Yelp_Reviews_Classification.ipynb

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      "name": "Yelp Reviews Classification.ipynb",
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  "cells": [
    {
      "cell_type": "markdown",
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      "source": [
        "<a href=\"https://colab.research.google.com/github/Shantanu9326/Data-Science-Portfolio/blob/master/Yelp_Reviews_Classification.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "n5qhwLgbaHux",
        "colab_type": "text"
      },
      "source": [
        "# YELP REVIEWS CLASSIFICATION (NLP)\n",
        "# By Shantanu Gupta\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "S_EwOOHVaHuy",
        "colab_type": "text"
      },
      "source": [
        "# PROBLEM STATEMENT"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yIkR9O6UaHuy",
        "colab_type": "text"
      },
      "source": [
        "- In this project, Natural Language Processing (NLP) strategies will be used to analyze Yelp reviews data\n",
        "- Number of 'stars' indicate the business rating given by a customer, ranging from 1 to 5\n",
        "- 'Cool', 'Useful' and 'Funny' indicate the number of cool votes given by other Yelp Users. \n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FssJJXTGaHuz",
        "colab_type": "text"
      },
      "source": [
        "# STEP #0: LIBRARIES IMPORT\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PPV0xNbqaHu0",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "%matplotlib inline"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nZ0c5dZkaHu2",
        "colab_type": "text"
      },
      "source": [
        "# STEP #1: IMPORT DATASET"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "x0kpY7MvbhU7",
        "colab_type": "code",
        "outputId": "c116e5ab-9fe9-4116-cbf4-11d892a913ff",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "#Running or Importing .py Files with Google Colab\n",
        "from google.colab import drive\n",
        "drive.mount('/content/drive/')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Drive already mounted at /content/drive/; to attempt to forcibly remount, call drive.mount(\"/content/drive/\", force_remount=True).\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rO2tpJFOaHu3",
        "colab_type": "code",
        "outputId": "0e154710-8978-4248-dd7b-c8ca43b3053a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "yelp_df = pd.read_csv('/content/drive/My Drive/app/yelp.csv')\n",
        "yelp_df"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>business_id</th>\n",
              "      <th>date</th>\n",
              "      <th>review_id</th>\n",
              "      <th>stars</th>\n",
              "      <th>text</th>\n",
              "      <th>type</th>\n",
              "      <th>user_id</th>\n",
              "      <th>cool</th>\n",
              "      <th>useful</th>\n",
              "      <th>funny</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>9yKzy9PApeiPPOUJEtnvkg</td>\n",
              "      <td>2011-01-26</td>\n",
              "      <td>fWKvX83p0-ka4JS3dc6E5A</td>\n",
              "      <td>5</td>\n",
              "      <td>My wife took me here on my birthday for breakf...</td>\n",
              "      <td>review</td>\n",
              "      <td>rLtl8ZkDX5vH5nAx9C3q5Q</td>\n",
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              "      <th>1</th>\n",
              "      <td>ZRJwVLyzEJq1VAihDhYiow</td>\n",
              "      <td>2011-07-27</td>\n",
              "      <td>IjZ33sJrzXqU-0X6U8NwyA</td>\n",
              "      <td>5</td>\n",
              "      <td>I have no idea why some people give bad review...</td>\n",
              "      <td>review</td>\n",
              "      <td>0a2KyEL0d3Yb1V6aivbIuQ</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>6oRAC4uyJCsJl1X0WZpVSA</td>\n",
              "      <td>2012-06-14</td>\n",
              "      <td>IESLBzqUCLdSzSqm0eCSxQ</td>\n",
              "      <td>4</td>\n",
              "      <td>love the gyro plate. Rice is so good and I als...</td>\n",
              "      <td>review</td>\n",
              "      <td>0hT2KtfLiobPvh6cDC8JQg</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>_1QQZuf4zZOyFCvXc0o6Vg</td>\n",
              "      <td>2010-05-27</td>\n",
              "      <td>G-WvGaISbqqaMHlNnByodA</td>\n",
              "      <td>5</td>\n",
              "      <td>Rosie, Dakota, and I LOVE Chaparral Dog Park!!...</td>\n",
              "      <td>review</td>\n",
              "      <td>uZetl9T0NcROGOyFfughhg</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>6ozycU1RpktNG2-1BroVtw</td>\n",
              "      <td>2012-01-05</td>\n",
              "      <td>1uJFq2r5QfJG_6ExMRCaGw</td>\n",
              "      <td>5</td>\n",
              "      <td>General Manager Scott Petello is a good egg!!!...</td>\n",
              "      <td>review</td>\n",
              "      <td>vYmM4KTsC8ZfQBg-j5MWkw</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>-yxfBYGB6SEqszmxJxd97A</td>\n",
              "      <td>2007-12-13</td>\n",
              "      <td>m2CKSsepBCoRYWxiRUsxAg</td>\n",
              "      <td>4</td>\n",
              "      <td>Quiessence is, simply put, beautiful.  Full wi...</td>\n",
              "      <td>review</td>\n",
              "      <td>sqYN3lNgvPbPCTRsMFu27g</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
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              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>zp713qNhx8d9KCJJnrw1xA</td>\n",
              "      <td>2010-02-12</td>\n",
              "      <td>riFQ3vxNpP4rWLk_CSri2A</td>\n",
              "      <td>5</td>\n",
              "      <td>Drop what you're doing and drive here. After I...</td>\n",
              "      <td>review</td>\n",
              "      <td>wFweIWhv2fREZV_dYkz_1g</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>hW0Ne_HTHEAgGF1rAdmR-g</td>\n",
              "      <td>2012-07-12</td>\n",
              "      <td>JL7GXJ9u4YMx7Rzs05NfiQ</td>\n",
              "      <td>4</td>\n",
              "      <td>Luckily, I didn't have to travel far to make m...</td>\n",
              "      <td>review</td>\n",
              "      <td>1ieuYcKS7zeAv_U15AB13A</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>wNUea3IXZWD63bbOQaOH-g</td>\n",
              "      <td>2012-08-17</td>\n",
              "      <td>XtnfnYmnJYi71yIuGsXIUA</td>\n",
              "      <td>4</td>\n",
              "      <td>Definitely come for Happy hour! Prices are ama...</td>\n",
              "      <td>review</td>\n",
              "      <td>Vh_DlizgGhSqQh4qfZ2h6A</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>nMHhuYan8e3cONo3PornJA</td>\n",
              "      <td>2010-08-11</td>\n",
              "      <td>jJAIXA46pU1swYyRCdfXtQ</td>\n",
              "      <td>5</td>\n",
              "      <td>Nobuo shows his unique talents with everything...</td>\n",
              "      <td>review</td>\n",
              "      <td>sUNkXg8-KFtCMQDV6zRzQg</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>AsSCv0q_BWqIe3mX2JqsOQ</td>\n",
              "      <td>2010-06-16</td>\n",
              "      <td>E11jzpKz9Kw5K7fuARWfRw</td>\n",
              "      <td>5</td>\n",
              "      <td>The oldish man who owns the store is as sweet ...</td>\n",
              "      <td>review</td>\n",
              "      <td>-OMlS6yWkYjVldNhC31wYg</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>e9nN4XxjdHj4qtKCOPq_vg</td>\n",
              "      <td>2011-10-21</td>\n",
              "      <td>3rPt0LxF7rgmEUrznoH22w</td>\n",
              "      <td>5</td>\n",
              "      <td>Wonderful Vietnamese sandwich shoppe. Their ba...</td>\n",
              "      <td>review</td>\n",
              "      <td>C1rHp3dmepNea7XiouwB6Q</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>h53YuCiIDfEFSJCQpk8v1g</td>\n",
              "      <td>2010-01-11</td>\n",
              "      <td>cGnKNX3I9rthE0-TH24-qA</td>\n",
              "      <td>5</td>\n",
              "      <td>They have a limited time thing going on right ...</td>\n",
              "      <td>review</td>\n",
              "      <td>UPtysDF6cUDUxq2KY-6Dcg</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>WGNIYMeXPyoWav1APUq7jA</td>\n",
              "      <td>2011-12-23</td>\n",
              "      <td>FvEEw1_OsrYdvwLV5Hrliw</td>\n",
              "      <td>4</td>\n",
              "      <td>Good tattoo shop. Clean space, multiple artist...</td>\n",
              "      <td>review</td>\n",
              "      <td>Xm8HXE1JHqscXe5BKf0GFQ</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>yc5AH9H71xJidA_J2mChLA</td>\n",
              "      <td>2010-05-20</td>\n",
              "      <td>pfUwBKYYmUXeiwrhDluQcw</td>\n",
              "      <td>4</td>\n",
              "      <td>I'm 2 weeks new to Phoenix. I looked up Irish ...</td>\n",
              "      <td>review</td>\n",
              "      <td>JOG-4G4e8ae3lx_szHtR8g</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>Vb9FPCEL6Ly24PNxLBaAFw</td>\n",
              "      <td>2011-03-20</td>\n",
              "      <td>HvqmdqWcerVWO3Gs6zbrOw</td>\n",
              "      <td>2</td>\n",
              "      <td>Was it worth the 21$ for a salad and small piz...</td>\n",
              "      <td>review</td>\n",
              "      <td>ylWOj2y7TV2e3yYeWhu2QA</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>supigcPNO9IKo6olaTNV-g</td>\n",
              "      <td>2008-10-12</td>\n",
              "      <td>HXP_0Ul-FCmA4f-k9CqvaQ</td>\n",
              "      <td>3</td>\n",
              "      <td>We went here on a Saturday afternoon and this ...</td>\n",
              "      <td>review</td>\n",
              "      <td>SBbftLzfYYKItOMFwOTIJg</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>O510Re68mOy9dU490JTKCg</td>\n",
              "      <td>2010-05-03</td>\n",
              "      <td>j4SIzrIy0WrmW4yr4--Khg</td>\n",
              "      <td>5</td>\n",
              "      <td>okay this is the best place EVER! i grew up sh...</td>\n",
              "      <td>review</td>\n",
              "      <td>u1KWcbPMvXFEEYkZZ0Yktg</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>b5cEoKR8iQliq-yT2_O0LQ</td>\n",
              "      <td>2009-03-06</td>\n",
              "      <td>v0cTd3PNpYCkTyGKSpOfGA</td>\n",
              "      <td>3</td>\n",
              "      <td>I met a friend for lunch yesterday. \\n\\nLoved ...</td>\n",
              "      <td>review</td>\n",
              "      <td>UsULgP4bKA8RMzs8dQzcsA</td>\n",
              "      <td>5</td>\n",
              "      <td>6</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>4JzzbSbK9wmlOBJZWYfuCg</td>\n",
              "      <td>2011-11-17</td>\n",
              "      <td>a0lCu-j2Sk_kHQsZi_eNgw</td>\n",
              "      <td>4</td>\n",
              "      <td>They've gotten better and better for me in the...</td>\n",
              "      <td>review</td>\n",
              "      <td>nDBly08j5URmrHQ2JCbyiw</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>8FNO4D3eozpIjj0k3q5Zbg</td>\n",
              "      <td>2008-10-08</td>\n",
              "      <td>MuqugTuR5DdIPcZ2IVP3aQ</td>\n",
              "      <td>3</td>\n",
              "      <td>DVAP....\\n\\nYou have to go at least once in yo...</td>\n",
              "      <td>review</td>\n",
              "      <td>C6IOtaaYdLIT5fWd7ZYIuA</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>tdcjXyFLMKAsvRhURNOkCg</td>\n",
              "      <td>2011-06-28</td>\n",
              "      <td>LmuKVFh03Uz318VKnUWrxA</td>\n",
              "      <td>5</td>\n",
              "      <td>This place shouldn't even be reviewed - becaus...</td>\n",
              "      <td>review</td>\n",
              "      <td>YN3ZLOdg8kpnfbVcIhuEZA</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>eFA9dqXT5EA_TrMgbo03QQ</td>\n",
              "      <td>2011-07-13</td>\n",
              "      <td>CQYc8hgKxV4enApDkx0IhA</td>\n",
              "      <td>5</td>\n",
              "      <td>first time my friend and I went there... it wa...</td>\n",
              "      <td>review</td>\n",
              "      <td>6lg55RIP23VhjYEBXJ8Njw</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>IJ0o6b8bJFAbG6MjGfBebQ</td>\n",
              "      <td>2010-09-05</td>\n",
              "      <td>Dx9sfFU6Zn0GYOckijom-g</td>\n",
              "      <td>1</td>\n",
              "      <td>U can go there n check the car out. If u wanna...</td>\n",
              "      <td>review</td>\n",
              "      <td>zRlQEDYd_HKp0VS3hnAffA</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>JhupPnWfNlMJivnWB5druA</td>\n",
              "      <td>2011-05-22</td>\n",
              "      <td>cFtQnKzn2VDpBedy_TxlvA</td>\n",
              "      <td>5</td>\n",
              "      <td>I love this place! I have been coming here for...</td>\n",
              "      <td>review</td>\n",
              "      <td>13xj6FSvYO0rZVRv5XZp4w</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>wzP2yNpV5p04nh0injjymA</td>\n",
              "      <td>2010-05-26</td>\n",
              "      <td>ChBeixVZerfFkeO0McdlbA</td>\n",
              "      <td>4</td>\n",
              "      <td>This place is great.  A nice little ole' fashi...</td>\n",
              "      <td>review</td>\n",
              "      <td>rLtl8ZkDX5vH5nAx9C3q5Q</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>qjmCVYkwP-HDa35jwYucbQ</td>\n",
              "      <td>2013-01-03</td>\n",
              "      <td>kZ4TzrVX6qeF0OvrVTGVEw</td>\n",
              "      <td>5</td>\n",
              "      <td>I love love LOVE this place. My boss (who is i...</td>\n",
              "      <td>review</td>\n",
              "      <td>fpItLlgimq0nRltWOkuJJw</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>wct7rZKyZqZftzmAU-vhWQ</td>\n",
              "      <td>2008-03-21</td>\n",
              "      <td>B5h25WK28rJjx4KHm4gr7g</td>\n",
              "      <td>4</td>\n",
              "      <td>Not that my review will mean much given the mo...</td>\n",
              "      <td>review</td>\n",
              "      <td>RRTraCQw77EU4yZh0BBTag</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>vz2zQQSjy-NnnKLZzjjoxA</td>\n",
              "      <td>2011-03-30</td>\n",
              "      <td>Y_ERKao0J5WsRiCtlKSNSA</td>\n",
              "      <td>4</td>\n",
              "      <td>Came here for breakfast yesterday, it had been...</td>\n",
              "      <td>review</td>\n",
              "      <td>EP3cGJvYiuOwumerwADplg</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>i213sY5rhkfCO8cD-FPr1A</td>\n",
              "      <td>2012-07-12</td>\n",
              "      <td>hre97jjSwon4bn1muHKOJg</td>\n",
              "      <td>4</td>\n",
              "      <td>Always reliably good.  Great beer selection as...</td>\n",
              "      <td>review</td>\n",
              "      <td>kpbhy1zPewGDmdNfNqQp-g</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9970</th>\n",
              "      <td>R6aazv8FB-6BeanY3ag8kw</td>\n",
              "      <td>2009-09-26</td>\n",
              "      <td>gP17ykqduf3AlewSaRb61w</td>\n",
              "      <td>5</td>\n",
              "      <td>This place is super cute lunch joint.  I had t...</td>\n",
              "      <td>review</td>\n",
              "      <td>mtoKqaQjGPWEc5YZbrYV9w</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9971</th>\n",
              "      <td>JOZqBKIOB8WEBAWm7v1JFA</td>\n",
              "      <td>2008-07-22</td>\n",
              "      <td>QI9rfeWrZnvK5ojz8cEoRg</td>\n",
              "      <td>5</td>\n",
              "      <td>The staff is great, the food is great, even th...</td>\n",
              "      <td>review</td>\n",
              "      <td>uBAMd01ZtGXaHrRD6THNzg</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9972</th>\n",
              "      <td>OllL0G9Kh_k1lx-2vrFDXQ</td>\n",
              "      <td>2012-10-23</td>\n",
              "      <td>U23UfuxN9DpAU0Dslc5KjQ</td>\n",
              "      <td>4</td>\n",
              "      <td>Yay, even though I miss living in Coronado I a...</td>\n",
              "      <td>review</td>\n",
              "      <td>Gh1EXuS42DY3rV_MzFpJpg</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9973</th>\n",
              "      <td>XHr5mXFgobOHoxbPJxmYdg</td>\n",
              "      <td>2009-09-28</td>\n",
              "      <td>udMiWjeG0OGcb4nNddDkBg</td>\n",
              "      <td>5</td>\n",
              "      <td>Wow!  Went on a Sunday around 11am - busy but ...</td>\n",
              "      <td>review</td>\n",
              "      <td>yRYNx24kUDRRBfJu1Rcojg</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9974</th>\n",
              "      <td>cdacUBBL2tDbDnB1EfhpQw</td>\n",
              "      <td>2009-12-16</td>\n",
              "      <td>bVU-_x9ijxjEImNluy84OA</td>\n",
              "      <td>2</td>\n",
              "      <td>If Cowboy Ciao is the best restaurant in Scott...</td>\n",
              "      <td>review</td>\n",
              "      <td>V9Uqt00HXwXT6mzsVCjMAw</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9975</th>\n",
              "      <td>EWMwV5V9BxNs_U6nNVMeqw</td>\n",
              "      <td>2007-10-20</td>\n",
              "      <td>g4LsVAoafmUDHiS-_yN4tA</td>\n",
              "      <td>5</td>\n",
              "      <td>When I lived in Phoenix, I was a regular at Fe...</td>\n",
              "      <td>review</td>\n",
              "      <td>TLj3XaclA7V4ldJ5yNP-9Q</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9976</th>\n",
              "      <td>iDYzGVIF1TDWdjHNgNjCVw</td>\n",
              "      <td>2009-09-11</td>\n",
              "      <td>bKjMcpNj0xSu2UI2EFQn1g</td>\n",
              "      <td>3</td>\n",
              "      <td>I was looking for chile rellenos and this plac...</td>\n",
              "      <td>review</td>\n",
              "      <td>2tUCLMHQKz4kA1VlRB_w0Q</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9977</th>\n",
