchill',\n",
       "  '92',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2017,Churchill,'),\n",
       " (\"Villiger San'Doro Colorado Robusto\",\n",
       "  '92',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2017,Robusto,'),\n",
       " ('Henry Clay Stalk Cut Toro',\n",
       "  '92',\n",
       "  'Dominican Republic,Medium-Full,CA • January 1, 2017,Corona Gorda,'),\n",
       " ('Casa Cuba Doble Cinco',\n",
       "  '92',\n",
       "  'Dominican Republic,Medium,CA • January 1, 2017,Robusto,'),\n",
       " ('Illusione mk', '92', 'Nicaragua,Medium-Full,CA • January 1, 2017,Corona,'),\n",
       " ('El Güegüense Corona Gorda',\n",
       "  '92',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2017,Corona Gorda,'),\n",
       " ('Arturo Fuente Don Carlos Eye of the Shark',\n",
       "  '97',\n",
       "  'Dominican Republic,Medium-Full,CA • January 1, 2018,Figurado,'),\n",
       " ('Padrón Serie 1926 No. 2',\n",
       "  '96',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2018,Figurado,'),\n",
       " ('Oliva Serie V Belicoso',\n",
       "  '95',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2018,Figurado,'),\n",
       " ('Bolivar Belicoso Fino',\n",
       "  '94',\n",
       "  'Cuba,Medium-Full,CA • January 1, 2018,Figurado,'),\n",
       " ('Alec Bradley Tempus Natural Centuria',\n",
       "  '94',\n",
       "  'Honduras,Medium,CA • January 1, 2018,Churchill,'),\n",
       " ('Ashton Symmetry Belicoso',\n",
       "  '94',\n",
       "  'Dominican Republic,Medium-Full,CA • January 1, 2018,Figurado,'),\n",
       " ('My Father The Judge Grand Robusto',\n",
       "  '93',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2018,Grande,'),\n",
       " ('Guardian of the Farm Apollo Selección de Warped',\n",
       "  '93',\n",
       "  'Nicaragua,Medium,CA • January 1, 2018,Corona,'),\n",
       " ('Plasencia Alma Fuerte Generacion V',\n",
       "  '93',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2018,Figurado,'),\n",
       " ('Villiger La Flor de Ynclan Robusto',\n",
       "  '93',\n",
       "  'Dominican Republic,Medium-Full,CA • January 1, 2018,Robusto,'),\n",
       " ('Partagás Lusitania',\n",
       "  '93',\n",
       "  'Cuba,Medium,CA • January 1, 2018,Double Corona,'),\n",
       " ('New World Puro Especial Toro',\n",
       "  '93',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2018,Corona Gorda,'),\n",
       " ('Archetype Axis Mundi Toro',\n",
       "  '93',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2018,Corona Gorda,'),\n",
       " ('601 Red Label Habano Torpedo',\n",
       "  '93',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2018,Figurado,'),\n",
       " ('Romeo by Romeo y Julieta Aging Room Small Batch F25 Cantaor',\n",
       "  '93',\n",
       "  'Dominican Republic,Medium-Full,CA • January 1, 2018,Figurado,'),\n",
       " ('Rocky Patel Vintage 2003 Cameroon Churchill',\n",
       "  '92',\n",
       "  'Honduras,Medium,CA • January 1, 2018,Churchill,'),\n",
       " ('CLE Prieto 50x5',\n",
       "  '92',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2018,Robusto,'),\n",
       " ('E.P. Carrillo Dusk Solidos',\n",
       "  '92',\n",
       "  'Dominican Republic,Medium-Full,CA • January 1, 2018,Grande,'),\n",
       " ('Romeo y Julieta Short Churchill',\n",
       "  '92',\n",
       "  'Cuba,Medium,CA • January 1, 2018,Robusto,'),\n",
       " ('Macanudo Inspirado Orange Churchill',\n",
       "  '92',\n",
       "  'Honduras,Medium-Full,CA • January 1, 2018,Churchill,'),\n",
       " ('Regius Exclusivo U.S.A. Pressed Perfecto',\n",
       "  '92',\n",
       "  'Nicaragua,Medium,CA • January 1, 2018,Figurado,'),\n",
       " ('Joya Black Nocturno',\n",
       "  '91',\n",
       "  'Nicaragua,Medium,CA • January 1, 2018,Corona Gorda,'),\n",
       " ('La Flor Dominicana Double Ligero Lancero',\n",
       "  '91',\n",
       "  'Dominican Republic,Full,CA • January 1, 2018,Panetela,'),\n",
       " ('Tatuaje Cabinet Noellas',\n",
       "  '91',\n",
       "  'U.S.A.,Medium-Full,CA • January 1, 2018,Petit Corona,'),\n",
       " ('Undercrown Churchill',\n",
       "  '91',\n",
       "  'Nicaragua,Medium-Full,CA • January 1, 2018,Churchill,')]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "record"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('puros.csv', header=0, index_col=False, sep=\",\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Nombre</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Country</th>\n",
       "      <th>Body</th>\n",
       "      <th>Day</th>\n",
       "      <th>Year</th>\n",
       "      <th>Size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Flor de las Antillas Toro</td>\n",
