Scrape_Yelp_Reviews_Cafe.ipynb

{
 "cells": [
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   "cell_type": "code",
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     "height": 51
    },
    "colab_type": "code",
    "executionInfo": {
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     "status": "ok",
     "timestamp": 1565039374922,
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package vader_lexicon to\n",
      "[nltk_data]     /Users/randallgeszvain/nltk_data...\n",
      "[nltk_data]   Package vader_lexicon is already up-to-date!\n"
     ]
    }
   ],
   "source": [
    "# importing libraries\n",
    "from urllib.request import urlopen as url #importing urllib for url request\n",
    "from bs4 import BeautifulSoup\n",
    "import requests\n",
    "import urllib.request\n",
    "from urllib.request import urlopen\n",
    "import re\n",
    "import time\n",
    "\n",
    "import pandas as pd #Importing the PANDAS python library\n",
    "import numpy as np #importing Numpy\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "\n",
    "\n",
    "\n",
    "#from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer #initiating VADER instance\n",
    "\n",
    "import nltk\n",
    "nltk.download('vader_lexicon')\n",
    "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
    "\n",
    "analyser = SentimentIntensityAnalyzer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 374
    },
    "colab_type": "code",
    "executionInfo": {
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     "status": "error",
     "timestamp": 1565028868124,
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      "photoUrl": "",
      "userId": "01626251001813095820"
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    },
    "id": "E9o5mwFu1bTC",
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   },
   "outputs": [],
   "source": [
    "CUISINES = ['stone-creek-coffee-milwaukee-14','kickapoo-coffee-roasters-milwaukee-2',\\\n",
    "            'colectivo-lakefront-milwaukee','rochambo-coffee-and-tea-house-milwaukee',\\\n",
    "            'pilcrow-coffee-milwaukee-2','dryhootch-coffeehouse-milwaukee',\\\n",
    "            'colectivo-coffee-milwaukee-5','alderaan-coffee-milwaukee','interval-milwaukee',\\\n",
    "            'anodyne-coffee-roasting-milwaukee-5','grace-place-coffee-milwaukee','holey-moley-coffee-doughnuts-milwaukee',\\\n",
    "           'colectivo-coffee-us-bank-milwaukee','sojourner-mobile-coffee-milwaukee','coffeetails-milwaukee',\\\n",
    "           'milwaukee-coffee-peddlers-milwaukee-2','stone-creek-coffee-milwaukee-13','starbucks-milwaukee-42',\\\n",
    "           'brewed-cafe-milwaukee-3','anodyne-coffee-roasting-co-public-market-milwaukee']\n",
    "\n",
    "biz=[]\n",
    "aggregateRating=[]\n",
    "priceRange=[]\n",
    "streetAddress=[]\n",
    "addressLocality=[]\n",
    "addressRegion=[]\n",
    "postalCode=[]\n",
    "yelp=[]  \n",
    "\n",
    "for name in CUISINES:\n",
    "  \n",
    "  for cp in np.arange(0,1):\n",
    "  \n",
    "    url = \"http://www.yelp.com/biz/\" + name + \"?start=\" + str(cp*20)\n",
    "    html = urlopen(url)\n",
    "    soup = BeautifulSoup(html, 'html.parser')\n",
    "    metas_biz = soup.findAll(\"meta\",{\"itemprop\":\"name\"})\n",
    "    metas_aggregateRating = soup.find_all(\"meta\",{\"itemprop\":\"ratingValue\"})\n",
    "    metas_priceRange = soup.find_all(\"meta\",{\"itemprop\":\"priceRange\"})\n",
    "    \n",
    "    biz.append(name)  \n",
    "    aggregateRating.extend(i for i in [meta_aggregateRating.attrs['content'] for meta_aggregateRating in metas_aggregateRating[0:1] if 'itemprop' in meta_aggregateRating.attrs])\n",
    "    priceRange.extend(i for i in [meta_priceRange.attrs['content'] for meta_priceRange in metas_priceRange if 'itemprop' in meta_priceRange.attrs])\n",
    "    streetAddress.extend(i.text for i in soup.findAll(\"span\",{\"itemprop\":\"streetAddress\"}))\n",
    "    addressLocality.extend(i.text for i in soup.findAll(\"span\",{\"itemprop\":\"addressLocality\"}))\n",
    "    addressRegion.extend(i.text for i in soup.findAll(\"span\",{\"itemprop\":\"addressRegion\"}))\n",
    "    postalCode.extend(i.text for i in soup.findAll(\"span\",{\"itemprop\":\"postalCode\"}))\n",
    "    time.sleep(8)\n",
    "\n",