              "      <td>iDYzGVIF1TDWdjHNgNjCVw</td>\n",
              "      <td>2012-10-30</td>\n",
              "      <td>qaNZyCUJA6Yp0mvPBCknPQ</td>\n",
              "      <td>5</td>\n",
              "      <td>Why did I wait so long to try this neighborhoo...</td>\n",
              "      <td>review</td>\n",
              "      <td>Id-8-NMEKxeXBR44eUdDeA</td>\n",
              "      <td>3</td>\n",
              "      <td>6</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9978</th>\n",
              "      <td>9Y3aQAVITkEJYe5vLZr13w</td>\n",
              "      <td>2010-04-01</td>\n",
              "      <td>ZoTUU6EJ1OBNr7mhqxHBLw</td>\n",
              "      <td>5</td>\n",
              "      <td>This is the place for a fabulos breakfast!! I ...</td>\n",
              "      <td>review</td>\n",
              "      <td>vasHsAZEgLZGJDTlIweUYQ</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9979</th>\n",
              "      <td>GV1P1x9eRb4iZHCxj5_IjA</td>\n",
              "      <td>2012-12-07</td>\n",
              "      <td>eVUs1C4yaVJNrc7SGTAheg</td>\n",
              "      <td>5</td>\n",
              "      <td>Highly recommend. This is my second time here ...</td>\n",
              "      <td>review</td>\n",
              "      <td>bJFdmJJxfXgCYA5DMmyeqQ</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9980</th>\n",
              "      <td>GHYOl_cnERMOhkCK_mGAlA</td>\n",
              "      <td>2011-07-03</td>\n",
              "      <td>Q-y3jSqccdytKxAyo1J0Xg</td>\n",
              "      <td>5</td>\n",
              "      <td>5 stars for the great $5 happy hour specials. ...</td>\n",
              "      <td>review</td>\n",
              "      <td>xZvRLPJ1ixhFVomkXSfXAw</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9981</th>\n",
              "      <td>AX8lx9wHNYT45lyd7pxaYw</td>\n",
              "      <td>2008-11-27</td>\n",
              "      <td>IyunTh7jnG7v3EYwfF3hPw</td>\n",
              "      <td>5</td>\n",
              "      <td>We brought the entire family to Giuseppe's las...</td>\n",
              "      <td>review</td>\n",
              "      <td>fczQCSmaWF78toLEmb0Zsw</td>\n",
              "      <td>10</td>\n",
              "      <td>9</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9982</th>\n",
              "      <td>KV-yJLmlODfUG1Mkds6kYw</td>\n",
              "      <td>2012-02-25</td>\n",
              "      <td>rIgZgxJPWTacq3mV6DfWfg</td>\n",
              "      <td>4</td>\n",
              "      <td>Best corned beef sandwich I've had anywhere at...</td>\n",
              "      <td>review</td>\n",
              "      <td>J-oVr0th2Y7ltPPOwy0Z8Q</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9983</th>\n",
              "      <td>24V8QQWO6VaVggHdxjQQ_A</td>\n",
              "      <td>2010-06-06</td>\n",
              "      <td>PqiIeFOiVr-tj_FtHGAH2g</td>\n",
              "      <td>3</td>\n",
              "      <td>3.5 stars. \\n\\nWe decided to check this place ...</td>\n",
              "      <td>review</td>\n",
              "      <td>LaEj3VpQh7bgpAZLzSRRrw</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9984</th>\n",
              "      <td>wepFVY82q_tuDzG6lQjHWw</td>\n",
              "      <td>2012-02-12</td>\n",
              "      <td>spusZYROtBKw_5tv3gYm4Q</td>\n",
              "      <td>1</td>\n",
              "      <td>Went last night to Whore Foods to get basics t...</td>\n",
              "      <td>review</td>\n",
              "      <td>W7zmm1uzlyUkEqpSG7PlBw</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9985</th>\n",
              "      <td>EMGkbiCMfMTflQux-_JY7Q</td>\n",
              "      <td>2012-10-17</td>\n",
              "      <td>wB-f0xfx7WIyrOsRJMkDOg</td>\n",
              "      <td>4</td>\n",
              "      <td>Awesome food! Little pricey but delicious. Lov...</td>\n",
              "      <td>review</td>\n",
              "      <td>9MJAacmjxtctbI3xncsK5Q</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9986</th>\n",
              "      <td>oCA2OZcd_Jo_ggVmUx3WVw</td>\n",
              "      <td>2012-03-31</td>\n",
              "      <td>ijPZPKKWDqdWOIqYkUsJJw</td>\n",
              "      <td>4</td>\n",
              "      <td>I came here in December and look forward to my...</td>\n",
              "      <td>review</td>\n",
              "      <td>yzwPJdn6yd2ccZqfy4LhUA</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9987</th>\n",
              "      <td>r-a-Cn9hxdEnYTtVTB5bMQ</td>\n",
              "      <td>2012-04-07</td>\n",
              "      <td>j9HwZZoBBmJgOlqDSuJcxg</td>\n",
              "      <td>1</td>\n",
              "      <td>The food is delicious.  The service:  discrimi...</td>\n",
              "      <td>review</td>\n",
              "      <td>toPtsUtYoRB-5-ThrOy2Fg</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9988</th>\n",
              "      <td>xY1sPHTA2RGVFlh5tZhs9g</td>\n",
              "      <td>2012-06-02</td>\n",
              "      <td>TM8hdYqs5Zi1jO5Yrq6E0g</td>\n",
              "      <td>4</td>\n",
              "      <td>For our first time we had a great time! Our se...</td>\n",
              "      <td>review</td>\n",
              "      <td>GvaNZY4poCcd3H4WxHjrLQ</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9989</th>\n",
              "      <td>mQUC-ATrFuMQSaDQb93Pug</td>\n",
              "      <td>2011-10-01</td>\n",
              "      <td>ta2P9joJqeFB8BzFp-AzjA</td>\n",
              "      <td>5</td>\n",
              "      <td>Great food and service! Country food at its best!</td>\n",
              "      <td>review</td>\n",
              "      <td>fKaO8fR1IAcfvZb6cBrs2w</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9990</th>\n",
              "      <td>R8VwdLyvsp9iybNqRvm94g</td>\n",
              "      <td>2011-10-03</td>\n",
              "      <td>pcEeHdAJPoFNF23es0kKWg</td>\n",
              "      <td>5</td>\n",
              "      <td>Yes I do rock the hipster joints.  I dig this ...</td>\n",
              "      <td>review</td>\n",
              "      <td>b92Y3tyWTQQZ5FLifex62Q</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9991</th>\n",
              "      <td>WJ5mq4EiWYAA4Vif0xDfdg</td>\n",
              "      <td>2011-12-05</td>\n",
              "      <td>EuHX-39FR7tyyG1ElvN1Jw</td>\n",
              "      <td>5</td>\n",
              "      <td>Only 4 stars? \\n\\n(A few notes: The folks that...</td>\n",
              "      <td>review</td>\n",
              "      <td>hTau-iNZFwoNsPCaiIUTEA</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9992</th>\n",
              "      <td>f96lWMIAUhYIYy9gOktivQ</td>\n",
              "      <td>2009-03-10</td>\n",
              "      <td>YF17z7HWlMj6aezZc-pVEw</td>\n",
              "      <td>5</td>\n",
              "      <td>I'm not normally one to jump at reviewing a ch...</td>\n",
              "      <td>review</td>\n",
              "      <td>W_QXYA7A0IhMrvbckz7eVg</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9993</th>\n",
              "      <td>maB4VHseFUY2TmPtAQnB9Q</td>\n",
              "      <td>2011-06-27</td>\n",
              "      <td>SNnyYHI9rw9TTltVX3TF-A</td>\n",
              "      <td>4</td>\n",
              "      <td>Judging by some of the reviews, maybe I went o...</td>\n",
              "      <td>review</td>\n",
              "      <td>T46gxPbJMWmlLyr7GxQLyQ</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9994</th>\n",
              "      <td>L3BSpFvxcNf3T_teitgt6A</td>\n",
              "      <td>2012-03-19</td>\n",
              "      <td>0nxb1gIGFgk3WbC5zwhKZg</td>\n",
              "      <td>5</td>\n",
              "      <td>Let's see...what is there NOT to like about Su...</td>\n",
              "      <td>review</td>\n",
              "      <td>OzOZv-Knlw3oz9K5Kh5S6A</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9995</th>\n",
              "      <td>VY_tvNUCCXGXQeSvJl757Q</td>\n",
              "      <td>2012-07-28</td>\n",
              "      <td>Ubyfp2RSDYW0g7Mbr8N3iA</td>\n",
              "      <td>3</td>\n",
              "      <td>First visit...Had lunch here today - used my G...</td>\n",
              "      <td>review</td>\n",
              "      <td>_eqQoPtQ3e3UxLE4faT6ow</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9996</th>\n",
              "      <td>EKzMHI1tip8rC1-ZAy64yg</td>\n",
              "      <td>2012-01-18</td>\n",
              "      <td>2XyIOQKbVFb6uXQdJ0RzlQ</td>\n",
              "      <td>4</td>\n",
              "      <td>Should be called house of deliciousness!\\n\\nI ...</td>\n",
              "      <td>review</td>\n",
              "      <td>ROru4uk5SaYc3rg8IU7SQw</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9997</th>\n",
              "      <td>53YGfwmbW73JhFiemNeyzQ</td>\n",
              "      <td>2010-11-16</td>\n",
              "      <td>jyznYkIbpqVmlsZxSDSypA</td>\n",
              "      <td>4</td>\n",
              "      <td>I recently visited Olive and Ivy for business ...</td>\n",
              "      <td>review</td>\n",
              "      <td>gGbN1aKQHMgfQZkqlsuwzg</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9998</th>\n",
              "      <td>9SKdOoDHcFoxK5ZtsgHJoA</td>\n",
              "      <td>2012-12-02</td>\n",
              "      <td>5UKq9WQE1qQbJ0DJbc-B6Q</td>\n",
              "      <td>2</td>\n",
              "      <td>My nephew just moved to Scottsdale recently so...</td>\n",
              "      <td>review</td>\n",
              "      <td>0lyVoNazXa20WzUyZPLaQQ</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9999</th>\n",
              "      <td>pF7uRzygyZsltbmVpjIyvw</td>\n",
              "      <td>2010-10-16</td>\n",
              "      <td>vWSmOhg2ID1MNZHaWapGbA</td>\n",
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              "17    O510Re68mOy9dU490JTKCg  2010-05-03  ...      0      0\n",
              "18    b5cEoKR8iQliq-yT2_O0LQ  2009-03-06  ...      6      4\n",
              "19    4JzzbSbK9wmlOBJZWYfuCg  2011-11-17  ...      1      1\n",
              "20    8FNO4D3eozpIjj0k3q5Zbg  2008-10-08  ...      4      1\n",
              "21    tdcjXyFLMKAsvRhURNOkCg  2011-06-28  ...      1      2\n",
              "22    eFA9dqXT5EA_TrMgbo03QQ  2011-07-13  ...      0      0\n",
              "23    IJ0o6b8bJFAbG6MjGfBebQ  2010-09-05  ...      1      1\n",
              "24    JhupPnWfNlMJivnWB5druA  2011-05-22  ...      1      0\n",
              "25    wzP2yNpV5p04nh0injjymA  2010-05-26  ...      0      0\n",
              "26    qjmCVYkwP-HDa35jwYucbQ  2013-01-03  ...      0      0\n",
              "27    wct7rZKyZqZftzmAU-vhWQ  2008-03-21  ...      4      1\n",
              "28    vz2zQQSjy-NnnKLZzjjoxA  2011-03-30  ...      1      1\n",
              "29    i213sY5rhkfCO8cD-FPr1A  2012-07-12  ...      1      0\n",
              "...                      ...         ...  ...    ...    ...\n",
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              "9977  iDYzGVIF1TDWdjHNgNjCVw  2012-10-30  ...      6      3\n",
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              "9983  24V8QQWO6VaVggHdxjQQ_A  2010-06-06  ...      4      1\n",
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              "9987  r-a-Cn9hxdEnYTtVTB5bMQ  2012-04-07  ...      0      0\n",
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              "9999  pF7uRzygyZsltbmVpjIyvw  2010-10-16  ...      0      0\n",
              "\n",
              "[10000 rows x 10 columns]"
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              "      <td>General Manager Scott Petello is a good egg!!!...</td>\n",
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              "              business_id        date  ... useful  funny\n",
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              "9  nMHhuYan8e3cONo3PornJA  2010-08-11  ...      1      0\n",
              "\n",
              "[10 rows x 10 columns]"
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      "source": [
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          "data": {
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              "\n",
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        "id": "RrlG_oidaHu_",
        "colab_type": "code",
        "outputId": "6ea4350a-0f99-43b6-e879-3540aa4b7f05",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        }
      },
      "source": [
        "yelp_df.describe()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>cool</th>\n",
              "      <th>useful</th>\n",
              "      <th>funny</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>10000.000000</td>\n",
              "      <td>10000.000000</td>\n",
              "      <td>10000.000000</td>\n",
              "      <td>10000.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>3.777500</td>\n",
              "      <td>0.876800</td>\n",
              "      <td>1.409300</td>\n",
              "      <td>0.701300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>1.214636</td>\n",
              "      <td>2.067861</td>\n",
              "      <td>2.336647</td>\n",
              "      <td>1.907942</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>3.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>4.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>5.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>5.000000</td>\n",
              "      <td>77.000000</td>\n",
              "      <td>76.000000</td>\n",
              "      <td>57.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "              stars          cool        useful         funny\n",
              "count  10000.000000  10000.000000  10000.000000  10000.000000\n",
              "mean       3.777500      0.876800      1.409300      0.701300\n",
              "std        1.214636      2.067861      2.336647      1.907942\n",
              "min        1.000000      0.000000      0.000000      0.000000\n",
              "25%        3.000000      0.000000      0.000000      0.000000\n",
              "50%        4.000000      0.000000      1.000000      0.000000\n",
              "75%        5.000000      1.000000      2.000000      1.000000\n",
              "max        5.000000     77.000000     76.000000     57.000000"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "scrolled": true,
        "id": "fNSdj66haHvB",
        "colab_type": "code",
        "outputId": "5e5b6ba1-d28b-4fc2-b3d1-3edb9e0204a6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 272
        }
      },
      "source": [
        "yelp_df.info()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 10000 entries, 0 to 9999\n",
            "Data columns (total 10 columns):\n",
            "business_id    10000 non-null object\n",
            "date           10000 non-null object\n",
            "review_id      10000 non-null object\n",
            "stars          10000 non-null int64\n",
            "text           10000 non-null object\n",
            "type           10000 non-null object\n",
            "user_id        10000 non-null object\n",
            "cool           10000 non-null int64\n",
            "useful         10000 non-null int64\n",
            "funny          10000 non-null int64\n",
            "dtypes: int64(4), object(6)\n",
            "memory usage: 781.3+ KB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6TxgOpNOaHvD",
        "colab_type": "text"
      },
      "source": [
        "# STEP #2: VISUALIZE DATASET"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hwUfwi8paHvE",
        "colab_type": "code",
        "outputId": "4c371fa4-fdff-4c70-ce6e-8c8fb952b18b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        }
      },
      "source": [
        "# Let's get the length of the messages\n",
        "yelp_df['length'] = yelp_df['text'].apply(len)\n",
        "yelp_df.head()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>business_id</th>\n",
              "      <th>date</th>\n",
              "      <th>review_id</th>\n",
              "      <th>stars</th>\n",
              "      <th>text</th>\n",
              "      <th>type</th>\n",
              "      <th>user_id</th>\n",
              "      <th>cool</th>\n",
              "      <th>useful</th>\n",
              "      <th>funny</th>\n",
              "      <th>length</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>9yKzy9PApeiPPOUJEtnvkg</td>\n",
              "      <td>2011-01-26</td>\n",
              "      <td>fWKvX83p0-ka4JS3dc6E5A</td>\n",
              "      <td>5</td>\n",
              "      <td>My wife took me here on my birthday for breakf...</td>\n",
              "      <td>review</td>\n",
              "      <td>rLtl8ZkDX5vH5nAx9C3q5Q</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>889</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>ZRJwVLyzEJq1VAihDhYiow</td>\n",
              "      <td>2011-07-27</td>\n",
              "      <td>IjZ33sJrzXqU-0X6U8NwyA</td>\n",
              "      <td>5</td>\n",
              "      <td>I have no idea why some people give bad review...</td>\n",
              "      <td>review</td>\n",
              "      <td>0a2KyEL0d3Yb1V6aivbIuQ</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1345</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>6oRAC4uyJCsJl1X0WZpVSA</td>\n",
              "      <td>2012-06-14</td>\n",
              "      <td>IESLBzqUCLdSzSqm0eCSxQ</td>\n",
              "      <td>4</td>\n",
              "      <td>love the gyro plate. Rice is so good and I als...</td>\n",
              "      <td>review</td>\n",
              "      <td>0hT2KtfLiobPvh6cDC8JQg</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>76</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>_1QQZuf4zZOyFCvXc0o6Vg</td>\n",
              "      <td>2010-05-27</td>\n",
              "      <td>G-WvGaISbqqaMHlNnByodA</td>\n",
              "      <td>5</td>\n",
              "      <td>Rosie, Dakota, and I LOVE Chaparral Dog Park!!...</td>\n",
              "      <td>review</td>\n",