       "      <td>96</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Corona Gorda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Cohiba 1966 Edición Limitada 2011</td>\n",
       "      <td>95</td>\n",
       "      <td>Cuba</td>\n",
       "      <td>Medium</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Corona Gorda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Romeo by Romeo Y Julieta Piramide</td>\n",
       "      <td>94</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Figurado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Padrón Family Reserve 85 Years Natural</td>\n",
       "      <td>94</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Medium</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Robusto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Arturo Fuente Rosado Sungrown Magnum R Vitola ...</td>\n",
       "      <td>94</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>Medium</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Robusto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>H. Upmann Royal Robusto</td>\n",
       "      <td>94</td>\n",
       "      <td>Cuba</td>\n",
       "      <td>Medium</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Robusto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Ashton Heritage Puro Sol Belicoso No. 2</td>\n",
       "      <td>94</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>Mild-Medium</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Figurado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Rocky Patel Fifty Robusto</td>\n",
       "      <td>93</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Corona Gorda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Tatuaje Cojonu 2012 Sumatra</td>\n",
       "      <td>93</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Corona Gorda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Nat Sherman Timeless Collection No. 2</td>\n",
       "      <td>93</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Figurado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Kristoff Corojo Limitada Torpedo</td>\n",
       "      <td>93</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Figurado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>La Flor Dominicana Cameroon Cabinet Chisel</td>\n",
       "      <td>93</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Figurado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Partagas Serie E No. 2</td>\n",
       "      <td>93</td>\n",
       "      <td>Cuba</td>\n",
       "      <td>Medium</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Corona Gorda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>El Baton Belicoso</td>\n",
       "      <td>93</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Medium</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Figurado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>H. Upmann 1844 Reserve Belicoso</td>\n",
       "      <td>93</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Figurado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Bolivar Belicoso Fino</td>\n",
       "      <td>93</td>\n",
       "      <td>Cuba</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Figurado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Camacho Liberty 2012</td>\n",
       "      <td>92</td>\n",
       "      <td>Honduras</td>\n",
       "      <td>Medium</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Figurado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Oliva Serie V Belicoso</td>\n",
       "      <td>92</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Figurado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>La Palina El Diario K B</td>\n",
       "      <td>92</td>\n",
       "      <td>Honduras</td>\n",
       "      <td>Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Petit Corona</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Punch Gran Puro Santa Rita</td>\n",
       "      <td>91</td>\n",
       "      <td>Honduras</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Robusto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Alec Bradley Fine and Rare</td>\n",
       "      <td>91</td>\n",
       "      <td>Honduras</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Corona Gorda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>E.P. Carrillo Elencos Series Don Rubino</td>\n",
       "      <td>91</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Robusto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Macanudo Crü Royale Poco Gordo</td>\n",
       "      <td>91</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>Medium</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Odd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Headley Grange Estupendo</td>\n",