    "\n",
    "biz = pd.DataFrame(biz)\n",
    "aggregateRating = pd.DataFrame(aggregateRating)\n",
    "priceRange = pd.DataFrame(priceRange)\n",
    "streetAddress = pd.DataFrame(streetAddress)\n",
    "addressLocality = pd.DataFrame(addressLocality)\n",
    "addressRegion = pd.DataFrame(addressRegion)\n",
    "postalCode = pd.DataFrame(postalCode)\n",
    "\n",
    "yelp = pd.concat([biz, aggregateRating,  priceRange,  streetAddress, addressLocality, addressRegion, postalCode], axis=1, ignore_index=True)\n",
    "yelp.columns = ['biz','aggregateRating','priceRange', 'streetAddress', 'addressLocality', 'addressRegion', 'postalCode']\n",
    "\n",
    "export = yelp.to_csv(\"yelp\" + \".csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "CUISINES = ['anodyne-coffee-roasting-co-public-market-milwaukee']\n",
    "\n",
    "for name in CUISINES:\n",
    "\n",
    "  date=[]\n",
    "  author=[]\n",
    "  #rating=[]\n",
    "  review=[]\n",
    "  yelp=[]  \n",
    "  \n",
    "  for cp in np.arange(0,10):\n",
    "  \n",
    "    url = \"http://www.yelp.com/biz/\" + name + \"?start=\" + str(cp*20)\n",
    "    html = urlopen(url)\n",
    "    soup = BeautifulSoup(html, 'html.parser')\n",
    "    metas_author = soup.findAll(\"meta\",{\"itemprop\":\"author\"})\n",
    "    #metas_ratingValue = soup.find_all(\"meta\",{\"itemprop\":\"ratingValue\"})\n",
    "    metas_date = soup.find_all(\"meta\",{\"itemprop\":\"datePublished\"})\n",
    "    \n",
    "    date.extend(i for i in [meta_date.attrs['content'] for meta_date in metas_date if 'itemprop' in meta_date.attrs])  \n",
    "    author.extend(i for i in [meta_author.attrs['content'] for meta_author in metas_author if 'itemprop' in meta_author.attrs])\n",
    "    #rating.extend(i for i in [meta_ratingValue.attrs['content'] for meta_ratingValue in metas_ratingValue[1:21] if 'itemprop' in meta_ratingValue.attrs])\n",
    "    review.extend(i.text for i in soup.findAll(\"p\",{\"itemprop\":\"description\"}))\n",
    "    time.sleep(10)\n",
    "\n",
    "\n",
    "  date = pd.DataFrame(date)\n",
    "  author = pd.DataFrame(author)\n",
    "  #rating = pd.DataFrame(rating)\n",
    "  review = pd.DataFrame(review)\n",
    "\n",
    "  yelp = pd.concat([date, author,  review], axis=1, ignore_index=True)\n",
    "  yelp.columns = ['date','author','review']\n",
    "\n",
    "  export = yelp.to_csv(name + \".csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Pa3N6TWz9y4J"
   },
   "outputs": [],
   "source": [
    "stone_creek_coffee_milwaukee_14 = pd.read_csv('stone-creek-coffee-milwaukee-14.csv',index_col=0)\n",
    "kickapoo_coffee_roasters_milwaukee_2 = pd.read_csv('kickapoo-coffee-roasters-milwaukee-2.csv',index_col=0)\n",
    "colectivo_lakefront_milwaukee = pd.read_csv('colectivo-lakefront-milwaukee.csv',index_col=0)\n",
    "rochambo_coffee_and_tea_house_milwaukee = pd.read_csv('rochambo-coffee-and-tea-house-milwaukee.csv',index_col=0)\n",
    "pilcrow_coffee_milwaukee_2 = pd.read_csv('pilcrow-coffee-milwaukee-2.csv',index_col=0)\n",
    "dryhootch_coffeehouse_milwaukee = pd.read_csv('dryhootch-coffeehouse-milwaukee.csv',index_col=0)\n",
    "colectivo_coffee_milwaukee_5 = pd.read_csv('colectivo-coffee-milwaukee-5.csv',index_col=0)\n",
    "alderaan_coffee_milwaukee = pd.read_csv('alderaan-coffee-milwaukee.csv',index_col=0)\n",
    "interval_milwaukee = pd.read_csv('interval-milwaukee.csv',index_col=0)\n",
    "anodyne_coffee_roasting_milwaukee_5 = pd.read_csv('anodyne-coffee-roasting-milwaukee-5.csv',index_col=0)\n",
    "grace_place_coffee_milwaukee = pd.read_csv('grace-place-coffee-milwaukee.csv',index_col=0)\n",
    "holey_moley_coffee_doughnuts_milwaukee = pd.read_csv('holey-moley-coffee-doughnuts-milwaukee.csv',index_col=0)\n",
    "colectivo_coffee_us_bank_milwaukee = pd.read_csv('colectivo-coffee-us-bank-milwaukee.csv',index_col=0)\n",
    "sojourner_mobile_coffee_milwaukee = pd.read_csv('sojourner-mobile-coffee-milwaukee.csv',index_col=0)\n",
    "coffeetails_milwaukee = pd.read_csv('coffeetails-milwaukee.csv',index_col=0)\n",
    "milwaukee_coffee_peddlers_milwaukee_2 = pd.read_csv('milwaukee-coffee-peddlers-milwaukee-2.csv',index_col=0)\n",
    "stone_creek_coffee_milwaukee_13 = pd.read_csv('stone-creek-coffee-milwaukee-13.csv',index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "7f4pfSJcu5Y4"
