customer_voice_eda.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Understanding\n",
    "\n",
    "### YELP Open Dataset\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Builiding an initial database with json files\n",
    "\n",
    "There are several json files on data set from Yelp( https://www.yelp.com/dataset ),\n",
    "upload to mongodb with\n",
    "\n",
    "> mongoimport\n",
    "\n",
    "And build some indexs on the mongodb collections with\n",
    "\n",
    "> db.collection.createIndex\n",
    "\n",
    "Dataset has Business, Reviews, Pictures for 10 Metropolitan areas."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Import necessary libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pymongo\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import folium\n",
    "plt.style.use('bmh')\n",
    "\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.feature_extraction import stop_words\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.metrics import log_loss\n",
    "from sklearn.pipeline import Pipeline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Setup for accessing database"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "mc = pymongo.MongoClient()\n",
    "db = mc['yelp']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "business_coll = db['business']\n",
    "review_coll = db['review']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Shapes of Data\n",
    "\n",
    "Business Collection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "192609"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# how many business?\n",
    "business_coll.count_documents({})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'_id': ObjectId('5ced65b1ba8666cdc2af7fa8'),\n",
       " 'business_id': 'xvX2CttrVhyG2z1dFg_0xw',\n",
       " 'name': 'Farmers Insurance - Paul Lorenz',\n",
       " 'address': '15655 W Roosevelt St, Ste 237',\n",
       " 'city': 'Goodyear',\n",
       " 'state': 'AZ',\n",
       " 'postal_code': '85338',\n",
       " 'latitude': 33.4556129678,\n",
       " 'longitude': -112.3955963552,\n",
       " 'stars': 5.0,\n",
       " 'review_count': 3,\n",
       " 'is_open': 1,\n",
       " 'attributes': None,\n",
       " 'categories': 'Insurance, Financial Services',\n",
       " 'hours': {'Monday': '8:0-17:0',\n",
       "  'Tuesday': '8:0-17:0',\n",
       "  'Wednesday': '8:0-17:0',\n",
       "  'Thursday': '8:0-17:0',\n",
       "  'Friday': '8:0-17:0'}}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# what's inside?\n",
    "cur = business_coll.find({})\n",
    "next(cur)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['AZ', 'ON', 'NC', 'AB', 'NV', 'OH', 'PA', 'QC', 'WI', 'IL', 'NY', 'SC', 'TX', 'UT', 'NM', 'FL', 'CA', 'VA', 'BAS', 'NE', 'AK', 'XGM', 'WA', 'XWY', 'CON', 'BC', 'GA', 'VT', 'CT', 'AL', 'DUR', 'TN', 'NJ', 'AR', 'XGL', 'DOW']\n"
     ]
    }
   ],
   "source": [
    "# how many states?\n",
    "states = business_coll.find({}).distinct(\"state\")\n",
    "print(states)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1204"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# how many cities?\n",
    "cities = business_coll.find({}).distinct(\"city\")\n",
    "len(cities)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A lot of Cities in the dataset,\n",
    "\n",
    "we choose Las Vegas because there are many visitors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "29370"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# how many businesses in Las Vegas?\n",
    "business_coll.count_documents({'city':'Las Vegas'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6450"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# how many restaurants in Vegas?\n",
    "business_coll.count_documents({'categories':{\"$regex\": u\"Restaurants\"}, \n",
    "                               'city':'Las Vegas'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get restaurants in vegas to Data Frame\n",
    "vegas_cur = business_coll.find({'categories':{\"$regex\": u\"Restaurants\"}, \n",
    "                               'city':'Las Vegas'})\n",
    "vegas_df = pd.DataFrame(list(vegas_cur))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
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       "      <td>6055 E Lake Mead Blvd</td>\n",
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       "      <td>Maria's Mexican Restaurant &amp; Bakery</td>\n",
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       "      <td>4.5</td>\n",
       "      <td>NV</td>\n",
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       "      <td>Carluccio's Tivoli Gardens</td>\n",
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       "      <td>4.0</td>\n",
       "      <td>NV</td>\n",
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       "      <td>6125 Spring Mountain Rd</td>\n",
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       "      <td>kANF0dbeoW34s2vwh6Umfw</td>\n",