       "      <td>91</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Corona Gorda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>San Lotano Oval Corona</td>\n",
       "      <td>91</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Corona</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Montecristo No. 2</td>\n",
       "      <td>96</td>\n",
       "      <td>Cuba</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2014</td>\n",
       "      <td>Figurado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Aging Room Quattro F55 Concerto</td>\n",
       "      <td>95</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Churchill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Davidoff Nicaragua Toro</td>\n",
       "      <td>95</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>Medium</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Corona Gorda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Padrón 1964 Anniversary Series Maduro Diplomatico</td>\n",
       "      <td>94</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Medium</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Churchill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Cohiba Behike BHK 54</td>\n",
       "      <td>94</td>\n",
       "      <td>Cuba</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2014</td>\n",
       "      <td>Corona Gorda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Villiger San'Doro Colorado Robusto</td>\n",
       "      <td>92</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2017</td>\n",
       "      <td>Robusto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Henry Clay Stalk Cut Toro</td>\n",
       "      <td>92</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2017</td>\n",
       "      <td>Corona Gorda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Casa Cuba Doble Cinco</td>\n",
       "      <td>92</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>Medium</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2017</td>\n",
       "      <td>Robusto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Illusione mk</td>\n",
       "      <td>92</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2017</td>\n",
       "      <td>Corona</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>El Güegüense Corona Gorda</td>\n",
       "      <td>92</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2017</td>\n",
       "      <td>Corona Gorda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Arturo Fuente Don Carlos Eye of the Shark</td>\n",
       "      <td>97</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2018</td>\n",
       "      <td>Figurado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Padrón Serie 1926 No. 2</td>\n",
       "      <td>96</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2018</td>\n",
       "      <td>Figurado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Oliva Serie V Belicoso</td>\n",
       "      <td>95</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2018</td>\n",
       "      <td>Figurado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Bolivar Belicoso Fino</td>\n",
       "      <td>94</td>\n",
       "      <td>Cuba</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2018</td>\n",
       "      <td>Figurado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Alec Bradley Tempus Natural Centuria</td>\n",
       "      <td>94</td>\n",
       "      <td>Honduras</td>\n",
       "      <td>Medium</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2018</td>\n",
       "      <td>Churchill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Ashton Symmetry Belicoso</td>\n",
       "      <td>94</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2018</td>\n",
       "      <td>Figurado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>My Father The Judge Grand Robusto</td>\n",
       "      <td>93</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2018</td>\n",
       "      <td>Grande</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Guardian of the Farm Apollo Selección de Warped</td>\n",
       "      <td>93</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Medium</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2018</td>\n",
       "      <td>Corona</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Plasencia Alma Fuerte Generacion V</td>\n",
       "      <td>93</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2018</td>\n",
       "      <td>Figurado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Villiger La Flor de Ynclan Robusto</td>\n",
       "      <td>93</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2018</td>\n",
