맥주 추천 알고리즘 시각화 분석.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "for dirname,filenames in os.walk('/kaggle/input'):\n",
    "    for filename in filenames :\n",
    "        print(os.path.join(dirname,filename))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>city</th>\n",
       "      <th>state</th>\n",
       "      <th>country</th>\n",
       "      <th>notes</th>\n",
       "      <th>types</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>19730</th>\n",
       "      <td>Brouwerij Danny</td>\n",
       "      <td>Erpe-Mere</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BE</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Brewery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32541</th>\n",
       "      <td>Coachella Valley Brewing Co</td>\n",
       "      <td>Thousand Palms</td>\n",
       "      <td>CA</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Brewery, Bar, Beer-to-go</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44736</th>\n",
       "      <td>Beef 'O' Brady's</td>\n",
       "      <td>Plant City</td>\n",
       "      <td>FL</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Bar, Eatery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23372</th>\n",
       "      <td>Broadway Wine Merchant</td>\n",
       "      <td>Oklahoma City</td>\n",
       "      <td>OK</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Store</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35328</th>\n",
       "      <td>Brighton Beer Dispensary (DUPLICATE)</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>GB2</td>\n",
       "      <td>GB</td>\n",
       "      <td>Duplicate of https://www.beeradvocate.com/beer...</td>\n",
       "      <td>Bar, Eatery</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       name            city state country  \\\n",
       "id                                                                          \n",
       "19730                       Brouwerij Danny       Erpe-Mere   NaN      BE   \n",
       "32541           Coachella Valley Brewing Co  Thousand Palms    CA      US   \n",
       "44736                      Beef 'O' Brady's      Plant City    FL      US   \n",
       "23372                Broadway Wine Merchant   Oklahoma City    OK      US   \n",
       "35328  Brighton Beer Dispensary (DUPLICATE)        Brighton   GB2      GB   \n",
       "\n",
       "                                                   notes  \\\n",
       "id                                                         \n",
       "19730                             No notes at this time.   \n",
       "32541                             No notes at this time.   \n",
       "44736                             No notes at this time.   \n",
       "23372                             No notes at this time.   \n",
       "35328  Duplicate of https://www.beeradvocate.com/beer...   \n",
       "\n",
       "                          types  \n",
       "id                               \n",
       "19730                   Brewery  \n",
       "32541  Brewery, Bar, Beer-to-go  \n",
       "44736               Bar, Eatery  \n",
       "23372                     Store  \n",
       "35328               Bar, Eatery  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_breweries = pd.read_csv('C:/Users/HOME/Desktop/8차/통계학 세미나/팀플/잠재요인 돌릴때 쓰는 데이터/breweries.csv',\n",
    "                           index_col = 'id')\n",
    "\n",
    "df_breweries.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>brewery_id</th>\n",
       "      <th>state</th>\n",
       "      <th>country</th>\n",
       "      <th>style</th>\n",
       "      <th>availability</th>\n",
       "      <th>abv</th>\n",
       "      <th>notes</th>\n",
       "      <th>retired</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>202522</th>\n",
       "      <td>Olde Cogitator</td>\n",
       "      <td>2199</td>\n",
       "      <td>CA</td>\n",
       "      <td>US</td>\n",
       "      <td>English Oatmeal Stout</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>7.3</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82352</th>\n",
       "      <td>Konrads Stout Russian Imperial Stout</td>\n",
       "      <td>18604</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>Russian Imperial Stout</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>10.4</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214879</th>\n",
       "      <td>Scottish Right</td>\n",
       "      <td>44306</td>\n",
       "      <td>IN</td>\n",
       "      <td>US</td>\n",
       "      <td>Scottish Ale</td>\n",
       "      <td>Year-round</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>t</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320009</th>\n",
       "      <td>MegaMeow Imperial Stout</td>\n",
       "      <td>4378</td>\n",
       "      <td>WA</td>\n",
       "      <td>US</td>\n",
       "      <td>American Imperial Stout</td>\n",
       "      <td>Winter</td>\n",
       "      <td>8.7</td>\n",
       "      <td>Every time this year</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246438</th>\n",
       "      <td>Peaches-N-Cream</td>\n",
       "      <td>44617</td>\n",
       "      <td>PA</td>\n",
       "      <td>US</td>\n",
       "      <td>American Cream Ale</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>5.1</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        name  brewery_id state country  \\\n",
       "id                                                                       \n",
       "202522                        Olde Cogitator        2199    CA      US   \n",
       "82352   Konrads Stout Russian Imperial Stout       18604   NaN      NO   \n",
       "214879                        Scottish Right       44306    IN      US   \n",
       "320009               MegaMeow Imperial Stout        4378    WA      US   \n",
       "246438                       Peaches-N-Cream       44617    PA      US   \n",
       "\n",
       "                          style availability   abv                   notes  \\\n",
       "id                                                                           \n",
       "202522    English Oatmeal Stout     Rotating   7.3  No notes at this time.   \n",
       "82352    Russian Imperial Stout     Rotating  10.4  No notes at this time.   \n",
       "214879             Scottish Ale   Year-round   4.0  No notes at this time.   \n",
       "320009  American Imperial Stout       Winter   8.7    Every time this year   \n",
       "246438       American Cream Ale     Rotating   5.1  No notes at this time.   \n",
       "\n",
       "       retired  \n",
       "id              \n",
       "202522       f  \n",
       "82352        f  \n",
       "214879       t  \n",
       "320009       f  \n",
       "246438       f  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_beers = pd.read_csv('C:/Users/HOME/Desktop/8차/통계학 세미나/팀플/잠재요인 돌릴때 쓰는 데이터/beers.csv',\n",
    "                      index_col='id')\n",
    "df_beers.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>beer_id</th>\n",
       "      <th>username</th>\n",
       "      <th>date</th>\n",
       "      <th>text</th>\n",
       "      <th>look</th>\n",
       "      <th>smell</th>\n",
       "      <th>taste</th>\n",
       "      <th>feel</th>\n",
       "      <th>overall</th>\n",
       "      <th>score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>271781</td>\n",
       "      <td>bluejacket74</td>\n",
       "      <td>2017-03-17</td>\n",
       "      <td>750 ml bottle, 2016 vintage, bottle #304 of...</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.25</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>125646</td>\n",
       "      <td>_dirty_</td>\n",
       "      <td>2017-12-21</td>\n",
       "      <td></td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>125646</td>\n",
       "      <td>CJDUBYA</td>\n",
       "      <td>2017-12-21</td>\n",
       "      <td></td>\n",
       "      <td>4.75</td>\n",
       "      <td>4.75</td>\n",
       "      <td>4.75</td>\n",
       "      <td>4.75</td>\n",
       "      <td>4.75</td>\n",
       "      <td>4.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>125646</td>\n",
       "      <td>GratefulBeerGuy</td>\n",
       "      <td>2017-12-20</td>\n",
       "      <td>0% 16 oz can. Funny story: As I finally wal...</td>\n",
       "      <td>4.75</td>\n",
       "      <td>4.75</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>125646</td>\n",
       "      <td>LukeGude</td>\n",
       "      <td>2017-12-20</td>\n",
       "      <td>Classic TH NEIPA. Overflowing head and bouq...</td>\n",
       "      <td>4.25</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.25</td>\n",
       "      <td>4.25</td>\n",
       "      <td>4.25</td>\n",
       "      <td>4.31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   beer_id         username        date  \\\n",
       "0   271781     bluejacket74  2017-03-17   \n",
       "1   125646          _dirty_  2017-12-21   \n",
       "2   125646          CJDUBYA  2017-12-21   \n",
       "3   125646  GratefulBeerGuy  2017-12-20   \n",
       "4   125646         LukeGude  2017-12-20   \n",
       "\n",
       "                                                text  look  smell  taste  \\\n",
       "0     750 ml bottle, 2016 vintage, bottle #304 of...  4.00   4.00   4.00   \n",
       "1                                                     4.50   4.50   4.50   \n",
       "2                                                     4.75   4.75   4.75   \n",
       "3     0% 16 oz can. Funny story: As I finally wal...  4.75   4.75   4.50   \n",
       "4     Classic TH NEIPA. Overflowing head and bouq...  4.25   4.50   4.25   \n",
       "\n",
       "   feel  overall  score  \n",
       "0  4.25     4.00   4.03  \n",
       "1  4.50     4.50   4.50  \n",
       "2  4.75     4.75   4.75  \n",
       "3  4.50     4.50   4.58  \n",
       "4  4.25     4.25   4.31  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_reviews = pd.read_csv('C:/Users/HOME/Desktop/8차/통계학 세미나/팀플/잠재요인 돌릴때 쓰는 데이터/reviews.csv')\n",
    "df_reviews.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "#score값 누락하고 있는 데이터는 없앴습니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "      <th>look</th>\n",
       "      <th>smell</th>\n",
       "      <th>taste</th>\n",
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       "      <th>score</th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>271781</td>\n",
       "      <td>bluejacket74</td>\n",
       "      <td>2017-03-17</td>\n",
       "      <td>750 ml bottle, 2016 vintage, bottle #304 of...</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.25</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>125646</td>\n",
       "      <td>_dirty_</td>\n",
       "      <td>2017-12-21</td>\n",
       "      <td></td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>125646</td>\n",
       "      <td>CJDUBYA</td>\n",
       "      <td>2017-12-21</td>\n",
       "      <td></td>\n",
       "      <td>4.75</td>\n",
       "      <td>4.75</td>\n",
       "      <td>4.75</td>\n",
       "      <td>4.75</td>\n",
       "      <td>4.75</td>\n",
       "      <td>4.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>125646</td>\n",
       "      <td>GratefulBeerGuy</td>\n",
       "      <td>2017-12-20</td>\n",
       "      <td>0% 16 oz can. Funny story: As I finally wal...</td>\n",
       "      <td>4.75</td>\n",
       "      <td>4.75</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>125646</td>\n",
       "      <td>LukeGude</td>\n",
       "      <td>2017-12-20</td>\n",
       "      <td>Classic TH NEIPA. Overflowing head and bouq...</td>\n",
       "      <td>4.25</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.25</td>\n",
       "      <td>4.25</td>\n",
       "      <td>4.25</td>\n",
       "      <td>4.31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   beer_id         username        date  \\\n",
       "0   271781     bluejacket74  2017-03-17   \n",
       "1   125646          _dirty_  2017-12-21   \n",
       "2   125646          CJDUBYA  2017-12-21   \n",
       "3   125646  GratefulBeerGuy  2017-12-20   \n",
       "4   125646         LukeGude  2017-12-20   \n",
       "\n",
       "                                                text  look  smell  taste  \\\n",
       "0     750 ml bottle, 2016 vintage, bottle #304 of...  4.00   4.00   4.00   \n",
       "1                                                     4.50   4.50   4.50   \n",
       "2                                                     4.75   4.75   4.75   \n",
       "3     0% 16 oz can. Funny story: As I finally wal...  4.75   4.75   4.50   \n",
       "4     Classic TH NEIPA. Overflowing head and bouq...  4.25   4.50   4.25   \n",
       "\n",
       "   feel  overall  score  \n",
       "0  4.25     4.00   4.03  \n",
       "1  4.50     4.50   4.50  \n",
       "2  4.75     4.75   4.75  \n",
       "3  4.50     4.50   4.58  \n",
       "4  4.25     4.25   4.31  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_reviews.dropna(subset=['look','smell','taste','feel','overall','score'],inplace=True)\n",
    "df_reviews.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>look</th>\n",
       "      <th>smell</th>\n",
       "      <th>taste</th>\n",
       "      <th>feel</th>\n",
       "      <th>overall</th>\n",
       "      <th>score</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>beer_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3.950000</td>\n",
       "      <td>3.800000</td>\n",
       "      <td>3.450000</td>\n",
       "      <td>3.700000</td>\n",
       "      <td>3.700000</td>\n",
       "      <td>3.639000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>3.559732</td>\n",
       "      <td>3.307984</td>\n",
       "      <td>3.430944</td>\n",
       "      <td>3.407051</td>\n",
       "      <td>3.514860</td>\n",
       "      <td>3.424382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3.835223</td>\n",
       "      <td>3.571580</td>\n",
       "      <td>3.682849</td>\n",
       "      <td>3.585046</td>\n",
       "      <td>3.707123</td>\n",
       "      <td>3.661070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>3.396203</td>\n",
       "      <td>3.316537</td>\n",
       "      <td>3.245564</td>\n",
       "      <td>3.252307</td>\n",
       "      <td>3.336054</td>\n",
       "      <td>3.291384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3.280822</td>\n",
       "      <td>3.058219</td>\n",
       "      <td>3.219178</td>\n",
       "      <td>3.291096</td>\n",
       "      <td>3.568493</td>\n",
       "      <td>3.261370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3.115248</td>\n",
       "      <td>2.936170</td>\n",
       "      <td>3.109929</td>\n",
       "      <td>3.129433</td>\n",
       "      <td>3.374113</td>\n",
       "      <td>3.123688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3.942153</td>\n",
       "      <td>3.779175</td>\n",
       "      <td>3.797032</td>\n",
       "      <td>3.777163</td>\n",
       "      <td>3.836268</td>\n",
       "      <td>3.807918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3.487013</td>\n",
       "      <td>3.383117</td>\n",
       "      <td>3.253247</td>\n",
       "      <td>3.227273</td>\n",
       "      <td>3.383117</td>\n",
       "      <td>3.321818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>4.087500</td>\n",
       "      <td>3.781250</td>\n",
       "      <td>3.687500</td>\n",
       "      <td>3.531250</td>\n",
       "      <td>3.693750</td>\n",
       "      <td>3.719625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>3.112500</td>\n",
       "      <td>3.068750</td>\n",
       "      <td>3.031250</td>\n",
       "      <td>3.106250</td>\n",
       "      <td>3.250000</td>\n",
       "      <td>3.096375</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             look     smell     taste      feel   overall     score\n",
       "beer_id                                                            \n",
       "4        3.950000  3.800000  3.450000  3.700000  3.700000  3.639000\n",
       "5        3.559732  3.307984  3.430944  3.407051  3.514860  3.424382\n",
       "6        3.835223  3.571580  3.682849  3.585046  3.707123  3.661070\n",
       "7        3.396203  3.316537  3.245564  3.252307  3.336054  3.291384\n",
       "8        3.280822  3.058219  3.219178  3.291096  3.568493  3.261370\n",
       "9        3.115248  2.936170  3.109929  3.129433  3.374113  3.123688\n",
       "10       3.942153  3.779175  3.797032  3.777163  3.836268  3.807918\n",
       "11       3.487013  3.383117  3.253247  3.227273  3.383117  3.321818\n",
       "12       4.087500  3.781250  3.687500  3.531250  3.693750  3.719625\n",
       "13       3.112500  3.068750  3.031250  3.106250  3.250000  3.096375"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#평점 매긴 횟수가 5개 이하인 평가는 제거하였습니다.\n",
    "\n",
    "df_reviews = df_reviews.groupby('beer_id').filter(lambda x : len(x)>5)\n",
    "df_reviews = df_reviews.groupby('beer_id').mean()\n",
    "df_reviews.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "#평점의 평균값을 맥주에 결합하였습니다.\n",
    "\n",
    "df = df_beers.join(df_reviews)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>brewery_id</th>\n",
       "      <th>state</th>\n",
       "      <th>country</th>\n",
       "      <th>style</th>\n",
       "      <th>availability</th>\n",
       "      <th>abv</th>\n",
       "      <th>notes</th>\n",
       "      <th>retired</th>\n",
       "      <th>look</th>\n",
       "      <th>smell</th>\n",
       "      <th>taste</th>\n",
       "      <th>feel</th>\n",
       "      <th>overall</th>\n",
       "      <th>score</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>202522</th>\n",
       "      <td>Olde Cogitator</td>\n",
       "      <td>2199</td>\n",
       "      <td>CA</td>\n",
       "      <td>US</td>\n",
       "      <td>English Oatmeal Stout</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>7.3</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82352</th>\n",
       "      <td>Konrads Stout Russian Imperial Stout</td>\n",
       "      <td>18604</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>Russian Imperial Stout</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>10.4</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>4.119231</td>\n",
       "      <td>4.030769</td>\n",
       "      <td>4.1</td>\n",
       "      <td>4.065385</td>\n",
       "      <td>4.073077</td>\n",
       "      <td>4.077538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214879</th>\n",
       "      <td>Scottish Right</td>\n",
       "      <td>44306</td>\n",
       "      <td>IN</td>\n",
       "      <td>US</td>\n",
       "      <td>Scottish Ale</td>\n",
       "      <td>Year-round</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>t</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320009</th>\n",
       "      <td>MegaMeow Imperial Stout</td>\n",
       "      <td>4378</td>\n",
       "      <td>WA</td>\n",
       "      <td>US</td>\n",
       "      <td>American Imperial Stout</td>\n",
       "      <td>Winter</td>\n",
       "      <td>8.7</td>\n",
       "      <td>Every time this year</td>\n",
       "      <td>f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246438</th>\n",
       "      <td>Peaches-N-Cream</td>\n",
       "      <td>44617</td>\n",
       "      <td>PA</td>\n",
       "      <td>US</td>\n",
       "      <td>American Cream Ale</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>5.1</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8036</th>\n",