   },
   "outputs": [],
   "source": [
    "stone_creek_coffee_milwaukee_14['name'] = 'stone_creek_coffee_milwaukee_14'\n",
    "kickapoo_coffee_roasters_milwaukee_2['name'] = 'colectivo_lakefront_milwaukee'\n",
    "colectivo_lakefront_milwaukee['name'] = 'rochambo_coffee_and_tea_house_milwaukee'\n",
    "rochambo_coffee_and_tea_house_milwaukee['name'] = 'rochambo_coffee_and_tea_house_milwaukee'\n",
    "pilcrow_coffee_milwaukee_2['name'] = 'pilcrow_coffee_milwaukee_2'\n",
    "dryhootch_coffeehouse_milwaukee['name'] = 'dryhootch_coffeehouse_milwaukee'\n",
    "colectivo_coffee_milwaukee_5['name'] = 'colectivo_coffee_milwaukee_5'\n",
    "alderaan_coffee_milwaukee['name'] = 'alderaan_coffee_milwaukee'\n",
    "anodyne_coffee_roasting_milwaukee_5['name'] = 'anodyne_coffee_roasting_milwaukee_5'\n",
    "grace_place_coffee_milwaukee['name'] = 'grace_place_coffee_milwaukee'\n",
    "holey_moley_coffee_doughnuts_milwaukee['name'] = 'holey_moley_coffee_doughnuts_milwaukee'\n",
    "colectivo_coffee_us_bank_milwaukee['name'] = 'colectivo_coffee_us_bank_milwaukee'\n",
    "sojourner_mobile_coffee_milwaukee['name'] = 'sojourner_mobile_coffee_milwaukee'\n",
    "coffeetails_milwaukee['name'] = 'coffeetails_milwaukee'\n",
    "milwaukee_coffee_peddlers_milwaukee_2['name'] = 'milwaukee_coffee_peddlers_milwaukee_2'\n",
    "stone_creek_coffee_milwaukee_13['name'] = 'stone_creek_coffee_milwaukee_13'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "DnRFVdB1F1Zc"
   },
   "outputs": [],
   "source": [
    "sentences = stone_creek_coffee_milwaukee_14.append([colectivo_lakefront_milwaukee, \\\n",
    "                                            rochambo_coffee_and_tea_house_milwaukee, \\\n",
    "                                            rochambo_coffee_and_tea_house_milwaukee, \\\n",
    "                                            pilcrow_coffee_milwaukee_2, \\\n",
    "                                            dryhootch_coffeehouse_milwaukee, \\\n",
    "                                            colectivo_coffee_milwaukee_5, \\\n",
    "                                            alderaan_coffee_milwaukee, \\\n",
    "                                            anodyne_coffee_roasting_milwaukee_5, \\\n",
    "                                            grace_place_coffee_milwaukee, \\\n",
    "                                            holey_moley_coffee_doughnuts_milwaukee, \\\n",
    "                                            colectivo_coffee_us_bank_milwaukee, \\\n",
    "                                            sojourner_mobile_coffee_milwaukee, \\\n",
    "                                            coffeetails_milwaukee, \\\n",
    "                                            milwaukee_coffee_peddlers_milwaukee_2, \\\n",
    "                                            stone_creek_coffee_milwaukee_13])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 2290,
     "status": "ok",
     "timestamp": 1565033509225,
     "user": {
      "displayName": "Randy Geszvain",
      "photoUrl": "",
      "userId": "01626251001813095820"
     },
     "user_tz": 300
    },
    "id": "xt08CX_dLewf",
    "outputId": "61e93599-4622-4f61-bfd8-f5e8c36dc217"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1192"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(sentences)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "7X2vRTWKLmCD"
   },
   "outputs": [],
   "source": [
    "sentences = sentences.rename(columns={\"review\": \"text\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 204
    },
    "colab_type": "code",
    "executionInfo": {
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   "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>date</th>\n",
       "      <th>author</th>\n",
       "      <th>text</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-04-09</td>\n",
       "      <td>Mike L.</td>\n",
       "      <td>What can I say that hasn't already been said.....</td>\n",
       "      <td>stone_creek_coffee_milwaukee_14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-07-23</td>\n",
       "      <td>Mary D.</td>\n",
       "      <td>My mom and I stopped here for coffee while on ...</td>\n",
       "      <td>stone_creek_coffee_milwaukee_14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-02-03</td>\n",