       "      <td>Robusto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Partagás Lusitania</td>\n",
       "      <td>93</td>\n",
       "      <td>Cuba</td>\n",
       "      <td>Medium</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2018</td>\n",
       "      <td>Double Corona</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>New World Puro Especial Toro</td>\n",
       "      <td>93</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2018</td>\n",
       "      <td>Corona Gorda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Archetype Axis Mundi Toro</td>\n",
       "      <td>93</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2018</td>\n",
       "      <td>Corona Gorda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>601 Red Label Habano Torpedo</td>\n",
       "      <td>93</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2018</td>\n",
       "      <td>Figurado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Romeo by Romeo y Julieta Aging Room Small Batc...</td>\n",
       "      <td>93</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2018</td>\n",
       "      <td>Figurado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Rocky Patel Vintage 2003 Cameroon Churchill</td>\n",
       "      <td>92</td>\n",
       "      <td>Honduras</td>\n",
       "      <td>Medium</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2018</td>\n",
       "      <td>Churchill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>CLE Prieto 50x5</td>\n",
       "      <td>92</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2018</td>\n",
       "      <td>Robusto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>E.P. Carrillo Dusk Solidos</td>\n",
       "      <td>92</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2018</td>\n",
       "      <td>Grande</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Romeo y Julieta Short Churchill</td>\n",
       "      <td>92</td>\n",
       "      <td>Cuba</td>\n",
       "      <td>Medium</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2018</td>\n",
       "      <td>Robusto</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Macanudo Inspirado Orange Churchill</td>\n",
       "      <td>92</td>\n",
       "      <td>Honduras</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2018</td>\n",
       "      <td>Churchill</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Regius Exclusivo U.S.A. Pressed Perfecto</td>\n",
       "      <td>92</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Medium</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2018</td>\n",
       "      <td>Figurado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Joya Black Nocturno</td>\n",
       "      <td>91</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Medium</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2018</td>\n",
       "      <td>Corona Gorda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>La Flor Dominicana Double Ligero Lancero</td>\n",
       "      <td>91</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2018</td>\n",
       "      <td>Panetela</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Tatuaje Cabinet Noellas</td>\n",
       "      <td>91</td>\n",
       "      <td>U.S.A.</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2018</td>\n",
       "      <td>Petit Corona</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Undercrown Churchill</td>\n",
       "      <td>91</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Medium-Full</td>\n",
       "      <td>CA • January 1</td>\n",
       "      <td>2018</td>\n",
       "      <td>Churchill</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                Nombre   Rating  \\\n",
       "0                            Flor de las Antillas Toro       96   \n",
       "1                    Cohiba 1966 Edición Limitada 2011       95   \n",
       "2                    Romeo by Romeo Y Julieta Piramide       94   \n",
       "3               Padrón Family Reserve 85 Years Natural       94   \n",
       "4    Arturo Fuente Rosado Sungrown Magnum R Vitola ...       94   \n",
       "5                              H. Upmann Royal Robusto       94   \n",
       "6              Ashton Heritage Puro Sol Belicoso No. 2       94   \n",
       "7                            Rocky Patel Fifty Robusto       93   \n",
       "8                          Tatuaje Cojonu 2012 Sumatra       93   \n",
       "9                Nat Sherman Timeless Collection No. 2       93   \n",
       "10                    Kristoff Corojo Limitada Torpedo       93   \n",
       "11          La Flor Dominicana Cameroon Cabinet Chisel       93   \n",
       "12                              Partagas Serie E No. 2       93   \n",
