Analysis_JMJ.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Beer Run"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#print(os.listdir(os.getcwd()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#print(os.getcwd())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#!pip install my-package"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#! pip install colored --upgrade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#! pip install termcolor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from subprocess import check_output\n",
    "import csv\n",
    "import sqlite3\n",
    "\n",
    "from sqlalchemy import create_engine\n",
    "\n",
    "from config import pgPassword\n",
    "import codecs\n",
    "\n",
    "from PIL import Image\n",
    "from termcolor import colored\n",
    "\n",
    "\n",
    "import plotly as py\n",
    "\n",
    "# Any results you write to the current directory are saved as output."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import csv\n",
    "beer_df = pd.read_csv('data/beers.csv')\n",
    "breweries_df = pd.read_csv('data/breweries.csv')\n",
    "GlobalBeer_df = pd.read_csv('data/open-beer-database.csv')\n",
    "#recipe = pd.read_csv('data/recipeData.csv')\n",
    "with codecs.open(\"data/recipeData.csv\", \"r\",encoding='utf-8', errors='ignore') as fdata:\n",
    "    brrecipe_df = pd.read_csv(fdata)"
   ]
  },
  {
   "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>Name</th>\n",
       "      <th>id</th>\n",
       "      <th>Alcohol_By_Vol</th>\n",
       "      <th>IBU</th>\n",
       "      <th>Style</th>\n",
       "      <th>style_id</th>\n",
       "      <th>Category</th>\n",
       "      <th>Brewer</th>\n",
       "      <th>brewery_id</th>\n",
       "      <th>Address</th>\n",
       "      <th>City</th>\n",
       "      <th>State</th>\n",
       "      <th>Country</th>\n",
       "      <th>Coordinates</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>Hocus Pocus</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Light American Wheat Ale or Lager</td>\n",
       "      <td>116</td>\n",
       "      <td>Other Style</td>\n",
       "      <td>Magic Hat</td>\n",
       "      <td>812</td>\n",
       "      <td>5 Bartlett Bay Road</td>\n",
       "      <td>South Burlington</td>\n",
       "      <td>Vermont</td>\n",
       "      <td>United States</td>\n",
       "      <td>44.4284, -73.2131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>Grimbergen Blonde</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>na</td>\n",
       "      <td>-1</td>\n",
       "      <td>na</td>\n",
       "      <td>Brouwerij Alken-Maes</td>\n",
       "      <td>264</td>\n",
       "      <td>Rue Derbque 7</td>\n",
       "      <td>Jumet</td>\n",
       "      <td>Hainaut</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>50.4431, 4.4147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2937</th>\n",
       "      <td>Widdershins Barleywine</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>na</td>\n",
       "      <td>-1</td>\n",
       "      <td>na</td>\n",
       "      <td>Left Hand Brewing Company</td>\n",
       "      <td>779</td>\n",
       "      <td>1265 Boston Avenue</td>\n",
       "      <td>Longmont</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>United States</td>\n",
       "      <td>40.1587, -105.113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2938</th>\n",
       "      <td>Lucifer</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>na</td>\n",
       "      <td>-1</td>\n",
       "      <td>na</td>\n",
       "      <td>Brouwerij Liefmans</td>\n",
       "      <td>287</td>\n",
       "      <td>200 Aalststraat</td>\n",
       "      <td>Oudenaarde</td>\n",
       "      <td>Oost-Vlaanderen</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>50.8439, 3.617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2082</th>\n",
       "      <td>Bitter</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>na</td>\n",
       "      <td>-1</td>\n",
       "      <td>na</td>\n",
       "      <td>Ridgeway Brewing</td>\n",
       "      <td>1056</td>\n",
       "      <td>6 Chapel Close</td>\n",
       "      <td>South Stoke</td>\n",
       "      <td>Oxford</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>51.5462, -1.1355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2317</th>\n",
       "      <td>Teton Ale</td>\n",
       "      <td>496</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>American-Style Amber/Red Ale</td>\n",
       "      <td>33</td>\n",
       "      <td>North American Ale</td>\n",
       "      <td>Grand Teton Brewing #2</td>\n",
       "      <td>594</td>\n",
       "      <td>430 Old Jackson Highway</td>\n",
       "      <td>Victor</td>\n",
       "      <td>Idaho</td>\n",
       "      <td>United States</td>\n",
       "      <td>43.5984, -111.108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2105</th>\n",
       "      <td>Pilsener</td>\n",
       "      <td>497</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>na</td>\n",
       "      <td>-1</td>\n",
       "      <td>na</td>\n",
       "      <td>Flensburger Brauerei</td>\n",
       "      <td>534</td>\n",
       "      <td>Munketoft 12</td>\n",
       "      <td>Flensburg</td>\n",
       "      <td>Schleswig-Holstein</td>\n",
       "      <td>Germany</td>\n",
       "      <td>54.779, 9.4355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1254</th>\n",
       "      <td>Nickelbier</td>\n",
       "      <td>498</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>Traditional German-Style Bock</td>\n",
       "      <td>90</td>\n",
       "      <td>German Lager</td>\n",
       "      <td>Brauhaus Johann Albrecht - Konstanz</td>\n",
       "      <td>230</td>\n",
       "      <td>Konradigasse 2</td>\n",
       "      <td>Konstanz</td>\n",
       "      <td>Baden-Wrttemberg</td>\n",
       "      <td>Germany</td>\n",
       "      <td>47.6651, 9.175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2318</th>\n",
       "      <td>Edel-Pils</td>\n",
       "      <td>499</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>na</td>\n",
       "      <td>-1</td>\n",
       "      <td>na</td>\n",
       "      <td>Brauerei Leibinger</td>\n",
       "      <td>216</td>\n",
       "      <td>Friedhofstrae 20-36</td>\n",
       "      <td>Ravensburg</td>\n",
       "      <td>Baden-Wrttemberg</td>\n",
       "      <td>Germany</td>\n",
       "      <td>47.7818, 9.6215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4636</th>\n",
       "      <td>Weiss-Gold</td>\n",
       "      <td>500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>na</td>\n",
       "      <td>-1</td>\n",
       "      <td>na</td>\n",
       "      <td>Meckatzer Lwenbru</td>\n",
       "      <td>845</td>\n",
       "      <td>Meckatz 10</td>\n",
       "      <td>Heimenkirch</td>\n",