       "      <td>Fast Food, Food, Restaurants, Ice Cream &amp; Froz...</td>\n",
       "      <td>Las Vegas</td>\n",
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       "      <td>36.125031</td>\n",
       "      <td>-115.225620</td>\n",
       "      <td>Dairy Queen</td>\n",
       "      <td>89146</td>\n",
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       "      <td>2.0</td>\n",
       "      <td>NV</td>\n",
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       "      <td>5ced65b1ba8666cdc2af8015</td>\n",
       "      <td>4343 N Rancho Dr</td>\n",
       "      <td>None</td>\n",
       "      <td>X8mtoSxY8whtmbDlj0D3Aw</td>\n",
       "      <td>Restaurants, Chinese</td>\n",
       "      <td>Las Vegas</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "      <td>36.238596</td>\n",
       "      <td>-115.233331</td>\n",
       "      <td>Imperial Asian Buffet</td>\n",
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       "      <td>4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NV</td>\n",
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       "    <tr>\n",
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       "      <td>Artisan Hotel, 1501 W Sahara Ave</td>\n",
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       "      <td>Las Vegas</td>\n",
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       "                        _id                           address  \\\n",
       "0  5ced65b1ba8666cdc2af7fc0             6055 E Lake Mead Blvd   \n",
       "1  5ced65b1ba8666cdc2af7fc5      1775 E Tropicana Ave, Ste 29   \n",
       "2  5ced65b1ba8666cdc2af7ff2           6125 Spring Mountain Rd   \n",
       "3  5ced65b1ba8666cdc2af8015                  4343 N Rancho Dr   \n",
       "4  5ced65b1ba8666cdc2af8033  Artisan Hotel, 1501 W Sahara Ave   \n",
       "\n",
       "                                          attributes             business_id  \\\n",
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       "1  {'OutdoorSeating': 'False', 'BusinessAcceptsCr...  PZ-LZzSlhSe9utkQYU8pFg   \n",
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       "4  {'RestaurantsAttire': ''dressy'', 'Corkage': '...  bJP4l_BGq2CudEu0m-wNjg   \n",
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       "                                          categories       city  \\\n",
       "0  Mexican, Restaurants, Patisserie/Cake Shop, Fo...  Las Vegas   \n",
       "1                               Restaurants, Italian  Las Vegas   \n",
       "2  Fast Food, Food, Restaurants, Ice Cream & Froz...  Las Vegas   \n",
       "3                               Restaurants, Chinese  Las Vegas   \n",
       "4        Restaurants, Pizza, Italian, American (New)  Las Vegas   \n",
       "\n",
       "                                               hours  is_open   latitude  \\\n",
       "0  {'Monday': '11:0-21:0', 'Tuesday': '10:0-21:0'...        1  36.195615   \n",
       "1                                               None        0  36.100016   \n",
       "2                                               None        0  36.125031   \n",
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       "4  {'Monday': '16:0-0:0', 'Tuesday': '16:0-0:0', ...        0  36.143672   \n",
       "\n",
       "    longitude                                 name postal_code  review_count  \\\n",
       "0 -115.040529  Maria's Mexican Restaurant & Bakery       89156           184   \n",
       "1 -115.128529           Carluccio's Tivoli Gardens       89119            40   \n",
       "2 -115.225620                          Dairy Queen       89146            33   \n",
       "3 -115.233331                Imperial Asian Buffet       89030             4   \n",
       "4 -115.169792             Artisan Fine Dining Room       89102             3   \n",
       "\n",
       "   stars state  \n",
       "0    4.5    NV  \n",
       "1    4.0    NV  \n",
       "2    2.0    NV  \n",
       "3    2.0    NV  \n",
       "4    2.0    NV  "
      ]
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     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
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    "vegas_df.head()"