              "      <td>uZetl9T0NcROGOyFfughhg</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>419</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>6ozycU1RpktNG2-1BroVtw</td>\n",
              "      <td>2012-01-05</td>\n",
              "      <td>1uJFq2r5QfJG_6ExMRCaGw</td>\n",
              "      <td>5</td>\n",
              "      <td>General Manager Scott Petello is a good egg!!!...</td>\n",
              "      <td>review</td>\n",
              "      <td>vYmM4KTsC8ZfQBg-j5MWkw</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>469</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "              business_id        date  ... funny  length\n",
              "0  9yKzy9PApeiPPOUJEtnvkg  2011-01-26  ...     0     889\n",
              "1  ZRJwVLyzEJq1VAihDhYiow  2011-07-27  ...     0    1345\n",
              "2  6oRAC4uyJCsJl1X0WZpVSA  2012-06-14  ...     0      76\n",
              "3  _1QQZuf4zZOyFCvXc0o6Vg  2010-05-27  ...     0     419\n",
              "4  6ozycU1RpktNG2-1BroVtw  2012-01-05  ...     0     469\n",
              "\n",
              "[5 rows x 11 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ONHtBrDWaHvG",
        "colab_type": "code",
        "outputId": "783be427-d3f9-465d-c78e-a97a1492bc33",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        }
      },
      "source": [
        "yelp_df['length'].plot(bins=100, kind='hist') "
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fb37428dda0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAD8CAYAAABthzNFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nktTJgJAkdTIgJEmdDAhJUicDQpLU6X8BdMIXa76Am1wAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AosWm4eYaHvI",
        "colab_type": "code",
        "outputId": "63323669-6026-4b33-b848-46e47b750c4c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 170
        }
      },
      "source": [
        "yelp_df.length.describe()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "count    10000.000000\n",
              "mean       710.738700\n",
              "std        617.399827\n",
              "min          1.000000\n",
              "25%        294.000000\n",
              "50%        541.500000\n",
              "75%        930.000000\n",
              "max       4997.000000\n",
              "Name: length, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "A8LFo7e-aHvK",
        "colab_type": "code",
        "outputId": "376db140-4677-4ea1-fe3d-e16e72b04526",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        }
      },
      "source": [
        "# Let's see the longest message 43952\n",
        "yelp_df[yelp_df['length'] == 4997]['text'].iloc[0]"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'In our continuing quest to identify cool, locally owned places to eat and/or drink, Caroline and I auditioned Vintage 95 last night. \\n\\nBefore I go further, understand that whenever I go out for eats or drinks, I have  in  mind a Platonic Ideal of the Bar/Pub/Eatery I most want to frequent. I\\'m on a constant quest to find that  Ideal expressed in Real Life. \\n\\nVintage 95 isn\\'t quite there, but it\\'s damn close. If I ever give something Five Stars, you\\'ll know it has pegged my Platonic Ideal. Anyway...\\n\\nThe plan last night was for drinks. No plans for food, just Adult Beverages and warm conversation. But it turned into more.\\n\\nThe location in downtown Chandler is terrific for us. The owners have created a very fine visual experience - leather, stone, dark woods, good lighting. And they don\\'t have the music turned up so loud that you CANNOT HAVE A CONVERSATION. This is one of my pet peeves. If I want to stare at people move their mouths while enduring an aural assault, I\\'ll stand on the deck of an aircraft carrier. When I go out with friends, I want to enjoy their company AND their conversation. Is that concept so difficult to grasp? [/rant off]\\n\\nThe atmosphere at Vintage 95 is very close to my Ideal. I\\'d go back just to sit on the leather couches in front of the fireplace, and then go back another time to sit on the leather stools at the bar, and then go back about fourteen more times to sit out on the patio. Seriously - go check out the patio. It is EXACTLY what a Patio Hangout Bar should be. EXACTLY.\\n\\nCaroline and I told the hostesses we were only there for drinks, so we were seated in the bar area in some fabulous leather club chairs. It wasn\\'t initmate, but we weren\\'t looking for intimate. And speaking of the bar, even though V95 advertises itself as a wine bar, they DO have booze. I\\'m not much of a wine drinker and was very pleased to see that they carried a pretty good selection of single malt scotches. Not an overwhelming selection, but well beyond the normal Glenfiddich /Glenlivit /GlenMorangie trio to which most places are limited. I had a couple of drums of Ardbeg, which is one of my new favorites and very reasonably priced at retail. (Scotch is never reasonably priced in restaurants, but I was celebrating so I didn\\'t care.) Caroline had her normal \"vodka martini extra dirty extra cold\" which she judged to have \"perfect dirtiness\", (no wonder I love her!), perfect amount of olives and very cold. \\n\\nThe limited Happy Hour menu had some very interesting choices. We settled on the bruschetta and the smoked tomato bisque. The bruschetta was VERY nice and quite unusual. You get to select four of eight choices for your bruschetta platter; we picked: (1) white bean and pancetta, (2) gravlax, caper goat cheese and pickled onions, (3) fig chutney, ricotta and prosciutto, (4) brie, pear and onion jam. They were all served cold, in nice sized portions and the flavors were all nicely balanced and very interesting. Caroline would have preferred the bread to not be so crispy, but I really liked it. The tomato bisque  was creamy, smoky and had well-balanced flavor. Caroline said it was unique and I say it was just darn delicious. \\n\\nThings being as they are, drinks and appetizers turned into food. A friend had told us \"you have to try the Vintage burger\", so we did. It came served with a mixture of regular and sweet potato fries, all nicely cooked and nicely seasoned. Recommended. The burger was VERY tasty. They obviously use good beef, the bun was fresh, the fixin\\'s were tasty. HIGHLY recommended.\\n\\nIn for a dime, in for a dollar, right? So we ordered dessert. Again, the dessert menu is short, but I\\'m okay with that as long as they do it well. Chocolate torte with hazelnut gelato, apple pie with carmel sauce and creme fraiche gelato, and something else we couldn\\'t remember. I\\'m allergic to hazelnut and don\\'t like sweet desserts, so we decided to try the apple pie.\\n\\nLike everything else we had sampled, the apple pie was unusual - you wouldn\\'t find it anywhere else. It was served on a freshly baked puff pastry, cubed apples served on top and inside - tender but not mushy -  with lots of cinnamon and sugar, plate was swirled with salted dolce la leche. It was tasty, but instead of the expected creme fraiche gelato, we were served hazelnut gelato. I didn\\'t realize it was hazelnut until I\\'d had a couple of bites and my throat started to swell up.\\n\\nAt this point that the night could have turned into a disaster, but to their credit - it didn\\'t. We told the waiter who told the manager, (Gavin - one of the owners), who immediately came and asked if I needed emergency assistance. I didn\\'t, I\\'m not THAT allergic.)  Frankly, their response was EXACTLY the kind of customer service you want to see. Anyone can make a mistake, so no harm, no foul. But I must give BIG Kudos to Gavin for his kindness, attention to detail and outstanding customer service.\\n\\nWe will DEFINTELY be back and I strongly recommend you put it on your list too.'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_Ur_tGWDaHvM",
        "colab_type": "code",
        "outputId": "4ab40bf3-e883-48fc-d122-3e75dafb7324",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "# Let's see the shortest message \n",
        "yelp_df[yelp_df['length'] == 1]['text'].iloc[0]"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'X'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dYVo6g3OaHvO",
        "colab_type": "code",
        "outputId": "defb8231-668c-4d87-b831-b897766c44c9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        }
      },
      "source": [
        "# Let's see the message with mean length \n",
        "yelp_df[yelp_df['length'] == 710]['text'].iloc[0]"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "\"I went here for lunch a couple of weeks ago with my bosses. It was packed on a Friday - we sat at the bar and our cook was fantastic! We got to sit and chat with him while he worked away at the orders. I had the chicken pesto pasty and it was wonderful! the bread used is similar to a pastry dough type...but not as sweet. The pasty was so filling, I could barely finish it.\\n\\nMy bosses have been there before and have always wanted to try the peanut butter and jelly pasty - so we all split it as dessert and it was so good. They put bananas in it and drizzle jelly over the whole pasty. It's definitely rich and gooey. \\n\\nI would totally go back here again and have told my friends about it too! Amazing place.\""
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "scrolled": true,
        "id": "QOL7yi-RaHvR",
        "colab_type": "code",
        "outputId": "b57d0faf-8d06-4d08-8555-983749e64394",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        }
      },
      "source": [
        "sns.countplot(y = 'stars', data=yelp_df)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fb3741b5780>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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H+G8CbpnJxmDf4FeB7wBfAVbXw0fp39M9j28BUyPM+nEGb8sfZLDP7+V7khN4GYMDW5uB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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "p85RHh5HaHvT",
        "colab_type": "code",
        "outputId": "affd0a83-b90e-4d82-b3f9-e1e243e97cf9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 441
        }
      },
      "source": [
        "g = sns.FacetGrid(data=yelp_df, col='stars', col_wrap=3)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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9NpOyu3v6GcI/SvJT06yfyOQzhXckOZvkxSS/telzug0bAMDlz9u7AAADUPoAAAag9AEA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\nAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 648x432 with 5 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ml5nPcsKaHvW",
        "colab_type": "code",
        "outputId": "8e9dfdbb-ccc9-47ff-d62f-2867ef858813",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 242
        }
      },
      "source": [
        "g = sns.FacetGrid(data=yelp_df, col='stars', col_wrap=5)\n",
        "g.map(plt.hist, 'length', bins = 20, color = 'r')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x7fb3740fc438>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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2MgSzkyNYn6mbGFV1WJI/TfLK1tp3Vi5rrbUk6/oQ4Nba+a21Xa21XTt37lzPU4HIEMzD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\nBU0MAAAAYBT+P9YOy6QgCmT+AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 1080x216 with 5 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "z4EnHB6caHvZ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Let's divide the reviews into 1 and 5 stars"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QBzjTX5xaHvb",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "yelp_df_1 = yelp_df[yelp_df['stars']==1]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "atO0SCGhaHve",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "yelp_df_5 = yelp_df[yelp_df['stars']==5]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "scrolled": true,
        "id": "SwPpqJhFaHvg",
        "colab_type": "code",
        "outputId": "6cb2f46a-b938-4fcd-becf-62680753f318",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "yelp_df_1"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>business_id</th>\n",
              "      <th>date</th>\n",
              "      <th>review_id</th>\n",
              "      <th>stars</th>\n",
              "      <th>text</th>\n",
              "      <th>type</th>\n",
              "      <th>user_id</th>\n",
              "      <th>cool</th>\n",
              "      <th>useful</th>\n",
              "      <th>funny</th>\n",
              "      <th>length</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>IJ0o6b8bJFAbG6MjGfBebQ</td>\n",
              "      <td>2010-09-05</td>\n",
              "      <td>Dx9sfFU6Zn0GYOckijom-g</td>\n",
              "      <td>1</td>\n",
              "      <td>U can go there n check the car out. If u wanna...</td>\n",
              "      <td>review</td>\n",
              "      <td>zRlQEDYd_HKp0VS3hnAffA</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>594</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>vvA3fbps4F9nGlAEYKk_sA</td>\n",
              "      <td>2012-05-04</td>\n",
              "      <td>S9OVpXat8k5YwWCn6FAgXg</td>\n",
              "      <td>1</td>\n",
              "      <td>Disgusting!  Had a Groupon so my daughter and ...</td>\n",
              "      <td>review</td>\n",
              "      <td>8AMn6644NmBf96xGO3w6OA</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>361</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>o1GIYYZJjM6nM03fQs_uEQ</td>\n",
              "      <td>2011-11-30</td>\n",
              "      <td>ApKbwpYJdnhhgP4NbjQw2Q</td>\n",
              "      <td>1</td>\n",
              "      <td>I've eaten here many times, but none as bad as...</td>\n",
              "      <td>review</td>\n",
              "      <td>iwUN95LIaEr75TZE_JC6bg</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>1198</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>61</th>\n",
              "      <td>l4vBbCL9QbGiwLuLKwD_bA</td>\n",
              "      <td>2011-11-22</td>\n",
              "      <td>DJVxOfj2Rw9zklC9tU3i1w</td>\n",
              "      <td>1</td>\n",
              "      <td>I have always been a fan of Burlington's deals...</td>\n",
              "      <td>review</td>\n",
              "      <td>EPROVap0M19Y6_4uf3eCmQ</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>569</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>64</th>\n",
              "      <td>CEswyP-9SsXRNLR9fFGKKw</td>\n",
              "      <td>2012-05-19</td>\n",
              "      <td>GXj4PNAi095-q9ynPYH3kg</td>\n",
              "      <td>1</td>\n",
              "      <td>Another night meeting friends here.  I have to...</td>\n",
              "      <td>review</td>\n",
              "      <td>MjLAe48XNfYlTeFYca5gMw</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>498</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>65</th>\n",
              "      <td>6Ry-gjGqApTSRZkfdYlLmw</td>\n",
              "      <td>2011-05-04</td>\n",
              "      <td>LN4l4wklQB0IVBjm-vq9TA</td>\n",
              "      <td>1</td>\n",
              "      <td>Not busy at all but took nearly 45 min to get ...</td>\n",
              "      <td>review</td>\n",
              "      <td>rWN1pg3mCF2btJWtG6JmJA</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>304</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>71</th>\n",
              "      <td>NNGJQF3WeIHzGzweCpZ-VA</td>\n",
              "      <td>2011-04-23</td>\n",
              "      <td>jNewOjPp56NMDrKlajrgFQ</td>\n",
              "      <td>1</td>\n",
              "      <td>Yikes, reading other reviews I realize my bad ...</td>\n",
              "      <td>review</td>\n",
              "      <td>5je-Jg8tq5BWxJtDBmTK2Q</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>877</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>79</th>\n",
              "      <td>FkHhy6kWeoJf0xJTqzRWmg</td>\n",
              "      <td>2012-09-17</td>\n",
              "      <td>odua8qFSMEXSFYmElQTspQ</td>\n",
              "      <td>1</td>\n",
              "      <td>This is my first year participating in Arizona...</td>\n",
              "      <td>review</td>\n",
              "      <td>68exKLCQnnZrvXNFOcIUnA</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>154</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84</th>\n",
              "      <td>LzpR_jE6VIutJ08s2cdRrw</td>\n",
              "      <td>2009-03-18</td>\n",
              "      <td>EUCqs_gfKZi1YoKVkWjSYw</td>\n",
              "      <td>1</td>\n",
              "      <td>really, I can't believe this place has receive...</td>\n",
              "      <td>review</td>\n",
              "      <td>HY9qpAamqLXFoa7xMwNntg</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>2646</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>89</th>\n",
              "      <td>145SQ_msdQ1yo7J0E63VoA</td>\n",
              "      <td>2011-03-15</td>\n",
              "      <td>VqNdpXrssjJrC0Z_swPUdA</td>\n",
              "      <td>1</td>\n",
              "      <td>I was really excited about this event, maybe m...</td>\n",
              "      <td>review</td>\n",
              "      <td>ASi6ZgbbwXIwU2H24uANmQ</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>610</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>90</th>\n",
              "      <td>hW0Ne_HTHEAgGF1rAdmR-g</td>\n",
              "      <td>2010-07-06</td>\n",
              "      <td>6iEP6dvHIefVMMnjeDRNcQ</td>\n",
              "      <td>1</td>\n",
              "      <td>The beach paradise of Ixtapa-Zihuatenejo await...</td>\n",
              "      <td>review</td>\n",
              "      <td>8tbXmjYGsYFZXk6ppuwRWQ</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>9</td>\n",
              "      <td>470</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>105</th>\n",
              "      <td>COc06ScpJTN15NXMf4gkqA</td>\n",
              "      <td>2012-06-17</td>\n",
              "      <td>MbLozRSxSjtMJ3YmPCms7Q</td>\n",
              "      <td>1</td>\n",
              "      <td>See the huge sign outside that says $2.50? Yea...</td>\n",
              "      <td>review</td>\n",