       "      <td>Bayern</td>\n",
       "      <td>Germany</td>\n",
       "      <td>47.6308, 9.8889</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>500 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Name   id  Alcohol_By_Vol  IBU  \\\n",
       "391              Hocus Pocus    1               5    0   \n",
       "473        Grimbergen Blonde    2               7    0   \n",
       "2937  Widdershins Barleywine    3               9    0   \n",
       "2938                 Lucifer    4               9    0   \n",
       "2082                  Bitter    5               4    0   \n",
       "...                      ...  ...             ...  ...   \n",
       "2317               Teton Ale  496               0    0   \n",
       "2105                Pilsener  497               5    0   \n",
       "1254              Nickelbier  498               7    0   \n",
       "2318               Edel-Pils  499               5    0   \n",
       "4636              Weiss-Gold  500               0    0   \n",
       "\n",
       "                                  Style  style_id            Category  \\\n",
       "391   Light American Wheat Ale or Lager       116         Other Style   \n",
       "473                                  na        -1                  na   \n",
       "2937                                 na        -1                  na   \n",
       "2938                                 na        -1                  na   \n",
       "2082                                 na        -1                  na   \n",
       "...                                 ...       ...                 ...   \n",
       "2317       American-Style Amber/Red Ale        33  North American Ale   \n",
       "2105                                 na        -1                  na   \n",
       "1254      Traditional German-Style Bock        90        German Lager   \n",
       "2318                                 na        -1                  na   \n",
       "4636                                 na        -1                  na   \n",
       "\n",
       "                                   Brewer  brewery_id  \\\n",
       "391                             Magic Hat         812   \n",
       "473                  Brouwerij Alken-Maes         264   \n",
       "2937            Left Hand Brewing Company         779   \n",
       "2938                   Brouwerij Liefmans         287   \n",
       "2082                     Ridgeway Brewing        1056   \n",
       "...                                   ...         ...   \n",
       "2317               Grand Teton Brewing #2         594   \n",
       "2105                 Flensburger Brauerei         534   \n",
       "1254  Brauhaus Johann Albrecht - Konstanz         230   \n",
       "2318                   Brauerei Leibinger         216   \n",
       "4636                    Meckatzer Lwenbru         845   \n",
       "\n",
       "                      Address              City               State  \\\n",
       "391       5 Bartlett Bay Road  South Burlington             Vermont   \n",
       "473             Rue Derbque 7             Jumet             Hainaut   \n",
       "2937       1265 Boston Avenue          Longmont            Colorado   \n",
       "2938          200 Aalststraat        Oudenaarde     Oost-Vlaanderen   \n",
       "2082           6 Chapel Close       South Stoke              Oxford   \n",
       "...                       ...               ...                 ...   \n",
       "2317  430 Old Jackson Highway            Victor               Idaho   \n",
       "2105             Munketoft 12         Flensburg  Schleswig-Holstein   \n",
       "1254           Konradigasse 2          Konstanz    Baden-Wrttemberg   \n",
       "2318      Friedhofstrae 20-36        Ravensburg    Baden-Wrttemberg   \n",
       "4636               Meckatz 10       Heimenkirch              Bayern   \n",
       "\n",
       "             Country        Coordinates  \n",
       "391    United States  44.4284, -73.2131  \n",
       "473          Belgium    50.4431, 4.4147  \n",
       "2937   United States  40.1587, -105.113  \n",
       "2938         Belgium     50.8439, 3.617  \n",
       "2082  United Kingdom   51.5462, -1.1355  \n",
       "...              ...                ...  \n",
       "2317   United States  43.5984, -111.108  \n",
       "2105         Germany     54.779, 9.4355  \n",
       "1254         Germany     47.6651, 9.175  \n",
       "2318         Germany    47.7818, 9.6215  \n",
       "4636         Germany    47.6308, 9.8889  \n",
       "\n",
       "[500 rows x 14 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "targetColumns = [\"Name\", \"id\", \"Alcohol_By_Vol\", \"IBU\", \"Style\", \"style_id\", \"Category\",\"Brewer\",\"brewery_id\", \"Address\", \"City\", \"State\", \"Country\", \"Coordinates\"]\n",
    "openBeer_df = GlobalBeer_df[targetColumns]\n",
    "openBeer_df = openBeer_df.drop_duplicates(subset=['id'])\n",
    "openBeer_df.sort_values(by=[\"id\"]).head(500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#brrecipe.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
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       "        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>BeerID</th>\n",
       "      <th>Name</th>\n",
       "      <th>Style</th>\n",
       "      <th>StyleID</th>\n",
       "      <th>OG</th>\n",
       "      <th>FG</th>\n",
       "      <th>ABV</th>\n",
       "      <th>IBU</th>\n",
       "      <th>Color</th>\n",
       "      <th>Efficiency</th>\n",
       "      <th>BrewMethod</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Vanilla Cream Ale</td>\n",
       "      <td>Cream Ale</td>\n",
       "      <td>45</td>\n",
       "      <td>1.055</td>\n",
       "      <td>1.013</td>\n",
       "      <td>5.48</td>\n",
       "      <td>17.65</td>\n",
       "      <td>4.83</td>\n",
       "      <td>70.0</td>\n",
       "      <td>All Grain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Southern Tier Pumking clone</td>\n",
       "      <td>Holiday/Winter Special Spiced Beer</td>\n",
       "      <td>85</td>\n",
       "      <td>1.083</td>\n",
       "      <td>1.021</td>\n",
       "      <td>8.16</td>\n",
       "      <td>60.65</td>\n",
       "      <td>15.64</td>\n",
       "      <td>70.0</td>\n",
       "      <td>All Grain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Zombie Dust Clone - EXTRACT</td>\n",
       "      <td>American IPA</td>\n",
       "      <td>7</td>\n",
       "      <td>1.063</td>\n",
       "      <td>1.018</td>\n",
       "      <td>5.91</td>\n",
       "      <td>59.25</td>\n",
       "      <td>8.98</td>\n",
       "      <td>70.0</td>\n",
       "      <td>extract</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Zombie Dust Clone - ALL GRAIN</td>\n",
       "      <td>American IPA</td>\n",