       "      <td>Staci C.</td>\n",
       "      <td>What an adorable and super spacious coffee sto...</td>\n",
       "      <td>stone_creek_coffee_milwaukee_14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-08-11</td>\n",
       "      <td>T P.</td>\n",
       "      <td>This location is a little hard to find with co...</td>\n",
       "      <td>stone_creek_coffee_milwaukee_14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-04-15</td>\n",
       "      <td>Jennifer R.</td>\n",
       "      <td>After recently attending a \"coffee cupping,\" S...</td>\n",
       "      <td>stone_creek_coffee_milwaukee_14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date       author                                               text  \\\n",
       "0  2019-04-09      Mike L.  What can I say that hasn't already been said.....   \n",
       "1  2019-07-23      Mary D.  My mom and I stopped here for coffee while on ...   \n",
       "2  2019-02-03     Staci C.  What an adorable and super spacious coffee sto...   \n",
       "3  2019-08-11         T P.  This location is a little hard to find with co...   \n",
       "4  2018-04-15  Jennifer R.  After recently attending a \"coffee cupping,\" S...   \n",
       "\n",
       "                              name  \n",
       "0  stone_creek_coffee_milwaukee_14  \n",
       "1  stone_creek_coffee_milwaukee_14  \n",
       "2  stone_creek_coffee_milwaukee_14  \n",
       "3  stone_creek_coffee_milwaukee_14  \n",
       "4  stone_creek_coffee_milwaukee_14  "
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sentences.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "r8-yiQAsMV5C"
   },
   "outputs": [],
   "source": [
    "def print_sentiment_scores(sentence):\n",
    "    snt = analyser.polarity_scores(sentence)  #Calling the polarity analyzer\n",
    "    print(\"{:-<40} {}\".format(sentence, str(snt)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 68
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 4704,
     "status": "ok",
     "timestamp": 1565033511754,
     "user": {
      "displayName": "Randy Geszvain",
      "photoUrl": "",
      "userId": "01626251001813095820"
     },
     "user_tz": 300
    },
    "id": "ipEWJ4LhMYpf",
    "outputId": "6b948a26-e6bb-413a-cf73-7abccfc9a03b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 2 µs, sys: 1e+03 ns, total: 3 µs\n",
      "Wall time: 4.77 µs\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1192"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%time   #to calulate the time it takes the algorithm to compute a VADER score\n",
    "\n",
    "i=0 #counter\n",
    "\n",
    "compval1 = [ ]  #empty list to hold our computed 'compound' VADER scores\n",
    "\n",
    "\n",
    "while (i<len(sentences)):\n",
    "\n",
    "    k = analyser.polarity_scores(sentences.iloc[i]['text'])\n",
    "    compval1.append(k['compound'])\n",
    "    \n",
    "    i = i+1\n",
    "    \n",
    "#converting sentiment values to numpy for easier usage\n",
    "\n",
    "compval1 = np.array(compval1)\n",
    "\n",
    "len(compval1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "rL4caGGbMgPs"
   },
   "outputs": [],
   "source": [
    "sentences['VADER score'] = compval1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 119
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 4665,
     "status": "ok",
     "timestamp": 1565033511759,
     "user": {
      "displayName": "Randy Geszvain",
      "photoUrl": "",
      "userId": "01626251001813095820"
     },
     "user_tz": 300
    },
    "id": "QX0MWv_AMhqb",
    "outputId": "f3974776-c8d8-4799-bff9-9bd39e716c2f"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date            object\n",
       "author          object\n",
       "text            object\n",
       "name            object\n",
       "VADER score    float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sentences.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "MmnoIWjhasIf"
   },
   "outputs": [],
   "source": [
    "VADER_avg = sentences[['name','VADER score']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "qePlCWeHa7KI"
   },
   "outputs": [],
   "source": [
    "VADER_avg = VADER_avg.groupby(['name']).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "xKO9lB_BbJb_"
   },
   "outputs": [],