       "13                                   El Baton Belicoso       93   \n",
       "14                     H. Upmann 1844 Reserve Belicoso       93   \n",
       "15                               Bolivar Belicoso Fino       93   \n",
       "16                                Camacho Liberty 2012       92   \n",
       "17                              Oliva Serie V Belicoso       92   \n",
       "18                             La Palina El Diario K B       92   \n",
       "19                          Punch Gran Puro Santa Rita       91   \n",
       "20                          Alec Bradley Fine and Rare       91   \n",
       "21             E.P. Carrillo Elencos Series Don Rubino       91   \n",
       "22                      Macanudo Crü Royale Poco Gordo       91   \n",
       "23                            Headley Grange Estupendo       91   \n",
       "24                              San Lotano Oval Corona       91   \n",
       "25                                   Montecristo No. 2       96   \n",
       "26                     Aging Room Quattro F55 Concerto       95   \n",
       "27                             Davidoff Nicaragua Toro       95   \n",
       "28   Padrón 1964 Anniversary Series Maduro Diplomatico       94   \n",
       "29                                Cohiba Behike BHK 54       94   \n",
       "..                                                 ...      ...   \n",
       "120                 Villiger San'Doro Colorado Robusto       92   \n",
       "121                          Henry Clay Stalk Cut Toro       92   \n",
       "122                              Casa Cuba Doble Cinco       92   \n",
       "123                                       Illusione mk       92   \n",
       "124                          El Güegüense Corona Gorda       92   \n",
       "125          Arturo Fuente Don Carlos Eye of the Shark       97   \n",
       "126                            Padrón Serie 1926 No. 2       96   \n",
       "127                             Oliva Serie V Belicoso       95   \n",
       "128                              Bolivar Belicoso Fino       94   \n",
       "129               Alec Bradley Tempus Natural Centuria       94   \n",
       "130                           Ashton Symmetry Belicoso       94   \n",
       "131                  My Father The Judge Grand Robusto       93   \n",
       "132    Guardian of the Farm Apollo Selección de Warped       93   \n",
       "133                 Plasencia Alma Fuerte Generacion V       93   \n",
       "134                 Villiger La Flor de Ynclan Robusto       93   \n",
       "135                                 Partagás Lusitania       93   \n",
       "136                       New World Puro Especial Toro       93   \n",
       "137                          Archetype Axis Mundi Toro       93   \n",
       "138                       601 Red Label Habano Torpedo       93   \n",
       "139  Romeo by Romeo y Julieta Aging Room Small Batc...       93   \n",
       "140        Rocky Patel Vintage 2003 Cameroon Churchill       92   \n",
       "141                                    CLE Prieto 50x5       92   \n",
       "142                         E.P. Carrillo Dusk Solidos       92   \n",
       "143                    Romeo y Julieta Short Churchill       92   \n",
       "144                Macanudo Inspirado Orange Churchill       92   \n",
       "145           Regius Exclusivo U.S.A. Pressed Perfecto       92   \n",
       "146                                Joya Black Nocturno       91   \n",
       "147           La Flor Dominicana Double Ligero Lancero       91   \n",
       "148                            Tatuaje Cabinet Noellas       91   \n",
       "149                               Undercrown Churchill       91   \n",
       "\n",
       "                Country         Body             Day   Year           Size  \n",
       "0             Nicaragua  Medium-Full  CA • January 1   2013   Corona Gorda  \n",
       "1                  Cuba       Medium  CA • January 1   2013   Corona Gorda  \n",
       "2    Dominican Republic  Medium-Full  CA • January 1   2013       Figurado  \n",
       "3             Nicaragua       Medium  CA • January 1   2013        Robusto  \n",
       "4    Dominican Republic       Medium  CA • January 1   2013        Robusto  \n",
       "5                  Cuba       Medium  CA • January 1   2013        Robusto  \n",
       "6    Dominican Republic  Mild-Medium  CA • January 1   2013       Figurado  \n",
       "7             Nicaragua  Medium-Full  CA • January 1   2013   Corona Gorda  \n",
       "8             Nicaragua  Medium-Full  CA • January 1   2013   Corona Gorda  \n",
       "9    Dominican Republic  Medium-Full  CA • January 1   2013       Figurado  \n",