       "      <td>7</td>\n",
       "      <td>1.061</td>\n",
       "      <td>1.017</td>\n",
       "      <td>5.80</td>\n",
       "      <td>54.48</td>\n",
       "      <td>8.50</td>\n",
       "      <td>70.0</td>\n",
       "      <td>All Grain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Bakke Brygg Belgisk Blonde 50 l</td>\n",
       "      <td>Belgian Blond Ale</td>\n",
       "      <td>20</td>\n",
       "      <td>1.060</td>\n",
       "      <td>1.010</td>\n",
       "      <td>6.48</td>\n",
       "      <td>17.84</td>\n",
       "      <td>4.57</td>\n",
       "      <td>72.0</td>\n",
       "      <td>All Grain</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   BeerID                             Name  \\\n",
       "0       1                Vanilla Cream Ale   \n",
       "1       2      Southern Tier Pumking clone   \n",
       "2       3      Zombie Dust Clone - EXTRACT   \n",
       "3       4    Zombie Dust Clone - ALL GRAIN   \n",
       "4       5  Bakke Brygg Belgisk Blonde 50 l   \n",
       "\n",
       "                                Style  StyleID     OG     FG   ABV    IBU  \\\n",
       "0                           Cream Ale       45  1.055  1.013  5.48  17.65   \n",
       "1  Holiday/Winter Special Spiced Beer       85  1.083  1.021  8.16  60.65   \n",
       "2                        American IPA        7  1.063  1.018  5.91  59.25   \n",
       "3                        American IPA        7  1.061  1.017  5.80  54.48   \n",
       "4                   Belgian Blond Ale       20  1.060  1.010  6.48  17.84   \n",
       "\n",
       "   Color  Efficiency BrewMethod  \n",
       "0   4.83        70.0  All Grain  \n",
       "1  15.64        70.0  All Grain  \n",
       "2   8.98        70.0    extract  \n",
       "3   8.50        70.0  All Grain  \n",
       "4   4.57        72.0  All Grain  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "brrecipe_df = brrecipe_df[[\"BeerID\", \"Name\", \"Style\", \"StyleID\",\"OG\", \"FG\", \"ABV\",\"IBU\", \"Color\", \"Efficiency\", \"BrewMethod\" ]]\n",
    "brrecipe_df = brrecipe_df.drop_duplicates(subset=['BeerID'])\n",
    "\n",
    "\n",
    "brrecipe_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .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>abv</th>\n",
       "      <th>ibu</th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>style</th>\n",
       "      <th>brewery_id</th>\n",
       "      <th>ounces</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0.050</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1436</td>\n",
       "      <td>Pub Beer</td>\n",
       "      <td>American Pale Lager</td>\n",
       "      <td>408</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0.066</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2265</td>\n",
       "      <td>Devil's Cup</td>\n",
       "      <td>American Pale Ale (APA)</td>\n",
       "      <td>177</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>0.071</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2264</td>\n",
       "      <td>Rise of the Phoenix</td>\n",
       "      <td>American IPA</td>\n",
       "      <td>177</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>0.090</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2263</td>\n",
       "      <td>Sinister</td>\n",
       "      <td>American Double / Imperial IPA</td>\n",
       "      <td>177</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>0.075</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2262</td>\n",
       "      <td>Sex and Candy</td>\n",
       "      <td>American IPA</td>\n",
       "      <td>177</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>0.077</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2261</td>\n",
       "      <td>Black Exodus</td>\n",
       "      <td>Oatmeal Stout</td>\n",
       "      <td>177</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>0.045</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2260</td>\n",
       "      <td>Lake Street Express</td>\n",
       "      <td>American Pale Ale (APA)</td>\n",
       "      <td>177</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>0.065</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2259</td>\n",
       "      <td>Foreman</td>\n",
       "      <td>American Porter</td>\n",
       "      <td>177</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>0.055</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2258</td>\n",
       "      <td>Jade</td>\n",
       "      <td>American Pale Ale (APA)</td>\n",
       "      <td>177</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>0.086</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2131</td>\n",
       "      <td>Cone Crusher</td>\n",
       "      <td>American Double / Imperial IPA</td>\n",
       "      <td>177</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0    abv  ibu    id                 name  \\\n",
       "0           0  0.050  NaN  1436             Pub Beer   \n",
       "1           1  0.066  NaN  2265          Devil's Cup   \n",
       "2           2  0.071  NaN  2264  Rise of the Phoenix   \n",
       "3           3  0.090  NaN  2263             Sinister   \n",
       "4           4  0.075  NaN  2262        Sex and Candy   \n",
       "5           5  0.077  NaN  2261         Black Exodus   \n",
       "6           6  0.045  NaN  2260  Lake Street Express   \n",
       "7           7  0.065  NaN  2259              Foreman   \n",
       "8           8  0.055  NaN  2258                 Jade   \n",
       "9           9  0.086  NaN  2131         Cone Crusher   \n",
       "\n",
       "                            style  brewery_id  ounces  \n",
       "0             American Pale Lager         408    12.0  \n",
       "1         American Pale Ale (APA)         177    12.0  \n",
       "2                    American IPA         177    12.0  \n",
       "3  American Double / Imperial IPA         177    12.0  \n",
       "4                    American IPA         177    12.0  \n",
       "5                   Oatmeal Stout         177    12.0  \n",
       "6         American Pale Ale (APA)         177    12.0  \n",
       "7                 American Porter         177    12.0  \n",
       "8         American Pale Ale (APA)         177    12.0  \n",
       "9  American Double / Imperial IPA         177    12.0  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "beer_df.describe()\n",
    "beer_df.head(10)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>Unnamed: 0</th>\n",
       "      <th>name</th>\n",
       "      <th>city</th>\n",
       "      <th>state</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>NorthGate Brewing</td>\n",
       "      <td>Minneapolis</td>\n",
       "      <td>MN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Against the Grain Brewery</td>\n",
       "      <td>Louisville</td>\n",