       "      <td>World Burp Beer 2002</td>\n",
       "      <td>3469</td>\n",
       "      <td>NaN</td>\n",
       "      <td>JP</td>\n",
       "      <td>Japanese Rice Lager</td>\n",
       "      <td>Limited (brewed once)</td>\n",
       "      <td>5.5</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>t</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108605</th>\n",
       "      <td>Icon Sender</td>\n",
       "      <td>22598</td>\n",
       "      <td>CA</td>\n",
       "      <td>US</td>\n",
       "      <td>American Lager</td>\n",
       "      <td>Year-round</td>\n",
       "      <td>5.6</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345382</th>\n",
       "      <td>Divina IPA</td>\n",
       "      <td>45567</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IT</td>\n",
       "      <td>American IPA</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>6.5</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255286</th>\n",
       "      <td>Light Of The Ozarks</td>\n",
       "      <td>11203</td>\n",
       "      <td>AR</td>\n",
       "      <td>US</td>\n",
       "      <td>American Lager</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>4.3</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29556</th>\n",
       "      <td>Warrior's Bock</td>\n",
       "      <td>8203</td>\n",
       "      <td>SK</td>\n",
       "      <td>CA</td>\n",
       "      <td>German Bock</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>7.5</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>t</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        name  brewery_id state country  \\\n",
       "id                                                                       \n",
       "202522                        Olde Cogitator        2199    CA      US   \n",
       "82352   Konrads Stout Russian Imperial Stout       18604   NaN      NO   \n",
       "214879                        Scottish Right       44306    IN      US   \n",
       "320009               MegaMeow Imperial Stout        4378    WA      US   \n",
       "246438                       Peaches-N-Cream       44617    PA      US   \n",
       "8036                    World Burp Beer 2002        3469   NaN      JP   \n",
       "108605                           Icon Sender       22598    CA      US   \n",
       "345382                            Divina IPA       45567   NaN      IT   \n",
       "255286                   Light Of The Ozarks       11203    AR      US   \n",
       "29556                         Warrior's Bock        8203    SK      CA   \n",
       "\n",
       "                          style            availability   abv  \\\n",
       "id                                                              \n",
       "202522    English Oatmeal Stout                Rotating   7.3   \n",
       "82352    Russian Imperial Stout                Rotating  10.4   \n",
       "214879             Scottish Ale              Year-round   4.0   \n",
       "320009  American Imperial Stout                  Winter   8.7   \n",
       "246438       American Cream Ale                Rotating   5.1   \n",
       "8036        Japanese Rice Lager   Limited (brewed once)   5.5   \n",
       "108605           American Lager              Year-round   5.6   \n",
       "345382             American IPA                Rotating   6.5   \n",
       "255286           American Lager                Rotating   4.3   \n",
       "29556               German Bock                Rotating   7.5   \n",
       "\n",
       "                         notes retired      look     smell  taste      feel  \\\n",
       "id                                                                            \n",
       "202522  No notes at this time.       f       NaN       NaN    NaN       NaN   \n",
       "82352   No notes at this time.       f  4.119231  4.030769    4.1  4.065385   \n",
       "214879  No notes at this time.       t       NaN       NaN    NaN       NaN   \n",
       "320009    Every time this year       f       NaN       NaN    NaN       NaN   \n",
       "246438  No notes at this time.       f       NaN       NaN    NaN       NaN   \n",
       "8036    No notes at this time.       t       NaN       NaN    NaN       NaN   \n",
       "108605  No notes at this time.       f       NaN       NaN    NaN       NaN   \n",
       "345382  No notes at this time.       f       NaN       NaN    NaN       NaN   \n",
       "255286  No notes at this time.       f       NaN       NaN    NaN       NaN   \n",
       "29556   No notes at this time.       t       NaN       NaN    NaN       NaN   \n",
       "\n",
       "         overall     score  \n",
       "id                          \n",
       "202522       NaN       NaN  \n",
       "82352   4.073077  4.077538  \n",
       "214879       NaN       NaN  \n",
       "320009       NaN       NaN  \n",
       "246438       NaN       NaN  \n",
       "8036         NaN       NaN  \n",
       "108605       NaN       NaN  \n",
       "345382       NaN       NaN  \n",
       "255286       NaN       NaN  \n",
       "29556        NaN       NaN  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.dropna(subset=['look','smell','taste','feel','overall','score'],inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'beer style')"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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97nBJ90i6rm3fQZL+KukaSadIWrhfxZMkSZL+6CWr5x3A1sBjALbvBBbs4XVHApt17DsHWNn2KsDfmXYySZIkScaInrpz2jbTunPO34tg2xcCD3TsO7stTjAZWGoUuiZJkiQ10IvhP1HSL4CFJe0OnAscWsOxPwicUYOcJEmSZBT0ksf/HUmbAI8AKwFfsX1OlYNK2gd4FjhuhOfsAewBMHHixCqHS5IkSdoY0fBLmh04y/ZbCf98ZSS9H9gS2Li4kLpi+xDgEIA111xz2OclSZIko2NEV4/t54DHJS1Ux8EkbUZkCG1t+/E6ZCZJkiSjo5cCrieBayWdQ8nsAbD9iZFeJOkEYENgMUl3APsSWTxzA+dIAphs+8P9qZ4kSZL0Qy+G//RyGxW2d+qy+7DRykmSJEnqpZfg7lFjoUiSJEkyNgzr45e0oqQjJX1P0lKSzpD0X0lXS1pzLJVMkiRJ6mOk4O4RwCXAncBlRFfOxYDPAj9pXrUkSZKkCUYy/AvYPsT2d4AnbP/a9pMlhz978SdJkgwoIxn+59vuPzLCY0mSJMkAMVJw91WSrgEELF/uU7aXa1yzJEmSpBFGMvyvHjMtkiRJkjFjWMNv+7axVCRJkiQZG3rpzpkkSZLMQqThT5IkGWek4U+SJBlnDOvjl3QtZepW50OAy/jEJEmSZMAYKatnyzHTIkmSJBkzesrqkbQ4sFbZvNz2PU0rliRJkjTDdH38kt4FXA5sD7wLuEzSdk0rliRJkjRDL/349wHWaq3yJU0gBq7/pknFkiRJkmboJatntg7Xzv09vi5JkiSZCellxX+mpLOAE8r2DsAfmlMpSZIkaZJeJnB9TtI7gfWIVM5DbJ/SuGZJkiRJI/Sy4sf2ScBJDeuSJEmSjAG9ZPVsK+kmSQ9LekTSo5I6+/MnSZIkA0IvK/4Dga1s39i0MkmSJEnz9JKdc3ca/SRJklmHkXr1bFvuTpH0K+C3wFOtx22f3LBuSZIkSQOM5OrZqu3+48Db2rYNpOFPkiQZQEbq1bPLWCqSJEmSjA29ZPUsJekUSfdIulvSSZKWGgvlkiRJkvrpJbh7BHAqsASwJHBa2ZckSZIMIL0Y/gm2j7D9bLkdCUxoWK8kSZKkIXox/PdJeq+k2cvtvUSjtiRJkmQA6aWA64PAj4HvE9k8l5R9syyT9j695+fe+q0tGtQkSZKkfnpp0vYvYOsx0CVJkiQZA3rJ6jlK0sJt24tIOrxZtZIkSZKm6MXHv4rth1obth8EVm9OpSRJkqRJeprAJWmR1oakRemxnXOSJEky89GLAf8ucImk1ozd7YEDmlMpSZIkaZJegrtHS5oCvIWYwLWt7Rum97oSB9gSuMf2ymXf9sBXgVcDa9ueUkH3gSOzhZIkmRkY1tUjadHWDbgLOB44Drir7JseRwKbdey7DtgWuLA/dZMkSZKqjLTin0rk7atsu/xVub/cSIJtXyhpUse+GwEkdXtJ0iejuZKAvJpIkvHOSN05lx1LRZIkSZKxoZesnheQtLykfSRd15RCbcfaQ9IUSVPuvffepg+XJEkybuilgOsVkj4p6XLgeuIqYaemFbN9iO01ba85YUL2hEuSJKmLkYK7u0v6I3ABsBiwG/Af2/vZvnasFEySJEnqZaTg7k+AS4F3t9IuJXmE5w9B0gnAhsBiku4A9gUeAA4m2jqfLukq25v2qXsyBmQKapLMeoxk+JcgirW+J2lx4ERgzl4F2x7OHXRK7+olSZIkdTOsq8f2fbZ/ZnsDYGPgYeAeSTdK+saYaZgkSZLUSk9ZPbbvsP0d268HtgGealatJEmSpClG3WzN9t+A/RrQJUmSJBkDRpXHnyRJkgw+afiTJEnGGT27eiRNAPYC5gV+ZvsfjWmVJEmSNMZoVvzfJbpqngmc0Iw6SZIkSdMMu+KXdCZwgO2Lyq65gFuJzpxzN69aMiuThWFJMuMYydWzA/BlSR8Bvlxu+xKuno+OgW5JMmqyRXWSTJ+R2jI/DHxW0nLEqMV/Ax8r+5MkSZIBZSRXz3LAR4BngM8AywMnSvo98FPbz42NikmSJEmdjBTcPYEI5E4GjrF9UWmo9ghw9lgolyRJktTPSD7+eYBbgPmB+Vo7bR8l6cSmFUuSJEmaYSTD/xHgIOBp4MPtD9h+okmlkiRJkuYYKbh7CXDJGOqSJEmSjAHZsiFJkmSckYY/SZJknNGz4Zc0f5OKJEmSJGPDdA2/pHUl3QDcWLZXlfTTxjVLkiRJGqGXFf/3gU2B+wFsXw1s0KRSSZIkSXP0Onrx9o5dWbWbJEkyoPTSj/92SesCljQX8AmK2ydJkiQZPHpZ8X8Y+BiwJHAHsFrZTpIkSQaQ6a74bd8HvGcMdEmSJEnGgOkafkk/6rL7YWCK7d/Vr1KSJEnSJL24euYh3Ds3ldsqwKLArpJ+0KBuSZIkSQP0EtxdAXiL7WcBJP2MaMu8CXBtg7olSZIkDdCL4V+SaM3cmrw1P7CE7eckPdWYZkkyk5FzgpNZhV4M/4HAVZLOB0QUb32jtHA4t0HdkiRJkgboJavnMEl/ANYmDP8Xbd9ZHv5ck8olSZIk9dNrk7Yngf8ADwArSMqWDUmSJANKL+mcuwF7AUsBVwHrAJcCb2lWtSRJkqQJelnx7wWsBdxmeyNgdeDeRrVKkiRJGqMXw/+k7ScBJM1t+6/ASs2qlSRJkjRFL1k9d0haGPgtcI6kB4E7p/OaJEmSZCall6yed5S7X5X0J2Ah4MxGtUqSJEkaY0TDL2k24BrbKwPYvmBMtEqSJEkaY0Qfv+3ngaslTRytYEmHS7pH0nVt+xaVdI6km8rfRfrQOUmSJKlAL8HdVwDXSzpP0qmtWw+vOxLYrGPf3sB5tlcEzivbSZIkyRjSS3B3v34E275Q0qSO3W8HNiz3jwLOBz7fj/wkSZKkP3oJ7l4gaRlgRdvnSpoPmL3P4y1u+z9F7n8kvaxPOUmSJEmfTNfVI2l34DfAL8quJYnUzkaRtIekKZKm3Htv1oslSZLURS8+/o8B6wGPANi+Ceh3pX63pFcAlL/3DPdE24fYXtP2mhMmTOjzcEmSJEknvfj4n7L9tCQAJM0BuM/jnQq8H/hW+ZujG5NxT/b5T8aaXlb8F0j6IjCvpE2AXwOnTe9Fkk4gmrmtJOkOSbsSBn8TSTcRE7y+1b/qSZIkST/0suLfG9iVGLP4IeAPwC+n9yLbOw3z0MY9a5ckSZLUTi+G/+3A0bYPbVqZJEmSpHl6cfVsDfxd0jGStig+/iRJkmRAma7ht70LsALh23838E9J03X1JEmSJDMnPa3ebT8j6Qwim2dewv2zW5OKJUmSJM3QSwHXZpKOBP4BbEcEdl/RsF5JkiRJQ/Sy4v8A8H/Ah2w/1aw6SZIkSdP00qtnx/ZtSesB77b9sca0SpIkSRqjJx+/pNWIwO67gFuAk5tUKkmSJGmOYQ2/pFcCOwI7AfcDvwJke6Mx0i1JkiRpgJFW/H8FLgK2sv0PAEmfGhOtkiSpzGh6AEH2ARpPjJTV807gLuBPkg6VtDGgsVErSZIkaYphDb/tU2zvALyKmJT1KWBxST+T9LYx0i9JkiSpmV4qdx+zfZztLYGlgKvIWblJkiQDSy+9el7A9gO2f2H7LU0plCRJkjRLNlxLkmTU5PCYwWZUK/4kSZJk8MkVf5IkMw15JTE25Io/SZJknJGGP0mSZJyRhj9JkmSckYY/SZJknJGGP0mSZJyRhj9JkmSckYY/SZJknJF5/EmSzPJki+qh5Io/SZJknJGGP0mSZJyRhj9JkmSckYY/SZJknJGGP0mSZJyRhj9JkmSckYY/SZJknJGGP0mSZJyRhj9JkmSckYY/SZJknJGGP0mSZJwxQwy/pL0kXSfpekmfnBE6JEmSjFfG3PBLWhnYHVgbWBXYUtKKY61HkiTJeGVGdOd8NTDZ9uMAki4A3gEcOAN0SZIkqcRoOn/OLF0/Z4Sr5zpgA0kvlTQfsDmw9AzQI0mSZFwy5it+2zdK+jZwDvBf4Grg2c7nSdoD2ANg4sSJY6pjkiTJrMwMCe7aPsz2GrY3AB4AburynENsr2l7zQkTJoy9kkmSJLMoM2QCl6SX2b5H0kRgW+CNM0KPJEmS8ciMGr14kqSXAs8AH7P94AzSI0mSZNwxQwy/7TfNiOMmSZIkWbmbJEky7kjDnyRJMs6YUT7+JEmSZASaLAzLFX+SJMk4Iw1/kiTJOCMNf5IkyTgjDX+SJMk4Iw1/kiTJOCMNf5IkyThDtme0DtNF0r3AbT0+fTHgvgbUaEpuk7IHTW6TsgdNbpOyB01uk7IHTe5oZS9j+0VdLgfC8I8GSVNsrzkocpuUPWhym5Q9aHKblD1ocpuUPWhy65Kdrp4kSZJxRhr+JEmSccasaPgPGTC5TcoeNLlNyh40uU3KHjS5TcoeNLm1yJ7lfPxJkiTJyMyKK/4kSZJkBNLwJzMFkuavWd72vezrU/a8klaqQ9asQN2fXZNImruXfbM6A2/4JX2tY3t2ScfVJHsZSW8t9+eVtGBNcueT9GVJh5btFSVtWYPc83rZN0qZS0n6rKTfSbpC0oWSfippC0mVvz+S1pV0A3Bj2V5V0k+rygW+0OO+USFpK+Aq4MyyvZqkU6vKLbJeKek8SdeV7VUkfamizNla8uqmwc+uJX+vXvaNkkt73NcTkl4y0q2Cnp3HWV/SLuX+BEnLVpE38IYfmCjpC/DCmfsU4KaqQiXtDvwG+EXZtRTw26pyC0cATzFtyPwdwNf7FSZpHkmLAotJWkTSouU2CViigtwjgMOBp4FvAzsBHwXOBTYDLpa0Qb/yC98HNgXuB7B9NdC3TEn/I+lgYElJP2q7HQk8W1FXgK8CawMPFX2vAibVIBfgUOLk9EyRfQ2wYxWBtp8HrpY0sbp6L6LWz64L7++y7wP9CJL0ckmvB+aVtLqkNcptQ2C+CjpeD1xX/l7fsV3LCVfSvsDnmbZwmRM4torMWWEQyy7AccX4bwScYfv7Ncj9GPEDvwzA9k2SXlaDXIDlbe8gaaci+wlJqiDvQ8AnCSN/Zdv+R4CfVJD7XdvdvrzXASdLmguobFBs397x7z9XQdydwBRga2Bq2/5HgU9VkNviWdsPV/u4hmU+25d3yK7jZPUK4HpJlwOPtXba3rqq4Jo/OwDK7+LdwLIdV1MLUk4yfbApcdJYCvhe2/5HgS/2KRPbS/f72lHwDmB1ym/b9p1VvQ8Da/glrdG2+UNiZf5n4AJJa9i+svsre+Yp20+3vtSS5gDqSoF6WtK8LXmSlieuAPrC9g+BH0ra0/bBNenIMEa//fGngX9UPMztktYFXE4kn6C4DvqhrDqvlnSc7TqMZifXSXo3MLukFQl9L6lJ9n3lu9D6XmwH/KcGufvVIKMbtX52bVxC/N+LAd9t2/8ocE0/Am0fBRwl6Z22T6qu4ouRtCOwnO1vSFoKWNz21Om9rgeetm1Jre9F5ZjKwKZzSvrTCA/b9lsqyj+QuJzfGdiTcHHcYHufKnKL7E2ALwGvAc4G1gM+YPv8inJ37rbf9tF9yruWEU52tlfpR27HMRYjTtxvBUS8H3vZ7ndl15J7C110t71cRbnzAfsAbyP0PQvY3/aTVeQW2csROdrrAg8CtwDvtX1rDbKXAVa0fW75H2a3/WhFmY18dh3HWBxYq2xebvueivL2pfv34mtdnj4auT8mXDAb2H51cb2eZXut6by0F9mfBVYENgG+CXwQOL7KIm9gDX/TlMDlrgz9gf/SNb1hkl4KrFNkT7ZduaFT8W23mAfYGLjS9nZ9ylum3P1Y+XtM+fse4PGqP5YmKe9vi3mA7YFFbX9lBqnUM2VFN1tVw9wmb3dgD+L/X75cqfzc9sZ1yG8KRRbWd4Dzid/Jm4DP2f5NBZmfaducB9gSuNH2ByuoiqQrba8h6S+2Vy/7rra9ahW5bfI3oc0W2T6nkrxBN/ySvgEcaPuhsr0I8BnblbIhmkbSksAytLnbbF9Y8zEWAo6p6suV9Gfb601v3yhlHszIVxOf6Ff2CMe82Pb6fb72NEbWt+/3WNKnR3rc9vdGerwH+VdR4lVtRula26/rU96YfHaSrgY2aa3yJU0Azq3LmBaZc620DF0AACAASURBVAOn2t60opzLiGSNKeUE8FJC19Xr0LNuBtbH38b/2H4hOGP7QUmbE66UvpG0HpHB0TLOCvHVXAVF9reBHYjI//Nlt4FaDT/wOHGJWJX5Ja1v+2KIND6gqp9xSnW1hqcjBjQbsCYRHOyX71TTaERG0quOlVnd8apGP7s2Zutw7dxP/ZmI8wGVf9NEEsVJwARJ+wHvomJsRdKjdP+cWrao73TRWcHwzy5pbttPQeTbA3UUZBxGZIFMpYZMhQ62AVZq6VwXHavS2YFXAyfWIHpX4PByBQER+6h0aVyCbS9C0jzAVlVkF9qDgs8CtxI/xr6wfUG3/ZKWJlIuuz7eo+xhDYSkyj5iIuHhi0Qq4yZEvOq0foWNwWfX4kxJZwEnlO0dgD9UEdgRt5odmABUdlnaPlrSVCLeAbD99JIjepBZS91QN2YFw38scF7JOTdhkLp+MUfJw7bPqEFON24mAkG1Gn6GrkqfBW6zfUdVoSUzYVVFQYpsP1xVZjuSZif8lzsRaXcXAb+uItP2RjWo1pUS1Nye0HdJonakTvmvIU4mOwEPE1crVdibOHlfS6T+/sH2oRVlAs18di1sf07SO4nkBwGH2K76XrcXSj4L3F1j9tfsRA2GaahGqsR/tgHebXuLvuUMuo8fQNJmTDvTnmP7rBpkfov4IE+mzUDXkCaKpJOAVYHzOmRX9o3WnQXRJncL4LVEQAyoJRNiAyJfewvgcuIHvpztx6vILbIXAvZlWkHRBcDX+j1plbzpdxR9X0kY+x1sL1VV1yJ/GcJ47kQYpGWANWvK6NmrpPyOuG+UMhv77JqiJGxcY3vlBmTvQ7wfpxAnqbcDx9n+Zg2y5wI2L/I3I1xKJ9vu+6ptVjH8ixPBK1OTsRsmXbRymmiR3a0icdhL6FHIfRdwEDVmQRS5Pyd8oRsBvwS2I97nXSvIvAP4F/Az4Le2H5V0i+1Kpeht8k8iCs1a7+n7gFVtb9unvCcIA/cl4OKSV31zTTGfS4CFgP8D/s9RLFjne3Gl7TU69r2QfdKHvEY/u7bjdPNxP0zEGD5j++Y+ZB4HfMH2v2pQsV3ujcDrWye+kjI71farK8jchGlXUn8CfgUcbHtSVX0H3tXTxdgdLKmysWvSVVDVwI/APsBanVkQROuJKqxrexVJ19jeT9J3iSuhKpxEXLLuADwn6XfUVyAHUR39zrbt/Up2S798kXC//Aw4XtKvKmk3lHuJitLFCZ/zTdTwXmhaBexyqq8CFpr/7Fp8j6jEPp74be8IvBz4G9FKZMM+ZDZVxXwbQ+3pHIRLtwpnEa6z9W3fAiCp76u0dgZ+xV93ypek99o+drgUuyqpdZJOtP0uDVMY5YoFUZ0peuXS9up+0/ba5Fxm+w2SJgPbEkbjOtuVMoYUaSYbEauazYGXEL7oP9j+b0XZlxJXO61MpPWA79h+48ivnK7c5Yq+OxIZU/sCp9j+e0W5CwHvLLJXABYGNrV9eQWZywDLEkU/e7c99Cjh8ujbt93kZ9d2jMtsv6Fj32Tb6/SbIy/pzd32Dxe8H4XckwkX61nEb/ttwMXA3UX+iCm7w8hcnfiebUecRP4P+IrtZUZ8YQ8M/Iqf+lO+WmmKTUTUW50FK3fiHIZuWRB1BKh/L2lh4srqSuKL/cuqQh2rjj8Cf5Q0J+G/3An4KVGuX4UPA0e3ZSI9SPemX6OiuBcOAA6Q9DpC3zOA5SvKfZhYxR6u6Am1A/ADSUu7z34wtm8rbpnHqhq2LrKb/OxaPF+u6FtXrO2FiH2tWNvfhxKkv9/1rH5PL7cWk6sKtP0X4C/A58vCZSdgLklnEIuNvidxzQor/oOAVRhq7K6x/fmKcudxDWX4w8j+IHCR7cpdRLvI3hZYn7g0vrCGLIhO+XMD89Sd2dNxjHltP1FRxrK2bymZSNh+pLWvHi3HBknL2L6tooxTgfc1+Zm1HavyZ9cmazmiJcQbCUM/mUix/jfhT794FLLWAb4FPADsT1ShL0YsEne2fWYdOjdNuYrfBNjR9i59yxl0ww/NGDtJ/yAu0y4iCqv+XNcPRzFDYH0ic2NqOcZFjha/VeR+u/OE121fH3Jr7QE0FgwT0Jxq+/UzSqcZhaQTifYg5zDUr117dfTMiqQpRJxmIaIf0v/YnizpVcAJFQLdJ9jeSdJf6O6+XaPLy2Y4s4rhfznwBqIK9grbd9UkdyKRGbMe4cd8yPZqdcgu8ucFdgc+Cyxpe/aK8roZu2tqiB3U2gOoScoP+bXAgcDn2h56CeHzf+0MUWwG0lQWWdNI+lGX3Q8TbRF+N0pZV7V+u5JubM+2qZjhtJTtOxRdVV+E7X/2I7dpBt7HL2k34CuEv7GV1fM124dXlLsUYfDfROTcX08EayqjmKq0HrAA4cP7LLHq71feR4hqzOUktdrWqsj/czVtwfaeHcdbiGkN22pB0vy2H5v+M6fLSkQMZWGGVpE+Spxkxx22jyq54K8su/5m+5mqciVNckedgaS1bF9RVXZhHuBVTCsIeyfxO9xV0ka2PzkKWc+33e90RfW9+i1Gf3bgp67Y72csGfgVv6S/EemG95ftlwKX2K40E1XS88AVwDdGu7roQfaVRJHO6URh0eQq8YRiiBehS/aG7Qeq6DrM8eYk4ih95yi3yVqXCBQvYHuipFWBD9n+aEW5b7Td90i9EeR2y8hq5ZZ/3X20JFbDTc8UU6aOItpWCFgaeL8rNgUs3+OtbP+7bL8Z+HHVLLI2+X8E3tbKPlL0GDqb8HFfa/s1o5D1HOHmEjAv0ceKsj2P7Tkr6noa8B7bj1SRM4L89Ym22keUzMUFqsSrBn7FT4wtbG9f+yhwew1yVyf88O+WtDeRW32B7cOqCnZ071uwyN8EOFTS3e6zcyRRJv5v2zsBKAaBb07kFlfNt299qVuGaTZijkAdPYBg2vi+UyEGqajCOEdFC+LzbV9aUg4PI1aKtxEzD6pWXp9B9G46vmy3RiM+AhxJf71qWk3P1iPe21aNwPYMnSLWL98lDOjfACS9kkiGqBrv+BDwW8Uc4jWAbxDfu7pYksiya8XW5geWsP2cpFG1O6nqRu2B/xIDgM5maBxl1GmcnShmCKxJXM0ewbTRi313xx1Yw9+WZ/9v4DJNKyJ5O1FhWYligP4J/JNw97yXKP+vbPglrVxkvpn4QG+ngquHGPy9K3CTpBWI4dHHAVtKWtv23iO+evo00gOohesd37cXYYAh0t9WJbovrk5kiLypgmyA9Ty0HfW1Ki2qJb23H4EtX7ukDwAbtdwwiorpsyvqCzBny+iX4/29XLVVwvYVkj5B6PgkUU9zb1W5bRwIXCXpfGJlvgHwDUW/mnNrPE4dnEtzOuXoxTZa/3jLOLeoxS1TsgDmJsbAXUxM1qmUVtfGt4lMoR8Rweiq/tZF2lJD309kKexZ/LpTGer+6Yc7iU6fEEHd2ow+9Y/ve7bt/dwSOLq4X85VTFWrygKS3mD7MgBJaxOxFKg+H3cJ4nvdcs8tUPZVZYqkwxg6SKfvKwm9eDbBfMSq/DBJtczyBbB9mKQ/EO1YBHzR9p3l4c8N/8qxQ9KRtj9QhydgBGofvTiwht9dWtmWHNcFavKzbe6aGpx14efA6bafn+4ze6P9R/gWotAKRw/2vo+hKNo6kqiTuIr48X1f0rlEgdSmNeQ/f5hYiS9JuO3OZtrEr354XtIriIKtjYliqxbzVpDbYjeiyGoB4v14BNit/BirNuT6FvAXTesT9WZiJkRVPkK8p5+gpDwThVb90uRsgk6eJObvzgOsIGmFqrGJmqk8frQHTpT0C2Dh4sr8IFCpu+qsENw9njAezxGrmIWA79k+qKLcW4iKwSNs31BZ0aGyjyWKUk4q8isNqC7y7iLcXnsDy9p+vBjuC9x/+4pjiKupr7VOUsVv/iUifXYlV2zbUDeStgR+QXRWPc327mX/m4H/dYVWth3HWYj4/TxUh7w2ua3UZIiJWZVSkxVl/8sD11f9nnXInZ0YAfjW6T65/2PsRrjuliIWHusAl7r6PO32+cPzAnO4zzGXkv5KuBTV7fEaYkqt4+ToxXZa+bmS3kMEqz5PdMWrmru+IBG424UIaB5OdE6sJWqvqCjdqcg3EbQ5oZ8vYPny7kU0oDrc9tVl/7pEs7K+Ui8l3TScYZd0D+HvrlR9XDIUdgcmMXQMZd+DXkr2x4K2H2zbNz/xfa/aA2huIlg8iaH69t2iWkOnhb2Ifo2HpK8QsampxMnkm66pD3+R32hFcMmgWovIeltNUaOxn+0dKsisdf6wooPoFXQ3/K56kmqKWcHwXw+sRmRZ/Nj2BapxyHE5xgZEFsTCxFXA/rb/UYPcxYgf5icJv/YKwI9sHzziC8cISf+wvcIwjw17UhjlMS4hAttDJp3ZPqmq7CaQdCbhz+7U97vDvmj6Mru1AG8T3Z/xKL+NtcrV30uBM23XMdGrJb/RimBJV9heS9FV9Q22n1JbIVafMuueP9x38VcPsnP04gj8gshPvhq4sFzGVV6Vl0vZLYgV+SQiJe44IivkD0wrhulH9laEn255IuC2tu17FD28bwRmCsMP/LmsGvd32wpBUYBWV478fK7YUmKMWcr2ZnUKdHMtwJ906Q9v+/4SA6uTzsZkdXNHcVf+FjhH0oNEokEV6p4/3BhucPTiwK/4uyFpDlccpybpZmL4wWG2L+l47EdVVjWSjgZ+2S1IJWlj2+f1K7tOijvqMCJH+yriB7I6UW38wTrcXpK+ThTcVZqlOlZIOoQYhnFtzXJfRgRgX0u8zzcAP6mSYCDpISKQC7wwmOeF71xd2TdjQYnRLERctTxdQc6BxMzonYE9iYr3G2zv06e8t9muI+W2l2O9jKET8PoeJjOwhl8N9s0v8heo6g+ejvzaAkxNo+hD8hrCeFzvGvuPlMvZ+YkRlM9Q8TK2KX95m/wbCJfcLYTOLX37jikpWu4eT2RQTS0y1yBSc99ju6+2Gxqm93wLV+9BvyKRyfQahhqkOqaSNTImscjdlbZAKbEIm2kNoaStCY/DEsA9RHPHG12h79Qgu3qa7JsPsISknwGL215Z0irA1ra/XlVwe4CJcPcsRaR49htg6syrHkK/KzuVXizF0L/I2JcMnyVdIa+/gcvZkXztJtJdq/A/FV/fje8C2zj6r7f4naRTCFfmG7q/bGSqGvYeOIIYRPN9YijLLgyT3TJabD8v6WpJE6usbNsp7tujbL+XiumQY8z+RCzlXNurS2oNwOmbgV3xN42kC4gikV+0BYGuq2MF0kCAqZGVnaRfExlNvyNWovdS8qmJH/rGwL79pJZJepXtvw63Qq8rDa4JFP2EWhXAF7WyqCrIu8HD9J0Z6bEZjUqb6/bvrqSLbFetjm7J/yOR1VPbmETFoKKtqriLxhpJU2yvqZg2uHo5KV5ue+1+ZQ7sil9ljGG5P6TnvKSzbb+t4iHms325hrYSqFqZ2aLWAFNTKzvb20t6DVHp+UEiXfRxIgD9B+AA999c7tPEVU+3FXodK/NWa4xON0SlGQKS9iLST1s9kI6VdEjFTCxJWqQ9/bTsXJRq0+Sa5sniOrlJ0seJOpKX1Sj/RUWaNXArkbRwKkNPJlVdw68kForLMDTNt450zocUBYMXAseVVOpKtmhgDT8x77TFJkT+fosJNci/r/i2W2XS2xEVhHVwgaQvAvMqCjM+CpxWVWgTPldH8Vpfga/pyN2j/G0ko0XR2GpD4r34A+GiuRioOjxmVyK18LFynG8TGU5VDP/3gbMlfZbSj4WoSfl2eWxm5ZNEu4ZPEO6It1DDeMsWbmZM4p3lNhv1uol/TbhrD6Var6luvJ1oJf0pYhG2ENB33QgMsKtHbUNH1DGApHO7T/nLEZN61iXK/28B3uuO/uN9ym4kwCTpYqb5XLei+Fxt71tN4+aQ1JpwdhEx5ayWALei+GdV4C+2V5W0OPEe99M9s1PuWq0rHUnzEP2Wqg603xL4X4Zm9Rxku+8FQVOxn6bRGIxJlDRfK9W1DtTQdDdJ2xCu1Wttn1Wb3AE2/K1S6dmIFqXvJoyogGNdQ6/4cpz5iYHuM2XGTTtN+1yboJxg1yd85usQmTIX2f5URbmX215b0lQiHvEocF2VTIgi99PEqrY13nMb4EjbP6gitwmazOpRTPXai2gVDOH++1FVV1qR3ciYxCL7jURQWrZXKjGm3Vx9/sNXiYybU4jvMACuMA9D0k+JhcAlRDztNNv7V9GzxSC7ev4DtPxyd7Xdb233xXDpoS1/fBVfoLoP8XiBKimBhaZ9rrVj+2ZJTwBPl9tGTOsEWoUpiuKfQ4nA9H+pp1339xRtglsznnfpyMaZaWgq9qOYwfxJIk5zJdPSTw9SdOesavznaOXGK6bpTQYoyQD96jy37aeAHxDzH44sMq9UhfkPbbRcXO1dQ020BO+XDYBVHfMH5iOuise34W/KN0xz6aEQbYKbpFafa9M58eUY/wTuI/LYDwP2dA1dS9tWcD9XtFl4ie1rRnrN9OjILZ9ps446aSD281HgHR1uzz9Keifwf1SPo9Q6JlHRUO9gomhLtm9TffMfQil72aoyuvC07eeK/MfV71mvCwNr+JvC9n4l3/cTtmsNrJUvXGNdDT1t1ul/Cf9+VZrOiYeYSbA+4bZbnQh8X+g+i8RGShOVtEaVk1UTueVjRN359i/pFuuyfaui2rsqq0p6hNBx3nKfsj3P8C8blu2Y1t76X4qCOSsa7lWd//ACDWSRvUpDZ2gvX7arFw0Oqo+/aST9qcGMk1q7Gkr6ge1PDhfMm1mDeO2UdLVdiMHzS7nPUXkltXIPdW985qrpdU3klrfJrr3zZ5Fba+xnpEBmU0HOuijZQT8E3koY0LOBvdzHrOQOuV2zyGxvV0HmMiM97gqDoXLFPzyXSPoxMf+0/QdexyX+k8TIvrq6GrbaLjcyIKP4Fz8NTCxGdUWiF//va5D9XWLFvwCRFvkVKoyhLPrNBnzJfbY6mA5N5Ja3+B3TOn+OaqbsdKg79vPqtpVoO6KaT7txbN9HpETWzXZMyyLbpZVFVkVgFcM+PWYJwy9pSV5cOFF1Ss+65W/7aqsu90atXQ1tTy0upN0d5eh1cwRhjFrvyR1E3nJlww9MBg60fXcNsoAXXDLfIYbd1M3m7ugmWnL56wik1t75s1B3vn0tGXNjiaT/tX2gpIPpflVctZX0E+V792xxd93DTHwSHHjDX350OxB5z60gjWnrQtgPDQaPXxiuXbPM5yRNkDSX6y9HX972DpJ2Ksd6osZA04dt/7p9h6Tz3OdgjDbOLsHGk2so+mmns1gQ4rK+jtbSl0h6nWvu/Fl37KfJlWiDtPz4UxqS30gWWVMMvOEn8qhXKqlatSJpCyKPtj1YU8nfWuQ21dXwVhooRweeVnQQbVUxL09FV0QpfJoPWEzSIkwLNr6EegaMf5po5PdcSRet2vXzI0Q2y3Idbo4FgUoupbY03zmAXRQtwSt3/pwVYj910SqEa2LRVeTWnkXWJLOC4b8ZmJN6faJI+jlhmDYifHXbUd8ZvKmuhk2Vo+8LnAksLek4YD3gAxVlfohwQSzBtFbEEEN0flJRdhNdP48HziBO2Hu37X+0SpFOoak030ZjP4NECep+jKjCPxw4iCga/CfwGfc5Ua/JLLI2Od3qfx4mrl6+3k9geuCzeiSdRARVzmNoxVwln52ka2yv0vZ3AcJtULX521h0NZzfpZdMXShG961DGOjJJUhWh9w93cCoyeKKeg+wrO39JS0NvMJ2XyfvEuB+xvYzZXslYHPgNtsnj/ji3o+xPHCHY8TghsAqwNGuMNBdQ1sRj1sknU0YygWJKtgjiP5YbyJmHmzYp9xGs8jKMQ4k3NjHl107lr+PAOu7jzYks4Lh7xqkqnpJJ+ky22+QNBnYFrifKPmvY87sn4kv3G+APxJZFt+yvdKIL5y+3DcSRVAL2J6oaB/8IVcsRy+ytyWyb0ykqZ0ynZeMRnYTXTR/RhQCvcX2q4s76Wz3OXNW0oXArrZvkrQCcfV3XNH7Ctt7jyigt2NcBaxJpHOeBZxKuDE3ryi3kVbETaxEm0JlDndZENxme2LbY5Xm+DaNpD/bXq/bPvXZzn3gXT1N+eyA35dgzUFElaapb3hDU10NW+XopwLYvlo1lKMreoasQAycB/iQpLfa/lgNspvqovkG22tI+guA7QclzVVB3iK2byr330/0jNmzyJzKUPdPvzxv+9lykv2B7YNb+lfkVpqJ/ZzB8CvRI4lGgTMLrQpYS+q8Wq1cKV4+s04eJpqr9T0+s7CApDfYvqwca20i/Rn6bM888Ia/qUCppzVDOknS74F5XFPBVd1ZFh2yb1fN5ejAm4GVW9kxko4C6so8qT3/ufBMcXO0dJ5AtR94+8r2LcSCAMdchcqGo/BMyZzamWlGc84a5DYV+1mvYyV6bdtKdGZzLS1XTnxqu0/ZrqPdwq5E+nDL5bMhkar8SkW/oWOGe2EP7AYcXtzNIk6suykaSH6zH4EDb/hpIFCqqJh7zPZ9ihax6wP/AH5bUW4jAaY2bpe0LlGOPhf1laP/DZgItNL4lgbqylhoKv/5R0SnxMUlHUCcYL5UQd41pTbg38TVT6uJ2MJVFW1jF+DDxICbWyQtS3SerYTt/aCR2E/tK9EGeXvb/c5gdx3B7+eBV7fqUcoC5mfE2MwLmRZoHzVlofg6Rc8hdcR8TuxH5qzg46+7HP3LRMaKiYZTbwXOJz7Aq21/soKujQSY2uS3l6PPRviJ6yhHv4BpbQoo9y8lpnFVHYX3U6IF747AZ4iroKtsV74SUrTxbdUD/NF23yfBks66FzGF7HCXcYvlRLt8xRVdozQV+5G0FrGAGbISBa4HtrDdl1EaRDp97SWWcK1jXvdfXK2VdO2tPGYFw19roFTSDcBqhA/+X8DLHZ3x5iAMUt8zdwc1wKQG+7p3HGcSNeY/lxS7VkD6z3Wk1jWByhjRYYKlldt1S7qMuOI51TXPjy6yuq1ExxVlATORqGiHMNR3EG2af+8KBaGKuoBWK48XXLe2R2qiOCKzgqun7kDpkyX74WlJ/3SZ0lOCblWzIpoOMC1HrPjXIQzIpcCnbN9cRW5dhr0bbWmXy9n+mqSJktbuN+2yTe5XgO2Bk4jV6BGSfm3769W1rp29yt/G2nY3EfvpXIlq2syKykWOA8jHiPdiPeL7djRwUomLVe0CUHsrj4E3/A0EShcuEXoBL2mL1ouYCFSFpgNMxxPFT+8o2zsSmThvqCJU0qNMW4nORQQcH3OfVbAd/JSSdkn0RXqUMNZ9pV22sROwuqeNSPwWkZ010xl+2/8pf5tqhdBU7KeppnK1I+kLwJluaGhOMfC/Kbe6qb2Vx8AbfklrEsPAO5u09Xt5fAHTMiouZGhKWtXGb00HmNThaz5W0Y2xEu6oglXMAV27qtxC3WmXLW4lsryeLNtzE0H0mY6OE+uQh6jQZqKNDxNXgksSrtCziBVqVZpqKtcEtwB7lfjG1UQq6tm2H6widAw+Owh35Qck3UINrTxg1vDx/43wo11Lm7ukwdXTTEtZ1T5EBKVNNK+bm9ICwdVbC7Qfa7LtdWqQcxnR9fOKcgKYQPwg+w6GFbm/Ja4aziHei02I+oB7oP/KbkmvJL5vnQuNOrq2DhSSDgEOrnMlOhZIWh3YDHgbMDtwLnE1MFM2VdMwffmr2LhZwfBfbHv9Ga3HzEBZEQyH+61t6ChOmY2oLn2z7cptjyW9hzhBrQEcRUm7dEfHzj7kjhjn6bfwT9LVwM95caBtaj/yOmQv2mX3oy5tIirIbST2UxIhViBW07WsRMeakkK8CbCp7T0qylofWNH2ESXDbkHbI/0mRyN7VSKJBeCiVlZZ3/JmAcO/MeHP7ezVU0v/lAQkHdG2+SzhRjm0horElvxW2qWA86qkXTaNGpwwJelWokbiQeK9WBj4D3GVsnu/JxdF25GfMK3yekditnHV2E/tK9FBRVGBvibRYuOVkpYAft1R4Nav7L2A3YGWTXsHcIgr9LiaFQz/scCriNzhlqvHtj8447SaMSgqVbfgxfm+fZfmq6H5w12OsThDda4001bSlkSWV8slU4vPVdJXCUN8CkMXGpXdaIqOsKfYPqtsv41wSZwI/LBfQ63Sd6pjX12uulpXooOKos/S6sCVbSmz19Rx9aNoA/5Gl+I7RcXupVVkD3xwF1jVfTQp6oWSCTGJoQapag+ZJv3Ep1HGOlJDeii8MOBla6IyunYk7UlUXt9NuE5EuCOq/mB+QDTXu9b1rm5aLqTPte0z9VQbr2n7wy8Itc+W9A3bny6pk/3yJ0l7MzT2c3rLtdTvSavLSvRYRbfK2rutDgBPlzTtVouQ+WuULYam37Z+J30zKxj+yZJeY/uGOoVKOgZYHriKoZO9Kht+osjj50TTtzp66bRYqiH/apPzh/ciLo/r7uR4O9FNtdZLWtt1pN0OxwOSPk8YaAgD/WC5IqpyIt+h/P1Qx/4PUu2ktSuRldVaiX6biB/MtIa/W90IUaRZNbB7oqRfEOnguxPvbV1NHY8ALpPU6oi7DVGJ3TezgqvnRsJA1xpgKnJfU7fhKLIb8ROXH955ts+uWW6Tvcb/BGxiu9beLop2AvsT6bntLpmqHSkbaSNd5C5GXP2sT3yPLyaGuz9MDLqv2supVkql8VpttRLzENlZjVyB14FqbtfdIXsTIlNIwFm2z6kqs012qwpdwIVV6xFmhRV/U3nE1wEvJ4JrdXOapI9Sv594MnCKpNmAZ6jJr+0G5g9L+nS5ezNwvqTTqddAH0AU9c1DFJ3VgpprI41juM2ewzzct9FvIvZTqH0lOgY0VTdCMfTnlBN4LVew5bd8jaO9Rm0tRwba8Jc35XTX1HOkyGzNJ10QuEHS5Qw1SHXMKW3KT/xdojVsLX7tNuPclYqGo1UU9q9yXXkB8wAAGdpJREFUm4saDTSwqGuYltaFptpIt2I/n+XFBnqmi/1AfP6SzmfaSnSXqivRMaDWdt2K7r3fAh4grjCPARYDZpO0s+0zqyjr6Fx7taSJVRMe2hlow9/Qm9L4fNIG/cQ3Ua9fu2WcVyKKoVotJraiehXz74hup035Gs+V9La63V4010YapsV+fslMHvtpaiU6BrTadb9M9bTr/jHRXXYhoknk/9ieXFKUTyBmVVflFcD1ZRHaHmPrvyvuLODj/yPTWgbX8qYUufMz7Uf+SiJl9IyqxTRt8psYN3gkYYTOoEa3iaKd9DttP1q2FyRylPt2s0maQvQnuhL4M3AJMcv3kSq6tsl/FJifeB9qc3up2TbSgxb7OQ74Qp0r0bGgzroRtXXVlXSj7Ve3PVapHXObnK7dcV2heeJAr/gL+zUk90LgTSX4cx7RR38HIiOgEg36iW8pt7rdJhOB9s6kTxPuiL6xvaZigPnaRMuGTwDHSLqLaKFcqVe8O/oL1UWbXj9XtMutrY00Axb7oYGV6BhxEzE7YA6Aih6DdjfREx2P1bWq3tz259t3lJN534Z/4Ff88EIF4Yq2zy3GZPbW6rSCzCtLEGhPYF7bB6qmnvklG6LlJ1615Se2PTPNKH0BSfsA7yIMkonKwRNtf6Mm+fMT7QTWI8YOzub+20usMdLjVVNQJb2DGOrycNleGNjQdqXpbEVWt/J+9/tetMm9mQi81lrT0MRKtGmGqxvp1xUm6TnipCdgXspworI9j+3KozNbtqhjX6XisIFf8Zec2T2ARYm0ziUJP+nGI72uN9F6I7HC37Xsm72izBa1+onbAtJdqboCs31AWd22eiJVDuJJejex0l+NWN1eAVwGrG/7rgqiRxpOYaL9cxX2td3KYsH2Q+UKrrLhH6DYT4vaV6JjQK11I7brsgkvQtJHgI8SLdzbryoXJNyjfTPwhp9oL7s2YTSwfZOkl9Ug95PAF4gS+usVja665bP3w5SyUjyUaPb1X6aNNeyHsQhIT5V0OyUmUUNA/RDgr8RJ+kLbf69BzUZSTzuYrcu+Sr8jSf9r+8Byf3u3NahTVO5+sYp8IiX5fEm1xn6I5maf79j3P132zUzcTtRFDALHE/G6bwJ7t+1/tKr7b+BdPSp9SFqBFMWIxCvrzmJoCtU8brAJFC0bvgssQVydTAT+avu1FWTOTri71i23lQgDdSnRh+SPVfVuAkmHE62vf0JcQewJLGL7AxVkvnAp33lZ3+0yvw/5+3bb7zKEvQ95L6xEGTrjYEEiPvPefuSOBZIOI75rddeN1E5xWz/TSiiRtBKwOTG2tVITylnB8B9I/BB3Jn6EHwVusL1Pn/J+YPuTw7lP6ghcNeknbgJFK+K3AOeWk+tGwE6u2Ma24xiLE6l1nwKWbfISugolHvFlYqC9gLOBr7u0LehT5gvZH52ZIHVlhtSJYsbuIjSwEm2auk+CTSLpQmDX4sVYgfAKHEckhVxhe+8RBYwkexYw/LMRPvgXSqWJQGlf/5ik1xe3RmOBq25B4pnxB95C0pSShXM1Mc7weUmX2+57CpekVZi22l+XyEK6lEjr/LPtKXXoPgg0teJvKvbT5Eo0mYaka13aX0janyhK/Jii0niqK7TGGHgfv+3nCV95LQ2RPK3n+Wq2f9j+mKIbYR2Bq9r9xA3zkKQFiBTX4yTdQ/Tlr8KRRIDqDODLbqCHu6QleXEH1L4Kzxq+ElxV0iOUzJByn7I9z/Avmy5NxX7OJBZbrZXopcRKdEtJa1dZiTbNMJ/fw0S69i9c+g7NJLTr+RbgIADbT0uqVIE9sCt+SW8nKhJ/UrYvAyaUhz/v6hOcuqVQ1VWQUbufuMhtpN1zcW88SRii9xBVisfVlRnRBCW7ZAfgBtq6q1ZY5TZ+JTgoNLkSbRpJPyTsRGsozQ7AXUQq5ktsv29G6daJYtbIXcSc5L0JF+jjxTV8ge1V+5U9M68yp8f/EtWTLeYmKnjnJ5pH9WX4Je0EvBtYVtKpbQ8tSE2NlwhD/2WizXHLT1zH8OtG2j13+K/7Glk4A9iGSNt7arrP7IFi9GcnJmHNtMHLMaKxlegYsLrtDdq2T5N0oe0NJF0/w7Tqzu5E+ukk4G22WzUCr6Hi1dwgG/65bN/etn1xWYHer2pDEC4hsksWY2hO+KNALZk3xZA2cTn8rO2f1S1U0f6g9WOfC5gTeMzVKz+b5GZCz1oMP7wwlGaCpLlsPz39V8yyXCPpO8RKdAVi4dJKUpjZmdCeiqzox79YeWym+kxtP0E0gOvcfwlhp/pmkA3/Iu0btj/etjmBPim+5tuILpe1MgYZQ42U/Luj/YGkbYjaiZmZx4GrJHXOYv5ERbm3An8uV4PtbQpmunTABmlsJToGfAa4WNI/iavtZYGPlsXioFzNVmaQffzHAefbPrRj/4eI1Mid+pR7se31O1a5UEN/k6b9xGqo5H+YY9U1s7WpuMT7u+23XenHPUjpgC2aeo8HFcUYy1cRv+m/zmQB3TFhkA3/y4gy+aeY1hb29YSvfxvbd88o3Uai+ImPGiQ/saRt2zZnA9YE3my78lVRSRH9OVHB/EJcoi27aqZE0vxVcvfHkkF9j5tCDU1Q+//27j7a8um+4/j7YxBCMqSGKplOpFRWGA8lnrISIdFIQ5AHTyktibR5EqpdKaukyANJ04S0SlMPQWRlPBXpMiwMJjJCZDBi0CKLJSEhwQqS4NM/9j7uude9M+aevc/vnPP7vta6a87Dvb+zZ8+dffb57r2/32EytKEe248BO0raBeicIP1eiROfGp9rvKjaceJKv9TdyeOeJ4U73tfjNV+6XqV1iY1JB4wm9kWvCc92IFWZWhOYLWkL4GPuMZtoZVX6eBipYgW1Wmp8YhvaGX9tqphrXKko89akwibF4sRT/VLb/kAv161J0udIaSCKrktIWkjKwvivpDeuvyb9vk8aqlmB695MOmF8Wddp2yU1Jgml1OrjYaQhy4wLdT6xDe2Mvw9q5hp/JH+txFiVqxKKlwXM5yX+AegUmLgVON72QkkzndNO9KBWGcrVbV8jSXnB/nOSbiS9GfTE9kOSuh8qWS2rhip9PKRrBzUrqNVS/BNbDPxTq7ZY11kIrBAnLp3u+ePAIaSBv5NCYRvg5HwQ5mjSG820uV4q4udyyO4+SZ8kbT0skbX1IUk7As4Hlj4NTLuCUz9U7OMq50YqK50Ztx+K79aLUM8rIGkd4HEX6qzuOLHtYnFiFS4LKOluYKeJv2CS/gB4GDiyxEykxrqEpG1JA/JapCLYM4GTbS/q8brrAF9nfJK2wwf5FDNU6+MqpSL7RUOQGRfq7NaLgX8CSduTDk08QRowziUd8FgJOMh2z8WT+xEnLvFLrQk1RCc8t9T2ptO9dtd1hm5dYtjU6uNhXTvIu9TeSgp3LXRXYZ22iFDPy32DNGueCVwL7G57kVKB5gtICap6ViNOrK50z7YflLSWpL08/XTPT0nawvbtE15nC8oVsyi6LlH7kJykN5BSbsxhfFx7kOvMFl/7yWqtz1STPxX/CWO5ej4m6Z22S6RMqab0J7YY+F9uZdudI+jHd0IDtpdOGKh7UStOfJzLlgX8O+AySWeR4qEm5UM6GCh1DqH0Ytu5+c9aJ0gvJYXpLmd8oe1BVmVBs+LaQU1vBzbrhG0lnQPc2WyTlq3GFtQY+F+u+z/zsxOeKxUX+xtSnHgDUqy8VJK2oume886dt5Da9lekmPZdwPburS5ut6KLbZ0tbt2noCWtDby+UCz3OdunFLhOP1Vb0BzCw1D3kCrIddKAv55CObgqKr9bL2L840l6gbR9U6RUrZ08JAJWs71KU21bHlVK99wvJRfbJC0A9iS98S0GfkFKZXtkj9c9ANiY9GbdHde+bcofGiCF+3jo1mckXU/61Np549uWVE/gGRjMkJ1y0SNJPwLeQUoYucQ9lD6NGf8E7kPJv4px4lrpnqupsC7RMdP2U5I+Apxl+zhJJWZ2mwN/SUpH3Pl06Hx/IFXs41prBzUd23QDpqH4J7aY8Tcgn8T7L1Js8aXQkltUzKNDlcpQ5hOau5EyLh5j+xZJd9ie2+N1lwJza6TbqKViHxefifZLXuvonnQN9E6kjlKf2GLG34yiceLaO1kqq1WG8nhS/eWFedDfCLivwHVvJ50NeKzAtfqlVh8P3WEoSYeRtmk/S5p0iQHdiSRp07yp5GU1lyVt3Ut4MWb8DSgdJ1b9dM/VjuYP27pEXjuYC9zC+H+7gX1z7UcfD9FhqPuAHWz/sum2LI+kM2wfJum6SZ52L///YuBvgKQvkuLE/0dXnLinf8iK6Z5VMa2vUgGMf2L8SdgTe01lIelk4ETSzO5KUiz6M7bP6/G6Q1dzt3QfL2smCoO90C3pSmAfjxWPaaUY+BtQK04saT6wR4XrDt3R/E5cOy9s7gUcAVznHgpUT/E6OwEHDPoBoJJqzkRrk7QVqSb3zZStzFaNxtfD6HgSuNMpPf0Kixh/M2rFiR+kTlnA8kmi6q9LdLbdvge4wPYTpQ7gSdoSOAD4EPAAcFGRCxdWq49tH5b/fEePTWzC6aQT+eM2Vgy4Q0mlYDtvtDsDi4BN8iHTc6f6wanEwN+M9YClkkrHiWule65xNL/2CdvL8yerZ0k1VWcB0y6xl9c59gP2Bx4nb5kd8MGvah/XmIn2wfO9nuVowIvAm5yrCuZts6cB2wE3MPbv/IpFqKcBtePEGpKygDXXJfL11waecqp69mrS4uO0ThxLehG4ETjU9v/mx+53hXrGJVVe+/keU8xESTUbVnhAqk3S50mndi9nSBLLSbrT9uZd90V6c91suttyY8bfgIkDfCdODPS6+6ZaWcAaR/NdsQylpIO6bnc/Nd02v580478uLxB+h7RQOtBq9jEVZqJ9cED+8x+7HhvI7ZxdbpR0Ban+AaTfxRvyov2vp3PBGPgbUilO/DXgz0klHbF9u6S39XrRGkmiujxInXWJbbturwbsCtzGNNvslPzukvyfrbNYvJ6k04BLnBP7DagHqdPHczqDfvYYsEleT/l9j9euwsOZWO4TpMF+J9Jk41vARU7hmmmFGmPg76N+xIldpyxgzaP5VdYlbH+q+76kmRSYgeYQ2vnA+ZJeB3wQ+Cxpi+SgqrX2U3wm2g81Pr3WlAf4C/NXERHj76PacWJJFwJfJdUU2J6U7nkb2/v1eN3qR/Nrr0tIWgW4w1MUlmmD0n2cY83dM9GFjM1EB9JUn149gInlJD3N5BmBRXo/eO10rx0z/v6qHSeule65ZlrfKusSE7YwrkT6jz5v6p8YXbX6uMZMtA+GJrGc7ZKfzsaJGX8DuuLE+5OyOp7D4MeJgfJH81WpDOWEnVPPAz+1/XAv1xxWpfu45ky0tn58eq1B0luBjW2fpVT3+TW2J6vF+4rEjL8BteLEKpzueVlH89VjkqhuNdYlJtk5NUPSgbbP7/Xaw6hkH9ecifbBMCaWOw7YBvhT0qnjVYHzSCG2aYmBv2F5//Dp+atXpcsCHgkcBvzLJM+VykFftAylUrrdT5DCXZcBV+f7f08qyNLGgb9Wqc/iM9HausJb/5HDrQOfWA7YG9iKtCsN249I6unNN0I9I0TSzba3a7odKyIPFl9nfAKxw20/Ps3r/TfwK1JVpV2BtUkzpMNtLy7S6CFTuo+7rvvSTNT2JpL+CJhne9oz0X6QtAEvzzR7Q3MtWrau8NRttrfOoeIfuIfaEjHwjxBVKgs4TEfzu0855lOrvwRm23662ZaNHkmLyTPRrrWDnovd1CTpJGBf4CeMhbtcIF1KNZKOIv2/fhfwReAQ4Nu2T53uNSPUM1pqlQUsniSqo/S6BPDSwaF8avWBtg/6Ffq443e2Lcn5ddbo8Xr9sBfpE8pvl/udA8L2VyS9C3iKFOc/1vbVvVwzBv7Rsjew0ZAdzS+9LrGFpKfybQGr5/sDv+OkotJ93PFdSacDa0n6KGkm+p8Fr1/D/aTMrUMz8APkgf7qHLbrKUQHMfCPmlrpnmsezS9ahtL2jFLXGiFF+7ijxky0Fkmnkj79PgMslnQNA56PX9L2wJeAJ0jlIs8F1gFWknSQ7Sunfe2I8Y8OVSoLKOnfgdmMP5r/MGmnzBW9pJyotS4RxvSjjzsz0UE9tSvp4GU9b/ucfrXllZJ0K3A0MBM4A9jd9iJJm5JqTKxwVs6Xrj2g/05hGlSv5m61o/mqUIYyjFe6j5c1EwV6monWolSPYZbtn0x4fDPgUdu/aKZlU1OuIpdv392dbkTTTMfcEaGeETLJoaUi6Z4rH82vtS4RxpTu428wNhO9lgkzUVKN40FzKmldaqINSH+XAyZ5rmnd6zHPTniup0lXDPwjpmS65z4dza+1LhHGlO7jlTvpRfKurkUA+ZR3oZcobvPJPvnani9psgOKg6CzUaF7kwL5/mpT/9jyxcA/Amqle+7T0fxaZSjDmNJ9XG0mWtEq03yuMTU3KsTAPxqWktI97+GxdM9HlHyBikfzjytwjbBspfu42ky0ovskvcf2/3Q/KGl30hbPVonF3REgaW/SjH9HUnz1O8A3XajaUD+P5nfWJWyXSCcdJtHGPs6fiq8AbiIlZ4P0O70D8F7b9zbVtias1HQDQu9sX2J7X2BTYAFdZQEl7VbgJfYG9iSX7bP9CAUrOUnaUtLJkh4ETqRQArEwpu19nAf2zUkbHebkr+uBuW0b9CFCPSOlVrpnKhzNr7UuEcZEH4+X0zSc1XQ7BkGEesJy1UgSpcplKEP0cZhazPjDclU6ml+7DGWIPg5TiBl/WCGlj+ZriMtQDovo4/EkrU5K1X1P021pSizuhilJ2l7SAkkXS9pK0hJgCfCopHeXeA3bv7F9vu33AhuSqmR9tsS1QxJ9PEbSHqS//5X5/paSLmu2Vf0XM/4wpZpJokJoglKR9V2ABcNSPKaGmPGHZVnZ9lW25wE/7z6a33C7Qpiu520/2XQjmhaLu2FZhvFofgjLsiSnqZ4haWNS4fmbGm5T30WoJ0xJ0gukQ1sCVicVsSDfX832QOY4CWEqkl4NHAPsRvo9ng+cYPu5RhvWZzHwhxBCy0SoJ4Qw8iRdzjLCk23LBhsDfwihDb6S/9wH+EPgvHx/f+DBJhrUpAj1hBBaQ9INtt+2vMdGXWznDCG0ySxJL+UqkvQGYFaD7WlEhHpCCG1yBLBAUqf4yhzgsOaa04wI9YQQWkXSq0i1KwCW5nTNrRIDfwghtEzE+EMIoWVi4A8hhJaJgT+E0BpKPizp2Hx/tqS3NN2ufosYfwihNSSdRko+uIvtN0laG7jK9rYNN62vYjtnCKFNtrO9taQfA9j+laRVm25Uv0WoJ4TQJr+XNIOct0fSLManH2+FGPhDCG1yCnAJsK6kzwMLgS8026T+ixh/CKFVcunQXUn5+K+xfXfDTeq7GPhDCK0gaSXgDtubNd2WpkWoJ4TQCrZfBG6XNLvptjQtdvWEENpkfeAuST8klRUFohBLCCGMsn9uugGDIGL8IYRWkTQH2Mj2tbn4+gzbTzfbqv6KGH8IoTUkfRS4CPhafmhD4NLmWtSMGPhDCCOvq+rWJ4EdgccBbN8LrNtUu5oSA38IYaRJmgscm+/+trvwiqSVyad42yQG/hDCqFsP+Nt8e4GkY4A1Je0GzAMub6xlDYnF3RBCa+RDXIcCu5FO7s4HvumWDYQx8IcQQsvEPv4QwsiT9F3bH5J0J5PE9G3PbaBZjYkZfwhh5Ela3/bPJP3xZM/b/mm/29SkGPhDCK0kaR3g8bbF9yF29YQQWkDS9pIWSLpY0laSlgBLgEclvbvp9vVbzPhDCCNP0q3A0cBM4Axgd9uLcm7+C2xv1WgD+yxm/CGENljZ9lW25wE/t70IwPbShtvViBj4Qwht0F1X99kJz7Uu7BGhnhDCyJP0Ain/voDVgWc6TwGr2V6lqbY1IQb+EEJomQj1hBBCy8TAH0IILRMDfwghtEwM/GFkSZqTD+o08dprSfr4K/i+nSVd0Y82hdARA38IKygX71ietYDlDvwhNCEG/jDqVpZ0jqQ7JF2Yi2sj6c8kXS/pR5LmS1o/P/5GSVfmx2/MJzuRdLakr0q6Djip+wUkvVnSDyUtzq+zMfAl4I35sS9LOlfS+7p+5nxJe064zhqSzpR0i6Qfd39/CEXZjq/4GskvYA7pcM5O+f6ZwFHAKsBNwKz8+L7Amfn2NcDG+fZ2wLX59tnAFcCMSV7nVODAfHtV0j7xOcCSru95O3Bpvj0TeICUFn1n4Ir8+BeAD+fbawH3Ams03Y/xNXpfkY8/jLqHbH8/3z4P+DRwJbAZcLUkgBnAzyStSSrEPS8/DvCqrmvNs/3CJK/xA+AYSRsCF9u+r+vnAbB9vaR/k7QusA9wke3nJ3zfbsCeko7K91cDZgN3T+PvHcKUYuAPo27iCUWTTmveZXuH7ickvRb4te0tp7jWbyZ9Afvbkm4G/gKYL+kjwP2TfOu5wIHAfsAhkzwv4P2275nqLxNCCRHjD6NutqTOAL8/sBC4B5jVeVzSKpLebPsp4AFJH8yPS9IWy3sBSRsB99s+BbgMmAs8DbxmwreeDXwGwPZdk1xqPvAp5Y8BklqVMTL0Twz8YdTdDRws6Q7gdcBptn8HfAA4SdLtwGJSiAfSjPzQ/PhdwCtZYN0XWCJpMbAp8C3bjwPfl7RE0pcBbD+a23PWFNc5gbT+cEfehnrCiv91Q1i+yNUTQp/kHUV3AlvbfrLp9oT2ihl/CH0g6Z3AUuDUGPRD02LGH0IILRMz/hBCaJkY+EMIoWVi4A8hhJaJgT+EEFomBv4QQmiZGPhDCKFl/h+igdkzZ5XKlAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot = df.groupby('style')['abv'].mean().nlargest(15).plot(kind='bar',\n",
    "                                                          title ='Beer Style with Highest Alcohol by Volume',\n",
    "                                                          ylim=(8.7,13.5))\n",
    "plot.set_ylabel('Average % Alcohol Brewed')\n",
    "plot.set_xlabel('beer style')\n",
    "\n",
    "#맥주에 따라서 look, smell, taste, feel, overall, score값을 평균하여 15개를 순위대로 나열하였습니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Style')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot = df.groupby('style')['overall'].mean().nlargest(15).plot(kind='bar',\n",
    "                                                              title = 'Beer Style with Highest Overall Score',\n",
    "                                                              ylim=(3.9,4.2))\n",
    "plot.set_ylabel('Score')\n",
    "plot.set_xlabel('Style')\n",
    "\n",
    "#이번에는 각 항목을 평균한 점수가 아닌 score을 기준으로 15위까지 순서를 나타낸 표입니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Style')"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot = df.groupby('style')['name'].count().nlargest(15).plot(kind='bar',\n",
    "                                                            title = 'Most Brewed Beer Styles')\n",
    "plot.set_xlabel('Style')\n",
    "\n",
    "#가장 많이 평가된 맥주를 15위 순으로 나열해 보았습니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{' Bar',\n",
       " ' Beer-to-go',\n",
       " ' Eatery',\n",
       " ' Homebrew',\n",
       " 'Bar',\n",
       " 'Brewery',\n",
       " 'Eatery',\n",
       " 'Homebrew',\n",
       " 'Store'}"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "breweries_types =[]\n",
    "for val in df_breweries['types']:\n",
    "    try :\n",
    "        types = val.split(',')\n",
    "        types = [item.replace(\"\",\"\") for item in types]\n",
    "        breweries_types.extend(types)\n",
    "    except AttributeError :\n",
    "        pass\n",
    "    \n",
    "breweries_types = set(breweries_types)\n",
    "print(len(breweries_types))\n",
    "breweries_types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "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>city</th>\n",
       "      <th>state</th>\n",
       "      <th>country</th>\n",
       "      <th>notes</th>\n",
       "      <th>types</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Eatery</th>\n",
       "      <th>Homebrew</th>\n",
       "      <th>Beer-to-go</th>\n",
       "      <th>Homebrew</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Eatery</th>\n",
       "      <th>Store</th>\n",
       "      <th>Brewery</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>19730</th>\n",
       "      <td>Brouwerij Danny</td>\n",
       "      <td>Erpe-Mere</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BE</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32541</th>\n",
       "      <td>Coachella Valley Brewing Co</td>\n",
       "      <td>Thousand Palms</td>\n",
       "      <td>CA</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Brewery, Bar, Beer-to-go</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44736</th>\n",
       "      <td>Beef 'O' Brady's</td>\n",
       "      <td>Plant City</td>\n",
       "      <td>FL</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Bar, Eatery</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23372</th>\n",
       "      <td>Broadway Wine Merchant</td>\n",
       "      <td>Oklahoma City</td>\n",
       "      <td>OK</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Store</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35328</th>\n",
       "      <td>Brighton Beer Dispensary (DUPLICATE)</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>GB2</td>\n",
       "      <td>GB</td>\n",
       "      <td>Duplicate of https://www.beeradvocate.com/beer...</td>\n",
       "      <td>Bar, Eatery</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31561</th>\n",
       "      <td>Teddy's Tavern</td>\n",
       "      <td>Seattle</td>\n",
       "      <td>WA</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Bar, Beer-to-go</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35975</th>\n",
       "      <td>Modus Operandi Brewing Co.</td>\n",
       "      <td>Mona Vale</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AU</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Brewery, Bar, Eatery, Beer-to-go</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5618</th>\n",
       "      <td>Hops! Beer Restaurant &amp; Pizza</td>\n",
       "      <td>Riccione (RN)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IT</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Brewery, Bar, Eatery</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30916</th>\n",
       "      <td>Kelly's Cellars</td>\n",
       "      <td>Belfast</td>\n",
       "      <td>GB5</td>\n",
       "      <td>GB</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Bar</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41278</th>\n",
       "      <td>The Other End</td>\n",
       "      <td>Destin</td>\n",
       "      <td>FL</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Bar, Eatery</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31711</th>\n",
       "      <td>Ten Bells Tavern</td>\n",
       "      <td>Dallas</td>\n",
       "      <td>TX</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Bar, Eatery</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12324</th>\n",
       "      <td>Bistro Europa / House Of Klaus</td>\n",
       "      <td>Alexandria</td>\n",
       "      <td>VA</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Bar</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49850</th>\n",
       "      <td>Crafty's Beer Shop</td>\n",
       "      <td>Letchworth Garden City</td>\n",
       "      <td>GB2</td>\n",
       "      <td>GB</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Bar, Beer-to-go</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16995</th>\n",
       "      <td>Le Bien, Le Malt</td>\n",
       "      <td>Rimouski</td>\n",
       "      <td>QC</td>\n",
       "      <td>CA</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Brewery, Bar, Eatery</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45715</th>\n",
       "      <td>Angie's State Line Liquor Store</td>\n",
       "      <td>Enfield</td>\n",
       "      <td>CT</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Store</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45617</th>\n",
       "      <td>Serafino</td>\n",
       "      <td>Thessaloniki</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GR</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Bar</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28685</th>\n",
       "      <td>Brasserie De Puisaye (La Ferme Des Grenouillet...</td>\n",
       "      <td>Saint-Privé</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FR</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47633</th>\n",
       "      <td>Redneck Gourmet</td>\n",
       "      <td>Newnan</td>\n",
       "      <td>GA</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Bar, Eatery</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31986</th>\n",
       "      <td>Power Marketing / Wicked Pissa</td>\n",
       "      <td>Westport</td>\n",
       "      <td>MA</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47464</th>\n",
       "      <td>Mahoney's Pub &amp; Grille</td>\n",
       "      <td>Chicago</td>\n",
       "      <td>IL</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Bar, Eatery</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8590</th>\n",
       "      <td>Wet Planet Beverage Co.</td>\n",
       "      <td>Utica</td>\n",
       "      <td>NY</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8070</th>\n",
       "      <td>Gasthausbrauerei Zum Alfons</td>\n",
       "      <td>Schwanenstadt</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AT</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Brewery, Eatery</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26695</th>\n",
       "      <td>Cervesera Tramuntana</td>\n",