       "10   Dominican Republic  Medium-Full  CA • January 1   2013       Figurado  \n",
       "11   Dominican Republic  Medium-Full  CA • January 1   2013       Figurado  \n",
       "12                 Cuba       Medium  CA • January 1   2013   Corona Gorda  \n",
       "13            Nicaragua       Medium  CA • January 1   2013       Figurado  \n",
       "14   Dominican Republic          NaN  CA • January 1   2013       Figurado  \n",
       "15                 Cuba          NaN  CA • January 1   2013       Figurado  \n",
       "16             Honduras       Medium  CA • January 1   2013       Figurado  \n",
       "17            Nicaragua         Full  CA • January 1   2013       Figurado  \n",
       "18             Honduras         Full  CA • January 1   2013   Petit Corona  \n",
       "19             Honduras          NaN  CA • January 1   2013        Robusto  \n",
       "20             Honduras  Medium-Full  CA • January 1   2013   Corona Gorda  \n",
       "21   Dominican Republic  Medium-Full  CA • January 1   2013        Robusto  \n",
       "22   Dominican Republic       Medium  CA • January 1   2013            Odd  \n",
       "23   Dominican Republic  Medium-Full  CA • January 1   2013   Corona Gorda  \n",
       "24            Nicaragua  Medium-Full  CA • January 1   2013         Corona  \n",
       "25                 Cuba          NaN  CA • January 1   2014       Figurado  \n",
       "26   Dominican Republic  Medium-Full  CA • January 1   2013      Churchill  \n",
       "27   Dominican Republic       Medium  CA • January 1   2013   Corona Gorda  \n",
       "28            Nicaragua       Medium  CA • January 1   2013      Churchill  \n",
       "29                 Cuba  Medium-Full  CA • January 1   2014   Corona Gorda  \n",
       "..                  ...          ...             ...    ...            ...  \n",
       "120           Nicaragua  Medium-Full  CA • January 1   2017        Robusto  \n",
       "121  Dominican Republic  Medium-Full  CA • January 1   2017   Corona Gorda  \n",
       "122  Dominican Republic       Medium  CA • January 1   2017        Robusto  \n",
       "123           Nicaragua  Medium-Full  CA • January 1   2017         Corona  \n",
       "124           Nicaragua  Medium-Full  CA • January 1   2017   Corona Gorda  \n",
       "125  Dominican Republic  Medium-Full  CA • January 1   2018       Figurado  \n",
       "126           Nicaragua  Medium-Full  CA • January 1   2018       Figurado  \n",
       "127           Nicaragua  Medium-Full  CA • January 1   2018       Figurado  \n",
       "128                Cuba  Medium-Full  CA • January 1   2018       Figurado  \n",
       "129            Honduras       Medium  CA • January 1   2018      Churchill  \n",
       "130  Dominican Republic  Medium-Full  CA • January 1   2018       Figurado  \n",
       "131           Nicaragua  Medium-Full  CA • January 1   2018         Grande  \n",
       "132           Nicaragua       Medium  CA • January 1   2018         Corona  \n",
       "133           Nicaragua  Medium-Full  CA • January 1   2018       Figurado  \n",
       "134  Dominican Republic  Medium-Full  CA • January 1   2018        Robusto  \n",
       "135                Cuba       Medium  CA • January 1   2018  Double Corona  \n",
       "136           Nicaragua  Medium-Full  CA • January 1   2018   Corona Gorda  \n",
       "137           Nicaragua  Medium-Full  CA • January 1   2018   Corona Gorda  \n",
       "138           Nicaragua  Medium-Full  CA • January 1   2018       Figurado  \n",
       "139  Dominican Republic  Medium-Full  CA • January 1   2018       Figurado  \n",
       "140            Honduras       Medium  CA • January 1   2018      Churchill  \n",
       "141           Nicaragua  Medium-Full  CA • January 1   2018        Robusto  \n",
       "142  Dominican Republic  Medium-Full  CA • January 1   2018         Grande  \n",
       "143                Cuba       Medium  CA • January 1   2018        Robusto  \n",
       "144            Honduras  Medium-Full  CA • January 1   2018      Churchill  \n",
       "145           Nicaragua       Medium  CA • January 1   2018       Figurado  \n",
       "146           Nicaragua       Medium  CA • January 1   2018   Corona Gorda  \n",
       "147  Dominican Republic         Full  CA • January 1   2018       Panetela  \n",
       "148              U.S.A.  Medium-Full  CA • January 1   2018   Petit Corona  \n",
       "149           Nicaragua  Medium-Full  CA • January 1   2018      Churchill  \n",
       "\n",
       "[150 rows x 7 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Since there are blank spaces we strip them off\n",