   "source": [
    "VADER_avg = pd.DataFrame(VADER_avg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "VADER_avg['VADER score'] = round(((VADER_avg['VADER score']+1)/4)*10,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 235
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 4583,
     "status": "ok",
     "timestamp": 1565033511763,
     "user": {
      "displayName": "Randy Geszvain",
      "photoUrl": "",
      "userId": "01626251001813095820"
     },
     "user_tz": 300
    },
    "id": "caRDfBQBH51K",
    "outputId": "849c91eb-1b7a-4779-e67c-86b6aaa18430"
   },
   "outputs": [],
   "source": [
    "VADER_avg = VADER_avg.transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "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>name</th>\n",
       "      <th>alderaan_coffee_milwaukee</th>\n",
       "      <th>anodyne_coffee_roasting_milwaukee_5</th>\n",
       "      <th>coffeetails_milwaukee</th>\n",
       "      <th>colectivo_coffee_milwaukee_5</th>\n",
       "      <th>colectivo_coffee_us_bank_milwaukee</th>\n",
       "      <th>dryhootch_coffeehouse_milwaukee</th>\n",
       "      <th>grace_place_coffee_milwaukee</th>\n",
       "      <th>holey_moley_coffee_doughnuts_milwaukee</th>\n",
       "      <th>milwaukee_coffee_peddlers_milwaukee_2</th>\n",
       "      <th>pilcrow_coffee_milwaukee_2</th>\n",
       "      <th>rochambo_coffee_and_tea_house_milwaukee</th>\n",
       "      <th>sojourner_mobile_coffee_milwaukee</th>\n",
       "      <th>stone_creek_coffee_milwaukee_13</th>\n",
       "      <th>stone_creek_coffee_milwaukee_14</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>VADER score</th>\n",
       "      <td>4.4</td>\n",
       "      <td>4.6</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.3</td>\n",
       "      <td>4.6</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.7</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.7</td>\n",
       "      <td>4.6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "name         alderaan_coffee_milwaukee  anodyne_coffee_roasting_milwaukee_5  \\\n",
       "VADER score                        4.4                                  4.6   \n",
       "\n",
       "name         coffeetails_milwaukee  colectivo_coffee_milwaukee_5  \\\n",
       "VADER score                    4.0                           4.3   \n",
       "\n",
       "name         colectivo_coffee_us_bank_milwaukee  \\\n",
       "VADER score                                 4.5   \n",
       "\n",
       "name         dryhootch_coffeehouse_milwaukee  grace_place_coffee_milwaukee  \\\n",
       "VADER score                              4.3                           4.6   \n",
       "\n",
       "name         holey_moley_coffee_doughnuts_milwaukee  \\\n",
       "VADER score                                     4.5   \n",
       "\n",
       "name         milwaukee_coffee_peddlers_milwaukee_2  \\\n",
       "VADER score                                    4.9   \n",
       "\n",
       "name         pilcrow_coffee_milwaukee_2  \\\n",
       "VADER score                         4.7   \n",
       "\n",
       "name         rochambo_coffee_and_tea_house_milwaukee  \\\n",
       "VADER score                                      4.5   \n",
       "\n",
       "name         sojourner_mobile_coffee_milwaukee  \\\n",
       "VADER score                                4.8   \n",
       "\n",
       "name         stone_creek_coffee_milwaukee_13  stone_creek_coffee_milwaukee_14  \n",
       "VADER score                              4.7                              4.6  "
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "VADER_avg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 286
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 4549,
     "status": "ok",
     "timestamp": 1565033511764,
     "user": {
      "displayName": "Randy Geszvain",
      "photoUrl": "",
      "userId": "01626251001813095820"
     },
     "user_tz": 300
    },
    "id": "80y3pu7q_E1Q",
    "outputId": "d309b2ed-09eb-4c57-deb9-cf89361a8445"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0, 'alderaan_coffee_milwaukee'),\n",
       " Text(0, 0, 'anodyne_coffee_roasting_milwaukee_5'),\n",
       " Text(0, 0, 'coffeetails_milwaukee'),\n",
       " Text(0, 0, 'colectivo_coffee_milwaukee_5'),\n",