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-115.0616705418], [36.1276053937, -115.1691747628], [36.125908, -115.197904], [36.1432041, -115.262866], [36.0561222, -115.2812612], [36.1111032, -115.0641991], [36.1999763, -115.0980989], [36.1146053, -115.1002884], [36.0202636719, -115.116973877], [36.2899554528, -115.2858883125], [36.0815129407, -115.1374099621], [36.1691517, -115.2913521], [36.0342435, -115.1714093], [36.117735, -115.171714], [36.115367, -115.174912], [36.143117, -115.275824], [36.215959121, -115.2513092065], [36.2498922, -115.2441383], [36.1587616, -115.2242537], [36.1072817167, -115.1765477628], [36.1275236, -115.1715003], [36.0474982, -115.170435], [36.115118, -115.1477724], [36.1004312, -115.3048029], [36.0350856, -115.1357861], [36.101065, -115.30239], [36.1271566, -115.2800102], [36.0993783, -115.1710285], [36.1005311499, -115.099962846], [36.1067731, -115.1721488], [36.1011439, -115.2274256], [36.1953091495, -115.2477486843], [36.1736340768, -115.0598144531], [36.1066864, -115.1370841], [36.171496, -115.141486], [36.0145972, -115.1171168], [36.1440852, -115.2024865], [36.127704971, -115.2240540365], [36.2075183, -115.2681365], [36.1218602707, -115.1689448836], [36.0986889, -115.1752059], [36.1433968, -115.2419755], [36.160555, -115.145874], [36.1228519609, -115.1690649388], [36.056157, -115.2813044], [36.099142, -115.136192], [36.1272823, -115.2413555], [36.0559083368, -115.2779293743], [36.111402, -115.279414], [36.1290784, -115.188491], [36.2216289, -115.3290609], [36.1992596, -115.2806793], [36.1213605528, -115.1740420428], [36.1147068, -115.0998868], [36.1152068661, -115.1533738565], [36.109759, -115.176655], [36.0991195, -115.2999582], [36.1585181, -115.097074], [36.1254098, -115.2052654], [36.0723732, -115.1003922], [36.2842738306, -115.287330502], [36.1932248, -115.3040384], [36.0681018, -115.1903154], [36.1206111, -115.1768386], [36.1220145, -115.1696529], [36.1007681658, -115.2254771213], [36.0721266, -115.2068949], [36.126878, -115.165747], [36.1164183797, -115.1713448437], [36.3027161, -115.2822305], [36.1416493076, -115.1351979172], [36.1994795131, -115.197010872], [36.0796727306, -115.1195113733], [36.0686142, -115.1776615], [36.0995316815, -115.1983630983], [36.115417, -115.2003327], [36.221936, -115.1462928], [36.01979, -115.15036], [36.0118414459, -115.1530872658], [36.1884232, -115.2241091], [36.113987085, -115.3086563945], [36.2892014, -115.2873343], [36.130804, -115.198971], [36.026212, -115.1193405], [36.2967459, -115.2884813], [36.1643156, -115.1574463], [36.0878954207, -115.1903286]],
                {"blur": 15, "max": 1.0, "maxZoom": 18, "minOpacity": 0.5, "radius": 8}
            ).addTo(map_cdcc0d6015c64d9c9b4fbea7dd91e2c6);
        
    
            map_cdcc0d6015c64d9c9b4fbea7dd91e2c6.fitBounds(
                [[35.9208835, -115.4529935592], [36.381974, -114.8963371894]],
                {}
            );
        
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1a25701588>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Draw Heatmap with review_count for business\n",
    "from folium import plugins\n",
    "from folium.plugins import HeatMap\n",
    "from folium.plugins import MarkerCluster\n",
    "import branca.colormap as cm\n",
    "\n",
    "s = vegas_df.loc[:, ['latitude', 'longitude', 'review_count']]\n",
    "data=s.loc[:, ['latitude', 'longitude', 'review_count']]\n",
    "\n",
    "map = folium.Map(location=[vegas_df['latitude'].median(),\n",
    "                           vegas_df['longitude'].median()], \n",
    "                 zoom_start=9,\n",
    "                 width=800, height=800)\n",
    "\n",
    "heat_df = data[['latitude', 'longitude', 'review_count']]\n",
    "\n",
    "# List comprehension to make out list of lists\n",
    "heat_data = [[row['latitude'],row['longitude']] for index, row in heat_df.iterrows()]\n",
    "\n",
    "# Plot it on the map\n",
    "plugins.HeatMap(heat_data, radius=8).add_to(map)\n",
    "map.fit_bounds(map.get_bounds())\n",
    "\n",
    "map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# how stars are spread on the map\n",
    "_ = vegas_df.plot(kind='scatter', \n",
    "                  x='longitude', \n",
    "                  y='latitude',\n",
    "                  c=vegas_df['stars'], \n",
    "                  cmap=plt.get_cmap('jet'), \n",
    "                  colorbar=True,\n",
    "                  alpha=0.6,\n",
    "                  title='Restaurants in Las Vegas',\n",
    "                  figsize=(8, 6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Review Collection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6685900"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# how many reviews?\n",
    "review_coll.count_documents({})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'_id': ObjectId('5ced66f9ba8666cdc2b7f848'),\n",
       " 'review_id': '2TzJjDVDEuAW6MR5Vuc1ug',\n",
       " 'user_id': 'n6-Gk65cPZL6Uz8qRm3NYw',\n",
       " 'business_id': 'WTqjgwHlXbSFevF32_DJVw',\n",
       " 'stars': 5.0,\n",
       " 'useful': 3,\n",
       " 'funny': 0,\n",
       " 'cool': 0,\n",
       " 'text': \"I have to say that this office really has it together, they are so organized and friendly!  Dr. J. Phillipp is a great dentist, very friendly and professional.  The dental assistants that helped in my procedure were amazing, Jewel and Bailey helped me to feel comfortable!  I don't have dental insurance, but they have this insurance through their office you can purchase for $80 something a year and this gave me 25% off all of my dental work, plus they helped me get signed up for care credit which I knew nothing about before this visit!  I highly recommend this office for the nice synergy the whole office has!\",\n",