              "      <td>UfMHoQ4lic1aCkXFa4TxlA</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>873</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>113</th>\n",
              "      <td>1Q_H3BLhKBymF6Se8FfZNw</td>\n",
              "      <td>2009-02-19</td>\n",
              "      <td>_o_WRkKLk7NJeOO6NsOmMA</td>\n",
              "      <td>1</td>\n",
              "      <td>Unless you are a regular or look like your wal...</td>\n",
              "      <td>review</td>\n",
              "      <td>JnRT9i2d71pY8D8ngzCz9Q</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1490</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>119</th>\n",
              "      <td>CvRGjwCsrQs1DYYL3z8R7g</td>\n",
              "      <td>2008-02-27</td>\n",
              "      <td>xCEvHEszA3-CmFqtHacVQg</td>\n",
              "      <td>1</td>\n",
              "      <td>Take your money elsewhere, unless you've got k...</td>\n",
              "      <td>review</td>\n",
              "      <td>jKeaOrPyJ-dI9SNeVqrbww</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>614</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>126</th>\n",
              "      <td>CgHcO651uEE3aalrkm4boQ</td>\n",
              "      <td>2007-08-22</td>\n",
              "      <td>L8C_ZWqXelQDG_SzAp3TkA</td>\n",
              "      <td>1</td>\n",
              "      <td>My friend kept telling me how good their lunch...</td>\n",
              "      <td>review</td>\n",
              "      <td>QSYnt4piL87oEWJHJ8_pGA</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1169</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>136</th>\n",
              "      <td>uxoibUaXA-lRXM37ZV8Bsg</td>\n",
              "      <td>2008-12-20</td>\n",
              "      <td>OUhKpg-1LG7bpyxHLtbJDQ</td>\n",
              "      <td>1</td>\n",
              "      <td>Absolutely horrendous.  This post office will ...</td>\n",
              "      <td>review</td>\n",
              "      <td>VKiWDL608wBRQtk05ts59g</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>203</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>140</th>\n",
              "      <td>wl51t6lT7leiX64SlkOx6g</td>\n",
              "      <td>2010-10-30</td>\n",
              "      <td>tCps1BXBR4ZUOF-uTxUBMw</td>\n",
              "      <td>1</td>\n",
              "      <td>Other than the really great happy hour prices,...</td>\n",
              "      <td>review</td>\n",
              "      <td>WgdgOlb-OIwKxb1p4xWwRA</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>240</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>148</th>\n",
              "      <td>zDfaNgSYLn-TwquB5A6AaA</td>\n",
              "      <td>2012-09-14</td>\n",
              "      <td>1xrgXladKl8ukUsiyVU_kA</td>\n",
              "      <td>1</td>\n",
              "      <td>Been here for many years but have seen a recen...</td>\n",
              "      <td>review</td>\n",
              "      <td>pRw80rCPUTcBo2Zv5De1yQ</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>206</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>165</th>\n",
              "      <td>MUsqPXthMdHoPEow9M3MfA</td>\n",
              "      <td>2007-07-28</td>\n",
              "      <td>EuC1SHR55UGShkq3iovTEQ</td>\n",
              "      <td>1</td>\n",
              "      <td>This place is not there anymore.</td>\n",
              "      <td>review</td>\n",
              "      <td>VBEbhE0ISjg6xowGNiGmgQ</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>32</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>170</th>\n",
              "      <td>u3HMalNH-xBgZUXjnH3O6Q</td>\n",
              "      <td>2010-03-19</td>\n",
              "      <td>Z67Znbe5riZE4YISO45XAA</td>\n",
              "      <td>1</td>\n",
              "      <td>Rarely do I give a 1 star rating but after fou...</td>\n",
              "      <td>review</td>\n",
              "      <td>QnMPMD8Nh3ErZGfMRGAeYg</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>765</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>190</th>\n",
              "      <td>OOCLVeqqMFfSnKa7liv0Kw</td>\n",
              "      <td>2009-02-10</td>\n",
              "      <td>d4tC0RRd0ldMNZHeIMbGuQ</td>\n",
              "      <td>1</td>\n",
              "      <td>What a load of absolutely hideous, uninteresti...</td>\n",
              "      <td>review</td>\n",
              "      <td>17PPxx8RxjOUD_nQZ1aHEw</td>\n",
              "      <td>4</td>\n",
              "      <td>6</td>\n",
              "      <td>7</td>\n",
              "      <td>395</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>208</th>\n",
              "      <td>MwaFQkJxzqg8G5_hTip99A</td>\n",
              "      <td>2012-07-09</td>\n",
              "      <td>dwC-XTgcmFTMKe1q-Cz8vQ</td>\n",
              "      <td>1</td>\n",
              "      <td>Wednesday 7pm.  This place is your average ove...</td>\n",
              "      <td>review</td>\n",
              "      <td>Pk5T0OFCbl8mIKkKYyglWQ</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>406</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>212</th>\n",
              "      <td>yPJFfglhMHAKciUpjTmgBg</td>\n",
              "      <td>2011-12-27</td>\n",
              "      <td>TkTbb-JkRsdtD5wplSGEtw</td>\n",
              "      <td>1</td>\n",
              "      <td>I had not been to an Oregano's in like 10 year...</td>\n",
              "      <td>review</td>\n",
              "      <td>KucBnMrhalzxnD9AWrxwYQ</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>801</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>234</th>\n",
              "      <td>q7DzFSkt1ColaWrAOw7rFw</td>\n",
              "      <td>2012-05-27</td>\n",
              "      <td>4FlODbbswl1eq5-z96vppA</td>\n",
              "      <td>1</td>\n",
              "      <td>I recently had a shit cleaned at the Intercont...</td>\n",
              "      <td>review</td>\n",
              "      <td>JnJDO8c37PnwsP0P7-1v0w</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>511</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>239</th>\n",
              "      <td>s26P-jeVUH9TjnTPQttPag</td>\n",
              "      <td>2012-04-05</td>\n",
              "      <td>-ZjQLlmThaRU5hpgLfmH_Q</td>\n",
              "      <td>1</td>\n",
              "      <td>Where are the managers????   It took 1 1/2 hou...</td>\n",
              "      <td>review</td>\n",
              "      <td>Rv3k5uOZT5i40aLmlhw4DA</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>654</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>281</th>\n",
              "      <td>8PYmv83XaJTioz5_A-SVxA</td>\n",
              "      <td>2011-08-01</td>\n",
              "      <td>iHw39WDbIi5qgurOkNNiWA</td>\n",
              "      <td>1</td>\n",
              "      <td>Still quite poor both in service and food. may...</td>\n",
              "      <td>review</td>\n",
              "      <td>Zgp9T6IOVFOozrWDw_mUGQ</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1018</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>287</th>\n",
              "      <td>yv9gVqydta-y8NHQQ3XPRw</td>\n",
              "      <td>2012-08-26</td>\n",
              "      <td>D_pEME20C-srxu-D8Se14A</td>\n",
              "      <td>1</td>\n",
              "      <td>First, I hope La Fonda management reads these ...</td>\n",
              "      <td>review</td>\n",
              "      <td>vKs0r5yZhfJYdBSd0J1a3Q</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>882</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>289</th>\n",
              "      <td>l3yL2rQ6PoFBQ06RLczn9w</td>\n",
              "      <td>2010-08-21</td>\n",
              "      <td>Cluf-ijd2Ubr0hoVjLXoSQ</td>\n",
              "      <td>1</td>\n",
              "      <td>I'd say I've been to the Clubhouse a few times...</td>\n",
              "      <td>review</td>\n",
              "      <td>80PHOfM8KOBb7xEQN4C0lg</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2188</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>292</th>\n",
              "      <td>QIHyWCBG3ftvXbGdHQKdHw</td>\n",
              "      <td>2012-12-29</td>\n",
              "      <td>Dv9iSQe9s_kn5uuhy0iM_w</td>\n",
              "      <td>1</td>\n",
              "      <td>Not that any SBUX is worth going out of your w...</td>\n",
              "      <td>review</td>\n",
              "      <td>QiLOh5KHp81eiju-n-z1Ng</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>193</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>299</th>\n",
              "      <td>Lnohr9bpCbHNsomazXDg-w</td>\n",
              "      <td>2008-07-16</td>\n",
              "      <td>IhVNA9hUjtdk1zufzziNug</td>\n",
              "      <td>1</td>\n",
              "      <td>How does this restaurant generate so many 4 an...</td>\n",
              "      <td>review</td>\n",
              "      <td>UE1UIi95jSk5tAzOdtnjIA</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>405</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9564</th>\n",
              "      <td>BSGcS1EWEkGP2LS1nOZGPA</td>\n",
              "      <td>2011-02-20</td>\n",
              "      <td>aJISC6Qw6oI-qyXTa8GjGA</td>\n",
              "      <td>1</td>\n",
              "      <td>One star is far more than they deserve.  The o...</td>\n",
              "      <td>review</td>\n",
              "      <td>PHFyJ0kMuaQn7DuoWtcURg</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>478</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9571</th>\n",
              "      <td>mHfIU6fIdk0Gujqx-XIKNQ</td>\n",
              "      <td>2012-02-21</td>\n",
              "      <td>2um6BaGhCGfQB_lIGCN3lA</td>\n",
              "      <td>1</td>\n",
              "      <td>NOOOO!!! \\nDon't think about it!!!!\\n\\nHad my ...</td>\n",
              "      <td>review</td>\n",
              "      <td>m2LgIRJwLqTUFIjh94fqLg</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>847</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9607</th>\n",
              "      <td>MLzh2-7zSnPdFmNcuSaaJQ</td>\n",
              "      <td>2012-12-30</td>\n",
              "      <td>qCmWLHprjYvxS0L6SIakiw</td>\n",
              "      <td>1</td>\n",
              "      <td>Last night on my way home from work I figured ...</td>\n",
              "      <td>review</td>\n",
              "      <td>90-uDWiQKa5B8Xa2hiRu8w</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1361</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9611</th>\n",
              "      <td>-UT6IHfVW_2yzz1bf8WI5g</td>\n",
              "      <td>2012-08-12</td>\n",
              "      <td>-AqxCcpE1s-rSq5jVHMyCg</td>\n",
              "      <td>1</td>\n",
              "      <td>Music was loud as shit.  The food, Jesus Chris...</td>\n",
              "      <td>review</td>\n",
              "      <td>-GhiIOHXIxlQuy8BjSTSRg</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>1195</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9624</th>\n",
              "      <td>0De3TQ_uSOXwgduKL0va3w</td>\n",
              "      <td>2012-03-04</td>\n",
              "      <td>17fGlVqXUtVapw5kBOqLWQ</td>\n",
              "      <td>1</td>\n",
              "      <td>I've never had a hard time at a sonic before, ...</td>\n",
              "      <td>review</td>\n",
              "      <td>zxcrlC3cmH5S2TGIxuLwBw</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>214</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9625</th>\n",
              "      <td>RtwOc-n_RkiUuDGaNfCsNw</td>\n",
              "      <td>2011-11-13</td>\n",
              "      <td>jKu-P8q6NBp6JeqIK9F93A</td>\n",
              "      <td>1</td>\n",
              "      <td>Made me and my bro sick. Tasted good at first ...</td>\n",
              "      <td>review</td>\n",
              "      <td>lENedG1nXtEbrhuqBIPC9g</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>73</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9627</th>\n",
              "      <td>s3rFXOBK9SSeSI52PYfuKg</td>\n",
              "      <td>2011-04-03</td>\n",
              "      <td>B-UApvmjpGK_tHd5MDe_Ew</td>\n",
              "      <td>1</td>\n",
              "      <td>My wife and I were looking for a particular ty...</td>\n",
              "      <td>review</td>\n",
              "      <td>CQVPwymzvS01Re6O4DATGQ</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>736</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9637</th>\n",
              "      <td>eTjk4-Sv8qStFrBdzdom7w</td>\n",
              "      <td>2011-07-27</td>\n",
              "      <td>dxZOyt-dSV4kxRKlfnZwKQ</td>\n",
              "      <td>1</td>\n",
              "      <td>I decided to try qwest as I was tired of Cox c...</td>\n",
              "      <td>review</td>\n",
              "      <td>hh8ZFVvVMKNhbc5oM7SJWQ</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1545</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9638</th>\n",
              "      <td>HGOsJ1-GXCk5_8RmwKxomA</td>\n",
              "      <td>2012-09-07</td>\n",
              "      <td>dJevgZbV8veF5Lg4s6hlmQ</td>\n",
              "      <td>1</td>\n",
              "      <td>I've been boycotting this store since 2009.  O...</td>\n",
              "      <td>review</td>\n",
              "      <td>UIfpjG5JOB2U1oAPW5xRBg</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>643</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9640</th>\n",
              "      <td>Snp5LyDO9NeQiuFPOlkavw</td>\n",
              "      <td>2007-05-30</td>\n",
              "      <td>Qknh9DCPsCC7-yjzIqzWmw</td>\n",
              "      <td>1</td>\n",
              "      <td>Went here one night with a group of friends. T...</td>\n",
              "      <td>review</td>\n",
              "      <td>51-ZrwQODnpIX0dQEshZNw</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>636</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9647</th>\n",
              "      <td>XA-mMT47rFZNEllPBCYWQQ</td>\n",
              "      <td>2011-12-28</td>\n",
              "      <td>5We2Cs096q0za_dyO8jt6g</td>\n",
              "      <td>1</td>\n",
              "      <td>I don't get it. This place is crazy busy with ...</td>\n",
              "      <td>review</td>\n",
              "      <td>NvDR3SPVPXrDB_dbKuGoWA</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>6</td>\n",
              "      <td>363</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9730</th>\n",
              "      <td>jEWfxxA_kjeJE_Z_ku3zLA</td>\n",
              "      <td>2011-09-18</td>\n",
              "      <td>Jv_fTJmAZGMqfT91sEVWJQ</td>\n",
              "      <td>1</td>\n",
              "      <td>My g/f love sushi! She made me a connosiuer of...</td>\n",
              "      <td>review</td>\n",
              "      <td>hEhSTtxy6JOCa-HPAsxTCg</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1063</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9757</th>\n",
              "      <td>VBhgkRUNe9gjc1HpmHA3Zw</td>\n",
              "      <td>2008-08-18</td>\n",
              "      <td>x0smAOppHki0HF7FNeIyVg</td>\n",
              "      <td>1</td>\n",
              "      <td>Bad food, but lots of it.  If you have a hango...</td>\n",
              "      <td>review</td>\n",
              "      <td>ph051iWFcTzyIjcVV3dAew</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>189</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9767</th>\n",
              "      <td>8o-NLKy_XfbJtqljX9XLCA</td>\n",
              "      <td>2011-11-05</td>\n",
              "      <td>XtKYEFYNLEaMabNDOmDExA</td>\n",
              "      <td>1</td>\n",
              "      <td>We came there on November 5, 2011 and the serv...</td>\n",
              "      <td>review</td>\n",
              "      <td>CNNforlwwIT89V_hQ-dbtg</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>1353</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9794</th>\n",
              "      <td>LzreyGNkVTYw4JFuSxWstA</td>\n",
              "      <td>2012-01-08</td>\n",
              "      <td>23qzzpKWK0W6RtvW0ouFyQ</td>\n",
              "      <td>1</td>\n",
              "      <td>All I have to say is what you see on the menu ...</td>\n",
              "      <td>review</td>\n",
              "      <td>wZqx1ba606Ollf4KHGZbLw</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>164</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9818</th>\n",
              "      <td>X5QTGpPfqXFtmtizsGAksw</td>\n",
              "      <td>2009-02-06</td>\n",
              "      <td>ImVihtUQfDKM8qobGM2VLQ</td>\n",
              "      <td>1</td>\n",
              "      <td>Mucho Gusto es mucho mierda. \\n\\nLet me say fi...</td>\n",
              "      <td>review</td>\n",
              "      <td>N7lSh49zQ13sG3Jpa9E6cw</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1446</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9820</th>\n",
              "      <td>7_zL7NX_rDFwhbLp98PwZg</td>\n",
              "      <td>2010-01-03</td>\n",
              "      <td>MNFvGY1zUVGQlImzqvMFQw</td>\n",
              "      <td>1</td>\n",
              "      <td>10:30pm on a Saturday night.  My friend and I ...</td>\n",
              "      <td>review</td>\n",
              "      <td>rjlb-7-JcmM6fR64ZpyTug</td>\n",
              "      <td>4</td>\n",
              "      <td>9</td>\n",
              "      <td>10</td>\n",
              "      <td>1260</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9833</th>\n",
              "      <td>rwQIBAM_kHtVl1Ks8Flexw</td>\n",
              "      <td>2010-12-09</td>\n",
              "      <td>ZxYgJkJSglJCkKPSX69oIg</td>\n",
              "      <td>1</td>\n",
              "      <td>My significant other had a $25 off coupon from...</td>\n",
              "      <td>review</td>\n",
              "      <td>LHQ2fuC2RDS-Md_dN2O1IQ</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>1554</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9844</th>\n",
              "      <td>fF6m3qsD5blnwuZRuYhzWg</td>\n",
              "      <td>2011-05-31</td>\n",