       "      <td>KY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Jack's Abby Craft Lagers</td>\n",
       "      <td>Framingham</td>\n",
       "      <td>MA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Mike Hess Brewing Company</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>CA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Fort Point Beer Company</td>\n",
       "      <td>San Francisco</td>\n",
       "      <td>CA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>COAST Brewing Company</td>\n",
       "      <td>Charleston</td>\n",
       "      <td>SC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>Great Divide Brewing Company</td>\n",
       "      <td>Denver</td>\n",
       "      <td>CO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>Tapistry Brewing</td>\n",
       "      <td>Bridgman</td>\n",
       "      <td>MI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>Big Lake Brewing</td>\n",
       "      <td>Holland</td>\n",
       "      <td>MI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>The Mitten Brewing Company</td>\n",
       "      <td>Grand Rapids</td>\n",
       "      <td>MI</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0                          name           city state\n",
       "0           0            NorthGate Brewing     Minneapolis    MN\n",
       "1           1     Against the Grain Brewery     Louisville    KY\n",
       "2           2      Jack's Abby Craft Lagers     Framingham    MA\n",
       "3           3     Mike Hess Brewing Company      San Diego    CA\n",
       "4           4       Fort Point Beer Company  San Francisco    CA\n",
       "5           5         COAST Brewing Company     Charleston    SC\n",
       "6           6  Great Divide Brewing Company         Denver    CO\n",
       "7           7              Tapistry Brewing       Bridgman    MI\n",
       "8           8              Big Lake Brewing        Holland    MI\n",
       "9           9    The Mitten Brewing Company   Grand Rapids    MI"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "breweries_df.describe()\n",
    "breweries_df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34mTop 3 States with Maximum Breweries for Craft Canned Beers:\u001b[0m\n",
      "\u001b[32m1. Colorado\u001b[0m\n",
      "\u001b[32m2. California\u001b[0m\n",
      "\u001b[32m3. Michigan\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "breweries_df.groupby('state')['state'].count().sort_values(ascending=False).head(3)\n",
    "print(colored(\"Top 3 States with Maximum Breweries for Craft Canned Beers:\",'blue'))\n",
    "#Manually converting state initials to names\n",
    "print(colored(\"1. Colorado\",'green'))\n",
    "print(colored(\"2. California\",'green'))\n",
    "print(colored(\"3. Michigan\",'green'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alcohol Content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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Fataw/hapWQ2zS9Wtxr8/OetWg/6WqlnDcovXrIGsOcCtwFalMoZllapZDXKL1KyG2UXqVpP9WqJuNehvsbo1rL8Dz8l6zDOkv0VqR4PcorUDeBxwA/Dw+v4XgCML7dOhWRQa42mYnX2cp2HukWQeaxl1v5JpzKNhf4uNedRtbg8sB9anumbwpcCTc2aMkkWBz6WGudlrdMPc7DVrVq9kSJVf13cfWv9L4562ALisvv11YL/c2xHVN41fDJyRu+1Rs1JKq1JKy4D7O879ekrpnvru1UCWb183yP3VwN0N+PP9XyS39m7gn4Hf5cgcMTu7BrmvAU5JKf0CIKV0e0e5gw4BPt9RbgIeVd/eELilo9ziNWu6SSndnlL6HvCHjnOvGns/k7FuNcj9dao/6clYtxpaCJwDZPn9neYOBb6UUroR8tWsEWWrWQ0l4JEREVQDLHcB93WQ+6e6lVJaCcyPiM1yNR4RjwL2AD5eZ/w+pZRtVduoWSVqVsPc7DWrYW72mjXCPs1as7p8L7XMzl63WvQ5S91qmJu9ZjXMLVqzxtkb+ElK6X8KtT80q4PjrDXldnGctabs0sdaa9uvJY+1unw/jZpb4phnTbmlj3fWlNtF7VgHeHhErEM1eJjlb9A2WaXGeBpmFxnnGZZb0Ci5OX+XhuUWGfMY8BTg6pTSPSml+4BvAgdkzmicVehzqcs+jpqbvWbN6kkG+NNpR5ZSfYh/LaX0nXFPuRZ4WX37AKoPo00yb8aHgbeSeWB/GmS1zX018NWuciPiuIj4CdWA/+u7yI2InYAtUkolTo/V5LV+Wb3k6eyI2KKj3G2AbSLiyoi4OiJe2FEuUJ1GCNia6ptBXeQuAg6PiJupvom0sKPcLmoWVAcUl0TENRFxTIH2pyqrbW7OujU0NyIOiIiVwIXA33SRGxGPo3pPnZYpr1Fu7ZlRLWn/akQ8taPcbYCNozrt2DUR8cqOcgGIiPWBF1INNOQyLPtkqgPOW4DrgDeklHIcLwzLvRb4a4CI2A3Yirx/iD4BuAP493o59xkRsUHG9qcqazK5uWpWo9wCNWtobqGa1fR1LlGzmmSXqFuN31uZ61aT3BI1q0lu6Zo16GC6m2zuMmvU3JzHWY2yCx1rrTW34LHWWnNrJepWk9xSxzxryy11vDMst2jtSCn9DDgBuBH4OXB3SumSXO1PMivb73DT7NzjPCP0OetYyyivdc4xj4a5iygz5jFmObBHRGxS14l9gVzjV5PNyvWebpqbu0Y3yc1es2b9JENK6Y8ppR2pXqjd4s/PMXU88NyIWAI8F/gZGWe5I+KvgNtTStfkanM6ZLXNjYjDgV2oluV0kptSOiWl9ETgbcA/lM6NiIcAHwLePNmsUbNrFwDzU0o7UC2J+lRHuetQnTJpT6rZ9TMiYqMOcsccDJydUvrjZDJHyD0E+GRK6fFUBfvMet+Xzi1aswY8O6W0M9UyweMiYo8CGVORNXJuROxFdZDxtq5yU0rnppS2A/anWhXVRe6Hgbfl+B0aMff7VMvNnwacBJzXUe46wNOpVg7tA/xjRGzTQe6YlwBXppTuypDZNHsfYCmwObAjcHJU3+otnft+qoHRpVR/nCwhb91aB9gZODWltBPwG+DtGdufqqxWuZlrVqPcAjWrSW6JmtUkt1TNapJdom6N8p7OWbea5JaoWU1yS9csACJiXarTfHwxd9tTmTVqboHjrEbZhY61huWWOtYalluqbjV9b2U/5hmSW+p4Z1hu0doRERtTrWLfmqpvG9TjK9mNkpVzjGeU7ALjPE1yS4y1jLJfc455NMnNPuYxKKX0A+ADwNeAi6kGvYussh4lK+fnUsPc7DW6YW7+mpUKnOtquv4DeqzlPJNUS+luzpz5PuBmqvMV3wrcA3ymUP8aZwGfJN+5axvlAs8HfkC+88eO9NpSTardXTqXahnZnfX/X0V1uqRbyHBdhhZ9ntNFn+vnnMbAOfyoll3t2uF7egnwrK7eW8AKqtUqY/d/Otn3dov9m71mrSFnEQXO0TtqVsntWFPbVOfp/QmwzVS9tlTnysx6fYyJcuucsbr1a6oVgPtPQX9XddTftwOLBu5/HDioq/4C5wKHlnhfraXPFwLPGbh/ObBbl/uY6npZqxg4l26GzMcwcI5Y4DnAhYVe18ZZOWtW09zcNavNa5ujZjXJLVGzWvY3S81q2OfsdWvE93S2utWwv9lr1qj7uETNGmh7P+CS3O22zcpZs5rm5q5ZbV/fHHWrSW6JutWyv1nq1gjvrezHPENe52LHO01f5xK1AzgI+PjA/VcCH835uo6aReYxnjb9JN84z6i5ucZaGueSd8xjaC4FxjyGbNN7gb8t1X6TrJKfS037mLNGN83NVbNm9UqGiJg39k3qiHg4VQFcOe45cwdm4t4BfCLnNqSU3pFSenxKaT7VrOPlKaUis81dZo2aG9Xpgz4GvDRlOu91w9wnD9x9MfDfpXNTSnenlOamlObXz7maqt+LS2cDRMRjB+6+lOpDv3gu1WzrXvU2zKVa0v/TDnKJiG2BjYFvTyZvxNwbqc7HSUQ8BViPavl90dzSNavO2CAiHjl2G3gB1XK77LrMGjU3IrYEvgQckVL6UYe5T4qIqG/vTHVRyv8tnZtS2nqgbp1NdRAyqW9RNOzvYwb6uxvVHwrF+wt8GXhORKxTLyH9SyZZL5u+nyNiQ6qVSF+eTF6L7MG6tRmwLZOs0w338Ub1N/8AjgauSA88l+6kpJRuBW6qPwug6uP1udqfqqxRc0vUrIa52WtWk9wSNathf7PXrKbZFKhbTd/TuetWw9zsNavhPi5aswZ0eV2erq8BNDS3RM0aITt73WqSW6JuNcktVbeG5dZ52Y95GuRmrx1NcjuoHTcCz4iI9ev9uTcZ/tZvm1VijGeE7OzjPA1zs4+1NMmts7OOeTTMzT7mMV5EbFr/d0uqU/cU+6wallXqc6lBbpEa3SA3f83KOTMy3f5RzUAtAZZR/cH7rvrxf6IqhAAHUhWkH1FdaPVhBbdnT+orhg9uQ5dZwK5U35T+DdWbdkVHuZcCt1EtW1wKnN9R7keoZl+XUl0k96ld71PgG2RYxTBCn99X9/naus/bdZQbwIlUf6hdBxzc1WtN9c2r9+d+jYf0dwFwZf06LwVe0FFu8ZpFdb7ia+t/K4C/rx9/LfDarrOovnV4M/Ar4Jf17UnNsDfMPQP4xUDdWtxRf9/G6rr1bWD3rvcpmVa7Nezv61hds64mw7dzmvYXeAtVzVoOvLHD3COBsyab1+K13hy4hKpGLwcO7yj3mVR1ayXVgfvGOfteZ+wILKY65juP6o+w7DWrSRYFalbD3Ow1q2Fu9po16j4l7wrdYf3NXrNG6TOZ69YIuUeSv24Ne62z16yGuV3UrPWp/hbbcOCxUjVrrVkFa9aw3CI1q2F2qbrVeL9mrlvD+lukbjXpb6HaMay/pWrHsNwuake/bn85cCbwMAqNLQ3LouAYT4PsIuM8DXKLjLU02a8UGPNo0N+iYx51xn9RHddcC+xdP1bq83CtWZQ7lh6WW6pGD8vNXrOibliSJEmSJEmSJGkks/p0SZIkSZIkSZIkqRwnGSRJkiRJkiRJUitOMkiSJEmSJEmSpFacZJAkSZIkSZIkSa04ySBJkiRJkiRJklpxkkGSJEmSJEmSJLXiJIMkSZI0A0U/Doh+pOjHdgOPzY9+LG/Z3qrox9wRnn9k9OPkcY/Nj37cHP14yLjHl0Y/dltLW4uiH8ePvtXtRT/2j368q769MPqxPPpxUfRj3fqx3aMfJw48f1704+Iut1GSJEmaCZxkkCRJkmamQ4BvAQdP9YaMSb20CrgJeM7YY/UkyCNTL313qrZrDd4KfLS+fTSwA7AE2Cf6EcA/Au8ee3LqpTuAn0c/nt31hkqSJEnT2TpTvQGSJEmSRhP9eATwbGAv4Hxg0QTPmQN8ANgHSMC/pV46KfqxN3AC1d8C3wOOTb10b/1jC6MfLwEeChyUemll9OPRwCeAJwD3AMekXlq2ls37PNXExzfr+wfXjxH92Kpuax5wB3BU6qUbx233N4DjUy8trldWLE69ND/6cSSwPzAH2B74ILAucARwL7Bv6qW7oh9PBE6pM+4BXpN6aeW4jG2Ae1Mv3Tnw8EOB9YE/1G1elHrpF+P6dh5wGHDlWvovSZIkPai4kkGSJEmaefYHLk699CPgrujHzhM85xhga2Cn1Es7AJ+NfqwHfBJ4Reqlv6CaaDh24GfuTL20M3AqMHb6oj6wpG7jncCnh2zbF4D9ox9jX2h6BXBWfftk4NNj2wP8a9MO17YHDgV2A94D3JN6aSfg28Ar6+ecDixMvfT0ug8fnaCdZwPfH7h/AnA11cTElcCr1vBzixlYpSFJkiTJSQZJkiRpJjqE1QP3Z9X3x3s+cFrqpfsAUi/dBWwL3FBPTgB8Cthj4Ge+VP/3GmB+fXt34My6jcuBTaIfG65pw1Iv3QqsAPaOfuwI/CH10th1Ip4JfK6+fWbd9ii+nnrp/+pTF90NXFA/fh0wv17h8Szgi9GPpcDHgMdO0M5jqVZSjG3zmamXdkq9dDjwJqrJjxdFP86Ofnxo4BoTtwObj7jNkiRJ0qzm6ZIkSZKkGST6sQnwPGD76EeiOn1Qin68dfxTqU6TNP6xtRk7bdIfWf23wkQ/M77d8cZOmXRbfXtNJmrnPlZ/GWq9NWwfwP0D9++n2t6HAL9MvbTjkO37LfBnEyXRj82BXVMv9aMf36WaFHkPsDfwtXp7fjukbUmSJOlBxZUMkiRJ0sxyINUph7ZKvTQ/9dIWwA38+aqAS4DXjp22qL62wkqqb/w/qX7OEay+dsKaXEF1HQKiH3tSnVLpV0N+5hxgXx54qiSAq1h9oerDqC5cPd4q4On17QOH5DxAvV03RD8Oqrc3oh9Pm+CpPwCeNMHj76a64DPAw6kmQe6nulYDwDbA8gl+TpIkSXrQcpJBkiRJmlkOAc4d99g5VNcqGHQGcCOwLPpxLXBo6qXfAUdRnU7oOqoB9NOG5C0Cdol+LAPeT3W9grVKvfRLqmsc3JZ66YaB//V64Ki6rSOAN0zw4ycAx0Y/rgLmDsuawGHAq+s+rwD2m+A5VwA7RT/+tEoj+rFTve1L6oc+TnUapp2Bi+vH9gIubLFNkiRJ0qwVKQ1b6SxJkiRJs0v04yPABamXLh3hZ64A9ku99ItyWyZJkiTNLK5kkCRJkvRg9F5WnwZpqOjHPOBEJxgkSZKkB3IlgyRJkiRJkiRJasWVDJIkSZIkSZIkqRUnGSRJkiRJkiRJUitOMkiSJEmSJEmSpFacZJAkSZIkSZIkSa04ySBJkiRJkiRJklr5fwFI/v1eUKTgAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1944x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp = beer_df.groupby('abv')[\"name\"].count().sort_values(ascending=False).head(50)\n",
    "\n",
    "#Craft Beers Alcohol content\n",
    "x = list(temp.index.values)\n",
    "for i in range(len(x)):\n",
    "    x[i] = np.format_float_positional(np.float16(x[i]*100))\n",
    "y = temp.values\n",
    "\n",
    "fig_size = plt.rcParams[\"figure.figsize\"]\n",
    "# Set figure width to 12 and height to 9\n",
    "fig_size[0] = 27\n",
    "fig_size[1] = 9\n",
    "plt.rcParams[\"figure.figsize\"] = fig_size\n",
    "sns.barplot(x,y)\n",
    "plt.xlabel(\"Alcohol Volume (%)\",color='green')\n",
    "plt.ylabel(\"Number of Beers\",color='green')\n",
    "plt.title(\"Craft Beer by Alcohol content\", color='blue')\n",
    "plt.show()\n",
    "#np.format_float_positional(np.float16(np.pi))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Craft Beers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1, 'Craft Beers -- Bitterness vs Alcohol Content ')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "beertemp = beer_df\n",
    "beertemp.dropna(inplace=True)\n",
    "sns.lmplot(\"ibu\",\"abv\", data=beertemp,markers=\"x\")\n",
    "plt.xlabel(\"Bitterness (ibu)\",color='blue')\n",
    "plt.ylabel(\"Absolute Volume (abv) - Alcohol Content\",color='blue')\n",
    "plt.title(\"Craft Beers -- Bitterness vs Alcohol Content \", color='#BE823A')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\"Does some Beer are highly Bitter & some have high Alcohol Content?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1944x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "sns.boxplot(beertemp[\"ibu\"],color='#361F1B')\n",
    "plt.xlabel(\"International Bitterness Units (ibu)\")\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "sns.boxplot(beertemp[\"abv\"],color='#fbf7ed')\n",
    "plt.xlabel(\"Alcohol By Volume\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Can I get a Craft Beer with high Alcohol Content and Average Bitterness?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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>name</th>\n",
       "      <th>style</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Bourbon Barrel Batch 666: Sympathy for the Devil</td>\n",
       "      <td>Belgian Dark Ale</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               name             style\n",
       "0  Bourbon Barrel Batch 666: Sympathy for the Devil  Belgian Dark Ale"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HighBeer = beertemp.sort_values(\"abv\",ascending=False)\n",
    "AvgBitterness = beertemp[\"ibu\"].mean()\n",
    "HighBeer = HighBeer[HighBeer[\"ibu\"]<=AvgBitterness].reset_index().head(1)\n",
    "HighBeer[[\"name\",\"style\"]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How do they Brew It!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BeerID</th>\n",
       "      <th>StyleID</th>\n",
       "      <th>OG</th>\n",
       "      <th>FG</th>\n",
       "      <th>ABV</th>\n",
       "      <th>IBU</th>\n",
       "      <th>Color</th>\n",
       "      <th>Efficiency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>49692.000000</td>\n",
       "      <td>49692.000000</td>\n",
       "      <td>49692.000000</td>\n",
       "      <td>49692.000000</td>\n",
       "      <td>49692.000000</td>\n",
       "      <td>49692.000000</td>\n",
       "      <td>49692.000000</td>\n",
       "      <td>49692.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>37141.468888</td>\n",
       "      <td>60.733458</td>\n",
       "      <td>1.521160</td>\n",
       "      <td>1.096691</td>\n",
       "      <td>6.167252</td>\n",
       "      <td>44.337812</td>\n",
       "      <td>13.467283</td>\n",
       "      <td>70.843870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>21207.146561</td>\n",
       "      <td>56.794964</td>\n",
       "      <td>2.526868</td>\n",
       "      <td>0.500351</td>\n",
       "      <td>1.834325</td>\n",
       "      <td>43.779428</td>\n",
       "      <td>12.005434</td>\n",
       "      <td>8.152118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.003000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>18921.500000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1.051000</td>\n",
       "      <td>1.011000</td>\n",
       "      <td>5.110000</td>\n",
       "      <td>23.580000</td>\n",
       "      <td>5.170000</td>\n",
       "      <td>70.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>37341.500000</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>1.058000</td>\n",
       "      <td>1.014000</td>\n",
       "      <td>5.830000</td>\n",
       "      <td>35.790000</td>\n",
       "      <td>8.430000</td>\n",
       "      <td>70.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>55412.250000</td>\n",
       "      <td>111.000000</td>\n",
       "      <td>1.070000</td>\n",
       "      <td>1.017000</td>\n",
       "      <td>6.870000</td>\n",
       "      <td>56.370000</td>\n",
       "      <td>16.850000</td>\n",
       "      <td>75.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>73860.000000</td>\n",
       "      <td>176.000000</td>\n",
       "      <td>34.034500</td>\n",
       "      <td>23.424600</td>\n",
       "      <td>53.810000</td>\n",
       "      <td>3409.300000</td>\n",