       " 'date': '2016-11-09 20:09:03'}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# what's inside?\n",
    "cur = review_coll.find({})\n",
    "next(cur)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let's check the stars on reviews"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6685900"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get all stars in reviews\n",
    "cursor = review_coll.find({})\n",
    "\n",
    "stars = [review['stars'] for review in cursor]\n",
    "len(stars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "# Historam of stars for all reviews\n",
    "plt.hist(stars, bins=5);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### What is differ stars on business and review"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Business    Ave of reviews\n",
      "---------------------------\n",
      "4.5         4.301587301587301\n",
      "4.0         4.097560975609756\n",
      "2.0         2.242424242424242\n",
      "2.0         1.75\n",
      "2.0         2.0\n",
      "3.0         2.9661016949152543\n",
      "3.5         3.6482504604051567\n",
      "4.5         4.666666666666667\n",
      "4.5         4.666666666666667\n",
      "3.5         3.6785714285714284\n",
      "4.0         4.012820512820513\n"
     ]
    }
   ],
   "source": [
    "# Check with Restaurants in Vegas\n",
    "# Get stars on Business and\n",
    "# Get stars of average on Reviews for the Business\n",
    "cur = business_coll.find({'categories':{\"$regex\": u\"Restaurants\"}, \n",
    "                          'city':'Las Vegas'})\n",
    "\n",
    "print('Business', '   Ave of reviews')\n",
    "print('---------------------------')\n",
    "for i, doc in enumerate(cur):\n",
    "    review_cur = review_coll.find({\n",
    "        'business_id': doc['business_id']\n",
    "    })\n",
    "    stars = 0\n",
    "    counts = 0\n",
    "    for review in review_cur:\n",
    "        stars += review['stars']\n",
    "        counts += 1\n",
    "        \n",
    "    print(doc['stars'], '       ', stars/counts)\n",
    "    \n",
    "    # for only 10 business\n",
    "    if i == 10:\n",
    "        break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Make an review_dataframe for Trainging/Testing Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get_reviews function\n",
    "def get_reviews(category = u'Restaurants', \n",
    "                city='Las Vegas', \n",
    "                max_business_count = 1000):    \n",
    "    '''Return reviews list for category/city'''\n",
    "\n",
    "    cursor = business_coll.find({'categories': {\"$regex\": category},  \n",
    "                                 'city':city})\n",
    "\n",
    "    review_list = []\n",
    "    count = 0\n",
    "    for doc in cursor:\n",
    "        review_cur = review_coll.find({\n",
    "            'business_id': doc['business_id']\n",
    "        })\n",
    "\n",
    "        # Do it for only max_count\n",
    "        count +=1\n",
    "        if count == max_business_count:\n",
    "            break\n",
    "\n",
    "        # Just extract stars and text from review\n",
    "        for review in review_cur:\n",
    "            data = {}\n",
    "            data['stars'] = review['stars']\n",
    "            data['text'] = review['text']\n",
    "            review_list.append(data)\n",
    "\n",
    "    return review_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Build Data Set for Training Classifier"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Start with review for 1000 business"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "review_df = pd.DataFrame(get_reviews())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>stars</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4.0</td>\n",
       "      <td>We found out about this gem from The Man's co-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.0</td>\n",
       "      <td>The \"chips\" are a fried corn tortilla which we...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.0</td>\n",
       "      <td>The pollo mole is well worth the trip out here...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>I've ordered Caldo de Rez from here twice and ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>My boyfriend doesn't like Mexican food yet he ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   stars                                               text\n",
       "0    4.0  We found out about this gem from The Man's co-...\n",
       "1    3.0  The \"chips\" are a fried corn tortilla which we...\n",
       "2    4.0  The pollo mole is well worth the trip out here...\n",
       "3    3.0  I've ordered Caldo de Rez from here twice and ...\n",
       "4    5.0  My boyfriend doesn't like Mexican food yet he ..."