              "      <td>YM5FYvVG2UyhcZx5ZZ9cyw</td>\n",
              "      <td>1</td>\n",
              "      <td>I have been here a few times over the last 4 y...</td>\n",
              "      <td>review</td>\n",
              "      <td>TRl5jiNFI2m0wfH6CqO3_A</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>477</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9846</th>\n",
              "      <td>cjFDprdEXbDDdraONMy5Pg</td>\n",
              "      <td>2011-09-25</td>\n",
              "      <td>ZqW2Tq3o9HyvJPhsPHJctw</td>\n",
              "      <td>1</td>\n",
              "      <td>NO.  Don't go. Don't do it.  This was my first...</td>\n",
              "      <td>review</td>\n",
              "      <td>gUXfVNgnNF9WU73T-d-FKQ</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>236</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9851</th>\n",
              "      <td>MhkZLdUFaHt5SDcQcqOWQg</td>\n",
              "      <td>2010-05-12</td>\n",
              "      <td>OXMwfR9q3WcKyMbL4BA4Xw</td>\n",
              "      <td>1</td>\n",
              "      <td>If you like sushi, go somewhere else. I was ex...</td>\n",
              "      <td>review</td>\n",
              "      <td>LP0bl3GKToABt3lnpSvA2w</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>897</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9865</th>\n",
              "      <td>9DsXB8T3UwBYiLPiLJJuNQ</td>\n",
              "      <td>2010-03-31</td>\n",
              "      <td>U2zZ5IoCERN8AXa443tiXg</td>\n",
              "      <td>1</td>\n",
              "      <td>My husband and I went to Ernie's a few weeks a...</td>\n",
              "      <td>review</td>\n",
              "      <td>QzA6ZW1NFid32_g_fsapIg</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>714</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9898</th>\n",
              "      <td>_7EJtWjOjZsBUNRvzw-_Xg</td>\n",
              "      <td>2012-12-29</td>\n",
              "      <td>y2l9PqdeqUVeOex1Vg0QdQ</td>\n",
              "      <td>1</td>\n",
              "      <td>Do Not Eat Here if you think a bathroom in any...</td>\n",
              "      <td>review</td>\n",
              "      <td>We7ULac-q9TAWOhiSozzrQ</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>917</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9913</th>\n",
              "      <td>TMdHhDI7jYQ9206dtvrBgA</td>\n",
              "      <td>2009-10-05</td>\n",
              "      <td>egj6lfYCfSrkcrIPYw3C-g</td>\n",
              "      <td>1</td>\n",
              "      <td>AWFUL.  Not sure it classifies as food.  Burri...</td>\n",
              "      <td>review</td>\n",
              "      <td>NsIoM2PlaL28E-jbrs4Zlw</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>425</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9921</th>\n",
              "      <td>2W2AwR-5z_jQ0Ihg9A5cPg</td>\n",
              "      <td>2011-02-20</td>\n",
              "      <td>pK3RNF0-t9Wq5p7OJ_1huA</td>\n",
              "      <td>1</td>\n",
              "      <td>THIS PLACE SUCKS!!!!!  It really deserves NO S...</td>\n",
              "      <td>review</td>\n",
              "      <td>s7Tm9oYWqRlBm5ex2OQ1nw</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1201</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9924</th>\n",
              "      <td>mhQCxOiqp03qnhGRTtPduw</td>\n",
              "      <td>2012-07-07</td>\n",
              "      <td>PCjnn__E8AzNa2kXFXxTHQ</td>\n",
              "      <td>1</td>\n",
              "      <td>Horrible service.</td>\n",
              "      <td>review</td>\n",
              "      <td>rvaJcf5OIY2So_pkoqDHLQ</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>17</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9931</th>\n",
              "      <td>C_eWAEOvkHZ_IZYGwjtpmg</td>\n",
              "      <td>2011-04-25</td>\n",
              "      <td>QfdoE-XqEeCsttJH8g0ugQ</td>\n",
              "      <td>1</td>\n",
              "      <td>I love Saddle Ranch for its casual night time ...</td>\n",
              "      <td>review</td>\n",
              "      <td>yhGfcKunPjcy-v-1ppr6oQ</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>995</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9953</th>\n",
              "      <td>QCxXYA13PtkD3wec47_r8Q</td>\n",
              "      <td>2012-03-14</td>\n",
              "      <td>V2N2TCqnaqMYfg7zXGG-Rg</td>\n",
              "      <td>1</td>\n",
              "      <td>\"Hipster,Trendy\" ????-I think NOT !!!! Very di...</td>\n",
              "      <td>review</td>\n",
              "      <td>JEQ6el2-tLtKJU6k_SpE-w</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>296</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9984</th>\n",
              "      <td>wepFVY82q_tuDzG6lQjHWw</td>\n",
              "      <td>2012-02-12</td>\n",
              "      <td>spusZYROtBKw_5tv3gYm4Q</td>\n",
              "      <td>1</td>\n",
              "      <td>Went last night to Whore Foods to get basics t...</td>\n",
              "      <td>review</td>\n",
              "      <td>W7zmm1uzlyUkEqpSG7PlBw</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1673</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9987</th>\n",
              "      <td>r-a-Cn9hxdEnYTtVTB5bMQ</td>\n",
              "      <td>2012-04-07</td>\n",
              "      <td>j9HwZZoBBmJgOlqDSuJcxg</td>\n",
              "      <td>1</td>\n",
              "      <td>The food is delicious.  The service:  discrimi...</td>\n",
              "      <td>review</td>\n",
              "      <td>toPtsUtYoRB-5-ThrOy2Fg</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>200</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>749 rows × 11 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 business_id        date  ... funny  length\n",
              "23    IJ0o6b8bJFAbG6MjGfBebQ  2010-09-05  ...     1     594\n",
              "31    vvA3fbps4F9nGlAEYKk_sA  2012-05-04  ...     0     361\n",
              "35    o1GIYYZJjM6nM03fQs_uEQ  2011-11-30  ...     3    1198\n",
              "61    l4vBbCL9QbGiwLuLKwD_bA  2011-11-22  ...     0     569\n",
              "64    CEswyP-9SsXRNLR9fFGKKw  2012-05-19  ...     2     498\n",
              "65    6Ry-gjGqApTSRZkfdYlLmw  2011-05-04  ...     0     304\n",
              "71    NNGJQF3WeIHzGzweCpZ-VA  2011-04-23  ...     1     877\n",
              "79    FkHhy6kWeoJf0xJTqzRWmg  2012-09-17  ...     0     154\n",
              "84    LzpR_jE6VIutJ08s2cdRrw  2009-03-18  ...     3    2646\n",
              "89    145SQ_msdQ1yo7J0E63VoA  2011-03-15  ...     0     610\n",
              "90    hW0Ne_HTHEAgGF1rAdmR-g  2010-07-06  ...     9     470\n",
              "105   COc06ScpJTN15NXMf4gkqA  2012-06-17  ...     1     873\n",
              "113   1Q_H3BLhKBymF6Se8FfZNw  2009-02-19  ...     0    1490\n",
              "119   CvRGjwCsrQs1DYYL3z8R7g  2008-02-27  ...     0     614\n",
              "126   CgHcO651uEE3aalrkm4boQ  2007-08-22  ...     0    1169\n",
              "136   uxoibUaXA-lRXM37ZV8Bsg  2008-12-20  ...     1     203\n",
              "140   wl51t6lT7leiX64SlkOx6g  2010-10-30  ...     0     240\n",
              "148   zDfaNgSYLn-TwquB5A6AaA  2012-09-14  ...     0     206\n",
              "165   MUsqPXthMdHoPEow9M3MfA  2007-07-28  ...     1      32\n",
              "170   u3HMalNH-xBgZUXjnH3O6Q  2010-03-19  ...     0     765\n",
              "190   OOCLVeqqMFfSnKa7liv0Kw  2009-02-10  ...     7     395\n",
              "208   MwaFQkJxzqg8G5_hTip99A  2012-07-09  ...     1     406\n",
              "212   yPJFfglhMHAKciUpjTmgBg  2011-12-27  ...     0     801\n",
              "234   q7DzFSkt1ColaWrAOw7rFw  2012-05-27  ...     0     511\n",
              "239   s26P-jeVUH9TjnTPQttPag  2012-04-05  ...     0     654\n",
              "281   8PYmv83XaJTioz5_A-SVxA  2011-08-01  ...     0    1018\n",
              "287   yv9gVqydta-y8NHQQ3XPRw  2012-08-26  ...     0     882\n",
              "289   l3yL2rQ6PoFBQ06RLczn9w  2010-08-21  ...     0    2188\n",
              "292   QIHyWCBG3ftvXbGdHQKdHw  2012-12-29  ...     0     193\n",
              "299   Lnohr9bpCbHNsomazXDg-w  2008-07-16  ...     0     405\n",
              "...                      ...         ...  ...   ...     ...\n",
              "9564  BSGcS1EWEkGP2LS1nOZGPA  2011-02-20  ...     0     478\n",
              "9571  mHfIU6fIdk0Gujqx-XIKNQ  2012-02-21  ...     0     847\n",
              "9607  MLzh2-7zSnPdFmNcuSaaJQ  2012-12-30  ...     0    1361\n",
              "9611  -UT6IHfVW_2yzz1bf8WI5g  2012-08-12  ...     1    1195\n",
              "9624  0De3TQ_uSOXwgduKL0va3w  2012-03-04  ...     1     214\n",
              "9625  RtwOc-n_RkiUuDGaNfCsNw  2011-11-13  ...     0      73\n",
              "9627  s3rFXOBK9SSeSI52PYfuKg  2011-04-03  ...     0     736\n",
              "9637  eTjk4-Sv8qStFrBdzdom7w  2011-07-27  ...     0    1545\n",
              "9638  HGOsJ1-GXCk5_8RmwKxomA  2012-09-07  ...     2     643\n",
              "9640  Snp5LyDO9NeQiuFPOlkavw  2007-05-30  ...     0     636\n",
              "9647  XA-mMT47rFZNEllPBCYWQQ  2011-12-28  ...     6     363\n",
              "9730  jEWfxxA_kjeJE_Z_ku3zLA  2011-09-18  ...     0    1063\n",
              "9757  VBhgkRUNe9gjc1HpmHA3Zw  2008-08-18  ...     0     189\n",
              "9767  8o-NLKy_XfbJtqljX9XLCA  2011-11-05  ...     2    1353\n",
              "9794  LzreyGNkVTYw4JFuSxWstA  2012-01-08  ...     0     164\n",
              "9818  X5QTGpPfqXFtmtizsGAksw  2009-02-06  ...     1    1446\n",
              "9820  7_zL7NX_rDFwhbLp98PwZg  2010-01-03  ...    10    1260\n",
              "9833  rwQIBAM_kHtVl1Ks8Flexw  2010-12-09  ...     0    1554\n",
              "9844  fF6m3qsD5blnwuZRuYhzWg  2011-05-31  ...     0     477\n",
              "9846  cjFDprdEXbDDdraONMy5Pg  2011-09-25  ...     2     236\n",
              "9851  MhkZLdUFaHt5SDcQcqOWQg  2010-05-12  ...     0     897\n",
              "9865  9DsXB8T3UwBYiLPiLJJuNQ  2010-03-31  ...     0     714\n",
              "9898  _7EJtWjOjZsBUNRvzw-_Xg  2012-12-29  ...     0     917\n",
              "9913  TMdHhDI7jYQ9206dtvrBgA  2009-10-05  ...     1     425\n",
              "9921  2W2AwR-5z_jQ0Ihg9A5cPg  2011-02-20  ...     2    1201\n",
              "9924  mhQCxOiqp03qnhGRTtPduw  2012-07-07  ...     0      17\n",
              "9931  C_eWAEOvkHZ_IZYGwjtpmg  2011-04-25  ...     0     995\n",
              "9953  QCxXYA13PtkD3wec47_r8Q  2012-03-14  ...     0     296\n",
              "9984  wepFVY82q_tuDzG6lQjHWw  2012-02-12  ...     2    1673\n",
              "9987  r-a-Cn9hxdEnYTtVTB5bMQ  2012-04-07  ...     0     200\n",
              "\n",
              "[749 rows x 11 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "scrolled": true,
        "id": "TLAXbVavaHvh",
        "colab_type": "code",
        "outputId": "d313b529-44aa-4c66-8977-bd6a45ee9c32",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "yelp_df_5"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <td>riFQ3vxNpP4rWLk_CSri2A</td>\n",
              "      <td>5</td>\n",
              "      <td>Drop what you're doing and drive here. After I...</td>\n",
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              "      <th>9</th>\n",
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              "      <td>jJAIXA46pU1swYyRCdfXtQ</td>\n",
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              "      <td>Nobuo shows his unique talents with everything...</td>\n",
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              "      <td>E11jzpKz9Kw5K7fuARWfRw</td>\n",
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              "      <td>The oldish man who owns the store is as sweet ...</td>\n",
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              "      <td>e9nN4XxjdHj4qtKCOPq_vg</td>\n",
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              "      <td>3rPt0LxF7rgmEUrznoH22w</td>\n",
              "      <td>5</td>\n",
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              "      <td>cGnKNX3I9rthE0-TH24-qA</td>\n",
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              "      <td>433</td>\n",
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              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>O510Re68mOy9dU490JTKCg</td>\n",
              "      <td>2010-05-03</td>\n",
              "      <td>j4SIzrIy0WrmW4yr4--Khg</td>\n",
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              "      <th>21</th>\n",
              "      <td>tdcjXyFLMKAsvRhURNOkCg</td>\n",
              "      <td>2011-06-28</td>\n",
              "      <td>LmuKVFh03Uz318VKnUWrxA</td>\n",
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              "      <td>This place shouldn't even be reviewed - becaus...</td>\n",
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              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>eFA9dqXT5EA_TrMgbo03QQ</td>\n",
              "      <td>2011-07-13</td>\n",
              "      <td>CQYc8hgKxV4enApDkx0IhA</td>\n",
              "      <td>5</td>\n",
              "      <td>first time my friend and I went there... it wa...</td>\n",
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              "      <td>6lg55RIP23VhjYEBXJ8Njw</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>148</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>JhupPnWfNlMJivnWB5druA</td>\n",
              "      <td>2011-05-22</td>\n",
              "      <td>cFtQnKzn2VDpBedy_TxlvA</td>\n",
              "      <td>5</td>\n",
              "      <td>I love this place! I have been coming here for...</td>\n",
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              "      <td>13xj6FSvYO0rZVRv5XZp4w</td>\n",
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              "      <td>1</td>\n",
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              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>qjmCVYkwP-HDa35jwYucbQ</td>\n",
              "      <td>2013-01-03</td>\n",
              "      <td>kZ4TzrVX6qeF0OvrVTGVEw</td>\n",
              "      <td>5</td>\n",
              "      <td>I love love LOVE this place. My boss (who is i...</td>\n",
              "      <td>review</td>\n",
              "      <td>fpItLlgimq0nRltWOkuJJw</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>921</td>\n",
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              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>V1nEpIRmEa1768oj_tuxeQ</td>\n",
              "      <td>2011-05-09</td>\n",
              "      <td>dtpJXC5p_sdWDLSobluJ3Q</td>\n",
              "      <td>5</td>\n",
              "      <td>Disclaimer: Like many of you, I am a sucker fo...</td>\n",
              "      <td>review</td>\n",
              "      <td>bCKjygWJZOQHCOzootbvow</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>801</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>rxQ2PIjhAx6dgAqUalf99Q</td>\n",
              "      <td>2012-09-09</td>\n",
              "      <td>-v-shjbxoj7hpU62yn6vag</td>\n",
              "      <td>5</td>\n",
              "      <td>Never having dealt with a Discount Tire in Pho...</td>\n",
              "      <td>review</td>\n",
              "      <td>HLbhD2OyiMCUDRR4c1iXaw</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1734</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>aRkYtXfmEKYG-eTDf_qUsw</td>\n",
              "      <td>2009-04-04</td>\n",
              "      <td>Ckk1Cne1GHwzmJfo7M4r2w</td>\n",
              "      <td>5</td>\n",
              "      <td>(Un)fortunately for me, lux is close to my hou...</td>\n",
              "      <td>review</td>\n",
              "      <td>IUWjTmXc3wLVaMHz33inaA</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>194</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>51</th>\n",
              "      <td>zp713qNhx8d9KCJJnrw1xA</td>\n",
              "      <td>2010-02-01</td>\n",
              "      <td>Bmt1QRDT0GfyXkhOvj_BfQ</td>\n",
              "      <td>5</td>\n",
              "      <td>Fred M. pretty much said what I would say, so ...</td>\n",
              "      <td>review</td>\n",
              "      <td>aqqbh1NZoFk48kp0eqSLdg</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>197</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>54</th>\n",
              "      <td>K8pM6qQdYu5h6buRE1-_sw</td>\n",
              "      <td>2009-08-06</td>\n",
              "      <td>GOconNmWgg6cJbgwSwrozw</td>\n",
              "      <td>5</td>\n",
              "      <td>Alright, I have been away from Yelp for quite ...</td>\n",
              "      <td>review</td>\n",
              "      <td>yy1SbjeyWiAhWfSr5d0new</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>1139</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>59</th>\n",
              "      <td>E6DnUFy3GoN4DxTqturtug</td>\n",
              "      <td>2010-09-28</td>\n",
              "      <td>nzSOTOZiAb1ITqbRgWKnnQ</td>\n",
              "      <td>5</td>\n",
              "      <td>This restaurant is incredible, and has the bes...</td>\n",
              "      <td>review</td>\n",
              "      <td>U3uT-Phb8iL2iuZpAROZlg</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>757</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>66</th>\n",
              "      <td>taSsiZAGZSz2gRg7_M4XDw</td>\n",
              "      <td>2011-12-30</td>\n",
              "      <td>L_q9kLaGo33j2Ij8yUIGDw</td>\n",
              "      <td>5</td>\n",
              "      <td>This an incredible church that embraces the pr...</td>\n",
              "      <td>review</td>\n",
              "      <td>0jJhjgr3wPin-8vYnPab6A</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>344</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>67</th>\n",
              "      <td>3oLy0rlzRI_xiqfQHqC4_g</td>\n",
              "      <td>2011-04-28</td>\n",
              "      <td>dY_p1YkjZxJmREb9Lfc5vw</td>\n",
              "      <td>5</td>\n",
              "      <td>This is our favorite breakfast place. The food...</td>\n",