       "      <td>95.590000</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             BeerID       StyleID            OG            FG           ABV  \\\n",
       "count  49692.000000  49692.000000  49692.000000  49692.000000  49692.000000   \n",
       "mean   37141.468888     60.733458      1.521160      1.096691      6.167252   \n",
       "std    21207.146561     56.794964      2.526868      0.500351      1.834325   \n",
       "min        1.000000      1.000000      1.000000     -0.003000      0.000000   \n",
       "25%    18921.500000     10.000000      1.051000      1.011000      5.110000   \n",
       "50%    37341.500000     36.000000      1.058000      1.014000      5.830000   \n",
       "75%    55412.250000    111.000000      1.070000      1.017000      6.870000   \n",
       "max    73860.000000    176.000000     34.034500     23.424600     53.810000   \n",
       "\n",
       "                IBU         Color    Efficiency  \n",
       "count  49692.000000  49692.000000  49692.000000  \n",
       "mean      44.337812     13.467283     70.843870  \n",
       "std       43.779428     12.005434      8.152118  \n",
       "min        0.000000      0.000000      0.000000  \n",
       "25%       23.580000      5.170000     70.000000  \n",
       "50%       35.790000      8.430000     70.000000  \n",
       "75%       56.370000     16.850000     75.000000  \n",
       "max     3409.300000     95.590000    100.000000  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Most Popular Brew Method -- using the New Dataset of Beer Recipes\n",
    "#beertemp[\"BrewMethod\"].value_counts()\n",
    "#Its description\n",
    "brrecipe_df[brrecipe_df[\"BrewMethod\"]==\"All Grain\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2160x2160 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "brtemp = brrecipe_df.fillna(0)\n",
    "brtemp[\"IBU\"]=brtemp[\"IBU\"]/10\n",
    "plt.figure(figsize=(30 ,30))\n",
    "sns.lmplot( x=\"ABV\",y=\"IBU\",  data=brtemp, fit_reg=False, hue='BrewMethod', legend=False)\n",
    "plt.legend(loc='upper left')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How does different factors in Beer Production correlate with each other!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x238168bd0c8>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#how does different factor in Beer Production correlate with each other \n",
    "# Compute the correlation matrix\n",
    "corr = brrecipe_df.corr()\n",
    "\n",
    "# Generate a mask for the upper triangle\n",
    "mask = np.zeros_like(corr, dtype=np.bool)\n",
    "mask[np.triu_indices_from(mask)] = True\n",
    "\n",
    "# Set up the matplotlib figure\n",
    "f, ax = plt.subplots(figsize=(11, 9))\n",
    "\n",
    "# Generate a custom diverging colormap\n",
    "cmap = sns.diverging_palette(220, 10, as_cmap=True)\n",
    "\n",
    "# Draw the heatmap with the mask and correct aspect ratio\n",
    "sns.heatmap(corr, mask=mask, cmap=cmap, vmax=.3, center=0,\n",
    "            square=True, linewidths=.5, cbar_kws={\"shrink\": .5})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Look at Some Major Factors in Beer Preparation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x2381575c348>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 42 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Data Prep for PairPlot\n",
    "brr = brrecipe_df.iloc[:,5:10]\n",
    "brr[\"OG\"] = brrecipe_df[\"OG\"]\n",
    "brr = brr.rename(columns={\"OG\": \"Original Gravity\", \"FG\": \"Final Gravity\", \"ABV\":\"Alcohol By Volume\", \"IBU\":\"Bitterness (IBU)\"})\n",
    "brr.fillna(0,inplace=True)\n",
    "\n",
    "#plot Prep \n",
    "sns.set(style=\"ticks\", color_codes=True)\n",
    "sns.pairplot(brr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alcohol Content in Beers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PPJJ/+7d/y3/8x3+kXC5n3759SZJPfvKTed/73pf9+/fnyiuvzBe/+MWNuxPYQiZnTgYI57ED4eKR/nS0t+XlgwIEAAAAAGAdAcLzzz+f6667LsPDw+nt7c0tt9yS/fv3rzzf29ubH/zgB7nooosyNzeXo0ePZnBwMNVqNT/5yU9yyy23JEne8573nHIdcPYmZsrp7elIV2f7eXvNjva2/NmOgbx8SIAAAAAAACQda51w5MiRjIyMrByPjo7m5z//+SnndHZ25oc//GE+9rGPZXR0NDfccEOOHz+e/v7+dHQsvcXIyEgOHz686vWnpqYyNXXqF5aHDh06q5uBrWJiupyh89h9sOySXQP52f/32nl/XQAAAACgeNYMEBYXF1MqlVaO6/X6KcfL3va2t+XHP/5xHn300Tz88MP52Mc+tuq801335JNP5vHHHz+b2mHLmpwpn9fxRcsu3TWU//M/D2TqRCWDfV3n/fUBAAAAgOJYc4TRzp07Mz4+vnI8Pj6e0dHRleOJiYn86Ec/Wjnes2dPfvWrX+WCCy7I9PR0arXaaa9bdvfdd+f73//+KX+nW9QM/MHx6fJ5XaC8bHmR8u8sUgYAAACALW/NAOH666/PCy+8kGPHjmVubi7PPfdcbrzxxpXn6/V6PvrRj+bgwYNJkv379+eaa65JZ2dnrr322nz7299OkjzzzDOnXLdscHAwY2Njp/zt3LnzfN0ftKQN60C4eClA+O2rk+f9tQEAAACAYlkzQNixY0ceeOCB3HXXXfmrv/qr3Hbbbbn66qtz77335sUXX8z27dvzqU99Kh/4wAfy7ne/O7/97W/z0Y9+NEny0EMP5d///d9z66235qc//Wn+4R/+YcNvCFpdrbaY6dnKhnQgbB/ozkBvV3736vR5f20AAAAAoFjW3IGQLI0l2rNnzymPPfHEEyv/vummm3LTTTetum737t356le/eo4lAn9s8kQl9Xo2ZIlyqVTKmy8ezMs6EAAAAABgy1uzAwFoLpMz5STZkA6EZGkPwu8OTWdxsb4hrw8AAAAAFIMAAQrm+PTJAGEDOhCS5JJdgylXajl07MSGvD4AAAAAUAwCBCiYzehASJLfvTq1Ia8PAAAAABSDAAEKZmKDOxD+bOdASqXk5YMCBAAAAADYygQIUDCTM+V0tLelt2ddO9DPWE9XR3Zd2Jff6kAAAAAAgC1NgAAFc3y6nOGB7pRKpQ17j0t2DRphBAAAAABb3Mb8hBlYt+nZSubmF9Z9/pFjs+nf1pkjx2bP+L229XRkoLdrzfPevGsw/+ulVzNfXkhPt/9NAAAAAMBW5JtBaLC5+YX83786su7zDx+bTW9Pxxlds+yaK0bXFSBcsmsw9Xry34en8z/+bPsZvw8AAAAAUHxGGEHBzJYXsm2D9h8su/TiwSTJy8YYAQAAAMCWJUCAAqnX65mbX0jvBo8V2nlBX7q72u1BAAAAAIAtTIAABVKu1rJYr2dbd+eGvk9bWymX7BzQgQAAAAAAW5gAAQpkednyRo8wSpJLdw3ltwenUq/XN/y9AAAAAIDmI0CAApkrLwUIGz3CKEku2TWQ6dlKjk+XN/y9AAAAAIDmI0CAApldDhA2oQPhzbuGkiQvHzTGCAAAAAC2IgECFMjKCKNN6UAYTBJ7EAAAAABgixIgQIEsdyD0bEKAMNjXlQsGe/Lyq5Mb/l4AAAAAQPMRIECBzM5Xs627I22l0qa836W7BvO7V6c35b0AAAAAgOYiQIACmSsvbMr4omWX7hrMfx+ezkJtcdPeEwAAAABoDgIEKJC5+YVNWaC87JJdg1moLebg+MymvScAAAAA0BwECFAgs5vcgfDmiy1SBgAAAICtSoAABTJXXkjvJgYIY6P9aW8rCRAAAAAAYAsSIEBBVBcWU11YzLZNHGHU2dGe3aP9AgQAAAAA2IIECFAQc+WFJNnUEUbJ0iJlAQIAAAAAbD2b+00kcNZm56tJkt6ezrN+jYXaYo4cmz2jay4a2pbx43N5+eDkGb33tp6ODPR2nWmJAAAAAECTECBAQZyPDoRytZaf//q1M74mSX7wn7/PxRf1r/u6a64YFSAAAAAAQIEZYQQFsRwg9G7iDoQkuXCoJ0lybHJ+U98XAAAAAGgsAQIUxOx8Y3Yg9G/rTFdnW14TIAAAAADAliJAgIKYKy+kq6MtHe2b+7EtlUq5cHBbjk3Ober7AgAAAACNJUCAgpgrL2TbJo8vWnbhcE+OTs6nXq835P0BAAAAgM0nQICCKFdq6e5sUIAw2JPKwmKmZ6sNeX8AAAAAYPMJEKAg5iu1dHc15iN74dC2JMlRY4wAAAAAYMsQIEBBVKoN7EAY6kmSHLVIGQAAAAC2DAECFES5Wkt3V3tD3rursz0DvV0CBAAAAADYQgQIUAD1ev3kDoTGBAjJUheCEUYAAAAAsHUIEKAAFmqLWazXGx4gTMyUs1BbbFgNAAAAAMDmESBAAZSrS1/aN2qEUbIUINTryfHpcsNqAAAAAAA2jwABCqBcWUiytIugUYb7u5MkUzMCBAAAAADYCgQIUADlai1J0tPADoTBkwHC5IlKw2oAAAAAADaPAAEKoFxZChAa2YHQ3dmenq72TAkQAAAAAGBLECBAAVROdiA0cgdCkgz2dRlhBAAAAABbhAABCmD+ZAdCdwM7EJJksK/bCCMAAAAA2CIECFAAKx0IDQ4Qhvq7Mj1byeJivaF1AAAAAAAbT4AABVCu1NLZ0Za2tlJD6xjs60q9nszM6UIAAAAAgFYnQIACKFdrDe8+SJKhvu4kyeSMAAEAAAAAWp0AAQqgXK01fIFykgz2dyVJpuxBAAAAAICWJ0CAAihXmqMDoW9bZ9pKpUzOlBtdCgAAAACwwQQIUADlai1dTRAgtJVKGezr0oEAAAAAAFuAAAEKoFytpacJRhglESAAAAAAwBYhQIACKFeaowMhWdqDMHminHq93uhSAAAAAIANJECAJre4WE91YbEplignyVBfdyrVxZSrtUaXAgAAAABsIAECNLnKyS/qm2GJcrI0wihJJmeMMQIAAACAViZAgCa3/Ev/pulA6F8KEKZOlBtcCQAAAACwkQQI0OTKlebqQBjoWw4QdCAAAAAAQCsTIECTKzfZCKOujvZs6+4wwggAAAAAWty6AoRnn302t956a26++eY89dRTq57/3ve+l7179+bd73537rvvvkxOTiZJ9u3blxtuuCF79+7N3r1789hjj53f6mELaLYRRkky1NelAwEAAAAAWlzHWiccPnw4jz32WJ5++ul0dXXlve99b9761rfm8ssvT5LMzMzk4Ycfzje/+c3s2LEj//Iv/5LPf/7z+cd//Me89NJLefDBB3Pbbbdt+I1Aq2q2EUZJMtjflYOvnWh0GQAAAADABlqzA+H555/Pddddl+Hh4fT29uaWW27J/v37V56vVqt56KGHsmPHjiTJFVdckVdffTVJ8uKLL2bfvn3Zs2dPPvKRj6x0JgDr14wdCIN93ZmZraa2uNjoUgAAAACADbJmgHDkyJGMjIysHI+Ojubw4cMrx9u3b8/b3/72JMn8/Hy+9KUv5aabbkqSjIyM5L777su3vvWt7Nq1K4888siq15+amsqBAwdO+Tt06NA53xi0inKllrZS0tHePCtLhk4uUp4+UW1wJQAAAADARllzhNHi4mJKpdLKcb1eP+V42fT0dD784Q/nLW95S26//fYkyRe+8IWV5++5556VoOGPPfnkk3n88cfPqnjYCsrVWrq7Ok77uWuUwZMBwuSJcoYHuhtcDQAAAACwEdYMEHbu3Jmf/vSnK8fj4+MZHR095ZwjR47k/e9/f6677rp8/OMfT7IUKHzzm9/M3/7t3yZZCh7a21ePYLn77rtXAodlhw4dyp133nnGNwOtqFKtpauzeboPkmSofyk0sEgZAAAAAFrXmt9KXn/99XnhhRdy7NixzM3N5bnnnsuNN9648nytVssHP/jBvPOd78wnPvGJlV9J9/b25stf/nJ+9rOfJUm+9rWvnbYDYXBwMGNjY6f87dy583zdHxReuVJLd+eaWd+m6u3pSHtbKZMzAgQAAAAAaFVrfiu5Y8eOPPDAA7nrrrtSrVZzxx135Oqrr869996b+++/P4cOHcovfvGL1Gq1fOc730mSXHnllfn0pz+dz33uc3n44YczPz+fSy+9NJ/5zGc2/Iag1cxXaunuaq4OhFKplMH+rkydKDe6FAAAAABgg6zrZ8179uzJnj17TnnsiSeeSJJcddVV+eUvf3na66699trs27fvHEuEra1Sra3sHGgmQ33dRhgBAAAAQAtrrp81A6ssLVFevT+k0Qb7ujI5U0m9Xm90KQAAAADABhAgQBOr1+sndyA0Z4CwUFvMXHmh0aUAAAAAABtAgABNbKG2mMV6vSkDhKG+7iQxxggAAAAAWpQAAZpYubqYJM05wqh/aS/DpAABAAAAAFqSAAGaWLmyNB6oqwk7EJYXO0/NCBAAAAAAoBUJEKCJlau1JElPE3YgdLS3pa+nI1Mnyo0uBQAAAADYAAIEaGLlylKA0IwdCEky2N9thBEAAAAAtCgBAjSxyskOhGbcgZAkQ31dmZrRgQAAAAAArUiAAE1s/mQHQnezdiD0defE/EIWaouNLgUAAAAAOM8ECNDEVjoQmjVA6D+5SNkYIwAAAABoOQIEaGLlSi2dHW1pays1upTTGuo7GSDMCBAAAAAAoNUIEKCJlau1pu0+SJLBkwHC5Al7EAAAAACg1QgQoImVq7WmXaCcJNu6O9LR3maEEQAAAAC0IAECNLFypbk7EEqlUob6uwQIAAAAANCCBAjQxMrVWrqaOEBIlsYYGWEEAAAAAK1HgABNrFytpaeJRxglyWBfd6ZmKqnX640uBQAAAAA4jwQI0MTKlebvQBjq70ptsZ7Z+YVGlwIAAAAAnEcCBGhSi4v1VBcWm3qJcrI0wihJJmeMMQIAAACAViJAgCZVqdaSpKmXKCfJUF9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      "text/plain": [
       "<Figure size 1944x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(brrecipe_df[\"ABV\"])\n",
    "plt.xlabel(\"Alcohol By Volume\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create a connection to SQL database"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "pg_user = 'postgres'\n",
    "pg_password = pgPassword\n",
    "db_name = 'beersDB'\n",
    "\n",
    "connection_string = f\"{pg_user}:{pg_password}@localhost:5432/{db_name}\"\n",
    "engine = create_engine(f'postgresql://{connection_string}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "engine.table_names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "beer_df.to_sql(name = \"beers\", con=engine, if_exists='append', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "openBeer_df.to_sql(name = \"openbeer\", con=engine, if_exists='append', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "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>Name</th>\n",
       "      <th>id</th>\n",
       "      <th>Alcohol_By_Vol</th>\n",
       "      <th>International_Bitterness_Units</th>\n",
       "      <th>Style</th>\n",
       "      <th>style_id</th>\n",
       "      <th>Category</th>\n",
       "      <th>Brewer</th>\n",
       "      <th>brewery_id</th>\n",
       "      <th>Address</th>\n",
       "      <th>City</th>\n",
       "      <th>State</th>\n",
       "      <th>Country</th>\n",
       "      <th>Coordinates</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Scottish Ale</td>\n",
       "      <td>1495</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>Scotch Ale</td>\n",
       "      <td>15</td>\n",
       "      <td>British Ale</td>\n",
       "      <td>Carlyle Brewing</td>\n",
       "      <td>347</td>\n",
       "      <td>215 East State Street</td>\n",
       "      <td>Rockford</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>United States</td>\n",
       "      <td>42.2689, -89.0907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Het Kapittel Pater</td>\n",
       "      <td>1509</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Brown Ale - Belgian Dark</td>\n",
       "      <td>-1</td>\n",
       "      <td>na</td>\n",
       "      <td>Brouwerij Van Eecke</td>\n",
       "      <td>301</td>\n",
       "      <td>Douvieweg 2</td>\n",
       "      <td>Watou</td>\n",
       "      <td>West-Vlaanderen</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>50.8612, 2.6615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Export Premium</td>\n",
       "      <td>1516</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>na</td>\n",
       "      <td>-1</td>\n",
       "      <td>na</td>\n",
       "      <td>Licher Privatbrauerei</td>\n",
       "      <td>785</td>\n",
       "      <td>In den Hardtberggrten</td>\n",
       "      <td>Lich</td>\n",
       "      <td>Hessen</td>\n",
       "      <td>Germany</td>\n",
       "      <td>50.5208, 8.8166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bee Sting Honey Ale</td>\n",
       "      <td>1527</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>American-Style Pale Ale</td>\n",
       "      <td>26</td>\n",
       "      <td>North American Ale</td>\n",
       "      <td>Great Divide Brewing</td>\n",
       "      <td>604</td>\n",
       "      <td>2201 Arapahoe Street</td>\n",
       "      <td>Denver</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>United States</td>\n",
       "      <td>39.7539, -104.989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>PranQster Belgian Ale</td>\n",
       "      <td>1540</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>na</td>\n",
       "      <td>-1</td>\n",
       "      <td>na</td>\n",
       "      <td>North Coast Brewing Company</td>\n",
       "      <td>919</td>\n",
       "      <td>455 North Main Street</td>\n",
       "      <td>Fort Bragg</td>\n",
       "      <td>California</td>\n",
       "      <td>United States</td>\n",
       "      <td>39.4466, -123.806</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Name    id  Alcohol_By_Vol  \\\n",
       "0           Scottish Ale  1495               6   \n",
       "1     Het Kapittel Pater  1509               0   \n",
       "2         Export Premium  1516               5   \n",
       "3    Bee Sting Honey Ale  1527               6   \n",
       "4  PranQster Belgian Ale  1540               8   \n",
       "\n",
       "   International_Bitterness_Units                     Style  style_id  \\\n",
       "0                               0                Scotch Ale        15   \n",
       "1                               0  Brown Ale - Belgian Dark        -1   \n",
       "2                               0                        na        -1   \n",
       "3                               0   American-Style Pale Ale        26   \n",
       "4                               0                        na        -1   \n",