       "      <td>Palma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ES</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Brewery, Bar, Eatery</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53919</th>\n",
       "      <td>Amity Ales Brewpub and Eatery</td>\n",
       "      <td>Amityville</td>\n",
       "      <td>NY</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Brewery, Bar, Eatery</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17834</th>\n",
       "      <td>The Crêpe Place</td>\n",
       "      <td>Santa Cruz</td>\n",
       "      <td>CA</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Bar, Eatery</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17675</th>\n",
       "      <td>McCray's Tavern</td>\n",
       "      <td>Smyrna</td>\n",
       "      <td>GA</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Bar, Eatery</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28200</th>\n",
       "      <td>Express Stop</td>\n",
       "      <td>Bowling Green</td>\n",
       "      <td>OH</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Store</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48475</th>\n",
       "      <td>Springdale Barrel Room</td>\n",
       "      <td>Framingham</td>\n",
       "      <td>MA</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Brewery, Bar</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43654</th>\n",
       "      <td>Modist Brewing Co.</td>\n",
       "      <td>Minneapolis</td>\n",
       "      <td>MN</td>\n",
       "      <td>US</td>\n",
       "      <td>At Modist, we push past traditional brewing by...</td>\n",
       "      <td>Brewery, Bar, Beer-to-go</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31006</th>\n",
       "      <td>Brasserie C</td>\n",
       "      <td>Liège</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BE</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Brewery, Bar, Eatery, Beer-to-go</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20831</th>\n",
       "      <td>Aces &amp; Ales - Nellis</td>\n",
       "      <td>Las Vegas</td>\n",
       "      <td>NV</td>\n",
       "      <td>US</td>\n",
       "      <td>Bar &amp; Kitchen open 24/7.</td>\n",
       "      <td>Bar, Eatery, Beer-to-go</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27080</th>\n",
       "      <td>Barney's Beer</td>\n",
       "      <td>Edinburgh</td>\n",
       "      <td>GB6</td>\n",
       "      <td>GB</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37132</th>\n",
       "      <td>Brigantessa</td>\n",
       "      <td>Philadelphia</td>\n",
       "      <td>PA</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Bar, Eatery</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33458</th>\n",
       "      <td>Angry Dog</td>\n",
       "      <td>Dallas</td>\n",
       "      <td>TX</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Bar, Eatery</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29202</th>\n",
       "      <td>Brewers Barn</td>\n",
       "      <td>Ipswich</td>\n",
       "      <td>GB2</td>\n",
       "      <td>GB</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Homebrew</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1665</th>\n",
       "      <td>Old Baldy Brewery</td>\n",
       "      <td>Upland</td>\n",
       "      <td>CA</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Brewery, Eatery</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20114</th>\n",
       "      <td>Original Fat Cat's</td>\n",
       "      <td>Fort Lauderdale</td>\n",
       "      <td>FL</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Bar</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22763</th>\n",
       "      <td>Good-Ta-Go</td>\n",
       "      <td>Chambersburg</td>\n",
       "      <td>PA</td>\n",
       "      <td>US</td>\n",
       "      <td>Closed 7/18</td>\n",
       "      <td>Bar, Eatery, Beer-to-go</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22154</th>\n",
       "      <td>Bertha's</td>\n",
       "      <td>Baltimore</td>\n",
       "      <td>MD</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Bar, Eatery</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40915</th>\n",
       "      <td>Party Stop - 33rd &amp; Bell</td>\n",
       "      <td>Amarillo</td>\n",
       "      <td>TX</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Store</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41031</th>\n",
       "      <td>Mumford Brewing</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>CA</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Brewery, Bar, Beer-to-go</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31170</th>\n",
       "      <td>Eventide Oyster Co.</td>\n",
       "      <td>Portland</td>\n",
       "      <td>ME</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Bar, Eatery</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7293</th>\n",
       "      <td>Fürstenbräu Brauerei</td>\n",
       "      <td>Fürstenfeld</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AT</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Brewery, Bar, Eatery</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20338</th>\n",
       "      <td>Harris Teeter</td>\n",
       "      <td>Kernersville</td>\n",
       "      <td>NC</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Store</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47771</th>\n",
       "      <td>Baker Street Pub &amp; Grill</td>\n",
       "      <td>Austin</td>\n",
       "      <td>TX</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Bar, Eatery</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39254</th>\n",
       "      <td>Pete's Olde Towne Bar &amp; Grill</td>\n",
       "      <td>New Cumberland</td>\n",
       "      <td>PA</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Bar, Eatery, Beer-to-go</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39433</th>\n",
       "      <td>Bog Water Brewing Co.</td>\n",
       "      <td>Westport</td>\n",
       "      <td>WA</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Brewery, Bar, Eatery</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13843</th>\n",
       "      <td>Queen's Arms</td>\n",
       "      <td>London</td>\n",
       "      <td>GB2</td>\n",
       "      <td>GB</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Bar, Eatery</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39908</th>\n",
       "      <td>Old Town Pub &amp; Grub</td>\n",
       "      <td>Temecula</td>\n",
       "      <td>CA</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Bar, Eatery</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>931</th>\n",
       "      <td>Pacific Rim Brewing Co.</td>\n",
       "      <td>Seattle</td>\n",
       "      <td>WA</td>\n",
       "      <td>US</td>\n",
       "      <td>Pacific Rim is closed: http://beeradvocate.com...</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10186</th>\n",
       "      <td>Blackpool Brewery</td>\n",
       "      <td>Blackpool, Lancs</td>\n",
       "      <td>GB2</td>\n",
       "      <td>GB</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3124</th>\n",
       "      <td>Abington Ale House &amp; Grille</td>\n",
       "      <td>Abington</td>\n",
       "      <td>MA</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Bar, Eatery</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30980</th>\n",
       "      <td>Zipline Brewing Co</td>\n",
       "      <td>Lincoln</td>\n",
       "      <td>NE</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Brewery, Bar, Beer-to-go</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23055</th>\n",
       "      <td>Banff Ave. Brewing Co.</td>\n",
       "      <td>Banff</td>\n",
       "      <td>AB</td>\n",
       "      <td>CA</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Brewery, Bar, Eatery, Beer-to-go</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24375</th>\n",
       "      <td>The Copper Kettle</td>\n",
       "      <td>Soldotna</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Homebrew</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1430</th>\n",
       "      <td>Blagodarnensky Brewery</td>\n",
       "      <td>Blagodarny</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RU</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23267</th>\n",
       "      <td>Eataly</td>\n",
       "      <td>Torino (TO)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IT</td>\n",
       "      <td>Big gourmet market, with a beer store and a be...</td>\n",
       "      <td>Bar, Eatery, Beer-to-go</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32352</th>\n",
       "      <td>Frites - Quarry Bay</td>\n",
       "      <td>Hong Kong Island</td>\n",
       "      <td>NaN</td>\n",
       "      <td>HK</td>\n",
       "      <td>Located on the Ground Floor of Oxford House in...</td>\n",
       "      <td>Bar, Eatery</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20047</th>\n",
       "      <td>Forest City Wines &amp; Spirits</td>\n",
       "      <td>Middletown</td>\n",
       "      <td>CT</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Store</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13986</th>\n",
       "      <td>Landmark Beer Company</td>\n",
       "      <td>Syracuse</td>\n",
       "      <td>NY</td>\n",
       "      <td>US</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>Brewery</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50347 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    name  \\\n",
       "id                                                         \n",
       "19730                                    Brouwerij Danny   \n",
       "32541                        Coachella Valley Brewing Co   \n",
       "44736                                   Beef 'O' Brady's   \n",
       "23372                             Broadway Wine Merchant   \n",
       "35328               Brighton Beer Dispensary (DUPLICATE)   \n",
       "31561                                     Teddy's Tavern   \n",
       "35975                         Modus Operandi Brewing Co.   \n",
       "5618                       Hops! Beer Restaurant & Pizza   \n",
       "30916                                    Kelly's Cellars   \n",
       "41278                                      The Other End   \n",
       "31711                                   Ten Bells Tavern   \n",
       "12324                     Bistro Europa / House Of Klaus   \n",
       "49850                                 Crafty's Beer Shop   \n",
       "16995                                   Le Bien, Le Malt   \n",
       "45715                    Angie's State Line Liquor Store   \n",
       "45617                                           Serafino   \n",
       "28685  Brasserie De Puisaye (La Ferme Des Grenouillet...   \n",
       "47633                                    Redneck Gourmet   \n",
       "31986                     Power Marketing / Wicked Pissa   \n",
       "47464                             Mahoney's Pub & Grille   \n",
       "8590                             Wet Planet Beverage Co.   \n",
       "8070                         Gasthausbrauerei Zum Alfons   \n",
       "26695                               Cervesera Tramuntana   \n",
       "53919                      Amity Ales Brewpub and Eatery   \n",
       "17834                                    The Crêpe Place   \n",
       "17675                                    McCray's Tavern   \n",
       "28200                                       Express Stop   \n",
       "48475                             Springdale Barrel Room   \n",
       "43654                                 Modist Brewing Co.   \n",
       "31006                                        Brasserie C   \n",
       "...                                                  ...   \n",
       "20831                               Aces & Ales - Nellis   \n",
       "27080                                      Barney's Beer   \n",
       "37132                                        Brigantessa   \n",
       "33458                                          Angry Dog   \n",
       "29202                                       Brewers Barn   \n",
       "1665                                   Old Baldy Brewery   \n",
       "20114                                 Original Fat Cat's   \n",
       "22763                                         Good-Ta-Go   \n",
       "22154                                           Bertha's   \n",
       "40915                           Party Stop - 33rd & Bell   \n",
       "41031                                    Mumford Brewing   \n",
       "31170                                Eventide Oyster Co.   \n",
       "7293                                Fürstenbräu Brauerei   \n",
       "20338                                      Harris Teeter   \n",
       "47771                           Baker Street Pub & Grill   \n",
       "39254                      Pete's Olde Towne Bar & Grill   \n",
       "39433                              Bog Water Brewing Co.   \n",
       "13843                                       Queen's Arms   \n",
       "39908                                Old Town Pub & Grub   \n",
       "931                              Pacific Rim Brewing Co.   \n",
       "10186                                  Blackpool Brewery   \n",
       "3124                         Abington Ale House & Grille   \n",
       "30980                                 Zipline Brewing Co   \n",
       "23055                             Banff Ave. Brewing Co.   \n",
       "24375                                  The Copper Kettle   \n",
       "1430                              Blagodarnensky Brewery   \n",
       "23267                                             Eataly   \n",
       "32352                                Frites - Quarry Bay   \n",
       "20047                        Forest City Wines & Spirits   \n",
       "13986                              Landmark Beer Company   \n",
       "\n",
       "                          city state country  \\\n",
       "id                                             \n",
       "19730                Erpe-Mere   NaN      BE   \n",
       "32541           Thousand Palms    CA      US   \n",
       "44736               Plant City    FL      US   \n",
       "23372            Oklahoma City    OK      US   \n",
       "35328                 Brighton   GB2      GB   \n",
       "31561                  Seattle    WA      US   \n",
       "35975                Mona Vale   NaN      AU   \n",
       "5618             Riccione (RN)   NaN      IT   \n",
       "30916                  Belfast   GB5      GB   \n",
       "41278                   Destin    FL      US   \n",
       "31711                   Dallas    TX      US   \n",
       "12324               Alexandria    VA      US   \n",
       "49850  Letchworth Garden City\n",
       "   GB2      GB   \n",
       "16995                 Rimouski    QC      CA   \n",
       "45715                  Enfield    CT      US   \n",
       "45617             Thessaloniki   NaN      GR   \n",
       "28685              Saint-Privé   NaN      FR   \n",
       "47633                   Newnan    GA      US   \n",
       "31986                 Westport    MA      US   \n",
       "47464                  Chicago    IL      US   \n",
       "8590                     Utica    NY      US   \n",
       "8070             Schwanenstadt   NaN      AT   \n",
       "26695                    Palma   NaN      ES   \n",
       "53919               Amityville    NY      US   \n",
       "17834               Santa Cruz    CA      US   \n",
       "17675                   Smyrna    GA      US   \n",
       "28200            Bowling Green    OH      US   \n",
       "48475               Framingham    MA      US   \n",
       "43654              Minneapolis    MN      US   \n",
       "31006                    Liège   NaN      BE   \n",
       "...                        ...   ...     ...   \n",
       "20831                Las Vegas    NV      US   \n",
       "27080                Edinburgh   GB6      GB   \n",
       "37132             Philadelphia    PA      US   \n",
       "33458                   Dallas    TX      US   \n",
       "29202                  Ipswich   GB2      GB   \n",
       "1665                    Upland    CA      US   \n",
       "20114          Fort Lauderdale    FL      US   \n",
       "22763             Chambersburg    PA      US   \n",
       "22154                Baltimore    MD      US   \n",
       "40915                 Amarillo    TX      US   \n",
       "41031              Los Angeles    CA      US   \n",
       "31170                 Portland    ME      US   \n",
       "7293               Fürstenfeld   NaN      AT   \n",
       "20338             Kernersville    NC      US   \n",
       "47771                   Austin    TX      US   \n",
       "39254           New Cumberland    PA      US   \n",
       "39433                 Westport    WA      US   \n",
       "13843                   London   GB2      GB   \n",
       "39908                 Temecula    CA      US   \n",
       "931                    Seattle    WA      US   \n",
       "10186         Blackpool, Lancs   GB2      GB   \n",
       "3124                  Abington    MA      US   \n",
       "30980                  Lincoln    NE      US   \n",
       "23055                    Banff    AB      CA   \n",
       "24375                 Soldotna    AK      US   \n",
       "1430                Blagodarny   NaN      RU   \n",
       "23267              Torino (TO)   NaN      IT   \n",
       "32352         Hong Kong Island   NaN      HK   \n",
       "20047               Middletown    CT      US   \n",
       "13986                 Syracuse    NY      US   \n",
       "\n",
       "                                                   notes  \\\n",
       "id                                                         \n",
       "19730                             No notes at this time.   \n",
       "32541                             No notes at this time.   \n",
       "44736                             No notes at this time.   \n",
       "23372                             No notes at this time.   \n",
       "35328  Duplicate of https://www.beeradvocate.com/beer...   \n",
       "31561                             No notes at this time.   \n",
       "35975                             No notes at this time.   \n",
       "5618                              No notes at this time.   \n",
       "30916                             No notes at this time.   \n",
       "41278                             No notes at this time.   \n",
       "31711                             No notes at this time.   \n",
       "12324                             No notes at this time.   \n",
       "49850                             No notes at this time.   \n",
       "16995                             No notes at this time.   \n",
       "45715                             No notes at this time.   \n",
       "45617                             No notes at this time.   \n",
       "28685                             No notes at this time.   \n",
       "47633                             No notes at this time.   \n",
       "31986                             No notes at this time.   \n",
       "47464                             No notes at this time.   \n",
       "8590                              No notes at this time.   \n",
       "8070                              No notes at this time.   \n",
       "26695                             No notes at this time.   \n",