              "      <td>review</td>\n",
              "      <td>-yg_AMAU2HNh48zcuQ13mw</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>253</td>\n",
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              "    <tr>\n",
              "      <th>69</th>\n",
              "      <td>N5iW2JG5e-QyUh7brRNSfw</td>\n",
              "      <td>2012-01-05</td>\n",
              "      <td>-_hed9F2kUDdb4oa1CXKIA</td>\n",
              "      <td>5</td>\n",
              "      <td>I had looked at several invitation websites al...</td>\n",
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              "      <td>xP3o3-r0KRUnZqBSdIGJjw</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>506</td>\n",
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              "    <tr>\n",
              "      <th>74</th>\n",
              "      <td>pRmHreZcF7YmNEEPukfcFg</td>\n",
              "      <td>2008-06-13</td>\n",
              "      <td>SWdrx60taMa442b1enwfCw</td>\n",
              "      <td>5</td>\n",
              "      <td>I absolutely love this little spot! It's a gre...</td>\n",
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              "      <td>iwWBF3nKoRMoy1sbkLJwvg</td>\n",
              "      <td>3</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>1054</td>\n",
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              "    <tr>\n",
              "      <th>78</th>\n",
              "      <td>cBpJIOrVXotDI0XAZH_k0g</td>\n",
              "      <td>2011-08-18</td>\n",
              "      <td>ZXp8gEhfE7BHgRYIgnd3gQ</td>\n",
              "      <td>5</td>\n",
              "      <td>Came here with a large group a while back.  We...</td>\n",
              "      <td>review</td>\n",
              "      <td>O3huqF3nBeWP9Zd6NmCAaQ</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>284</td>\n",
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              "    <tr>\n",
              "      <th>82</th>\n",
              "      <td>d7_jkx0VPx3uHsUl18iHMQ</td>\n",
              "      <td>2009-06-16</td>\n",
              "      <td>xE2MKvzes5Twg-jfAe8s4Q</td>\n",
              "      <td>5</td>\n",
              "      <td>Beer...or Yoga?\\n\\nLocated in a small center j...</td>\n",
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              "      <td>mfvezpz6ohS0NQk3DZdvqQ</td>\n",
              "      <td>11</td>\n",
              "      <td>16</td>\n",
              "      <td>8</td>\n",
              "      <td>2416</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>86</th>\n",
              "      <td>O-Xa9GCFWI65YiBD5Jw_hA</td>\n",
              "      <td>2011-04-22</td>\n",
              "      <td>pyCM8bH0z8fp6cWg6f2hKQ</td>\n",
              "      <td>5</td>\n",
              "      <td>Figured it is time to write a review after goi...</td>\n",
              "      <td>review</td>\n",
              "      <td>qT17WVkJi0RvQ4nNPN6NDw</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1208</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>88</th>\n",
              "      <td>vARjqeIkSNsazHltujiq4Q</td>\n",
              "      <td>2010-05-18</td>\n",
              "      <td>aRcp0rlSuAiuF-CDDZx9nQ</td>\n",
              "      <td>5</td>\n",
              "      <td>I can't describe to you how amazing these gour...</td>\n",
              "      <td>review</td>\n",
              "      <td>ZoBrIw-7VgCOO30GJVCoOA</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>91</th>\n",
              "      <td>Hgbxen9iKGL4AH6kKgC8YQ</td>\n",
              "      <td>2012-12-29</td>\n",
              "      <td>CxVOhu043DTW4zPTsQnJPA</td>\n",
              "      <td>5</td>\n",
              "      <td>So very Portlandia in its hipsterness and deco...</td>\n",
              "      <td>review</td>\n",
              "      <td>cwm_3br1CTH8IO8ZwWzFLg</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>369</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>95</th>\n",
              "      <td>rRe2eLIQ4MQ7d6vFL26Qdg</td>\n",
              "      <td>2011-06-15</td>\n",
              "      <td>i5Ms8r5AMRa-wcU5-necFA</td>\n",
              "      <td>5</td>\n",
              "      <td>Awesome subs clean and friendly well priced.</td>\n",
              "      <td>review</td>\n",
              "      <td>Gi_ZP3Pjdvc9-a8aS3SH0A</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>44</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9934</th>\n",
              "      <td>wl51t6lT7leiX64SlkOx6g</td>\n",
              "      <td>2010-08-29</td>\n",
              "      <td>ANoUbOzGBp_OjAD9k-NBvA</td>\n",
              "      <td>5</td>\n",
              "      <td>Love it, love it, love it! I have been eating ...</td>\n",
              "      <td>review</td>\n",
              "      <td>zLToLBt6Yc1NjDvSphbP7Q</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>597</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9937</th>\n",
              "      <td>So1Z7tydx4QqTLSp91Mjug</td>\n",
              "      <td>2011-04-26</td>\n",
              "      <td>fPxUlWm095ETJ84dRYn1-A</td>\n",
              "      <td>5</td>\n",
              "      <td>I know Kerrie through my networking and we ben...</td>\n",
              "      <td>review</td>\n",
              "      <td>1gspFi59uDO00PSM5LMlhQ</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>426</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9939</th>\n",
              "      <td>cdwHgELA2puX2DNfwSt5EA</td>\n",
              "      <td>2012-02-05</td>\n",
              "      <td>rWi4x7gXd3HabS1eJwB0hQ</td>\n",
              "      <td>5</td>\n",
              "      <td>We had brunch at El Chorro today and it was wo...</td>\n",
              "      <td>review</td>\n",
              "      <td>Z4xZrZi_AMtOR6I24dPrHQ</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>377</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9941</th>\n",
              "      <td>W8WyVVxinyRjzP8gJa7ILg</td>\n",
              "      <td>2009-01-20</td>\n",
              "      <td>lgrfMIvhkCzclg5KEharjw</td>\n",
              "      <td>5</td>\n",
              "      <td>I have a fond place in my heart for this estab...</td>\n",
              "      <td>review</td>\n",
              "      <td>PShy2RYNadDUhJf4ErOJ7w</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>606</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9942</th>\n",
              "      <td>iV7D7fHKb-bF9fCL_bEMtA</td>\n",
              "      <td>2009-04-22</td>\n",
              "      <td>WjkBCWy7pu4U2-3PbvM0bg</td>\n",
              "      <td>5</td>\n",
              "      <td>Cork is an enigma.\\n\\nWhat makes it enigmatic ...</td>\n",
              "      <td>review</td>\n",
              "      <td>l81ILmOhky5bG7o4r3rkhQ</td>\n",
              "      <td>8</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "      <td>1194</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9943</th>\n",
              "      <td>OY76JYsWn1rhb6Te2BE5Rw</td>\n",
              "      <td>2011-08-19</td>\n",
              "      <td>9IhdGx6Z4OUYXW9oPrPuXQ</td>\n",
              "      <td>5</td>\n",
              "      <td>Went to Yogurt Kingdom for the first time toni...</td>\n",
              "      <td>review</td>\n",
              "      <td>haYHbLXLX2cmHq1wQAEtfg</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>943</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9945</th>\n",
              "      <td>hfl62LX14YqNpG0g0Tj6_Q</td>\n",
              "      <td>2012-02-27</td>\n",
              "      <td>2hvg6T-sCh7upAe17Jxs3w</td>\n",
              "      <td>5</td>\n",
              "      <td>I find it hilarious that someone would referen...</td>\n",
              "      <td>review</td>\n",
              "      <td>9g_ARKx0eJmNH8oO1TR9rQ</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2619</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9947</th>\n",
              "      <td>VsrvWdZL2993olnW3z8R3A</td>\n",
              "      <td>2011-08-20</td>\n",
              "      <td>GW5D1Dv1Uc8X0_-yf0pzPA</td>\n",
              "      <td>5</td>\n",
              "      <td>LOVE Five Guys!</td>\n",
              "      <td>review</td>\n",
              "      <td>FYdLG8vxUfhqd6v-QQHRkw</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>15</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9951</th>\n",
              "      <td>EGiGWZp_zSqdeftiFQ7MbA</td>\n",
              "      <td>2011-06-13</td>\n",
              "      <td>OvsDIpdK5T4G81NUzWAkTA</td>\n",
              "      <td>5</td>\n",
              "      <td>This is a great Mexican food restaurant. I eat...</td>\n",
              "      <td>review</td>\n",
              "      <td>fi5y6-daDzTIQ7wOKaR7xg</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>309</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9956</th>\n",
              "      <td>7tPe20uDErh-iSkfNEWzVQ</td>\n",
              "      <td>2011-01-26</td>\n",
              "      <td>b0NnnjzhDmI7feVNzniZ3w</td>\n",
              "      <td>5</td>\n",
              "      <td>\"So Jimmy, tell the class what you saw at Swee...</td>\n",
              "      <td>review</td>\n",
              "      <td>P2kVk4cIWyK4e4h14RhK-Q</td>\n",
              "      <td>14</td>\n",
              "      <td>15</td>\n",
              "      <td>16</td>\n",
              "      <td>786</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9957</th>\n",
              "      <td>62F17L8z4Q4S7U_TayuDBA</td>\n",
              "      <td>2010-03-13</td>\n",
              "      <td>oTm0bBYcbgoMPJloZUpUwQ</td>\n",
              "      <td>5</td>\n",
              "      <td>Standard Mexican fare - but quite delicious.  ...</td>\n",
              "      <td>review</td>\n",
              "      <td>TnTkd3MKoIOKqrsPDzhiog</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>118</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9959</th>\n",
              "      <td>uEJQSIjWui-TDWXaGlcqyQ</td>\n",
              "      <td>2010-09-01</td>\n",
              "      <td>-2oWwvRjNEHNDa4TWVlbAA</td>\n",
              "      <td>5</td>\n",
              "      <td>My profile says....\\n\\nMy Last Meal On Earth: ...</td>\n",
              "      <td>review</td>\n",
              "      <td>EDN_wou8EEkuaj5Pd83cQA</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>754</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9965</th>\n",
              "      <td>L9UYbtAUOcfTgZFimehlXw</td>\n",
              "      <td>2009-07-31</td>\n",
              "      <td>F9KzEFjAtbWr3h8toNtDgw</td>\n",
              "      <td>5</td>\n",
              "      <td>Treats: We tried the cookies (chocolate chip a...</td>\n",
              "      <td>review</td>\n",
              "      <td>2lvfBteL5ny4CBjNIk9Mwg</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>648</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9966</th>\n",
              "      <td>ttpZx2t4fMAApdU9MFG91w</td>\n",
              "      <td>2012-07-20</td>\n",
              "      <td>rR322HOBSV2JSY6omtNoPw</td>\n",
              "      <td>5</td>\n",
              "      <td>I first joined 24 hr fitness about a year ago,...</td>\n",
              "      <td>review</td>\n",
              "      <td>iPnpD62l5LUL7WXaI3SJFA</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>962</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9969</th>\n",
              "      <td>qhIlkXgcC4j34lNTIqu9WA</td>\n",
              "      <td>2011-03-16</td>\n",
              "      <td>qu7tpZFxaPSxiuIgFiiYlQ</td>\n",
              "      <td>5</td>\n",
              "      <td>Leah, the trainer, at Dog House Training Acade...</td>\n",
              "      <td>review</td>\n",
              "      <td>RKxsZo6XkRU-0y1JgqqsBA</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>938</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9970</th>\n",
              "      <td>R6aazv8FB-6BeanY3ag8kw</td>\n",
              "      <td>2009-09-26</td>\n",
              "      <td>gP17ykqduf3AlewSaRb61w</td>\n",
              "      <td>5</td>\n",
              "      <td>This place is super cute lunch joint.  I had t...</td>\n",
              "      <td>review</td>\n",
              "      <td>mtoKqaQjGPWEc5YZbrYV9w</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>432</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9971</th>\n",
              "      <td>JOZqBKIOB8WEBAWm7v1JFA</td>\n",
              "      <td>2008-07-22</td>\n",
              "      <td>QI9rfeWrZnvK5ojz8cEoRg</td>\n",
              "      <td>5</td>\n",
              "      <td>The staff is great, the food is great, even th...</td>\n",
              "      <td>review</td>\n",
              "      <td>uBAMd01ZtGXaHrRD6THNzg</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>318</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9973</th>\n",
              "      <td>XHr5mXFgobOHoxbPJxmYdg</td>\n",
              "      <td>2009-09-28</td>\n",
              "      <td>udMiWjeG0OGcb4nNddDkBg</td>\n",
              "      <td>5</td>\n",
              "      <td>Wow!  Went on a Sunday around 11am - busy but ...</td>\n",
              "      <td>review</td>\n",
              "      <td>yRYNx24kUDRRBfJu1Rcojg</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>353</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9975</th>\n",
              "      <td>EWMwV5V9BxNs_U6nNVMeqw</td>\n",
              "      <td>2007-10-20</td>\n",
              "      <td>g4LsVAoafmUDHiS-_yN4tA</td>\n",
              "      <td>5</td>\n",
              "      <td>When I lived in Phoenix, I was a regular at Fe...</td>\n",
              "      <td>review</td>\n",
              "      <td>TLj3XaclA7V4ldJ5yNP-9Q</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1015</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9977</th>\n",
              "      <td>iDYzGVIF1TDWdjHNgNjCVw</td>\n",
              "      <td>2012-10-30</td>\n",
              "      <td>qaNZyCUJA6Yp0mvPBCknPQ</td>\n",
              "      <td>5</td>\n",
              "      <td>Why did I wait so long to try this neighborhoo...</td>\n",
              "      <td>review</td>\n",
              "      <td>Id-8-NMEKxeXBR44eUdDeA</td>\n",
              "      <td>3</td>\n",
              "      <td>6</td>\n",
              "      <td>3</td>\n",
              "      <td>2918</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9978</th>\n",
              "      <td>9Y3aQAVITkEJYe5vLZr13w</td>\n",
              "      <td>2010-04-01</td>\n",
              "      <td>ZoTUU6EJ1OBNr7mhqxHBLw</td>\n",
              "      <td>5</td>\n",
              "      <td>This is the place for a fabulos breakfast!! I ...</td>\n",
              "      <td>review</td>\n",
              "      <td>vasHsAZEgLZGJDTlIweUYQ</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>493</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9979</th>\n",
              "      <td>GV1P1x9eRb4iZHCxj5_IjA</td>\n",
              "      <td>2012-12-07</td>\n",
              "      <td>eVUs1C4yaVJNrc7SGTAheg</td>\n",
              "      <td>5</td>\n",
              "      <td>Highly recommend. This is my second time here ...</td>\n",
              "      <td>review</td>\n",
              "      <td>bJFdmJJxfXgCYA5DMmyeqQ</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>244</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9980</th>\n",
              "      <td>GHYOl_cnERMOhkCK_mGAlA</td>\n",
              "      <td>2011-07-03</td>\n",
              "      <td>Q-y3jSqccdytKxAyo1J0Xg</td>\n",
              "      <td>5</td>\n",
              "      <td>5 stars for the great $5 happy hour specials. ...</td>\n",
              "      <td>review</td>\n",
              "      <td>xZvRLPJ1ixhFVomkXSfXAw</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>4</td>\n",
              "      <td>393</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9981</th>\n",
              "      <td>AX8lx9wHNYT45lyd7pxaYw</td>\n",
              "      <td>2008-11-27</td>\n",
              "      <td>IyunTh7jnG7v3EYwfF3hPw</td>\n",
              "      <td>5</td>\n",
              "      <td>We brought the entire family to Giuseppe's las...</td>\n",
              "      <td>review</td>\n",
              "      <td>fczQCSmaWF78toLEmb0Zsw</td>\n",
              "      <td>10</td>\n",
              "      <td>9</td>\n",
              "      <td>5</td>\n",
              "      <td>885</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9989</th>\n",
              "      <td>mQUC-ATrFuMQSaDQb93Pug</td>\n",
              "      <td>2011-10-01</td>\n",
              "      <td>ta2P9joJqeFB8BzFp-AzjA</td>\n",
              "      <td>5</td>\n",
              "      <td>Great food and service! Country food at its best!</td>\n",
              "      <td>review</td>\n",
              "      <td>fKaO8fR1IAcfvZb6cBrs2w</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>49</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9990</th>\n",
              "      <td>R8VwdLyvsp9iybNqRvm94g</td>\n",
              "      <td>2011-10-03</td>\n",
              "      <td>pcEeHdAJPoFNF23es0kKWg</td>\n",
              "      <td>5</td>\n",
              "      <td>Yes I do rock the hipster joints.  I dig this ...</td>\n",
              "      <td>review</td>\n",
              "      <td>b92Y3tyWTQQZ5FLifex62Q</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>263</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9991</th>\n",
              "      <td>WJ5mq4EiWYAA4Vif0xDfdg</td>\n",
              "      <td>2011-12-05</td>\n",
              "      <td>EuHX-39FR7tyyG1ElvN1Jw</td>\n",
              "      <td>5</td>\n",
              "      <td>Only 4 stars? \\n\\n(A few notes: The folks that...</td>\n",
              "      <td>review</td>\n",
              "      <td>hTau-iNZFwoNsPCaiIUTEA</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>908</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9992</th>\n",
              "      <td>f96lWMIAUhYIYy9gOktivQ</td>\n",
              "      <td>2009-03-10</td>\n",