       "\n",
       "             Category                       Brewer  brewery_id  \\\n",
       "0         British Ale              Carlyle Brewing         347   \n",
       "1                  na          Brouwerij Van Eecke         301   \n",
       "2                  na        Licher Privatbrauerei         785   \n",
       "3  North American Ale         Great Divide Brewing         604   \n",
       "4                  na  North Coast Brewing Company         919   \n",
       "\n",
       "                 Address        City            State        Country  \\\n",
       "0  215 East State Street    Rockford         Illinois  United States   \n",
       "1            Douvieweg 2       Watou  West-Vlaanderen        Belgium   \n",
       "2  In den Hardtberggrten        Lich           Hessen        Germany   \n",
       "3   2201 Arapahoe Street      Denver         Colorado  United States   \n",
       "4  455 North Main Street  Fort Bragg       California  United States   \n",
       "\n",
       "         Coordinates  \n",
       "0  42.2689, -89.0907  \n",
       "1    50.8612, 2.6615  \n",
       "2    50.5208, 8.8166  \n",
       "3  39.7539, -104.989  \n",
       "4  39.4466, -123.806  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_sql_query('select * from openbeer', con=engine).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "brewery_df.to_sql(name = \"breweries\", con=engine, if_exists='append', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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>Unnamed: 0</th>\n",
       "      <th>name</th>\n",
       "      <th>city</th>\n",
       "      <th>state</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>NorthGate Brewing</td>\n",
       "      <td>Minneapolis</td>\n",
       "      <td>MN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Against the Grain Brewery</td>\n",
       "      <td>Louisville</td>\n",
       "      <td>KY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Jack's Abby Craft Lagers</td>\n",
       "      <td>Framingham</td>\n",
       "      <td>MA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Mike Hess Brewing Company</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>CA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Fort Point Beer Company</td>\n",
       "      <td>San Francisco</td>\n",
       "      <td>CA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0                       name           city state\n",
       "0           0         NorthGate Brewing     Minneapolis    MN\n",
       "1           1  Against the Grain Brewery     Louisville    KY\n",
       "2           2   Jack's Abby Craft Lagers     Framingham    MA\n",
       "3           3  Mike Hess Brewing Company      San Diego    CA\n",
       "4           4    Fort Point Beer Company  San Francisco    CA"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_sql_query('select * from breweries', con=engine).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "brrecipe_df.to_sql(name = \"recipes\", con=engine, if_exists='append', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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>BeerID</th>\n",
       "      <th>Name</th>\n",
       "      <th>Style</th>\n",
       "      <th>StyleID</th>\n",
       "      <th>OG</th>\n",
       "      <th>FG</th>\n",
       "      <th>ABV</th>\n",
       "      <th>IBU</th>\n",
       "      <th>Color</th>\n",
       "      <th>Efficiency</th>\n",
       "      <th>BrewMethod</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Vanilla Cream Ale</td>\n",
       "      <td>Cream Ale</td>\n",
       "      <td>45</td>\n",
       "      <td>1.055</td>\n",
       "      <td>1.013</td>\n",
       "      <td>5.48</td>\n",
       "      <td>17.65</td>\n",
       "      <td>4.83</td>\n",
       "      <td>70.0</td>\n",
       "      <td>All Grain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Southern Tier Pumking clone</td>\n",
       "      <td>Holiday/Winter Special Spiced Beer</td>\n",
       "      <td>85</td>\n",
       "      <td>1.083</td>\n",
       "      <td>1.021</td>\n",
       "      <td>8.16</td>\n",
       "      <td>60.65</td>\n",
       "      <td>15.64</td>\n",
       "      <td>70.0</td>\n",
       "      <td>All Grain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Zombie Dust Clone - EXTRACT</td>\n",
       "      <td>American IPA</td>\n",
       "      <td>7</td>\n",
       "      <td>1.063</td>\n",
       "      <td>1.018</td>\n",
       "      <td>5.91</td>\n",
       "      <td>59.25</td>\n",
       "      <td>8.98</td>\n",
       "      <td>70.0</td>\n",
       "      <td>extract</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Zombie Dust Clone - ALL GRAIN</td>\n",
       "      <td>American IPA</td>\n",
       "      <td>7</td>\n",
       "      <td>1.061</td>\n",
       "      <td>1.017</td>\n",
       "      <td>5.80</td>\n",
       "      <td>54.48</td>\n",
       "      <td>8.50</td>\n",
       "      <td>70.0</td>\n",
       "      <td>All Grain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Bakke Brygg Belgisk Blonde 50 l</td>\n",
       "      <td>Belgian Blond Ale</td>\n",
       "      <td>20</td>\n",
       "      <td>1.060</td>\n",
       "      <td>1.010</td>\n",
       "      <td>6.48</td>\n",
       "      <td>17.84</td>\n",
       "      <td>4.57</td>\n",
       "      <td>72.0</td>\n",
       "      <td>All Grain</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   BeerID                             Name  \\\n",
       "0       1                Vanilla Cream Ale   \n",
       "1       2      Southern Tier Pumking clone   \n",
       "2       3      Zombie Dust Clone - EXTRACT   \n",
       "3       4    Zombie Dust Clone - ALL GRAIN   \n",
       "4       5  Bakke Brygg Belgisk Blonde 50 l   \n",
       "\n",
       "                                Style  StyleID     OG     FG   ABV    IBU  \\\n",
       "0                           Cream Ale       45  1.055  1.013  5.48  17.65   \n",
       "1  Holiday/Winter Special Spiced Beer       85  1.083  1.021  8.16  60.65   \n",
       "2                        American IPA        7  1.063  1.018  5.91  59.25   \n",
       "3                        American IPA        7  1.061  1.017  5.80  54.48   \n",
       "4                   Belgian Blond Ale       20  1.060  1.010  6.48  17.84   \n",
       "\n",
       "   Color  Efficiency BrewMethod  \n",
       "0   4.83        70.0  All Grain  \n",
       "1  15.64        70.0  All Grain  \n",
       "2   8.98        70.0    extract  \n",
       "3   8.50        70.0  All Grain  \n",
       "4   4.57        72.0  All Grain  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_sql_query('select * from recipes', con=engine).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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