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "review_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Write some functions to check performance of model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_accuracy(labels, predicts):\n",
    "    '''Return probability of accuray'''\n",
    "    count = 0\n",
    "    total = 0\n",
    "\n",
    "    for i, value in enumerate(labels):\n",
    "        if value == predicts[i]:\n",
    "            count += 1\n",
    "        total = i+1\n",
    "\n",
    "    return count / total"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def check_model(pipeline, dataframe, test_size=0.2, random_state=42):\n",
    "    '''Return performance of pipeline with dataframe'''\n",
    "    # set train & test variables\n",
    "    X_train, X_test, y_train, y_test = train_test_split(dataframe['text'], \n",
    "                                                        dataframe['target'], \n",
    "                                                        test_size=test_size, \n",
    "                                                        random_state=random_state)\n",
    "    \n",
    "    # fit to model\n",
    "    pipeline.fit(X_train, y_train)\n",
    "    \n",
    "    # predict with test data\n",
    "    test_pred_val = pipeline.predict(X_test)\n",
    "    test_pred_prob = pipeline.predict_proba(X_test)\n",
    "\n",
    "    # predict with train data\n",
    "    train_pred_val = pipeline.predict(X_train)\n",
    "    train_pred_prob = pipeline.predict_proba(X_train)\n",
    "\n",
    "    # calculate performance of model\n",
    "    test_accuracy = get_accuracy(y_test, test_pred_val)\n",
    "    test_logloss = log_loss(y_test, test_pred_prob)\n",
    "    \n",
    "    train_accuracy = get_accuracy(y_train, train_pred_val)\n",
    "    train_logloss = log_loss(y_train, train_pred_prob)\n",
    "\n",
    "    # return result\n",
    "    return ({\n",
    "        'test_accuracy': test_accuracy,\n",
    "        'test_logloss': test_logloss,\n",
    "        'train_accuracy': train_accuracy,\n",
    "        'train_logloss': train_logloss\n",
    "    })\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Parameters for TF-IDF vectorize\n",
    "ngrams_1 = {\n",
    "    'ngram_range': (1, 1),\n",
    "    'stop_words': 'english',\n",
    "    'dtype': 'int32',\n",
    "    'strip_accents': 'unicode',\n",
    "    'decode_error': 'replace',\n",
    "    'analyzer': 'word',\n",
    "    'min_df': 2\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Base model with TFIDF-Logistic Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "pp_1n_logi = Pipeline([\n",
    "    ('tfidf', TfidfVectorizer(ngrams_1)),\n",
    "    ('classifier', LogisticRegression(solver='liblinear',\n",
    "                                      multi_class='ovr'))\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "review_df['target'] = review_df['stars']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# test model with check_model function\n",
    "first_test = check_model(pp_1n_logi, review_df)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'test_accuracy': 0.6495568090249798,\n",
       " 'test_logloss': 0.8448144293305668,\n",
       " 'train_accuracy': 0.7058582575645658,\n",
       " 'train_logloss': 0.7572538215738449}"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "first_test"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Change target to 3 categories\n",
    "\n",
    "First model is not bad, but need to be improved.<br>\n",
    "There are a lot more 4, 5 stars than 1, 2, 3 stars, <br>\n",
    "Set 1, 2, 3 stars to 'Bad', 4 stars to 'Neutral', 5 stars to 'Good'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# set new \"class\" column \n",
    "review_df['target'] = 'Bad'\n",
    "review_df.loc[review_df['stars'] == 5, 'target'] = 'Good'\n",
    "review_df.loc[review_df['stars'] == 4, 'target'] = 'Neutral'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# array for histogram\n",
    "hist_data = []\n",
    "for target in review_df['target']:\n",
    "    if target == 'Good':\n",
    "        hist_data.append(3)\n",
    "        continue\n",
    "    if target == 'Neutral':\n",
    "        hist_data.append(2)\n",
    "        continue\n",
    "    if target == 'Bad':\n",
    "        hist_data.append(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "# Draw histogram for Bad/Neutral/Good\n",
    "plt.hist(hist_data, bins=3);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# another check with model\n",
    "category3_test = check_model(pp_1n_logi, review_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'test_accuracy': 0.7536932581251679,\n",
       " 'test_logloss': 0.5823332556792181,\n",
       " 'train_accuracy': 0.787070736915618,\n",
       " 'train_logloss': 0.528981976414413}"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# show result\n",
    "category3_test"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Test with 2-ngrams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "ngrams_2 = {\n",