    "df.columns = [c.strip() for c in list(df.columns.values)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a16269b38>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(7,7))\n",
    "sns.boxplot(x = \"Year\", y = \"Rating\", data = df, palette='rainbow')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a167ce198>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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QJkmSVIAhTJIkqQBDmCRJUgGGMEmSpAIMYZIkSQUYwiRJkgowhEmSJBVgCJMkSSrAECZJklSAIUySJKkAQ5gkSVIBhjBJkqQCDGGSJEkFGMIkSZIKMIRJkiQV0GgIi4jFEbE8IlZExJvrYe+KiGsi4qqI+GZE9DVZgyRJUi9qLIRFxBHAScDRwBOA50fEo4BlmXlkZh4FfBV4e1M1SJIk9ao5DbZ9OHB5Zq4FiIhLgUWZeVbHNPsCOdUnGhkZIdetZdPN75tqUzNerlvJyMg+XWlr7p2/5OCLPtGVtrphzppfAbB5/wMLV7K1uXf+Eg7cb8rtjIyMsGHtPaxcdkEXqprZNty2ipF91k65naGhIdrtdhcq6p7RepYsWVK4km21Wi0GBwdLl7FFt96/kZERAPr6urPjpteWUze5zHdOkyFsOXBGRBwIrAOOB4YBIuIM4FXAGuAZ480cEYPAIEB/f3+DZWpXtFqt0iVso71mNQCtLgSerjpwv55cXppYu93mJzffwAH9B5QuZYucW31vXb1pVeFKtnbXz+8qXUJj1q9fX7qEWWe2LPPGQlhmXh8RZwKXAPcAVwOb63GnAadFxN8DbwD+cZz5h4AhgIGBgR32lvX19XHX+vXs+ci3dvdFzECbbn4ffX3zptxOL36jGO0ZWLp0aeFKmtHX18fvNvyaQ049sXQpPW/lsgvo2+vBXWnrgP4DeP5pz+tKWzPZV8/4eukSttGt7dRM37Z0k8t85zR6YH5mnpeZT8rMY4G7gBvHTHI+8KIma5AkSepFTf86cn592w+cAFxQH5w/6s+BG5qsQZIkqRc1eUwYwIX1MWGbgJMz8+6I+FhEPAa4D7gVeG3DNUiSJPWcRkNYZh4zzjB3P0qSpFnPM+ZLkiQVYAiTJEkqwBAmSZJUgCFMkiSpAEOYJElSAYYwSZKkAgxhkiRJBRjCJEmSCmj6jPmSJE3a0NAQ7Xa7dBlbGa1n9KLSvaTVanXtotmafoYwSVLPaLfb3PTT63jE/H1Kl7LFnNgIwLpf31K2kDFuX7W2dAmaIkOYJKmnPGL+Pix++WNLl9Hzzj7/htIlaIo8JkySJKkAQ5gkSVIBhjBJkqQCDGGSJEkFGMIkSZIKMIRJkiQVYAiTJEkqwBAmSZJUgCFMkiSpAEOYJElSAYYwSZKkArx2pCSpZ4yMjPC7e9Z6XcRJWLlqLfuuHZlyO0NDQ7Tb7S5U1D2j9SxZsqRwJdtqtVoMDg52pS1DmCRJs1i73eamFddy6N5RupQt9tyQAGxoLy9cydZuW5ddbc8QJknqGX19faz79UYWv/yxpUvpeWeffwN7P7ivK20dunfwtoVzu9LWTHbWTRu72p7HhEmSJBVgCJMkSSrAECZJklSAIUySJKkAQ5gkSVIBhjBJkqQCDGGSJEkFGMIkSZIKMIRJkiQVYAiTJEkqwBAmSZJUgNeOlCT1lNtXreXs828oXcYWq+9eD8DBD5lXuJKt3b5qLQsfXLoKTYUhTJLUM1qtVukStrH5rjYAez94QdlCxlj44N5cXpo8Q5gkqWcMDg6WLmEbS5YsAWDp0qWFK9FM4zFhkiRJBRjCJEmSCjCESZIkFWAIkyRJKsAQJkmSVIAhTJIkqQBDmCRJUgGGMEmSpAIMYZIkSQU0GsIiYnFELI+IFRHx5nrYsoi4ISKuiYiLIsIrX0mSpFmnsRAWEUcAJwFHA08Anh8RjwIuAY7IzCOBnwJ/31QNkiRJvarJnrDDgcszc21mbgYuBRZl5jfrxwCXA4c0WIMkSVJPavIC3suBMyLiQGAdcDwwPGaavwI+140ny3Ur2XTz+7rRVFfkhtUAxF4HF65ka7luJbCwdBlbGRoaot1uT7md0TZGL7Y7Va1Wq+cuJrzxtlWsXHZB6TK22LTqbgD2nP+QwpVsbeNtq2Dh1I90GBkZ4a677+KTg5/pQlXdce+mewHYY889Cleytc0bNrPpIZsnnnAauW2ZnJGREdauS866aWPpUnrebeuSfUZGutZeYyEsM6+PiDOpdj/eA1wNbPmERsRp9eNxt24RMQgMAvT39+/wuVqtVneK7qJ2exMArda8wpWMtbAnl1c3zJvXa8u6u3rxfWtvuguA1l49dmjnwgd3ZXntv//+rF+/vgsFdc+6+9YBMPcBcwtXsrW5e89l//33L11GI2b6tkXlRGZOzxNFvBtYmZnnRsSrgdcCz8rMtRPNOzAwkMPDYzvRetvoN6alS5cWrkRqjuv59HOZq9uWLFnChvZy3rawt4J9Lzrrpo3s1Tpiws9fRFyRmQMTtdfk7kgiYn5mroqIfuAE4GkR8afA3wF/PJkAJkmSNBM1GsKAC+tjwjYBJ2fm3RFxDrAXcElEQHXw/msbrkOSJKmnNBrCMvOYcYb11lHhkiRJBXjGfEmSpAIMYZIkSQUYwiRJkgowhEmSJBVgCJMkSSrAECZJklSAIUySJKkAQ5gkSVIBhjBJkqQCDGGSJEkFGMIkSZIKMIRJkiQVYAiTJEkqwBAmSZJUgCFMkiSpAEOYJElSAYYwSZKkAgxhkiRJBRjCJEmSCjCESZIkFWAIkyRJKsAQJkmSVIAhTJIkqYA5pQuQJEll3bYuOeumjaXL2GLVhgRg/l5RuJKt3bYuWdjF9gxhkiTNYq1Wq3QJ29jUbgOwV4/VtpDuLi9DmCRJs9jg4GDpEraxZMkSAJYuXVq4kmZ5TJgkSVIBhjBJkqQCDGGSJEkFGMIkSZIKMIRJkiQVYAiTJEkqwBAmSZJUgCFMkiSpAEOYJElSAYYwSZKkAgxhkiRJBRjCJEmSCjCESZIkFWAIkyRJKsAQJkmSVIAhTJIkqQBDmCRJUgGGMEmSpAIMYZIkSQUYwiRJkgowhEmSJBVgCJMkSSrAECZJklRAoyEsIhZHxPKIWBERb66Hvbh+fF9EDDT5/JIkSb2qsRAWEUcAJwFHA08Anh8RjwKWAycAlzX13JIkSb2uyZ6ww4HLM3NtZm4GLgUWZeb1mfmTBp9XkiSp50VmNtNwxOHAvwFPA9YB3wKGM/ON9fjvAqdk5vBEbQ0MDOTw8ISTdcXQ0BDtdnvK7Yy20Wq1ptzWaDuDg4NdaUtyPZ9+LnPNBq7nlYi4IjMnPORqTlMFZOb1EXEmcAlwD3A1sHmy80fEIDAI0N/f30iNTZo3b17pEqTGuZ5PP5e5ZoPZsp431hO2zRNFvBtYmZnn1o+/Sw/2hEmSJE1F8Z6wuoj5mbkqIvqpDsZ/WpPPJ0mStLtoNIQBF0bEgcAm4OTMvDsiFgEfAg4GvhYRV2XmnzRchyRJUk9pNIRl5jHjDLsIuKjJ55UkSep1njFfkiSpAEOYJElSAYYwSZKkAgxhkiRJBRjCJEmSCjCESZIkFWAIkyRJKsAQJkmSVIAhTJIkqQBDmCRJUgGGMEmSpAIMYZIkSQVEZpauYUIRsRq4tXQdu+Ag4M7SRcwyLvPp5zKffi7z6ecyn3678zI/LDMPnmii3SKE7a4iYjgzB0rXMZu4zKefy3z6ucynn8t8+s2GZe7uSEmSpAIMYZIkSQUYwpo1VLqAWchlPv1c5tPPZT79XObTb8Yvc48JkyRJKsCeMEmSpAJmdQiLiIyI93Y8PiUiTq/vvzYiXlWsOG0REQ+LiM9GxM0RcV1E/HtEPHoH098SEQdNZ41TERH3RsRVEbEiIq6OiLdGRFc+mxHxzoh49gTT/HlELOnG822n/ddExOr6Nd4QEW9p6HnGfd8j4vSIOKW+P+Hy6GI994x5/JqIOKdLbf9rRPxFN9qaLert/ac7Hs+p18uv7mJ7jX5uZpKIWBARy8cM2/K57Bj20Ij4ar0dvC4i/n0HbT6xfk//pKm6p8Oc0gUUtgE4ISL+KTO3OhdJZn50qo1HRFDt8r1vqm3NVvUyvAj4ZGa+rB52FPBQ4Kcla+uidZl5FEBEzAfOB/YH/nGqDWfm2ycxzZeBL0/1uSbwucx8Q0QcCPwkIv5fZt7W8HNuYzLLYyaKiDmZubl0HYX9DjgiIvbOzHXAc4Dbd7WxafrczDbvBC7JzLMBIuLIHUx7IvC9+vYb01BbI2Z1TxiwmerAv22+mY/59rwwIv6jTuc/johHRsQDI+Jb9eNrI+IF9bQLIuL6iDgX+DFwaER8JCKG656Od3Q8x/F1z8D3IuKDo9/Ixn5DiIjlEbGgvv+liLiibmuwuUXTM54BbOoMxZl5FbBH5zfYiDgnIl7TMd+pEfHD+m9hPc2fRcQPIuLK+v186HS9iMnKzFXAIPCGqMyLiE/U69iVEfEM2NKr8qWI+EpE/Cwi3lD3oF0ZEZdHxAH1dFt6TOqeond0rLOP7WjrnPr+QyPionpdvzoi/rAePu56FxH3RMQZ9bSXT7RMM/NXwE3Aw+v5D46ICyPiR/XfH9XDT4+IT0fEtyPixog4qR5+