       "53919                             No notes at this time.   \n",
       "17834                             No notes at this time.   \n",
       "17675                             No notes at this time.   \n",
       "28200                             No notes at this time.   \n",
       "48475                             No notes at this time.   \n",
       "43654  At Modist, we push past traditional brewing by...   \n",
       "31006                             No notes at this time.   \n",
       "...                                                  ...   \n",
       "20831                           Bar & Kitchen open 24/7.   \n",
       "27080                             No notes at this time.   \n",
       "37132                             No notes at this time.   \n",
       "33458                             No notes at this time.   \n",
       "29202                             No notes at this time.   \n",
       "1665                              No notes at this time.   \n",
       "20114                             No notes at this time.   \n",
       "22763                                        Closed 7/18   \n",
       "22154                             No notes at this time.   \n",
       "40915                             No notes at this time.   \n",
       "41031                             No notes at this time.   \n",
       "31170                             No notes at this time.   \n",
       "7293                              No notes at this time.   \n",
       "20338                             No notes at this time.   \n",
       "47771                             No notes at this time.   \n",
       "39254                             No notes at this time.   \n",
       "39433                             No notes at this time.   \n",
       "13843                             No notes at this time.   \n",
       "39908                             No notes at this time.   \n",
       "931    Pacific Rim is closed: http://beeradvocate.com...   \n",
       "10186                             No notes at this time.   \n",
       "3124                              No notes at this time.   \n",
       "30980                             No notes at this time.   \n",
       "23055                             No notes at this time.   \n",
       "24375                             No notes at this time.   \n",
       "1430                              No notes at this time.   \n",
       "23267  Big gourmet market, with a beer store and a be...   \n",
       "32352  Located on the Ground Floor of Oxford House in...   \n",
       "20047                             No notes at this time.   \n",
       "13986                             No notes at this time.   \n",
       "\n",
       "                                  types   Bar  Eatery  Homebrew   Beer-to-go  \\\n",
       "id                                                                             \n",
       "19730                           Brewery     0       0         0            0   \n",
       "32541          Brewery, Bar, Beer-to-go     1       0         0            1   \n",
       "44736                       Bar, Eatery     0       1         0            0   \n",
       "23372                             Store     0       0         0            0   \n",
       "35328                       Bar, Eatery     0       1         0            0   \n",
       "31561                   Bar, Beer-to-go     0       0         0            1   \n",
       "35975  Brewery, Bar, Eatery, Beer-to-go     1       1         0            1   \n",
       "5618               Brewery, Bar, Eatery     1       1         0            0   \n",
       "30916                               Bar     0       0         0            0   \n",
       "41278                       Bar, Eatery     0       1         0            0   \n",
       "31711                       Bar, Eatery     0       1         0            0   \n",
       "12324                               Bar     0       0         0            0   \n",
       "49850                   Bar, Beer-to-go     0       0         0            1   \n",
       "16995              Brewery, Bar, Eatery     1       1         0            0   \n",
       "45715                             Store     0       0         0            0   \n",
       "45617                               Bar     0       0         0            0   \n",
       "28685                           Brewery     0       0         0            0   \n",
       "47633                       Bar, Eatery     0       1         0            0   \n",
       "31986                           Brewery     0       0         0            0   \n",
       "47464                       Bar, Eatery     0       1         0            0   \n",
       "8590                            Brewery     0       0         0            0   \n",
       "8070                    Brewery, Eatery     0       1         0            0   \n",
       "26695              Brewery, Bar, Eatery     1       1         0            0   \n",
       "53919              Brewery, Bar, Eatery     1       1         0            0   \n",
       "17834                       Bar, Eatery     0       1         0            0   \n",
       "17675                       Bar, Eatery     0       1         0            0   \n",
       "28200                             Store     0       0         0            0   \n",
       "48475                      Brewery, Bar     1       0         0            0   \n",
       "43654          Brewery, Bar, Beer-to-go     1       0         0            1   \n",
       "31006  Brewery, Bar, Eatery, Beer-to-go     1       1         0            1   \n",
       "...                                 ...   ...     ...       ...          ...   \n",
       "20831           Bar, Eatery, Beer-to-go     0       1         0            1   \n",
       "27080                           Brewery     0       0         0            0   \n",
       "37132                       Bar, Eatery     0       1         0            0   \n",
       "33458                       Bar, Eatery     0       1         0            0   \n",
       "29202                          Homebrew     0       0         1            0   \n",
       "1665                    Brewery, Eatery     0       1         0            0   \n",
       "20114                               Bar     0       0         0            0   \n",
       "22763           Bar, Eatery, Beer-to-go     0       1         0            1   \n",
       "22154                       Bar, Eatery     0       1         0            0   \n",
       "40915                             Store     0       0         0            0   \n",
       "41031          Brewery, Bar, Beer-to-go     1       0         0            1   \n",
       "31170                       Bar, Eatery     0       1         0            0   \n",
       "7293               Brewery, Bar, Eatery     1       1         0            0   \n",
       "20338                             Store     0       0         0            0   \n",
       "47771                       Bar, Eatery     0       1         0            0   \n",
       "39254           Bar, Eatery, Beer-to-go     0       1         0            1   \n",
       "39433              Brewery, Bar, Eatery     1       1         0            0   \n",
       "13843                       Bar, Eatery     0       1         0            0   \n",
       "39908                       Bar, Eatery     0       1         0            0   \n",
       "931                             Brewery     0       0         0            0   \n",
       "10186                           Brewery     0       0         0            0   \n",
       "3124                        Bar, Eatery     0       1         0            0   \n",
       "30980          Brewery, Bar, Beer-to-go     1       0         0            1   \n",
       "23055  Brewery, Bar, Eatery, Beer-to-go     1       1         0            1   \n",
       "24375                          Homebrew     0       0         1            0   \n",
       "1430                            Brewery     0       0         0            0   \n",
       "23267           Bar, Eatery, Beer-to-go     0       1         0            1   \n",
       "32352                       Bar, Eatery     0       1         0            0   \n",
       "20047                             Store     0       0         0            0   \n",
       "13986                           Brewery     0       0         0            0   \n",
       "\n",
       "        Homebrew  Bar   Eatery  Store  Brewery  \n",
       "id                                              \n",
       "19730          0    0        0      0        1  \n",
       "32541          0    1        0      0        1  \n",
       "44736          0    1        1      0        0  \n",
       "23372          0    0        0      1        0  \n",
       "35328          0    1        1      0        0  \n",
       "31561          0    1        0      0        0  \n",
       "35975          0    1        1      0        1  \n",
       "5618           0    1        1      0        1  \n",
       "30916          0    1        0      0        0  \n",
       "41278          0    1        1      0        0  \n",
       "31711          0    1        1      0        0  \n",
       "12324          0    1        0      0        0  \n",
       "49850          0    1        0      0        0  \n",
       "16995          0    1        1      0        1  \n",
       "45715          0    0        0      1        0  \n",
       "45617          0    1        0      0        0  \n",
       "28685          0    0        0      0        1  \n",
       "47633          0    1        1      0        0  \n",
       "31986          0    0        0      0        1  \n",
       "47464          0    1        1      0        0  \n",
       "8590           0    0        0      0        1  \n",
       "8070           0    0        1      0        1  \n",
       "26695          0    1        1      0        1  \n",
       "53919          0    1        1      0        1  \n",
       "17834          0    1        1      0        0  \n",
       "17675          0    1        1      0        0  \n",
       "28200          0    0        0      1        0  \n",
       "48475          0    1        0      0        1  \n",
       "43654          0    1        0      0        1  \n",
       "31006          0    1        1      0        1  \n",
       "...          ...  ...      ...    ...      ...  \n",
       "20831          0    1        1      0        0  \n",
       "27080          0    0        0      0        1  \n",
       "37132          0    1        1      0        0  \n",
       "33458          0    1        1      0        0  \n",
       "29202          0    0        0      0        0  \n",
       "1665           0    0        1      0        1  \n",
       "20114          0    1        0      0        0  \n",
       "22763          0    1        1      0        0  \n",
       "22154          0    1        1      0        0  \n",
       "40915          0    0        0      1        0  \n",
       "41031          0    1        0      0        1  \n",
       "31170          0    1        1      0        0  \n",
       "7293           0    1        1      0        1  \n",
       "20338          0    0        0      1        0  \n",
       "47771          0    1        1      0        0  \n",
       "39254          0    1        1      0        0  \n",
       "39433          0    1        1      0        1  \n",
       "13843          0    1        1      0        0  \n",
       "39908          0    1        1      0        0  \n",
       "931            0    0        0      0        1  \n",
       "10186          0    0        0      0        1  \n",
       "3124           0    1        1      0        0  \n",
       "30980          0    1        0      0        1  \n",
       "23055          0    1        1      0        1  \n",
       "24375          0    0        0      0        0  \n",
       "1430           0    0        0      0        1  \n",
       "23267          0    1        1      0        0  \n",
       "32352          0    1        1      0        0  \n",
       "20047          0    0        0      1        0  \n",
       "13986          0    0        0      0        1  \n",
       "\n",
       "[50347 rows x 15 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def split_type_brewery(val):\n",
    "    try:\n",
    "        if val.find(g) >-1:\n",
    "            return 1\n",
    "        else:\n",
    "            return 0\n",
    "    except AttributeError:\n",
    "        return 0\n",
    "    \n",
    "for g in breweries_types:\n",
    "    df_breweries[g] = df_breweries['types'].apply(split_type_brewery)\n",
    "    \n",
    "df_breweries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d3d2716588>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ZXrcFdUVExGYacxjYXgm8uEf7j4EDe7QbmL+R51oILBxrLRERsWUyAjkiIhIGERGRMIiICBIGERFBwiAiIkgYREQECYOIiCBhEBERJAwiIoKEQUREkDCIiAgSBhERQcIgIiJIGEREBAmDiIggYRARESQMIiKChEFERJAwiIgItmAN5BibaQsuHLfnuvvUw8btuSJiuGXPICIiEgYREZEwiIgIEgYREUHCICIiSBhERAQtCgNJcyTdIWmFpAVN1xMRMUxaMc5A0iTgDOC1wCrgWkmLbd+2Jc+bPv0REf1py57BAcAK2ytt/wI4Fzi84ZoiIoaGbDddA5KOBObYfme9/VbgpbaPG7HdPGBevfl84I5xePldgfvH4XnGWxvrSk39SU39a2Ndv+o1Pdf2lJGNrThMBKhH25NSyvZZwFnj+sLSMtuzxvM5x0Mb60pN/UlN/WtjXcNaU1sOE60C9uq6PRW4t6FaIiKGTlvC4FpguqS9JW0LHA0sbrimiIih0YrDRLbXSzoOuAiYBCy0vXxALz+uh53GURvrSk39SU39a2NdQ1lTK04gR0REs9pymCgiIhqUMIiIiIRB9CZpG0m/03Qd8atD0i5N1xAbN3RhIOkkSa+V9Iyma2kz248BpzVdx9ZC0u6SXlcvuzVdDzw+zUubXC3pK5IOldRrbFFj2vZeqdhr9C3Hz9CFAXA3cAywTNI1kk6T1IqpLyS9Q9L0puvocrGkN7bwD3d3SWdL+ma9PUPSsQ3W8ybgGuAo4E2UD70jm6qnywpJn5A0o+lCqt+g9Ip5K6W2j0r6jYZr6mjVe+XSs+f/DfI1h7Y3kaRnU/5w/wLY2fYzGy4JSScBrwCeC1wHXAFcYfvGhup5GHgGsB74OWWkuG3v0EQ9XXV9E/g88EHbL5Y0GbjB9m81VM9NwGttr6m3pwD/YvvFTdTTVdczKWN23k754rcQONf2fzZZF4CkVwP/l/L/6yZgge0rG6ynde+VpDOAc2xfO5DXG7YwkPQPwAxgNeXD9rvA9bbXN1pYF0lPB/6YElR72m7VLmzTJF1r+yWSbrC9X2270fbMhuq5pTuIJG0D3NRUOPUi6ZXAl4CdgK8CJ9teMeAangW8hbJnsBo4mzK4dCbwFdt7D7KejWnDe1XruI2yN/VD4Cds+DL2ool4vVYMOhuwZ1EGtj0IrAPub0sQSPoQ8HJge+AGShhc0XBNOwPTgad12mxf3lxFAPykfrAYQNJs4KEG6/mWpIsoHyAAfwAsabAe4PHj4IdRvu1Oo5wD+iLw3yj1DfoQzZXAPwJH2F7V1b5M0t8PuJYnaOF7BXDIIF9s6PYMOiTtCxwM/DkwyfbUhktC0vWUQzIXAt8BrrL98wbreSdwPGWuqBuB2cCVtl/TVE21rv2BTwMvBG4FpgBH2r65wZreSAlyAZfb/npTtXRIWglcCpxt+/sj7jvd9p8NsJZJwCdsv2dQr7k52vRejVQ7JHR/GfvRhLzOsIWBpNdR0v6VwM6UbytX2F7YaGFVPXb5inp5E7Da9isaquUW4CWUUJop6TeBE23/QRP11Jq2oYTSNZRpzAXcYfuXTdXURvXD94O2T2q6lg5Jl9g+sOk6RmrjewUg6Q2UPZTnAGso5xJvt/2CiXi9YTxMdAhwOfB3tls1M6qkF1KC6neBWcA9NHuY6Oe2fy4JSU+1/QNJz2+wHmw/Juk02y8DBjV/1SbVE+0jv1U9BCwD3mt75aBrsv1oPUnbpg+4GyUtBr5COQYOgO3zmyupte8VwMmULz7/Ynu/WuMxE/ViQxcGtudLei7lJPK99WTtZNsPN1wawMcpQXU6cG0Lvu2ukrQTpYvbUkkP0I6pxS+uh2XOdzt2bT9JeV/+ibKncjTwbMriSwuBVzVU1/clfQb4Mk/88L2+oXp2AX4MdB9mNNBoGFRte68Afmn7x3UA6Da2L5X08Yl6sWE8TPTHlNXSdrG9T+3X//dt2X2t4fRrtsdjFbdxI+l3gR2Bb9WlSZuspdPl9VHgZzTc5VXS1bZfOqLtKtuzJd3UVBdTSZf2aHbT53zaqI3vlaR/AY4APkZZ6WwN8BLbEzIzwNDtGQDzKWsuXw1g+84WjRh9PfC3wLbA3pJmAifZfkPDdW1H+bZ0W9NBANCGMSEjPFYHnn213u4ecNbYty3br27qtXupA8zOBHa3/UJJLwLeYPsjDZfWuveqOpzyZefPgTdTvoxN2KGsYRyB/Ej3B1odsNSW3aMPU4LqQYA62GzaoIuQ9AZJd0u6XtKhlGPznwFukTR30PX0Umv823p5XcPlvJnSd35NvbwVeEvdyztuUw+cSG0bqQ18Dng/8EuA2vvr6AbreVwL3yts/8T2Y7Xr+4XAp23/eKJebxjD4DuSPgA8XdJrKSezvtFwTR3rbTfZX77jZOAg4F3AecCBtmcDL6KMfWiUpFMpXV5vq5fja1sjbK+0/Xrbu9bL622vsP0z299tqi7gHMqCUc+pt/8VeHdj1cB2tq8Z0daKMT606L2SNFvSZZLOl7SfpFspXahXS5ozUa87jGGwAFgL3EL5sFsCfKjRija4VdIfApMkTZf0aeD7oz1oAjxm+1/rMPi7Or1h6nQLbfjjPZQy/cPC2iV4Tm1rXB0r0ha72j4PeAzKioKU8yxNuV/SPmwYLHgkcF+D9XRr03v1GeCjlEGM3wbeafvZlO7wH5uoFx2qcwa1P/Ei22+h7LK2zZ8CHwQeofRMuQho4njqNnXk8TaU4+E7U07SQnu+QOxEGUEO5VhqW7RpUr+2jdSeT5mo7jcl/TtwF+UQWxu06b2abPviWsdJtq8CqF27J+5FJ+yZW6j2J54iads2nAjtVoPqRNt/SQmEJu1ImSiv8z+v+9tuG86vfAy4ofYAEeUb0weaLelxFzZdQJf3Uub+2UfS96gjtRusx7Z/T2X6+G1sPyypFfMRAe/hye/VUQ3V8ljX9Z+NuG/C/v6GsWvp/wH2p/zDd/cn/mRjRVWSvp1uf/2RtAdldLSAq23/R8P17F7rAbimHlJrXO0g0YqR2pKut73/iLbrbP92UzV11fFUymGhx98rSmA90kAtj7JhYrqnAz/t3AU8zfZTJuJ1h2rPoLq3XrYB2tZF8YY2jtBsm65pDRb3aGuinjcBnwAuo/zBflrSX9r+6iYfOPF1XUEZxHgF8L2mgqBOY/ICYEdJ/73rrh3omnOnYVfWoHp8VHs9/7P/xh8yMdzQLMVDFwa2TwSQtEO52YqRxx1tHqHZOElPA7YDdh1xHmMHNvQCacIHKYOBnrCeARvGHTRlLmWOqzcCn5D0CGUerj8fcB3PB15HOc/z+q72hylTtTdGZV2TPSm9C/fjif+ntmussAYMXRhImkVZGOWZ9fZDwDtsX9doYYDttzddQ8u9i9Ld7zmUcxodDwNnNFJRsc2Iw0I/pgUn2m2vlPQz4Bf18mpg3wbquAC4QNLL3OACNhtxMPBHlJl5uw8VP0x7zkMNxDCeM7gZmG/7inr7FcBnPUELRmwOSc8D/o4yOZUpM6q+2/ZdjRbWEpJeAqyiTFf96ToA7o2UpUw/bHvdph4/gXV9gjIGo3s9g1ts/1UT9XRI+jfgfkrPtCuAG13Wtm6qnqcBx1IOGXVPyfyOpmrqkPRG219ruo4mDWMYfM/2y0dra4KkqyjfcDsfKkcDfzpy3pthVY/h/p7tdSqrUZ1L6Y47E9jXdmM9Zeqx8FfQrvUMjqfUtBfwA8oaGZfb/reG6vlKreMPKdMqvJkyJfPxTdQzkqTDeHJQtW0m0wkzNGGgsiAKlKkCtqN84JryLe4B201359zkhGdN1dQm3ZO+qawPu9b2h+vtJpe9/Ljt943W1hRJ21NW8PoLYGpTJyhVlymVdLPtF0l6CnBRG3rQqay0th3lUNo/ULrgXmO70SkpBmmYzhmcNuL2CV3XG01ESbvUq5dKWkD5xtsJqjb1W2/aJEmT6+jQAymzz3Y0+X/5tcDID/5DerQNlKTTKHsG21MOOf4vml0fo9Ob6UGVtTv+gwbm3tqI36kBdbPtE+t7N1QdN4YmDFo6K2HHdZQP/05Phnd13WfKXEFR9ua+I+l+ymCcznmfX6eB0aKS/gT4n8Dz6rkoKP+G2wPfG3Q9PVwF/I3t1U0XUp1Ve4F9iNIteHtKQLVBZ3DXTyU9h9IJoC0D4gZiaA4TddTBQR8FnmP7EEkzgJfZPrvh0qIPdZqAPYCLbf+ktv0GsL0HvBCJpB0pS6d+jDLnVcfDTZ3M7qayROgfAnvbPlnSrwHP7jFZ3NCT9NeUdbUPpJy3M/APtv+60cIGaBjD4JuUrqUftP3iOkLzBtu/1XBpnXUD3kNZ3GaeysI7z7f9zw2XFn2SNM/2WU3XASDpTMrUBq+xvW/9Vn6x7ZeM8tDxruN/2353vX687b/ruu8c2380yHpGU0cjP60lMwgPTON9oRvQptkJR/o8pT94ZyWjVTQzUV2M3f9ouoAuL7U9H/g5gO0HKAsnDdoru66PXA+j0S7dkv6q6/pRALYfsf2QpI82V9ngDWMYtGl2wpH2sf03bFj8o7OkY2w92vTv9cs6AWLn//oUnjgJ2qBoI9fboHtxnfePuG/C1g5oo6E5gdyl1+yETc7k2O0XKqtjdf5496FMZx0tVY/LH1n3NuGJ0y007XTg68Bukk6h/D9vYu2O7inRO9c7odBIN9cumwqqtgXXhBq6cwbQrpkcu6msvPYhYAZwMfBy4I9sX9ZkXbFpki63/crRtxy8OkncgZT/65fYvr2BGu6m7JH0+nC17ecNtqINumdSHTmraq9ZVn+VDV0Y1N3mwyj9mx/fM2rDFNYA9RDWbMofzlW272+4pBhF7YnyM+DLPHG22cZ6FNU9lpttv7CpGrYGTU0X3UbDeJjoG5QTarfQzPHT0exJ2XWeDLxSUqawbr/O3Drzu9oMNPaN1/Zjkm6S9Gu2f9RUHW3X1GjsNhrGMJjahknpepG0kNK7YjkbgipTWLec7bYOTtoDWC7pGp64x/KG5kqKthrGMPimpINc1xhtmdm2ZzRdRGyeFo8PObHh14+tyDCGwVXA1+sx1V9Sjg3a9g7NlgXAlZJm2L6t6UJis3yeMqVI9/iQrwCNhoHt73SuS9oV+LGH7SRh9G0YxxmcBrwM2M72Draf2ZIgAFhECYQ7JN0s6ZauOW+ivVo1PkTSbEmXSTpf0n6SbgVuBVZLGqq+89G/YdwzuBO4taXfkBZSpthu68nt6K1t40M+Q1mla0fg28Ahtq+q3Uy/BHyrwdqipYYxDO4DLqtzFD3+B9uSrqU/sr149M2iZU6gfMDuJemL1PEhDdYzuXNOTNJJtq8CsP0DaajGUcVmGMYwuKtetqWZeVo25QeS/onS/bU7qNKbqMVsL62rsHXGhxzf8PiQ7r3Kn424r417xNECQzforEPSMyknjv+r6Vo6JH2+R7PbsEZsbJzK1+03A8+zfVLTU0VnIFWMxdCFQV1h6R+Bzupi9wNvs728uapia9aWqaIjtsQw9iY6C3iP7efafi7wXuBzDdcEgKSpkr4uaY2k1ZK+Jmlq03XFqNoyVXTEmA1jGDzD9qWdG3USuGc0V84TfJ4yo+pzKNNSfKO2Rbu1ZaroiDEbxjBYKemvJU2rlw9RTii3wRTbn7e9vl7OoUyxHe02cqro71KWVo3Yagxjb6J3UIbpn085oXY58PZGK9rgfklvofQFBziGsjB3tJjtL0q6jg1TRR/RxFTREVti6E4gt1nthfIZyghpA9+ndFP8YaOFRV/qHEUzgB/aXtt0PRGbY2jCQNI32EQf68zkGJtL0hsoh4jWURYlOgNYTVkr4322FzVXXcTmGaYw+N3OVUrvoXd23989qdegSfo0mw6qPxtgOdEnSTcBR1GmfbgUeJHtlZJ2o6wq9luNFhixGYbmnMGIGRz/q8kP/x6WdV0/kTK9QbTfY7b/FUDSXbZXAtheI2l9s6VFbJ6hCYMRWrU71H04QdK7c3hhq9G90PtjIxZ6H8aeerEVG5owkLRL181JI/5wG12vdoRWBVVs0o6UdQw6/4+u77ov/46xVRmaMKD80ZqN/+E2tl5tbJ1sT2u6hojxMjQnkNtM0sNs+Ca5HU+cWCZNT5EAAAA0SURBVKwtq7BFxK+whEFEROQkV0REJAwiIoKEQUREkDCIiAgSBhERQcIgIiJIGEREBPD/ASDqVI2E65gWAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_breweries[breweries_types].sum().sort_values().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "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>brewery_id</th>\n",
       "      <th>state</th>\n",
       "      <th>country</th>\n",
       "      <th>style</th>\n",
       "      <th>availability</th>\n",
       "      <th>abv</th>\n",
       "      <th>notes</th>\n",
       "      <th>retired</th>\n",
       "      <th>look</th>\n",
       "      <th>smell</th>\n",
       "      <th>taste</th>\n",
       "      <th>feel</th>\n",