    "    'ngram_range': (2, 2),\n",
    "    'stop_words': 'english',\n",
    "    'dtype': 'int32',\n",
    "    'strip_accents': 'unicode',\n",
    "    'decode_error': 'replace',\n",
    "    'analyzer': 'word',\n",
    "    'min_df': 2\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "pp_2n_logi = Pipeline([\n",
    "    ('tfidf', TfidfVectorizer(ngrams_2)),\n",
    "    ('classifier', LogisticRegression(solver='liblinear',\n",
    "                                      multi_class='ovr'))\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "twongrams_test = check_model(pp_2n_logi, review_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'test_accuracy': 0.7536932581251679,\n",
       " 'test_logloss': 0.5823332556792181,\n",
       " 'train_accuracy': 0.787070736915618,\n",
       " 'train_logloss': 0.528981976414413}"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twongrams_test"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### with MORE reviews"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "more_review = pd.DataFrame(get_reviews(category='Restaurants', city='Las Vegas', max_business_count = 4000 ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "more_review['target'] = 'Bad'\n",
    "more_review.loc[more_review['stars'] == 5, 'target'] = 'Good'\n",
    "more_review.loc[more_review['stars'] == 4, 'target'] = 'Neutral'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "more_data_test = check_model(pp_1n_logi, more_review)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'test_accuracy': 0.756166426935166,\n",
       " 'test_logloss': 0.5671105196776742,\n",
       " 'train_accuracy': 0.7771555096808563,\n",
       " 'train_logloss': 0.5363666393326931}"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "more_data_test"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Export model with Pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('cust_voice_model.pkl', 'wb') as f:\n",
    "    pickle.dump(pp_1n_logi, f) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### With SelectKBest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_selection import SelectKBest\n",
    "from sklearn.feature_selection import f_classif\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "TOP_K = 20000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "pp_KBest = Pipeline([\n",
    "    ('tfidf', TfidfVectorizer(ngrams_2)),\n",
    "    ('KBest', SelectKBest(f_classif, k=TOP_K)),\n",
    "    ('classifier', LogisticRegression(solver='liblinear',\n",
    "                                      multi_class='ovr'))\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "kbest20k_test = check_model(pp_KBest, more_review)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'test_accuracy': 0.7564594321027116,\n",
       " 'test_logloss': 0.5673810179242142,\n",
       " 'train_accuracy': 0.7705761899212547,\n",
       " 'train_logloss': 0.5464490849144116}"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kbest20k_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "TOP_2K = 2000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "pp_2KBest = Pipeline([\n",
    "    ('tfidf', TfidfVectorizer(ngrams_1)),\n",
    "    ('KBest', SelectKBest(f_classif, k=TOP_K)),\n",
    "    ('classifier', LogisticRegression(solver='liblinear',\n",
    "                                      multi_class='ovr'))\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "kbest2k_test = check_model(pp_2KBest, more_review)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'test_accuracy': 0.7505393958766182,\n",
       " 'test_logloss': 0.5824869963837966,\n",
       " 'train_accuracy': 0.7542410974411907,\n",
       " 'train_logloss': 0.576612378487107}"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kbest2k_test"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### With XGBOOST MODEL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xgboost as xgb\n",
    "import os\n",
    "os.environ['KMP_DUPLICATE_LIB_OK']='TRUE'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "pp_clf = Pipeline([\n",
    "    ('tfidf', TfidfVectorizer(ngrams_1)),\n",
    "    ('KBest', SelectKBest(f_classif, k=TOP_2K)),\n",
    "    ('classifier', xgb.XGBClassifier())\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "xgb_test = check_model(pp_clf, review_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'test_accuracy': 0.6798818157399946,\n",
       " 'test_logloss': 0.7653447932481422,\n",
       " 'train_accuracy': 0.6863307323493466,\n",
       " 'train_logloss': 0.7564591762025}"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xgb_test"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Conclusions \n",
    "\n",
    "This is just baseline model testing for customer voice,<br> \n",
    "we need to explore more with various data and models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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