3M6+753GLI+nRMR/17X/MCL225n3aioi4rB6+3FNfdvfUd8H67raHbVG/Vqvi4ivAfM72trSAxgRAxHx3fr+6RExFBHfBD5Vb5v+s37/f9zx3j48Ii6LqqdyeUQcM13LoYCvA/+jvn8icMHoiIjYNyI+Xq+HV8b92/S3RsTH6/uPr5fRPpP83Ly1nn55RLx5Wl/p7unhwMrRB5l5zXgTRUQAfwG8BnhuRMybluoaMNtDGMCHgVdExP47mOYzwIcz8wnAHwK/ANYDizLzSVRB4b31igHwGOBTmfnEzLwVOK0+4dyRwB9HxJH1SvPPwPMy8+nAhGfWrf1VZj4ZGADeFFXPwkx2BHDFLsz3m8w8GjgH+EA97HvAUzPzicBngbd1p8Tuysw21WdzPnByPezxVP80PtmxwTkCeDlwNHAGsLZ+bd8Htrcr/c56nf0IcMo44z8IXFqv608CVtTDt7fe7QtcXk9/GXDSjl5bHTbmAaMb17OB92fmU4AXAR/rmPxIqn+YTwPeHhF9O2q7Nt77Pl4dc4HPAYvr2p8NrJtE+ztj7zrYXBURV1F9yx91DtU24kiq7csHO8Y9HHg68HxgaT1sEdV25fFUy/gPJ1nDk4EXZObLgVXAc+r3/6Udz/ly4Bt1b+wTgKt27mXuVj4LvKz+DB0J/KBj3GnAt+t18RnAsojYl2o9WhgRi4BPAH+bmWvHtLvN5yYingz8JfAHwFOBkyLiiQ2+tpngw8B5EfGdiDhtB5/5PwJ+lpk3A98Fjp+uArtttu+OJDN/ExGfAt7EOBvh+tvxIzLzonr69fXwPYF3R8SxwH3AI6h2kQHcmpmXdzTzkrr3YA7VBvZxVP9k25n5s3qaC6h6QCbypnpjAHAo8CjgV5N9vbPIBR2376/vHwJ8LiIeDswFfjbejD1iNNA/HfgQQGbeEBG3AqPHw30nM38L/DYi1gBfqYdfS/UPZjxfrG+vAE4YZ/wzqQNcZt4LrKmHb2+92wiM9kxdQbWLZzwvjaoX7zHASaOfI6rw87j7v7/woI4eqX+rdxuti4jvUIXNX2+n/VHjve/jeQzwi8z8Uf1afzNBu7tiy25mqHocqUIsVMFydPl/GjirY74v1YcwXNfRs3gscEH9noxExLcnWcOX62UIsCdwTlS78+/l/vXoR8DH623al+qe5hkpM6+Jaq/CicDY442eC/x53L8XYh7Qn5nX1+/dNcA/Z+Z/jdP0Np+biHg6cFFm/g4gIr4IHANc2dUXtXvY3mkYthqemd+IiBbwp8DzgCsj4ojMXD1mvhOpAjX17Su5f9u2W7EnrPIB4K+pvtWPFeMMA3gFVe/Vk+sN7R1UH1qojj2oZo74Paoeh2fV33q/Vk+3vXah2k3a+d7Mq9s6juqf1tPqb1xXdjznTLWC6tv8WOMuow45zv0PAefUvUp/O848PaHeCN1L1XOxo/VkQ8f9+zoe38f2v2CNTnPvDqYZW89xbH+925T3n+dmR21+LjN/n+qf0Hsj4mH18AfU7R5V/z2iDpaw7YY72bX3fdyXNcH46dZZS+f7GtuZplPnMhm7PH7Xcf8tVNupJ1CFwbkAmXkZVci7Hfh0zPwfJH0ZeA8duyJrAbyoY13sz8zr63GPAu4BJtMb29meKr8CHjJm2AGMc13IzLwrM8/PzFdSfUE4tnN8ROxB1Wv+9oi4hWq7/rzpPJwx7CIoAAAFdElEQVSgmwxhVG868HmqIDZ23G+AlRHxQoCI2Csi9qE6cHpVZm6qv+Eftp3mH0S1IVxTf6t9Xj38BqBVfyuDavfAqFuourSJiCcBv1cP3x+4OzPXRnU8z1N3/tXudr4N7BX1MUFQHcsD7EHVg7JXvSv5WWPme2nH7ffr+/tz/4G4r26u5F0XEQcDH6UKi0m1i+8V9bhHA/3ATxos4VvA6+rn2yMiHkQX17vM/D5Vz8/ietA3gTeMjq97aUa9IKpj4g4EjqPaIN/Kzr/v47kB6KvXJSJiv4iYzj0D/w28rL7/Cqpd5TtyGdVutD3qntxndIy7hfu/qLxoB23sT9X7dx9Vz8EeUB2fRrUt+xfgPOptzwz2ceCdmXntmOHfAN44eljJ6K7Dej07myoMHBjj/yp1vM/NZcAL6+PH9qXapfyfTbygXpeZ9wC/iIhnAUR1zOqfMma9j4hn1v9fR/dCPRL4+Zjmng1cnZmHZuaCzDwMuBB4YcMvoxGGsPu9l+qK7eN5JdXumGuoNp4PozqOYyAihqk2ojeMN2NmXk3Vc7CC6sP/X/XwdcDrgYsj4ntU31BHd/1cCBxQH0fyOu7/FeDFwJy6jncBnbs8Z6Q6iCwCnhPVKSpWAKcDI1TB+Rqq92JsF/9eEfEDqn/2oz+8OB34QkT8J+N8Ayto9NihFcB/UAWT0R9wnEv1I4RrqY5hek1mbthOO92wGHhG/XxXAL9P99e7M4G/rDeyb6L6HF0TEdcBr+2Y7odUPceXA+/KzJH6F5U7+75vIzM3UgW1D0XE1cAlTG/P6JuolsE1VNuXxRNMfxFwI9Wu5o8Al3aMewdwdr1e37uDNs4FXh0Rl1PtihztJTsOuCoirqQKcWfv3EvZvWTmytFf343xLqpdttdEdTqFd9XD3w+cm5k/pfqivjSqXzF32uZzk5k/Bv6Vaj3+AfCxzJyNuyJHvQr43/X/tW8D78jMm6M6HdTo5/7JwHD9ufg+1TL7EUA9H1S7Ii8a0/aFVMc2EtUpjHamx7Ioz5hfUEQ8MDPvqb95fRi4MTN3dByLNCtEdb6+ezLzPaVrkaSm2BNW1kl1ul9BtavgnwvXI0mSpok9YZIkSQXYEyZJklSAIUySJKkAQ5gkSVIBhjBJu52IeFhEfLY+bcl19c/SHz3xnJNu/7ior/8nSU0xhEnardSndLkI+G5mPjIzHwf8A/dfNqwbjmM712ec5pO6SprBDGGSdjfPoLpc0kdHB9TXO/xeRCyLiOURcW1EvBS29GqNXt+SiDinvhYgEXFLRLwjIn5cz/PY+ioWrwXeUp9E95iI+NeIeF9U17BcFhE31lc3ICIeEBE3RcT2TvYsSePyG52k3c0RVGclH+sE4CiqayMeBPwoIi6bRHt3ZuaTIuL1wCmZ+TcR8VE6ThYbEX9NdZb5Z2fmvRHxa6orZXyA+y+j0ktXYZC0G7AnTNJM8XTggsy8NzPvoLq0z1MmMd8X69srgAU7mO4LmTl6WaCPU12GBeCvgE/sfLmSZjtDmKTdzQruv2B1p9jO9JvZels39hqRo9fivJcd7x0YvdYi9TUs74iIZwJ/AHx9RwVL0ngMYZJ2N9+mulD3SaMDIuIpwN3ASyNij/p4rWOpLp58K/C4iNgrIvYHnjWJ5/gtsN8E03wM+L/A5zt6yCRp0gxhknYrWV1rbRHwnPoUFSuA04HzgWuAq6mC2tsy85d1r9Xn63GfAa6cxNN8BVg0emD+dqb5MvBA3BUpaRd57UhJ2gURMQC8PzO3F9IkaYf8daQk7aSIWAK8juoXkpK0S+wJkyRJKsBjwiRJkgowhEmSJBVgCJMkSSrAECZJklSAIUySJKkAQ5gkSVIB/x+OcbnWYlAcjwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(10,7))\n",
    "sns.boxplot(x = \"Country\", y = \"Rating\", data = df, palette='rainbow')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x114d5fc50>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(10,7))\n",
    "sns.countplot(x = \"Country\", data = df, palette='rainbow')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a163d1b38>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(20,7))\n",
    "sns.boxplot(x = \"Size\", y = \"Rating\", data = df, palette='rainbow')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a16680a58>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(20,7))\n",
    "sns.countplot(x = \"Size\", data = df, palette='rainbow')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a159c3240>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(10,7))\n",
    "sns.boxplot(x = \"Body\", y = \"Rating\", data = df, palette='rainbow')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a167255c0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(10,7))\n",
    "sns.countplot(x = \"Body\", data = df, palette='rainbow')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}