              "      <td>YF17z7HWlMj6aezZc-pVEw</td>\n",
              "      <td>5</td>\n",
              "      <td>I'm not normally one to jump at reviewing a ch...</td>\n",
              "      <td>review</td>\n",
              "      <td>W_QXYA7A0IhMrvbckz7eVg</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1326</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9994</th>\n",
              "      <td>L3BSpFvxcNf3T_teitgt6A</td>\n",
              "      <td>2012-03-19</td>\n",
              "      <td>0nxb1gIGFgk3WbC5zwhKZg</td>\n",
              "      <td>5</td>\n",
              "      <td>Let's see...what is there NOT to like about Su...</td>\n",
              "      <td>review</td>\n",
              "      <td>OzOZv-Knlw3oz9K5Kh5S6A</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1968</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9999</th>\n",
              "      <td>pF7uRzygyZsltbmVpjIyvw</td>\n",
              "      <td>2010-10-16</td>\n",
              "      <td>vWSmOhg2ID1MNZHaWapGbA</td>\n",
              "      <td>5</td>\n",
              "      <td>4-5 locations.. all 4.5 star average.. I think...</td>\n",
              "      <td>review</td>\n",
              "      <td>KSBFytcdjPKZgXKQnYQdkA</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>461</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>3337 rows × 11 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 business_id        date  ... funny  length\n",
              "0     9yKzy9PApeiPPOUJEtnvkg  2011-01-26  ...     0     889\n",
              "1     ZRJwVLyzEJq1VAihDhYiow  2011-07-27  ...     0    1345\n",
              "3     _1QQZuf4zZOyFCvXc0o6Vg  2010-05-27  ...     0     419\n",
              "4     6ozycU1RpktNG2-1BroVtw  2012-01-05  ...     0     469\n",
              "6     zp713qNhx8d9KCJJnrw1xA  2010-02-12  ...     4    1565\n",
              "9     nMHhuYan8e3cONo3PornJA  2010-08-11  ...     0     186\n",
              "10    AsSCv0q_BWqIe3mX2JqsOQ  2010-06-16  ...     1     298\n",
              "11    e9nN4XxjdHj4qtKCOPq_vg  2011-10-21  ...     0     321\n",
              "12    h53YuCiIDfEFSJCQpk8v1g  2010-01-11  ...     0     433\n",
              "17    O510Re68mOy9dU490JTKCg  2010-05-03  ...     0     363\n",
              "21    tdcjXyFLMKAsvRhURNOkCg  2011-06-28  ...     2     104\n",
              "22    eFA9dqXT5EA_TrMgbo03QQ  2011-07-13  ...     0     148\n",
              "24    JhupPnWfNlMJivnWB5druA  2011-05-22  ...     0     294\n",
              "26    qjmCVYkwP-HDa35jwYucbQ  2013-01-03  ...     0     921\n",
              "30    V1nEpIRmEa1768oj_tuxeQ  2011-05-09  ...     0     801\n",
              "32    rxQ2PIjhAx6dgAqUalf99Q  2012-09-09  ...     0    1734\n",
              "46    aRkYtXfmEKYG-eTDf_qUsw  2009-04-04  ...     1     194\n",
              "51    zp713qNhx8d9KCJJnrw1xA  2010-02-01  ...     1     197\n",
              "54    K8pM6qQdYu5h6buRE1-_sw  2009-08-06  ...     3    1139\n",
              "59    E6DnUFy3GoN4DxTqturtug  2010-09-28  ...     0     757\n",
              "66    taSsiZAGZSz2gRg7_M4XDw  2011-12-30  ...     0     344\n",
              "67    3oLy0rlzRI_xiqfQHqC4_g  2011-04-28  ...     0     253\n",
              "69    N5iW2JG5e-QyUh7brRNSfw  2012-01-05  ...     0     506\n",
              "74    pRmHreZcF7YmNEEPukfcFg  2008-06-13  ...     1    1054\n",
              "78    cBpJIOrVXotDI0XAZH_k0g  2011-08-18  ...     0     284\n",
              "82    d7_jkx0VPx3uHsUl18iHMQ  2009-06-16  ...     8    2416\n",
              "86    O-Xa9GCFWI65YiBD5Jw_hA  2011-04-22  ...     0    1208\n",
              "88    vARjqeIkSNsazHltujiq4Q  2010-05-18  ...     0     333\n",
              "91    Hgbxen9iKGL4AH6kKgC8YQ  2012-12-29  ...     0     369\n",
              "95    rRe2eLIQ4MQ7d6vFL26Qdg  2011-06-15  ...     0      44\n",
              "...                      ...         ...  ...   ...     ...\n",
              "9934  wl51t6lT7leiX64SlkOx6g  2010-08-29  ...     0     597\n",
              "9937  So1Z7tydx4QqTLSp91Mjug  2011-04-26  ...     0     426\n",
              "9939  cdwHgELA2puX2DNfwSt5EA  2012-02-05  ...     0     377\n",
              "9941  W8WyVVxinyRjzP8gJa7ILg  2009-01-20  ...     3     606\n",
              "9942  iV7D7fHKb-bF9fCL_bEMtA  2009-04-22  ...     6    1194\n",
              "9943  OY76JYsWn1rhb6Te2BE5Rw  2011-08-19  ...     0     943\n",
              "9945  hfl62LX14YqNpG0g0Tj6_Q  2012-02-27  ...     1    2619\n",
              "9947  VsrvWdZL2993olnW3z8R3A  2011-08-20  ...     0      15\n",
              "9951  EGiGWZp_zSqdeftiFQ7MbA  2011-06-13  ...     0     309\n",
              "9956  7tPe20uDErh-iSkfNEWzVQ  2011-01-26  ...    16     786\n",
              "9957  62F17L8z4Q4S7U_TayuDBA  2010-03-13  ...     0     118\n",
              "9959  uEJQSIjWui-TDWXaGlcqyQ  2010-09-01  ...     1     754\n",
              "9965  L9UYbtAUOcfTgZFimehlXw  2009-07-31  ...     0     648\n",
              "9966  ttpZx2t4fMAApdU9MFG91w  2012-07-20  ...     1     962\n",
              "9969  qhIlkXgcC4j34lNTIqu9WA  2011-03-16  ...     0     938\n",
              "9970  R6aazv8FB-6BeanY3ag8kw  2009-09-26  ...     0     432\n",
              "9971  JOZqBKIOB8WEBAWm7v1JFA  2008-07-22  ...     1     318\n",
              "9973  XHr5mXFgobOHoxbPJxmYdg  2009-09-28  ...     0     353\n",
              "9975  EWMwV5V9BxNs_U6nNVMeqw  2007-10-20  ...     0    1015\n",
              "9977  iDYzGVIF1TDWdjHNgNjCVw  2012-10-30  ...     3    2918\n",
              "9978  9Y3aQAVITkEJYe5vLZr13w  2010-04-01  ...     0     493\n",
              "9979  GV1P1x9eRb4iZHCxj5_IjA  2012-12-07  ...     1     244\n",
              "9980  GHYOl_cnERMOhkCK_mGAlA  2011-07-03  ...     4     393\n",
              "9981  AX8lx9wHNYT45lyd7pxaYw  2008-11-27  ...     5     885\n",
              "9989  mQUC-ATrFuMQSaDQb93Pug  2011-10-01  ...     0      49\n",
              "9990  R8VwdLyvsp9iybNqRvm94g  2011-10-03  ...     1     263\n",
              "9991  WJ5mq4EiWYAA4Vif0xDfdg  2011-12-05  ...     0     908\n",
              "9992  f96lWMIAUhYIYy9gOktivQ  2009-03-10  ...     2    1326\n",
              "9994  L3BSpFvxcNf3T_teitgt6A  2012-03-19  ...     1    1968\n",
              "9999  pF7uRzygyZsltbmVpjIyvw  2010-10-16  ...     0     461\n",
              "\n",
              "[3337 rows x 11 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3Z8JHSUgaHvk",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "yelp_df_1_5 = pd.concat([yelp_df_1 , yelp_df_5])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nUGRuCJPaHvm",
        "colab_type": "code",
        "outputId": "e8c8cf7b-92b9-4a2b-a345-42d78ec2403f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "yelp_df_1_5"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>business_id</th>\n",
              "      <th>date</th>\n",
              "      <th>review_id</th>\n",
              "      <th>stars</th>\n",
              "      <th>text</th>\n",
              "      <th>type</th>\n",
              "      <th>user_id</th>\n",
              "      <th>cool</th>\n",
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              "      <th>funny</th>\n",
              "      <th>length</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>IJ0o6b8bJFAbG6MjGfBebQ</td>\n",
              "      <td>2010-09-05</td>\n",
              "      <td>Dx9sfFU6Zn0GYOckijom-g</td>\n",
              "      <td>1</td>\n",
              "      <td>U can go there n check the car out. If u wanna...</td>\n",
              "      <td>review</td>\n",
              "      <td>zRlQEDYd_HKp0VS3hnAffA</td>\n",
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              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>vvA3fbps4F9nGlAEYKk_sA</td>\n",
              "      <td>2012-05-04</td>\n",
              "      <td>S9OVpXat8k5YwWCn6FAgXg</td>\n",
              "      <td>1</td>\n",
              "      <td>Disgusting!  Had a Groupon so my daughter and ...</td>\n",
              "      <td>review</td>\n",
              "      <td>8AMn6644NmBf96xGO3w6OA</td>\n",
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              "      <td>1</td>\n",
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              "      <td>361</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>o1GIYYZJjM6nM03fQs_uEQ</td>\n",
              "      <td>2011-11-30</td>\n",
              "      <td>ApKbwpYJdnhhgP4NbjQw2Q</td>\n",
              "      <td>1</td>\n",
              "      <td>I've eaten here many times, but none as bad as...</td>\n",
              "      <td>review</td>\n",
              "      <td>iwUN95LIaEr75TZE_JC6bg</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>1198</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>61</th>\n",
              "      <td>l4vBbCL9QbGiwLuLKwD_bA</td>\n",
              "      <td>2011-11-22</td>\n",
              "      <td>DJVxOfj2Rw9zklC9tU3i1w</td>\n",
              "      <td>1</td>\n",
              "      <td>I have always been a fan of Burlington's deals...</td>\n",
              "      <td>review</td>\n",
              "      <td>EPROVap0M19Y6_4uf3eCmQ</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>569</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>64</th>\n",
              "      <td>CEswyP-9SsXRNLR9fFGKKw</td>\n",
              "      <td>2012-05-19</td>\n",
              "      <td>GXj4PNAi095-q9ynPYH3kg</td>\n",
              "      <td>1</td>\n",
              "      <td>Another night meeting friends here.  I have to...</td>\n",
              "      <td>review</td>\n",
              "      <td>MjLAe48XNfYlTeFYca5gMw</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>498</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>65</th>\n",
              "      <td>6Ry-gjGqApTSRZkfdYlLmw</td>\n",
              "      <td>2011-05-04</td>\n",
              "      <td>LN4l4wklQB0IVBjm-vq9TA</td>\n",
              "      <td>1</td>\n",
              "      <td>Not busy at all but took nearly 45 min to get ...</td>\n",
              "      <td>review</td>\n",
              "      <td>rWN1pg3mCF2btJWtG6JmJA</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>304</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>71</th>\n",
              "      <td>NNGJQF3WeIHzGzweCpZ-VA</td>\n",
              "      <td>2011-04-23</td>\n",
              "      <td>jNewOjPp56NMDrKlajrgFQ</td>\n",
              "      <td>1</td>\n",
              "      <td>Yikes, reading other reviews I realize my bad ...</td>\n",
              "      <td>review</td>\n",
              "      <td>5je-Jg8tq5BWxJtDBmTK2Q</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>877</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>79</th>\n",
              "      <td>FkHhy6kWeoJf0xJTqzRWmg</td>\n",
              "      <td>2012-09-17</td>\n",
              "      <td>odua8qFSMEXSFYmElQTspQ</td>\n",
              "      <td>1</td>\n",
              "      <td>This is my first year participating in Arizona...</td>\n",
              "      <td>review</td>\n",
              "      <td>68exKLCQnnZrvXNFOcIUnA</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>84</th>\n",
              "      <td>LzpR_jE6VIutJ08s2cdRrw</td>\n",
              "      <td>2009-03-18</td>\n",
              "      <td>EUCqs_gfKZi1YoKVkWjSYw</td>\n",
              "      <td>1</td>\n",
              "      <td>really, I can't believe this place has receive...</td>\n",
              "      <td>review</td>\n",
              "      <td>HY9qpAamqLXFoa7xMwNntg</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>2646</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>89</th>\n",
              "      <td>145SQ_msdQ1yo7J0E63VoA</td>\n",
              "      <td>2011-03-15</td>\n",
              "      <td>VqNdpXrssjJrC0Z_swPUdA</td>\n",
              "      <td>1</td>\n",
              "      <td>I was really excited about this event, maybe m...</td>\n",
              "      <td>review</td>\n",
              "      <td>ASi6ZgbbwXIwU2H24uANmQ</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>610</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>90</th>\n",
              "      <td>hW0Ne_HTHEAgGF1rAdmR-g</td>\n",
              "      <td>2010-07-06</td>\n",
              "      <td>6iEP6dvHIefVMMnjeDRNcQ</td>\n",
              "      <td>1</td>\n",
              "      <td>The beach paradise of Ixtapa-Zihuatenejo await...</td>\n",
              "      <td>review</td>\n",
              "      <td>8tbXmjYGsYFZXk6ppuwRWQ</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>9</td>\n",
              "      <td>470</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>105</th>\n",
              "      <td>COc06ScpJTN15NXMf4gkqA</td>\n",
              "      <td>2012-06-17</td>\n",
              "      <td>MbLozRSxSjtMJ3YmPCms7Q</td>\n",
              "      <td>1</td>\n",
              "      <td>See the huge sign outside that says $2.50? Yea...</td>\n",
              "      <td>review</td>\n",
              "      <td>UfMHoQ4lic1aCkXFa4TxlA</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>873</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>113</th>\n",
              "      <td>1Q_H3BLhKBymF6Se8FfZNw</td>\n",
              "      <td>2009-02-19</td>\n",
              "      <td>_o_WRkKLk7NJeOO6NsOmMA</td>\n",
              "      <td>1</td>\n",
              "      <td>Unless you are a regular or look like your wal...</td>\n",
              "      <td>review</td>\n",
              "      <td>JnRT9i2d71pY8D8ngzCz9Q</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1490</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>119</th>\n",
              "      <td>CvRGjwCsrQs1DYYL3z8R7g</td>\n",
              "      <td>2008-02-27</td>\n",
              "      <td>xCEvHEszA3-CmFqtHacVQg</td>\n",
              "      <td>1</td>\n",
              "      <td>Take your money elsewhere, unless you've got k...</td>\n",
              "      <td>review</td>\n",
              "      <td>jKeaOrPyJ-dI9SNeVqrbww</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>614</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>126</th>\n",
              "      <td>CgHcO651uEE3aalrkm4boQ</td>\n",
              "      <td>2007-08-22</td>\n",
              "      <td>L8C_ZWqXelQDG_SzAp3TkA</td>\n",
              "      <td>1</td>\n",
              "      <td>My friend kept telling me how good their lunch...</td>\n",
              "      <td>review</td>\n",
              "      <td>QSYnt4piL87oEWJHJ8_pGA</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1169</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>136</th>\n",
              "      <td>uxoibUaXA-lRXM37ZV8Bsg</td>\n",
              "      <td>2008-12-20</td>\n",
              "      <td>OUhKpg-1LG7bpyxHLtbJDQ</td>\n",
              "      <td>1</td>\n",
              "      <td>Absolutely horrendous.  This post office will ...</td>\n",
              "      <td>review</td>\n",
              "      <td>VKiWDL608wBRQtk05ts59g</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>203</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>140</th>\n",
              "      <td>wl51t6lT7leiX64SlkOx6g</td>\n",
              "      <td>2010-10-30</td>\n",
              "      <td>tCps1BXBR4ZUOF-uTxUBMw</td>\n",
              "      <td>1</td>\n",
              "      <td>Other than the really great happy hour prices,...</td>\n",
              "      <td>review</td>\n",
              "      <td>WgdgOlb-OIwKxb1p4xWwRA</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>240</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>148</th>\n",
              "      <td>zDfaNgSYLn-TwquB5A6AaA</td>\n",
              "      <td>2012-09-14</td>\n",
              "      <td>1xrgXladKl8ukUsiyVU_kA</td>\n",
              "      <td>1</td>\n",
              "      <td>Been here for many years but have seen a recen...</td>\n",
              "      <td>review</td>\n",
              "      <td>pRw80rCPUTcBo2Zv5De1yQ</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>206</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>165</th>\n",
              "      <td>MUsqPXthMdHoPEow9M3MfA</td>\n",
              "      <td>2007-07-28</td>\n",
              "      <td>EuC1SHR55UGShkq3iovTEQ</td>\n",
              "      <td>1</td>\n",
              "      <td>This place is not there anymore.</td>\n",
              "      <td>review</td>\n",
              "      <td>VBEbhE0ISjg6xowGNiGmgQ</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>32</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>170</th>\n",
              "      <td>u3HMalNH-xBgZUXjnH3O6Q</td>\n",
              "      <td>2010-03-19</td>\n",
              "      <td>Z67Znbe5riZE4YISO45XAA</td>\n",
              "      <td>1</td>\n",
              "      <td>Rarely do I give a 1 star rating but after fou...</td>\n",
              "      <td>review</td>\n",
              "      <td>QnMPMD8Nh3ErZGfMRGAeYg</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>765</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>190</th>\n",
              "      <td>OOCLVeqqMFfSnKa7liv0Kw</td>\n",
              "      <td>2009-02-10</td>\n",
              "      <td>d4tC0RRd0ldMNZHeIMbGuQ</td>\n",
              "      <td>1</td>\n",
              "      <td>What a load of absolutely hideous, uninteresti...</td>\n",
              "      <td>review</td>\n",
              "      <td>17PPxx8RxjOUD_nQZ1aHEw</td>\n",
              "      <td>4</td>\n",
              "      <td>6</td>\n",
              "      <td>7</td>\n",
              "      <td>395</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>208</th>\n",
              "      <td>MwaFQkJxzqg8G5_hTip99A</td>\n",
              "      <td>2012-07-09</td>\n",
              "      <td>dwC-XTgcmFTMKe1q-Cz8vQ</td>\n",
              "      <td>1</td>\n",
              "      <td>Wednesday 7pm.  This place is your average ove...</td>\n",
              "      <td>review</td>\n",
              "      <td>Pk5T0OFCbl8mIKkKYyglWQ</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>406</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>212</th>\n",