       " Text(0, 0, 'colectivo_coffee_us_bank_milwaukee'),\n",
       " Text(0, 0, 'dryhootch_coffeehouse_milwaukee'),\n",
       " Text(0, 0, 'grace_place_coffee_milwaukee'),\n",
       " Text(0, 0, 'holey_moley_coffee_doughnuts_milwaukee'),\n",
       " Text(0, 0, 'milwaukee_coffee_peddlers_milwaukee_2'),\n",
       " Text(0, 0, 'pilcrow_coffee_milwaukee_2'),\n",
       " Text(0, 0, 'rochambo_coffee_and_tea_house_milwaukee'),\n",
       " Text(0, 0, 'sojourner_mobile_coffee_milwaukee'),\n",
       " Text(0, 0, 'stone_creek_coffee_milwaukee_13'),\n",
       " Text(0, 0, 'stone_creek_coffee_milwaukee_14')]"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16, 10))\n",
    "ax = sns.barplot(data=VADER_avg)\n",
    "ax.set_xticklabels(ax.get_xticklabels(),rotation=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "ha91cjPPAc36"
   },
   "outputs": [],
   "source": [
    "sentences = pd.DataFrame(sentences)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "MIqWaTYVAfB9"
   },
   "outputs": [],
   "source": [
    "vader = sentences.set_index('date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "ICEX3p4HCu9r"
   },
   "outputs": [],
   "source": [
    "vader_lavender = vader[vader['text'].str.contains(\"lavender\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [],
   "source": [
    "vader_lavender_score = vader_lavender[[\"name\",\"VADER score\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [],
   "source": [
    "indexNames = vader_lavender_score[ vader_lavender_score['name'] == 'holey_moley_coffee_doughnuts_milwaukee' ].index\n",
    " \n",
    "# Delete these row indexes from dataFrame\n",
    "vader_lavender_score.drop(indexNames , inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/randallgeszvain/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "vader_lavender_score['VADER score'] = round(((vader_lavender_score['VADER score']+1)/4)*10,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/randallgeszvain/anaconda3/lib/python3.7/site-packages/seaborn/categorical.py:3666: UserWarning: The `factorplot` function has been renamed to `catplot`. The original name will be removed in a future release. Please update your code. Note that the default `kind` in `factorplot` (`'point'`) has changed `'strip'` in `catplot`.\n",
      "  warnings.warn(msg)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7ffb6143a780>"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Factor Plot\n",
    "g = sns.factorplot(x='name', \n",
    "                   y='VADER score', \n",
    "                   data=vader_lavender_score, \n",
    "                   kind='swarm') # Swarmplot\n",
    " \n",
    "# Rotate x-axis labels\n",
    "g.set_xticklabels(rotation=30)\n",
    " \n",
    "# Doesn't work because only rotates last plot\n",
    "# plt.xticks(rotation=-45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "from wordcloud import WordCloud,STOPWORDS\n",
    "import matplotlib.pyplot as plt "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "indexNames = vader_lavender[ vader_lavender['name'] == 'holey_moley_coffee_doughnuts_milwaukee' ].index\n",
    " \n",
    "# Delete these row indexes from dataFrame\n",
    "vader_lavender.drop(indexNames , inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = vader_lavender[['text']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [],
   "source": [
    "words = ' '.join(df['text'])\n",
    "cleaned_word = \" \".join([word for word in words.split()\n",
    "                            if 'http' not in word\n",
    "                                and not word.startswith('@')\n",
    "                                and word != 'RT'\n",
    "                            ])\n",
    "\n",
    "stopwords = set(STOPWORDS)\n",
    "stopwords.add(\"amp\")\n",
    "\n",
    "wordcloud = WordCloud(stopwords=stopwords,\n",
    "                      background_color='black',\n",
    "                      width=3000,\n",
    "                      height=2500\n",
    "                     ).generate(cleaned_word)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1,figsize=(12, 12))\n",
    "plt.imshow(wordcloud)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "Scrape_Yelp_Reviews.ipynb",
   "provenance": [],
   "version": "0.3.2"
  },
  "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": 1
}