       "      <th>overall</th>\n",
       "      <th>score</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>82352</th>\n",
       "      <td>Konrads Stout Russian Imperial Stout</td>\n",
       "      <td>18604</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NO</td>\n",
       "      <td>Russian Imperial Stout</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>10.40</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>4.119231</td>\n",
       "      <td>4.030769</td>\n",
       "      <td>4.100000</td>\n",
       "      <td>4.065385</td>\n",
       "      <td>4.073077</td>\n",
       "      <td>4.077538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166955</th>\n",
       "      <td>Leinenkugel's Ginger Shandy</td>\n",
       "      <td>710</td>\n",
       "      <td>WI</td>\n",
       "      <td>US</td>\n",
       "      <td>Fruit and Field Beer</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>4.20</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.276210</td>\n",
       "      <td>3.304435</td>\n",
       "      <td>3.209677</td>\n",
       "      <td>3.241935</td>\n",
       "      <td>3.241935</td>\n",
       "      <td>3.248065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184151</th>\n",
       "      <td>Tasmanian Wild Ale</td>\n",
       "      <td>13670</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AU</td>\n",
       "      <td>American Wild Ale</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>4.90</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>4.062500</td>\n",
       "      <td>3.937500</td>\n",
       "      <td>3.760417</td>\n",
       "      <td>3.812500</td>\n",
       "      <td>3.802083</td>\n",
       "      <td>3.836667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274604</th>\n",
       "      <td>Weizen To ILL</td>\n",
       "      <td>39889</td>\n",
       "      <td>IL</td>\n",
       "      <td>US</td>\n",
       "      <td>German Hefeweizen</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>5.75</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.950000</td>\n",
       "      <td>3.875000</td>\n",
       "      <td>3.825000</td>\n",
       "      <td>3.900000</td>\n",
       "      <td>3.902000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Redhook Double Black Stout</td>\n",
       "      <td>18134</td>\n",
       "      <td>NH</td>\n",
       "      <td>US</td>\n",
       "      <td>American Imperial Stout</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>7.00</td>\n",
       "      <td>Brewed with coffee.</td>\n",
       "      <td>f</td>\n",
       "      <td>4.017422</td>\n",
       "      <td>3.763066</td>\n",
       "      <td>3.869338</td>\n",
       "      <td>3.731707</td>\n",
       "      <td>3.887631</td>\n",
       "      <td>3.842683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37042</th>\n",
       "      <td>Lomond Gold</td>\n",
       "      <td>3396</td>\n",
       "      <td>GB6</td>\n",
       "      <td>GB</td>\n",
       "      <td>Scottish Ale</td>\n",
       "      <td>Year-round</td>\n",
       "      <td>5.00</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.250000</td>\n",
       "      <td>2.916667</td>\n",
       "      <td>2.916667</td>\n",
       "      <td>3.166667</td>\n",
       "      <td>3.166667</td>\n",
       "      <td>3.011667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175138</th>\n",
       "      <td>La Blanche De Drummond</td>\n",
       "      <td>40690</td>\n",
       "      <td>QC</td>\n",
       "      <td>CA</td>\n",
       "      <td>Belgian Witbier</td>\n",
       "      <td>Year-round</td>\n",
       "      <td>6.00</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.833333</td>\n",
       "      <td>3.791667</td>\n",
       "      <td>3.875000</td>\n",
       "      <td>3.666667</td>\n",
       "      <td>3.791667</td>\n",
       "      <td>3.816667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71854</th>\n",
       "      <td>Three Flowers</td>\n",
       "      <td>812</td>\n",
       "      <td>CA</td>\n",
       "      <td>US</td>\n",
       "      <td>Rye Beer</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>6.50</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.773256</td>\n",
       "      <td>3.750000</td>\n",
       "      <td>3.813953</td>\n",
       "      <td>3.790698</td>\n",
       "      <td>3.802326</td>\n",
       "      <td>3.793256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332972</th>\n",
       "      <td>Vibin’</td>\n",
       "      <td>31805</td>\n",
       "      <td>FL</td>\n",
       "      <td>US</td>\n",
       "      <td>American Lager</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>5.00</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.613636</td>\n",
       "      <td>3.318182</td>\n",
       "      <td>3.522727</td>\n",
       "      <td>3.636364</td>\n",
       "      <td>3.545455</td>\n",
       "      <td>3.497273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188423</th>\n",
       "      <td>Dank IPA</td>\n",
       "      <td>29573</td>\n",
       "      <td>OR</td>\n",
       "      <td>US</td>\n",
       "      <td>American IPA</td>\n",
       "      <td>Fall</td>\n",
       "      <td>7.80</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>4.115385</td>\n",
       "      <td>4.147436</td>\n",
       "      <td>4.166667</td>\n",
       "      <td>4.083333</td>\n",
       "      <td>4.134615</td>\n",
       "      <td>4.146154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363261</th>\n",
       "      <td>Bakery: Coconut Macaroon</td>\n",
       "      <td>16866</td>\n",
       "      <td>CA</td>\n",
       "      <td>US</td>\n",
       "      <td>American Imperial Stout</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>12.90</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>4.262500</td>\n",
       "      <td>4.237500</td>\n",
       "      <td>4.262500</td>\n",
       "      <td>4.287500</td>\n",
       "      <td>4.250000</td>\n",
       "      <td>4.258500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160048</th>\n",
       "      <td>Smiling Ivan</td>\n",
       "      <td>24488</td>\n",
       "      <td>LA</td>\n",
       "      <td>US</td>\n",
       "      <td>Russian Imperial Stout</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>10.00</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.992424</td>\n",
       "      <td>4.022727</td>\n",
       "      <td>4.060606</td>\n",
       "      <td>3.946970</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.026061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95570</th>\n",
       "      <td>Iki Beer Ginger</td>\n",
       "      <td>3521</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BE</td>\n",
       "      <td>Fruit and Field Beer</td>\n",
       "      <td>Year-round</td>\n",
       "      <td>5.50</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.357143</td>\n",
       "      <td>3.107143</td>\n",
       "      <td>3.107143</td>\n",
       "      <td>3.178571</td>\n",
       "      <td>3.142857</td>\n",
       "      <td>3.138571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169433</th>\n",
       "      <td>Kirkland Signature Brown Ale</td>\n",
       "      <td>21516</td>\n",
       "      <td>WA</td>\n",
       "      <td>US</td>\n",
       "      <td>American Brown Ale</td>\n",
       "      <td>Year-round</td>\n",
       "      <td>5.00</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.367647</td>\n",
       "      <td>3.227941</td>\n",
       "      <td>3.191176</td>\n",
       "      <td>3.132353</td>\n",
       "      <td>3.191176</td>\n",
       "      <td>3.205882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281791</th>\n",
       "      <td>Go Devil</td>\n",
       "      <td>42635</td>\n",
       "      <td>PE</td>\n",
       "      <td>CA</td>\n",
       "      <td>American IPA</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>6.66</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.642857</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>3.642857</td>\n",
       "      <td>3.571429</td>\n",
       "      <td>3.642857</td>\n",
       "      <td>3.604286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277948</th>\n",
       "      <td>Tree Hugging Wood Chopping Mother Loving IPA</td>\n",
       "      <td>47733</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FI</td>\n",
       "      <td>American IPA</td>\n",
       "      <td>Year-round</td>\n",
       "      <td>6.00</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.875000</td>\n",
       "      <td>3.875000</td>\n",
       "      <td>3.800000</td>\n",
       "      <td>3.850000</td>\n",
       "      <td>3.850000</td>\n",
       "      <td>3.840000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241622</th>\n",
       "      <td>Hefeweizen</td>\n",
       "      <td>44859</td>\n",
       "      <td>NC</td>\n",
       "      <td>US</td>\n",
       "      <td>German Hefeweizen</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>5.50</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.964286</td>\n",
       "      <td>3.892857</td>\n",
       "      <td>3.892857</td>\n",
       "      <td>3.785714</td>\n",
       "      <td>3.892857</td>\n",
       "      <td>3.888571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1826</th>\n",
       "      <td>Wells Bombardier (English Premium Bitter)</td>\n",
       "      <td>664</td>\n",
       "      <td>GB2</td>\n",
       "      <td>GB</td>\n",
       "      <td>English Extra Special / Strong Bitter (ESB)</td>\n",
       "      <td>Year-round</td>\n",
       "      <td>5.20</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.908708</td>\n",
       "      <td>3.621255</td>\n",
       "      <td>3.843633</td>\n",
       "      <td>3.746255</td>\n",
       "      <td>3.888577</td>\n",
       "      <td>3.794007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317409</th>\n",
       "      <td>Chanukah Hanukkah Pass the Beer 2017</td>\n",
       "      <td>262</td>\n",
       "      <td>NY</td>\n",
       "      <td>US</td>\n",
       "      <td>Belgian Strong Pale Ale</td>\n",
       "      <td>Limited (brewed once)</td>\n",
       "      <td>8.00</td>\n",
       "      <td>Golden Strong Ale brewed with Cocoa Nibs.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.892857</td>\n",
       "      <td>3.785714</td>\n",
       "      <td>3.857143</td>\n",
       "      <td>3.750000</td>\n",
       "      <td>3.750000</td>\n",
       "      <td>3.811429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25947</th>\n",
       "      <td>Belgian White</td>\n",
       "      <td>4980</td>\n",
       "      <td>WA</td>\n",
       "      <td>US</td>\n",
       "      <td>Belgian Witbier</td>\n",
       "      <td>Summer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.343750</td>\n",
       "      <td>3.250000</td>\n",
       "      <td>3.218750</td>\n",
       "      <td>3.375000</td>\n",
       "      <td>3.281250</td>\n",
       "      <td>3.263750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116682</th>\n",
       "      <td>Lookaftering</td>\n",
       "      <td>33521</td>\n",
       "      <td>DC</td>\n",
       "      <td>US</td>\n",
       "      <td>French Bière de Garde</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>7.10</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.843750</td>\n",
       "      <td>3.437500</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>3.750000</td>\n",
       "      <td>3.468750</td>\n",
       "      <td>3.526250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81010</th>\n",
       "      <td>Gose</td>\n",
       "      <td>24134</td>\n",
       "      <td>SC</td>\n",
       "      <td>US</td>\n",
       "      <td>Leipzig Gose</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>4.00</td>\n",
       "      <td>This is our interpretation of Gose (pronounced...</td>\n",
       "      <td>f</td>\n",
       "      <td>4.009091</td>\n",
       "      <td>4.052153</td>\n",
       "      <td>4.218421</td>\n",
       "      <td>4.142823</td>\n",
       "      <td>4.158852</td>\n",
       "      <td>4.148431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206225</th>\n",
       "      <td>Tart 'n Juicy Sour IPA</td>\n",
       "      <td>22893</td>\n",
       "      <td>UT</td>\n",
       "      <td>US</td>\n",
       "      <td>American IPA</td>\n",
       "      <td>Year-round</td>\n",
       "      <td>4.50</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.856250</td>\n",
       "      <td>3.761111</td>\n",
       "      <td>3.796528</td>\n",
       "      <td>3.784028</td>\n",
       "      <td>3.788194</td>\n",
       "      <td>3.790722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56434</th>\n",
       "      <td>Cascade Sang Rouge</td>\n",
       "      <td>2391</td>\n",
       "      <td>OR</td>\n",
       "      <td>US</td>\n",
       "      <td>American Wild Ale</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>8.06</td>\n",
       "      <td>Previously called 'Mouton Rouge'...</td>\n",
       "      <td>f</td>\n",
       "      <td>4.137931</td>\n",
       "      <td>4.217433</td>\n",
       "      <td>4.273946</td>\n",
       "      <td>4.187739</td>\n",
       "      <td>4.249042</td>\n",
       "      <td>4.239885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331373</th>\n",
       "      <td>Gunnpowder IPA</td>\n",
       "      <td>10272</td>\n",
       "      <td>GB6</td>\n",
       "      <td>GB</td>\n",
       "      <td>English India Pale Ale (IPA)</td>\n",
       "      <td>Year-round</td>\n",
       "      <td>5.70</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.785714</td>\n",
       "      <td>3.535714</td>\n",
       "      <td>3.571429</td>\n",
       "      <td>3.607143</td>\n",
       "      <td>3.589286</td>\n",
       "      <td>3.584286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69226</th>\n",
       "      <td>Sunburnt Irish Red</td>\n",
       "      <td>25482</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IE</td>\n",
       "      <td>Irish Red Ale</td>\n",
       "      <td>Year-round</td>\n",
       "      <td>5.00</td>\n",
       "      <td>New from May 2011</td>\n",
       "      <td>f</td>\n",
       "      <td>3.638889</td>\n",
       "      <td>3.611111</td>\n",
       "      <td>3.680556</td>\n",
       "      <td>3.611111</td>\n",
       "      <td>3.666667</td>\n",
       "      <td>3.652778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112542</th>\n",
       "      <td>Black Tonic</td>\n",
       "      <td>28299</td>\n",
       "      <td>OH</td>\n",
       "      <td>US</td>\n",
       "      <td>American Stout</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>8.80</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.958333</td>\n",
       "      <td>3.833333</td>\n",
       "      <td>3.958333</td>\n",
       "      <td>3.958333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23920</th>\n",
       "      <td>Hirsch-Gold</td>\n",
       "      <td>620</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE</td>\n",
       "      <td>German Helles</td>\n",
       "      <td>Year-round</td>\n",
       "      <td>5.20</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.625000</td>\n",
       "      <td>3.562500</td>\n",
       "      <td>3.531250</td>\n",
       "      <td>3.718750</td>\n",
       "      <td>3.750000</td>\n",
       "      <td>3.608750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260095</th>\n",
       "      <td>Blueberry Hoppy Meal</td>\n",
       "      <td>44082</td>\n",
       "      <td>MO</td>\n",
       "      <td>US</td>\n",
       "      <td>American Pale Ale (APA)</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>6.60</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>4.071429</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.964286</td>\n",
       "      <td>3.964286</td>\n",
       "      <td>4.035714</td>\n",
       "      <td>3.995714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70690</th>\n",
       "      <td>Blanche</td>\n",
       "      <td>25775</td>\n",
       "      <td>QC</td>\n",
       "      <td>CA</td>\n",
       "      <td>Belgian Witbier</td>\n",
       "      <td>Year-round</td>\n",
       "      <td>4.50</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.428571</td>\n",
       "      <td>3.571429</td>\n",
       "      <td>2.964286</td>\n",
       "      <td>3.285714</td>\n",
       "      <td>3.142857</td>\n",
       "      <td>3.205714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288500</th>\n",
       "      <td>Trust The Process</td>\n",
       "      <td>29022</td>\n",
       "      <td>PA</td>\n",
       "      <td>US</td>\n",
       "      <td>American IPA</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>6.70</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.750000</td>\n",
       "      <td>3.886364</td>\n",
       "      <td>3.954545</td>\n",
       "      <td>3.840909</td>\n",
       "      <td>3.886364</td>\n",
       "      <td>3.903636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366351</th>\n",
       "      <td>Burial / Barrier - Resurrection Of Riches</td>\n",
       "      <td>31722</td>\n",
       "      <td>NC</td>\n",
       "      <td>US</td>\n",
       "      <td>American Pale Ale (APA)</td>\n",
       "      <td>Limited (brewed once)</td>\n",
       "      <td>5.20</td>\n",
       "      <td>Within this tin lays the cross-section of our ...</td>\n",
       "      <td>f</td>\n",
       "      <td>3.977273</td>\n",
       "      <td>3.977273</td>\n",
       "      <td>4.045455</td>\n",
       "      <td>3.863636</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133418</th>\n",
       "      <td>Signature Series: Imperial Pilsner</td>\n",
       "      <td>139</td>\n",
       "      <td>ME</td>\n",
       "      <td>US</td>\n",
       "      <td>American Imperial Pilsner</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>8.70</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>4.088235</td>\n",
       "      <td>3.764706</td>\n",
       "      <td>3.808824</td>\n",
       "      <td>3.705882</td>\n",
       "      <td>3.779412</td>\n",
       "      <td>3.800588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179042</th>\n",
       "      <td>Bryggeri IPA</td>\n",
       "      <td>32074</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FI</td>\n",
       "      <td>American IPA</td>\n",
       "      <td>Year-round</td>\n",
       "      <td>5.50</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.958333</td>\n",
       "      <td>3.750000</td>\n",
       "      <td>3.916667</td>\n",
       "      <td>3.791667</td>\n",
       "      <td>3.833333</td>\n",
       "      <td>3.851667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179404</th>\n",
       "      <td>Hermann Hesseweizen</td>\n",
       "      <td>34607</td>\n",
       "      <td>MA</td>\n",
       "      <td>US</td>\n",
       "      <td>German Hefeweizen</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>5.20</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>4.045455</td>\n",
       "      <td>4.090909</td>\n",
       "      <td>4.090909</td>\n",
       "      <td>4.090909</td>\n",
       "      <td>4.068182</td>\n",
       "      <td>4.086364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143574</th>\n",
       "      <td>Dark Side Of The Hop</td>\n",
       "      <td>23672</td>\n",
       "      <td>TX</td>\n",
       "      <td>US</td>\n",
       "      <td>American Black Ale</td>\n",
       "      <td>Fall</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.946429</td>\n",
       "      <td>3.830357</td>\n",
       "      <td>3.830357</td>\n",
       "      <td>3.767857</td>\n",
       "      <td>3.866071</td>\n",
       "      <td>3.840357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284436</th>\n",
       "      <td>Rainbows &amp; Lollipops</td>\n",
       "      <td>45104</td>\n",
       "      <td>WI</td>\n",
       "      <td>US</td>\n",
       "      <td>American IPA</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>7.00</td>\n",
       "      <td>Life’s not always Rainbows and Lollipops, so w...</td>\n",
       "      <td>f</td>\n",
       "      <td>3.950000</td>\n",
       "      <td>3.766667</td>\n",
       "      <td>3.833333</td>\n",
       "      <td>3.850000</td>\n",
       "      <td>3.800000</td>\n",
       "      <td>3.820667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155876</th>\n",
       "      <td>Stumblin' Chef Belgian-Style Tripel</td>\n",
       "      <td>7101</td>\n",
       "      <td>PA</td>\n",
       "      <td>US</td>\n",
       "      <td>Belgian Tripel</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>8.20</td>\n",
       "      <td>Hazy gold in color, this beer is deceptively l...</td>\n",
       "      <td>f</td>\n",
       "      <td>3.750000</td>\n",
       "      <td>3.650000</td>\n",
       "      <td>3.725000</td>\n",
       "      <td>3.600000</td>\n",
       "      <td>3.725000</td>\n",
       "      <td>3.699000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344750</th>\n",
       "      <td>Southern Grist / Finback - Batida</td>\n",
       "      <td>44180</td>\n",
       "      <td>TN</td>\n",
       "      <td>US</td>\n",
       "      <td>American Wild Ale</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>6.50</td>\n",
       "      <td>Sour with lactose, passion fruit, coconut, lim...</td>\n",
       "      <td>f</td>\n",
       "      <td>4.208333</td>\n",
       "      <td>4.291667</td>\n",
       "      <td>4.250000</td>\n",
       "      <td>4.166667</td>\n",
       "      <td>4.250000</td>\n",
       "      <td>4.251667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166591</th>\n",
       "      <td>I.P.A.</td>\n",
       "      <td>6331</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NL</td>\n",
       "      <td>American IPA</td>\n",
       "      <td>Year-round</td>\n",
       "      <td>6.50</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.607143</td>\n",
       "      <td>3.714286</td>\n",
       "      <td>3.690476</td>\n",
       "      <td>3.678571</td>\n",
       "      <td>3.714286</td>\n",
       "      <td>3.697143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186999</th>\n",
       "      <td>350 Brewing Co. / Hailstorm Howdy Neighbor</td>\n",
       "      <td>34112</td>\n",
       "      <td>IL</td>\n",
       "      <td>US</td>\n",
       "      <td>German Kölsch</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>5.20</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.808824</td>\n",
       "      <td>3.705882</td>\n",
       "      <td>3.705882</td>\n",
       "      <td>3.639706</td>\n",
       "      <td>3.698529</td>\n",
       "      <td>3.706471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185621</th>\n",
       "      <td>Chahklit Baltic Porter</td>\n",
       "      <td>30062</td>\n",
       "      <td>CT</td>\n",
       "      <td>US</td>\n",
       "      <td>Baltic Porter</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>8.50</td>\n",
       "      <td>Chahklit is a Baltic Porter brewed with almond...</td>\n",
       "      <td>f</td>\n",
       "      <td>3.928571</td>\n",
       "      <td>3.964286</td>\n",
       "      <td>3.785714</td>\n",
       "      <td>3.642857</td>\n",
       "      <td>3.750000</td>\n",
       "      <td>3.818571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263554</th>\n",
       "      <td>Vienna Lager</td>\n",
       "      <td>29573</td>\n",
       "      <td>OR</td>\n",
       "      <td>US</td>\n",
       "      <td>Vienna Lager</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>5.30</td>\n",
       "      <td>pFriem’s copper-colored Vienna Lager is a malt...</td>\n",
       "      <td>f</td>\n",
       "      <td>4.074074</td>\n",
       "      <td>3.972222</td>\n",
       "      <td>4.055556</td>\n",
       "      <td>4.083333</td>\n",
       "      <td>4.074074</td>\n",
       "      <td>4.045185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350506</th>\n",
       "      <td>Plank'd</td>\n",
       "      <td>30</td>\n",
       "      <td>CO</td>\n",
       "      <td>US</td>\n",
       "      <td>American Imperial Porter</td>\n",
       "      <td>Limited (brewed once)</td>\n",
       "      <td>16.00</td>\n",
       "      <td>Imperial Coconut Porter aged in rum barrels</td>\n",
       "      <td>f</td>\n",
       "      <td>4.236842</td>\n",
       "      <td>4.302632</td>\n",
       "      <td>4.346491</td>\n",
       "      <td>4.214912</td>\n",
       "      <td>4.302632</td>\n",
       "      <td>4.308772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215395</th>\n",
       "      <td>Asylum Porter</td>\n",
       "      <td>43184</td>\n",
       "      <td>NY</td>\n",
       "      <td>US</td>\n",
       "      <td>English Porter</td>\n",
       "      <td>Year-round</td>\n",
       "      <td>6.80</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.895833</td>\n",
       "      <td>3.854167</td>\n",
       "      <td>3.937500</td>\n",
       "      <td>3.854167</td>\n",
       "      <td>3.916667</td>\n",
       "      <td>3.905000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191996</th>\n",
       "      <td>DeFallt</td>\n",
       "      <td>32480</td>\n",
       "      <td>IN</td>\n",
       "      <td>US</td>\n",
       "      <td>French Bière de Garde</td>\n",
       "      <td>Fall</td>\n",
       "      <td>7.00</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.906250</td>\n",
       "      <td>3.906250</td>\n",
       "      <td>3.796875</td>\n",
       "      <td>3.734375</td>\n",
       "      <td>3.875000</td>\n",
       "      <td>3.840000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231188</th>\n",
       "      <td>Rye Pale Ale</td>\n",
       "      <td>33736</td>\n",
       "      <td>NC</td>\n",
       "      <td>US</td>\n",
       "      <td>Rye Beer</td>\n",
       "      <td>Year-round</td>\n",
       "      <td>5.40</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.785714</td>\n",
       "      <td>3.630952</td>\n",
       "      <td>3.511905</td>\n",
       "      <td>3.642857</td>\n",
       "      <td>3.595238</td>\n",
       "      <td>3.589048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166954</th>\n",
       "      <td>Hop Nookie</td>\n",
       "      <td>14064</td>\n",
       "      <td>CA</td>\n",
       "      <td>US</td>\n",
       "      <td>American Imperial IPA</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>11.00</td>\n",
       "      <td>Brewed with Chinook, Amarillo, Centennial, Mos...</td>\n",
       "      <td>f</td>\n",
       "      <td>4.242347</td>\n",
       "      <td>4.239796</td>\n",
       "      <td>4.219388</td>\n",
       "      <td>4.158163</td>\n",
       "      <td>4.201531</td>\n",
       "      <td>4.217653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169555</th>\n",
       "      <td>Úlfur Double IPA Nr. 17</td>\n",
       "      <td>23680</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IS</td>\n",
       "      <td>American Imperial IPA</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>9.00</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.906250</td>\n",
       "      <td>3.968750</td>\n",
       "      <td>3.968750</td>\n",
       "      <td>3.921875</td>\n",
       "      <td>3.984375</td>\n",
       "      <td>3.964375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176648</th>\n",
       "      <td>1823 Inc</td>\n",
       "      <td>37942</td>\n",
       "      <td>CT</td>\n",
       "      <td>US</td>\n",
       "      <td>English Pale Ale</td>\n",
       "      <td>Year-round</td>\n",
       "      <td>4.60</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.785714</td>\n",
       "      <td>3.714286</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.785714</td>\n",
       "      <td>3.892857</td>\n",
       "      <td>3.878571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292515</th>\n",
       "      <td>Untitled Art / Forager Brewing - Florida Weisse</td>\n",
       "      <td>47802</td>\n",
       "      <td>WI</td>\n",
       "      <td>US</td>\n",
       "      <td>Berliner Weisse</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>4.80</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>4.265957</td>\n",
       "      <td>4.143617</td>\n",
       "      <td>4.175532</td>\n",
       "      <td>4.106383</td>\n",
       "      <td>4.148936</td>\n",
       "      <td>4.163404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138347</th>\n",
       "      <td>Fresh IPA</td>\n",
       "      <td>16077</td>\n",
       "      <td>OR</td>\n",
       "      <td>US</td>\n",
       "      <td>American IPA</td>\n",
       "      <td>Fall</td>\n",
       "      <td>6.40</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>4.018519</td>\n",
       "      <td>4.089506</td>\n",
       "      <td>4.117284</td>\n",
       "      <td>4.061728</td>\n",
       "      <td>4.095679</td>\n",
       "      <td>4.096914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222927</th>\n",
       "      <td>Mounds Tiramisu</td>\n",
       "      <td>37910</td>\n",
       "      <td>VA</td>\n",
       "      <td>US</td>\n",
       "      <td>American Imperial Stout</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>10.00</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>4.446429</td>\n",
       "      <td>4.446429</td>\n",
       "      <td>4.232143</td>\n",
       "      <td>4.178571</td>\n",
       "      <td>4.214286</td>\n",
       "      <td>4.289286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268773</th>\n",
       "      <td>Kash Money</td>\n",
       "      <td>31515</td>\n",
       "      <td>ME</td>\n",
       "      <td>US</td>\n",
       "      <td>American IPA</td>\n",
       "      <td>Year-round</td>\n",
       "      <td>6.30</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.769231</td>\n",
       "      <td>3.711538</td>\n",
       "      <td>3.711538</td>\n",
       "      <td>3.673077</td>\n",
       "      <td>3.769231</td>\n",
       "      <td>3.725385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227757</th>\n",
       "      <td>Soleil</td>\n",
       "      <td>44599</td>\n",
       "      <td>NY</td>\n",
       "      <td>US</td>\n",
       "      <td>American Wild Ale</td>\n",
       "      <td>Spring</td>\n",
       "      <td>6.00</td>\n",
       "      <td>Sour Farmhouse Ale conditioned on pineapple, m...</td>\n",
       "      <td>f</td>\n",
       "      <td>4.302632</td>\n",
       "      <td>4.342105</td>\n",
       "      <td>4.328947</td>\n",
       "      <td>4.328947</td>\n",
       "      <td>4.315789</td>\n",
       "      <td>4.328947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213731</th>\n",
       "      <td>Bien-Sûr</td>\n",
       "      <td>16790</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BE</td>\n",
       "      <td>American Wild Ale</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>7.00</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.678571</td>\n",
       "      <td>3.571429</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>3.535714</td>\n",
       "      <td>3.571429</td>\n",
       "      <td>3.547143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225277</th>\n",
       "      <td>Kind Intentions Dry-Hopped American Mild</td>\n",
       "      <td>41849</td>\n",
       "      <td>VA</td>\n",
       "      <td>US</td>\n",
       "      <td>English Pale Mild Ale</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>4.70</td>\n",
       "      <td>Brewed in the spirit of what Jamestown’s settl...</td>\n",
       "      <td>f</td>\n",
       "      <td>3.916667</td>\n",
       "      <td>3.541667</td>\n",
       "      <td>3.625000</td>\n",
       "      <td>3.708333</td>\n",
       "      <td>3.666667</td>\n",
       "      <td>3.640000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323146</th>\n",
       "      <td>Batch #017</td>\n",
       "      <td>38054</td>\n",
       "      <td>OH</td>\n",
       "      <td>US</td>\n",
       "      <td>American IPA</td>\n",
       "      <td>Limited (brewed once)</td>\n",
       "      <td>7.20</td>\n",
       "      <td>Milkshake IPA - ale brewed with mango, vanilla...</td>\n",
       "      <td>f</td>\n",
       "      <td>4.133333</td>\n",
       "      <td>4.150000</td>\n",
       "      <td>4.116667</td>\n",
       "      <td>4.166667</td>\n",
       "      <td>4.116667</td>\n",
       "      <td>4.132667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237431</th>\n",
       "      <td>Bling Bling</td>\n",
       "      <td>31311</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BE</td>\n",
       "      <td>Belgian Strong Pale Ale</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>8.88</td>\n",
       "      <td>A Triple made with 24 Carat Gold malt and real...</td>\n",
       "      <td>f</td>\n",
       "      <td>3.892857</td>\n",
       "      <td>3.857143</td>\n",
       "      <td>3.964286</td>\n",
       "      <td>4.035714</td>\n",
       "      <td>3.892857</td>\n",
       "      <td>3.930000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271967</th>\n",
       "      <td>Turbid #2</td>\n",
       "      <td>32908</td>\n",
       "      <td>FL</td>\n",
       "      <td>US</td>\n",
       "      <td>American IPA</td>\n",
       "      <td>Rotating</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No notes at this time.</td>\n",
       "      <td>f</td>\n",
       "      <td>3.916667</td>\n",
       "      <td>4.083333</td>\n",
       "      <td>4.125000</td>\n",
       "      <td>3.916667</td>\n",
       "      <td>4.041667</td>\n",
       "      <td>4.066667</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>58007 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   name  brewery_id state  \\\n",
       "id                                                                          \n",
       "82352              Konrads Stout Russian Imperial Stout       18604   NaN   \n",
       "166955                      Leinenkugel's Ginger Shandy         710    WI   \n",
       "184151                               Tasmanian Wild Ale       13670   NaN   \n",
       "274604                                    Weizen To ILL       39889    IL   \n",
       "55                           Redhook Double Black Stout       18134    NH   \n",
       "37042                                       Lomond Gold        3396   GB6   \n",
       "175138                           La Blanche De Drummond       40690    QC   \n",
       "71854                                     Three Flowers         812    CA   \n",
       "332972                                           Vibin’       31805    FL   \n",
       "188423                                         Dank IPA       29573    OR   \n",
       "363261                         Bakery: Coconut Macaroon       16866    CA   \n",
       "160048                                     Smiling Ivan       24488    LA   \n",
       "95570                                   Iki Beer Ginger        3521   NaN   \n",
       "169433                     Kirkland Signature Brown Ale       21516    WA   \n",
       "281791                                         Go Devil       42635    PE   \n",
       "277948     Tree Hugging Wood Chopping Mother Loving IPA       47733   NaN   \n",
       "241622                                       Hefeweizen       44859    NC   \n",
       "1826          Wells Bombardier (English Premium Bitter)         664   GB2   \n",
       "317409             Chanukah Hanukkah Pass the Beer 2017         262    NY   \n",
       "25947                                     Belgian White        4980    WA   \n",
       "116682                                     Lookaftering       33521    DC   \n",
       "81010                                              Gose       24134    SC   \n",
       "206225                           Tart 'n Juicy Sour IPA       22893    UT   \n",
       "56434                                Cascade Sang Rouge        2391    OR   \n",
       "331373                                   Gunnpowder IPA       10272   GB6   \n",
       "69226                                Sunburnt Irish Red       25482   NaN   \n",
       "112542                                      Black Tonic       28299    OH   \n",
       "23920                                       Hirsch-Gold         620   NaN   \n",
       "260095                             Blueberry Hoppy Meal       44082    MO   \n",
       "70690                                           Blanche       25775    QC   \n",
       "...                                                 ...         ...   ...   \n",
       "288500                                Trust The Process       29022    PA   \n",
       "366351        Burial / Barrier - Resurrection Of Riches       31722    NC   \n",
       "133418               Signature Series: Imperial Pilsner         139    ME   \n",
       "179042                                     Bryggeri IPA       32074   NaN   \n",
       "179404                              Hermann Hesseweizen       34607    MA   \n",
       "143574                             Dark Side Of The Hop       23672    TX   \n",
       "284436                             Rainbows & Lollipops       45104    WI   \n",
       "155876              Stumblin' Chef Belgian-Style Tripel        7101    PA   \n",
       "344750                Southern Grist / Finback - Batida       44180    TN   \n",
       "166591                                           I.P.A.        6331   NaN   \n",
       "186999       350 Brewing Co. / Hailstorm Howdy Neighbor       34112    IL   \n",
       "185621                           Chahklit Baltic Porter       30062    CT   \n",
       "263554                                     Vienna Lager       29573    OR   \n",
       "350506                                          Plank'd          30    CO   \n",
       "215395                                    Asylum Porter       43184    NY   \n",
       "191996                                          DeFallt       32480    IN   \n",
       "231188                                     Rye Pale Ale       33736    NC   \n",
       "166954                                       Hop Nookie       14064    CA   \n",
       "169555                          Úlfur Double IPA Nr. 17       23680   NaN   \n",
       "176648                                         1823 Inc       37942    CT   \n",
       "292515  Untitled Art / Forager Brewing - Florida Weisse       47802    WI   \n",
       "138347                                        Fresh IPA       16077    OR   \n",
       "222927                                  Mounds Tiramisu       37910    VA   \n",
       "268773                                       Kash Money       31515    ME   \n",
       "227757                                           Soleil       44599    NY   \n",
       "213731                                         Bien-Sûr       16790   NaN   \n",
       "225277         Kind Intentions Dry-Hopped American Mild       41849    VA   \n",
       "323146                                       Batch #017       38054    OH   \n",
       "237431                                      Bling Bling       31311   NaN   \n",
       "271967                                        Turbid #2       32908    FL   \n",
       "\n",
       "       country                                        style  \\\n",
       "id                                                            \n",
       "82352       NO                       Russian Imperial Stout   \n",
       "166955      US                         Fruit and Field Beer   \n",
       "184151      AU                            American Wild Ale   \n",
       "274604      US                            German Hefeweizen   \n",
       "55          US                      American Imperial Stout   \n",
       "37042       GB                                 Scottish Ale   \n",
       "175138      CA                              Belgian Witbier   \n",
       "71854       US                                     Rye Beer   \n",
       "332972      US                               American Lager   \n",
       "188423      US                                 American IPA   \n",
       "363261      US                      American Imperial Stout   \n",
       "160048      US                       Russian Imperial Stout   \n",
       "95570       BE                         Fruit and Field Beer   \n",
       "169433      US                           American Brown Ale   \n",
       "281791      CA                                 American IPA   \n",
       "277948      FI                                 American IPA   \n",
       "241622      US                            German Hefeweizen   \n",
       "1826        GB  English Extra Special / Strong Bitter (ESB)   \n",
       "317409      US                      Belgian Strong Pale Ale   \n",
       "25947       US                              Belgian Witbier   \n",
       "116682      US                        French Bière de Garde   \n",
       "81010       US                                 Leipzig Gose   \n",
       "206225      US                                 American IPA   \n",
       "56434       US                            American Wild Ale   \n",
       "331373      GB                 English India Pale Ale (IPA)   \n",
       "69226       IE                                Irish Red Ale   \n",
       "112542      US                               American Stout   \n",
       "23920       DE                                German Helles   \n",
       "260095      US                      American Pale Ale (APA)   \n",
       "70690       CA                              Belgian Witbier   \n",
       "...        ...                                          ...   \n",
       "288500      US                                 American IPA   \n",
       "366351      US                      American Pale Ale (APA)   \n",
       "133418      US                    American Imperial Pilsner   \n",
       "179042      FI                                 American IPA   \n",
       "179404      US                            German Hefeweizen   \n",
       "143574      US                           American Black Ale   \n",
       "284436      US                                 American IPA   \n",
       "155876      US                               Belgian Tripel   \n",
       "344750      US                            American Wild Ale   \n",
       "166591      NL                                 American IPA   \n",
       "186999      US                                German Kölsch   \n",
       "185621      US                                Baltic Porter   \n",
       "263554      US                                 Vienna Lager   \n",
       "350506      US                     American Imperial Porter   \n",
       "215395      US                               English Porter   \n",
       "191996      US                        French Bière de Garde   \n",
       "231188      US                                     Rye Beer   \n",
       "166954      US                        American Imperial IPA   \n",
       "169555      IS                        American Imperial IPA   \n",
       "176648      US                             English Pale Ale   \n",
       "292515      US                              Berliner Weisse   \n",
       "138347      US                                 American IPA   \n",
       "222927      US                      American Imperial Stout   \n",
       "268773      US                                 American IPA   \n",
       "227757      US                            American Wild Ale   \n",
       "213731      BE                            American Wild Ale   \n",
       "225277      US                        English Pale Mild Ale   \n",
       "323146      US                                 American IPA   \n",
       "237431      BE                      Belgian Strong Pale Ale   \n",
       "271967      US                                 American IPA   \n",
       "\n",
       "                  availability    abv  \\\n",
       "id                                      \n",
       "82352                 Rotating  10.40   \n",
       "166955                Rotating   4.20   \n",
       "184151                Rotating   4.90   \n",
       "274604                Rotating   5.75   \n",
       "55                    Rotating   7.00   \n",
       "37042               Year-round   5.00   \n",
       "175138              Year-round   6.00   \n",
       "71854                 Rotating   6.50   \n",
       "332972                Rotating   5.00   \n",
       "188423                    Fall   7.80   \n",
       "363261                Rotating  12.90   \n",
       "160048                Rotating  10.00   \n",
       "95570               Year-round   5.50   \n",
       "169433              Year-round   5.00   \n",
       "281791                Rotating   6.66   \n",
       "277948              Year-round   6.00   \n",
       "241622                Rotating   5.50   \n",
       "1826                Year-round   5.20   \n",
       "317409   Limited (brewed once)   8.00   \n",
       "25947                   Summer    NaN   \n",
       "116682                Rotating   7.10   \n",
       "81010                 Rotating   4.00   \n",
       "206225              Year-round   4.50   \n",
       "56434                 Rotating   8.06   \n",
       "331373              Year-round   5.70   \n",
       "69226               Year-round   5.00   \n",
       "112542                Rotating   8.80   \n",
       "23920               Year-round   5.20   \n",
       "260095                Rotating   6.60   \n",
       "70690               Year-round   4.50   \n",
       "...                        ...    ...   \n",
       "288500                Rotating   6.70   \n",
       "366351   Limited (brewed once)   5.20   \n",
       "133418                Rotating   8.70   \n",
       "179042              Year-round   5.50   \n",
       "179404                Rotating   5.20   \n",
       "143574                    Fall    NaN   \n",
       "284436                Rotating   7.00   \n",
       "155876                Rotating   8.20   \n",
       "344750                Rotating   6.50   \n",
       "166591              Year-round   6.50   \n",
       "186999                Rotating   5.20   \n",
       "185621                Rotating   8.50   \n",
       "263554                Rotating   5.30   \n",
       "350506   Limited (brewed once)  16.00   \n",
       "215395              Year-round   6.80   \n",
       "191996                    Fall   7.00   \n",
       "231188              Year-round   5.40   \n",
       "166954                Rotating  11.00   \n",
       "169555                Rotating   9.00   \n",
       "176648              Year-round   4.60   \n",
       "292515                Rotating   4.80   \n",
       "138347                    Fall   6.40   \n",
       "222927                Rotating  10.00   \n",
       "268773              Year-round   6.30   \n",
       "227757                  Spring   6.00   \n",
       "213731                Rotating   7.00   \n",
       "225277                Rotating   4.70   \n",
       "323146   Limited (brewed once)   7.20   \n",
       "237431                Rotating   8.88   \n",
       "271967                Rotating    NaN   \n",
       "\n",
       "                                                    notes retired      look  \\\n",
       "id                                                                            \n",
       "82352                              No notes at this time.       f  4.119231   \n",
       "166955                             No notes at this time.       f  3.276210   \n",
       "184151                             No notes at this time.       f  4.062500   \n",
       "274604                             No notes at this time.       f  4.000000   \n",
       "55                                    Brewed with coffee.       f  4.017422   \n",
       "37042                              No notes at this time.       f  3.250000   \n",
       "175138                             No notes at this time.       f  3.833333   \n",
       "71854                              No notes at this time.       f  3.773256   \n",
       "332972                             No notes at this time.       f  3.613636   \n",
       "188423                             No notes at this time.       f  4.115385   \n",
       "363261                             No notes at this time.       f  4.262500   \n",
       "160048                             No notes at this time.       f  3.992424   \n",
       "95570                              No notes at this time.       f  3.357143   \n",
       "169433                             No notes at this time.       f  3.367647   \n",
       "281791                             No notes at this time.       f  3.642857   \n",
       "277948                             No notes at this time.       f  3.875000   \n",
       "241622                             No notes at this time.       f  3.964286   \n",
       "1826                               No notes at this time.       f  3.908708   \n",
       "317409         Golden Strong Ale brewed with Cocoa Nibs.        f  3.892857   \n",
       "25947                              No notes at this time.       f  3.343750   \n",
       "116682                             No notes at this time.       f  3.843750   \n",
       "81010   This is our interpretation of Gose (pronounced...       f  4.009091   \n",
       "206225                             No notes at this time.       f  3.856250   \n",
       "56434                 Previously called 'Mouton Rouge'...       f  4.137931   \n",
       "331373                             No notes at this time.       f  3.785714   \n",
       "69226                                   New from May 2011       f  3.638889   \n",
       "112542                             No notes at this time.       f  4.000000   \n",
       "23920                              No notes at this time.       f  3.625000   \n",
       "260095                             No notes at this time.       f  4.071429   \n",
       "70690                              No notes at this time.       f  3.428571   \n",
       "...                                                   ...     ...       ...   \n",
       "288500                             No notes at this time.       f  3.750000   \n",
       "366351  Within this tin lays the cross-section of our ...       f  3.977273   \n",
       "133418                             No notes at this time.       f  4.088235   \n",
       "179042                             No notes at this time.       f  3.958333   \n",
       "179404                             No notes at this time.       f  4.045455   \n",
       "143574                             No notes at this time.       f  3.946429   \n",
       "284436  Life’s not always Rainbows and Lollipops, so w...       f  3.950000   \n",
       "155876  Hazy gold in color, this beer is deceptively l...       f  3.750000   \n",
       "344750  Sour with lactose, passion fruit, coconut, lim...       f  4.208333   \n",
       "166591                             No notes at this time.       f  3.607143   \n",
       "186999                             No notes at this time.       f  3.808824   \n",
       "185621  Chahklit is a Baltic Porter brewed with almond...       f  3.928571   \n",
       "263554  pFriem’s copper-colored Vienna Lager is a malt...       f  4.074074   \n",
       "350506        Imperial Coconut Porter aged in rum barrels       f  4.236842   \n",
       "215395                             No notes at this time.       f  3.895833   \n",
       "191996                             No notes at this time.       f  3.906250   \n",
       "231188                             No notes at this time.       f  3.785714   \n",
       "166954  Brewed with Chinook, Amarillo, Centennial, Mos...       f  4.242347   \n",
       "169555                             No notes at this time.       f  3.906250   \n",
       "176648                             No notes at this time.       f  3.785714   \n",
       "292515                             No notes at this time.       f  4.265957   \n",
       "138347                             No notes at this time.       f  4.018519   \n",
       "222927                             No notes at this time.       f  4.446429   \n",
       "268773                             No notes at this time.       f  3.769231   \n",
       "227757  Sour Farmhouse Ale conditioned on pineapple, m...       f  4.302632   \n",
       "213731                             No notes at this time.       f  3.678571   \n",
       "225277  Brewed in the spirit of what Jamestown’s settl...       f  3.916667   \n",
       "323146  Milkshake IPA - ale brewed with mango, vanilla...       f  4.133333   \n",
       "237431  A Triple made with 24 Carat Gold malt and real...       f  3.892857   \n",
       "271967                             No notes at this time.       f  3.916667   \n",
       "\n",
       "           smell     taste      feel   overall     score  \n",
       "id                                                        \n",
       "82352   4.030769  4.100000  4.065385  4.073077  4.077538  \n",
       "166955  3.304435  3.209677  3.241935  3.241935  3.248065  \n",
       "184151  3.937500  3.760417  3.812500  3.802083  3.836667  \n",
       "274604  3.950000  3.875000  3.825000  3.900000  3.902000  \n",
       "55      3.763066  3.869338  3.731707  3.887631  3.842683  \n",
       "37042   2.916667  2.916667  3.166667  3.166667  3.011667  \n",
       "175138  3.791667  3.875000  3.666667  3.791667  3.816667  \n",
       "71854   3.750000  3.813953  3.790698  3.802326  3.793256  \n",
       "332972  3.318182  3.522727  3.636364  3.545455  3.497273  \n",
       "188423  4.147436  4.166667  4.083333  4.134615  4.146154  \n",
       "363261  4.237500  4.262500  4.287500  4.250000  4.258500  \n",
       "160048  4.022727  4.060606  3.946970  4.000000  4.026061  \n",
       "95570   3.107143  3.107143  3.178571  3.142857  3.138571  \n",
       "169433  3.227941  3.191176  3.132353  3.191176  3.205882  \n",
       "281791  3.500000  3.642857  3.571429  3.642857  3.604286  \n",
       "277948  3.875000  3.800000  3.850000  3.850000  3.840000  \n",
       "241622  3.892857  3.892857  3.785714  3.892857  3.888571  \n",
       "1826    3.621255  3.843633  3.746255  3.888577  3.794007  \n",
       "317409  3.785714  3.857143  3.750000  3.750000  3.811429  \n",
       "25947   3.250000  3.218750  3.375000  3.281250  3.263750  \n",
       "116682  3.437500  3.500000  3.750000  3.468750  3.526250  \n",
       "81010   4.052153  4.218421  4.142823  4.158852  4.148431  \n",
       "206225  3.761111  3.796528  3.784028  3.788194  3.790722  \n",
       "56434   4.217433  4.273946  4.187739  4.249042  4.239885  \n",
       "331373  3.535714  3.571429  3.607143  3.589286  3.584286  \n",
       "69226   3.611111  3.680556  3.611111  3.666667  3.652778  \n",
       "112542  4.000000  3.958333  3.833333  3.958333  3.958333  \n",
       "23920   3.562500  3.531250  3.718750  3.750000  3.608750  \n",
       "260095  4.000000  3.964286  3.964286  4.035714  3.995714  \n",
       "70690   3.571429  2.964286  3.285714  3.142857  3.205714  \n",
       "...          ...       ...       ...       ...       ...  \n",
       "288500  3.886364  3.954545  3.840909  3.886364  3.903636  \n",
       "366351  3.977273  4.045455  3.863636  4.000000  4.000000  \n",
       "133418  3.764706  3.808824  3.705882  3.779412  3.800588  \n",
       "179042  3.750000  3.916667  3.791667  3.833333  3.851667  \n",
       "179404  4.090909  4.090909  4.090909  4.068182  4.086364  \n",
       "143574  3.830357  3.830357  3.767857  3.866071  3.840357  \n",
       "284436  3.766667  3.833333  3.850000  3.800000  3.820667  \n",
       "155876  3.650000  3.725000  3.600000  3.725000  3.699000  \n",
       "344750  4.291667  4.250000  4.166667  4.250000  4.251667  \n",
       "166591  3.714286  3.690476  3.678571  3.714286  3.697143  \n",
       "186999  3.705882  3.705882  3.639706  3.698529  3.706471  \n",
       "185621  3.964286  3.785714  3.642857  3.750000  3.818571  \n",
       "263554  3.972222  4.055556  4.083333  4.074074  4.045185  \n",
       "350506  4.302632  4.346491  4.214912  4.302632  4.308772  \n",
       "215395  3.854167  3.937500  3.854167  3.916667  3.905000  \n",
       "191996  3.906250  3.796875  3.734375  3.875000  3.840000  \n",
       "231188  3.630952  3.511905  3.642857  3.595238  3.589048  \n",
       "166954  4.239796  4.219388  4.158163  4.201531  4.217653  \n",
       "169555  3.968750  3.968750  3.921875  3.984375  3.964375  \n",
       "176648  3.714286  4.000000  3.785714  3.892857  3.878571  \n",
       "292515  4.143617  4.175532  4.106383  4.148936  4.163404  \n",
       "138347  4.089506  4.117284  4.061728  4.095679  4.096914  \n",
       "222927  4.446429  4.232143  4.178571  4.214286  4.289286  \n",
       "268773  3.711538  3.711538  3.673077  3.769231  3.725385  \n",
       "227757  4.342105  4.328947  4.328947  4.315789  4.328947  \n",
       "213731  3.571429  3.500000  3.535714  3.571429  3.547143  \n",
       "225277  3.541667  3.625000  3.708333  3.666667  3.640000  \n",
       "323146  4.150000  4.116667  4.166667  4.116667  4.132667  \n",
       "237431  3.857143  3.964286  4.035714  3.892857  3.930000  \n",
       "271967  4.083333  4.125000  3.916667  4.041667  4.066667  \n",
       "\n",
       "[58007 rows x 15 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_beers_active=df[df['retired']=='f']\n",
    "df_beers_retired = df[df['retired']=='t']\n",
    "df_beers_active"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Style')"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot = df_beers_retired.groupby('style')['overall'].mean().nlargest(15).plot(kind='bar',\n",
    "                                                                            title='Retired Beer Styles with Highest Overall Score',ylim =(3.9,4.2))\n",
    "plot.set_ylabel('Score')\n",
    "plot.set_xlabel('Style')\n",
    "\n",
    "#overall항목으로, 맥주 스타일에 따라 평균한 15위의 항목(retired 된것들)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Style')"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot =df_beers_active.groupby('style')['overall'].mean().nlargest(15).plot(kind='bar',\n",
    "                                                                          title = 'On Market Beer Styles with Highest Overall Scroe',\n",
    "                                                                          ylim=(3.9,4.2))\n",
    "plot.set_ylabel('Score')\n",
    "plot.set_xlabel('Style')\n",
    "\n",
    "#overall항목으로, 맥주 스타일에 따라 평균한 15위의 항목(현재 항목에 존재하는 것들)"
   ]
  },
  {
   "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}