              "      <td>yPJFfglhMHAKciUpjTmgBg</td>\n",
              "      <td>2011-12-27</td>\n",
              "      <td>TkTbb-JkRsdtD5wplSGEtw</td>\n",
              "      <td>1</td>\n",
              "      <td>I had not been to an Oregano's in like 10 year...</td>\n",
              "      <td>review</td>\n",
              "      <td>KucBnMrhalzxnD9AWrxwYQ</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>801</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>234</th>\n",
              "      <td>q7DzFSkt1ColaWrAOw7rFw</td>\n",
              "      <td>2012-05-27</td>\n",
              "      <td>4FlODbbswl1eq5-z96vppA</td>\n",
              "      <td>1</td>\n",
              "      <td>I recently had a shit cleaned at the Intercont...</td>\n",
              "      <td>review</td>\n",
              "      <td>JnJDO8c37PnwsP0P7-1v0w</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>511</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>239</th>\n",
              "      <td>s26P-jeVUH9TjnTPQttPag</td>\n",
              "      <td>2012-04-05</td>\n",
              "      <td>-ZjQLlmThaRU5hpgLfmH_Q</td>\n",
              "      <td>1</td>\n",
              "      <td>Where are the managers????   It took 1 1/2 hou...</td>\n",
              "      <td>review</td>\n",
              "      <td>Rv3k5uOZT5i40aLmlhw4DA</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>654</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>281</th>\n",
              "      <td>8PYmv83XaJTioz5_A-SVxA</td>\n",
              "      <td>2011-08-01</td>\n",
              "      <td>iHw39WDbIi5qgurOkNNiWA</td>\n",
              "      <td>1</td>\n",
              "      <td>Still quite poor both in service and food. may...</td>\n",
              "      <td>review</td>\n",
              "      <td>Zgp9T6IOVFOozrWDw_mUGQ</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1018</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>287</th>\n",
              "      <td>yv9gVqydta-y8NHQQ3XPRw</td>\n",
              "      <td>2012-08-26</td>\n",
              "      <td>D_pEME20C-srxu-D8Se14A</td>\n",
              "      <td>1</td>\n",
              "      <td>First, I hope La Fonda management reads these ...</td>\n",
              "      <td>review</td>\n",
              "      <td>vKs0r5yZhfJYdBSd0J1a3Q</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>882</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>289</th>\n",
              "      <td>l3yL2rQ6PoFBQ06RLczn9w</td>\n",
              "      <td>2010-08-21</td>\n",
              "      <td>Cluf-ijd2Ubr0hoVjLXoSQ</td>\n",
              "      <td>1</td>\n",
              "      <td>I'd say I've been to the Clubhouse a few times...</td>\n",
              "      <td>review</td>\n",
              "      <td>80PHOfM8KOBb7xEQN4C0lg</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2188</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>292</th>\n",
              "      <td>QIHyWCBG3ftvXbGdHQKdHw</td>\n",
              "      <td>2012-12-29</td>\n",
              "      <td>Dv9iSQe9s_kn5uuhy0iM_w</td>\n",
              "      <td>1</td>\n",
              "      <td>Not that any SBUX is worth going out of your w...</td>\n",
              "      <td>review</td>\n",
              "      <td>QiLOh5KHp81eiju-n-z1Ng</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>193</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>299</th>\n",
              "      <td>Lnohr9bpCbHNsomazXDg-w</td>\n",
              "      <td>2008-07-16</td>\n",
              "      <td>IhVNA9hUjtdk1zufzziNug</td>\n",
              "      <td>1</td>\n",
              "      <td>How does this restaurant generate so many 4 an...</td>\n",
              "      <td>review</td>\n",
              "      <td>UE1UIi95jSk5tAzOdtnjIA</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>405</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9934</th>\n",
              "      <td>wl51t6lT7leiX64SlkOx6g</td>\n",
              "      <td>2010-08-29</td>\n",
              "      <td>ANoUbOzGBp_OjAD9k-NBvA</td>\n",
              "      <td>5</td>\n",
              "      <td>Love it, love it, love it! I have been eating ...</td>\n",
              "      <td>review</td>\n",
              "      <td>zLToLBt6Yc1NjDvSphbP7Q</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>597</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9937</th>\n",
              "      <td>So1Z7tydx4QqTLSp91Mjug</td>\n",
              "      <td>2011-04-26</td>\n",
              "      <td>fPxUlWm095ETJ84dRYn1-A</td>\n",
              "      <td>5</td>\n",
              "      <td>I know Kerrie through my networking and we ben...</td>\n",
              "      <td>review</td>\n",
              "      <td>1gspFi59uDO00PSM5LMlhQ</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>426</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9939</th>\n",
              "      <td>cdwHgELA2puX2DNfwSt5EA</td>\n",
              "      <td>2012-02-05</td>\n",
              "      <td>rWi4x7gXd3HabS1eJwB0hQ</td>\n",
              "      <td>5</td>\n",
              "      <td>We had brunch at El Chorro today and it was wo...</td>\n",
              "      <td>review</td>\n",
              "      <td>Z4xZrZi_AMtOR6I24dPrHQ</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>377</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9941</th>\n",
              "      <td>W8WyVVxinyRjzP8gJa7ILg</td>\n",
              "      <td>2009-01-20</td>\n",
              "      <td>lgrfMIvhkCzclg5KEharjw</td>\n",
              "      <td>5</td>\n",
              "      <td>I have a fond place in my heart for this estab...</td>\n",
              "      <td>review</td>\n",
              "      <td>PShy2RYNadDUhJf4ErOJ7w</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>606</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9942</th>\n",
              "      <td>iV7D7fHKb-bF9fCL_bEMtA</td>\n",
              "      <td>2009-04-22</td>\n",
              "      <td>WjkBCWy7pu4U2-3PbvM0bg</td>\n",
              "      <td>5</td>\n",
              "      <td>Cork is an enigma.\\n\\nWhat makes it enigmatic ...</td>\n",
              "      <td>review</td>\n",
              "      <td>l81ILmOhky5bG7o4r3rkhQ</td>\n",
              "      <td>8</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "      <td>1194</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9943</th>\n",
              "      <td>OY76JYsWn1rhb6Te2BE5Rw</td>\n",
              "      <td>2011-08-19</td>\n",
              "      <td>9IhdGx6Z4OUYXW9oPrPuXQ</td>\n",
              "      <td>5</td>\n",
              "      <td>Went to Yogurt Kingdom for the first time toni...</td>\n",
              "      <td>review</td>\n",
              "      <td>haYHbLXLX2cmHq1wQAEtfg</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>943</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9945</th>\n",
              "      <td>hfl62LX14YqNpG0g0Tj6_Q</td>\n",
              "      <td>2012-02-27</td>\n",
              "      <td>2hvg6T-sCh7upAe17Jxs3w</td>\n",
              "      <td>5</td>\n",
              "      <td>I find it hilarious that someone would referen...</td>\n",
              "      <td>review</td>\n",
              "      <td>9g_ARKx0eJmNH8oO1TR9rQ</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2619</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9947</th>\n",
              "      <td>VsrvWdZL2993olnW3z8R3A</td>\n",
              "      <td>2011-08-20</td>\n",
              "      <td>GW5D1Dv1Uc8X0_-yf0pzPA</td>\n",
              "      <td>5</td>\n",
              "      <td>LOVE Five Guys!</td>\n",
              "      <td>review</td>\n",
              "      <td>FYdLG8vxUfhqd6v-QQHRkw</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>15</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9951</th>\n",
              "      <td>EGiGWZp_zSqdeftiFQ7MbA</td>\n",
              "      <td>2011-06-13</td>\n",
              "      <td>OvsDIpdK5T4G81NUzWAkTA</td>\n",
              "      <td>5</td>\n",
              "      <td>This is a great Mexican food restaurant. I eat...</td>\n",
              "      <td>review</td>\n",
              "      <td>fi5y6-daDzTIQ7wOKaR7xg</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>309</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9956</th>\n",
              "      <td>7tPe20uDErh-iSkfNEWzVQ</td>\n",
              "      <td>2011-01-26</td>\n",
              "      <td>b0NnnjzhDmI7feVNzniZ3w</td>\n",
              "      <td>5</td>\n",
              "      <td>\"So Jimmy, tell the class what you saw at Swee...</td>\n",
              "      <td>review</td>\n",
              "      <td>P2kVk4cIWyK4e4h14RhK-Q</td>\n",
              "      <td>14</td>\n",
              "      <td>15</td>\n",
              "      <td>16</td>\n",
              "      <td>786</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9957</th>\n",
              "      <td>62F17L8z4Q4S7U_TayuDBA</td>\n",
              "      <td>2010-03-13</td>\n",
              "      <td>oTm0bBYcbgoMPJloZUpUwQ</td>\n",
              "      <td>5</td>\n",
              "      <td>Standard Mexican fare - but quite delicious.  ...</td>\n",
              "      <td>review</td>\n",
              "      <td>TnTkd3MKoIOKqrsPDzhiog</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>118</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9959</th>\n",
              "      <td>uEJQSIjWui-TDWXaGlcqyQ</td>\n",
              "      <td>2010-09-01</td>\n",
              "      <td>-2oWwvRjNEHNDa4TWVlbAA</td>\n",
              "      <td>5</td>\n",
              "      <td>My profile says....\\n\\nMy Last Meal On Earth: ...</td>\n",
              "      <td>review</td>\n",
              "      <td>EDN_wou8EEkuaj5Pd83cQA</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>754</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9965</th>\n",
              "      <td>L9UYbtAUOcfTgZFimehlXw</td>\n",
              "      <td>2009-07-31</td>\n",
              "      <td>F9KzEFjAtbWr3h8toNtDgw</td>\n",
              "      <td>5</td>\n",
              "      <td>Treats: We tried the cookies (chocolate chip a...</td>\n",
              "      <td>review</td>\n",
              "      <td>2lvfBteL5ny4CBjNIk9Mwg</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>648</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9966</th>\n",
              "      <td>ttpZx2t4fMAApdU9MFG91w</td>\n",
              "      <td>2012-07-20</td>\n",
              "      <td>rR322HOBSV2JSY6omtNoPw</td>\n",
              "      <td>5</td>\n",
              "      <td>I first joined 24 hr fitness about a year ago,...</td>\n",
              "      <td>review</td>\n",
              "      <td>iPnpD62l5LUL7WXaI3SJFA</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>962</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9969</th>\n",
              "      <td>qhIlkXgcC4j34lNTIqu9WA</td>\n",
              "      <td>2011-03-16</td>\n",
              "      <td>qu7tpZFxaPSxiuIgFiiYlQ</td>\n",
              "      <td>5</td>\n",
              "      <td>Leah, the trainer, at Dog House Training Acade...</td>\n",
              "      <td>review</td>\n",
              "      <td>RKxsZo6XkRU-0y1JgqqsBA</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>938</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9970</th>\n",
              "      <td>R6aazv8FB-6BeanY3ag8kw</td>\n",
              "      <td>2009-09-26</td>\n",
              "      <td>gP17ykqduf3AlewSaRb61w</td>\n",
              "      <td>5</td>\n",
              "      <td>This place is super cute lunch joint.  I had t...</td>\n",
              "      <td>review</td>\n",
              "      <td>mtoKqaQjGPWEc5YZbrYV9w</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>432</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9971</th>\n",
              "      <td>JOZqBKIOB8WEBAWm7v1JFA</td>\n",
              "      <td>2008-07-22</td>\n",
              "      <td>QI9rfeWrZnvK5ojz8cEoRg</td>\n",
              "      <td>5</td>\n",
              "      <td>The staff is great, the food is great, even th...</td>\n",
              "      <td>review</td>\n",
              "      <td>uBAMd01ZtGXaHrRD6THNzg</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>318</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9973</th>\n",
              "      <td>XHr5mXFgobOHoxbPJxmYdg</td>\n",
              "      <td>2009-09-28</td>\n",
              "      <td>udMiWjeG0OGcb4nNddDkBg</td>\n",
              "      <td>5</td>\n",
              "      <td>Wow!  Went on a Sunday around 11am - busy but ...</td>\n",
              "      <td>review</td>\n",
              "      <td>yRYNx24kUDRRBfJu1Rcojg</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>353</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9975</th>\n",
              "      <td>EWMwV5V9BxNs_U6nNVMeqw</td>\n",
              "      <td>2007-10-20</td>\n",
              "      <td>g4LsVAoafmUDHiS-_yN4tA</td>\n",
              "      <td>5</td>\n",
              "      <td>When I lived in Phoenix, I was a regular at Fe...</td>\n",
              "      <td>review</td>\n",
              "      <td>TLj3XaclA7V4ldJ5yNP-9Q</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1015</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9977</th>\n",
              "      <td>iDYzGVIF1TDWdjHNgNjCVw</td>\n",
              "      <td>2012-10-30</td>\n",
              "      <td>qaNZyCUJA6Yp0mvPBCknPQ</td>\n",
              "      <td>5</td>\n",
              "      <td>Why did I wait so long to try this neighborhoo...</td>\n",
              "      <td>review</td>\n",
              "      <td>Id-8-NMEKxeXBR44eUdDeA</td>\n",
              "      <td>3</td>\n",
              "      <td>6</td>\n",
              "      <td>3</td>\n",
              "      <td>2918</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9978</th>\n",
              "      <td>9Y3aQAVITkEJYe5vLZr13w</td>\n",
              "      <td>2010-04-01</td>\n",
              "      <td>ZoTUU6EJ1OBNr7mhqxHBLw</td>\n",
              "      <td>5</td>\n",
              "      <td>This is the place for a fabulos breakfast!! I ...</td>\n",
              "      <td>review</td>\n",
              "      <td>vasHsAZEgLZGJDTlIweUYQ</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>493</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9979</th>\n",
              "      <td>GV1P1x9eRb4iZHCxj5_IjA</td>\n",
              "      <td>2012-12-07</td>\n",
              "      <td>eVUs1C4yaVJNrc7SGTAheg</td>\n",
              "      <td>5</td>\n",
              "      <td>Highly recommend. This is my second time here ...</td>\n",
              "      <td>review</td>\n",
              "      <td>bJFdmJJxfXgCYA5DMmyeqQ</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>244</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9980</th>\n",
              "      <td>GHYOl_cnERMOhkCK_mGAlA</td>\n",
              "      <td>2011-07-03</td>\n",
              "      <td>Q-y3jSqccdytKxAyo1J0Xg</td>\n",
              "      <td>5</td>\n",
              "      <td>5 stars for the great $5 happy hour specials. ...</td>\n",
              "      <td>review</td>\n",
              "      <td>xZvRLPJ1ixhFVomkXSfXAw</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>4</td>\n",
              "      <td>393</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9981</th>\n",
              "      <td>AX8lx9wHNYT45lyd7pxaYw</td>\n",
              "      <td>2008-11-27</td>\n",
              "      <td>IyunTh7jnG7v3EYwfF3hPw</td>\n",
              "      <td>5</td>\n",
              "      <td>We brought the entire family to Giuseppe's las...</td>\n",
              "      <td>review</td>\n",
              "      <td>fczQCSmaWF78toLEmb0Zsw</td>\n",
              "      <td>10</td>\n",
              "      <td>9</td>\n",
              "      <td>5</td>\n",
              "      <td>885</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9989</th>\n",
              "      <td>mQUC-ATrFuMQSaDQb93Pug</td>\n",
              "      <td>2011-10-01</td>\n",
              "      <td>ta2P9joJqeFB8BzFp-AzjA</td>\n",
              "      <td>5</td>\n",
              "      <td>Great food and service! Country food at its best!</td>\n",
              "      <td>review</td>\n",
              "      <td>fKaO8fR1IAcfvZb6cBrs2w</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>49</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9990</th>\n",
              "      <td>R8VwdLyvsp9iybNqRvm94g</td>\n",
              "      <td>2011-10-03</td>\n",
              "      <td>pcEeHdAJPoFNF23es0kKWg</td>\n",
              "      <td>5</td>\n",
              "      <td>Yes I do rock the hipster joints.  I dig this ...</td>\n",
              "      <td>review</td>\n",
              "      <td>b92Y3tyWTQQZ5FLifex62Q</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>263</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9991</th>\n",
              "      <td>WJ5mq4EiWYAA4Vif0xDfdg</td>\n",
              "      <td>2011-12-05</td>\n",
              "      <td>EuHX-39FR7tyyG1ElvN1Jw</td>\n",
              "      <td>5</td>\n",
              "      <td>Only 4 stars? \\n\\n(A few notes: The folks that...</td>\n",
              "      <td>review</td>\n",
              "      <td>hTau-iNZFwoNsPCaiIUTEA</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>908</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9992</th>\n",
              "      <td>f96lWMIAUhYIYy9gOktivQ</td>\n",
              "      <td>2009-03-10</td>\n",
              "      <td>YF17z7HWlMj6aezZc-pVEw</td>\n",
              "      <td>5</td>\n",
              "      <td>I'm not normally one to jump at reviewing a ch...</td>\n",
              "      <td>review</td>\n",
              "      <td>W_QXYA7A0IhMrvbckz7eVg</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1326</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9994</th>\n",
              "      <td>L3BSpFvxcNf3T_teitgt6A</td>\n",
              "      <td>2012-03-19</td>\n",
              "      <td>0nxb1gIGFgk3WbC5zwhKZg</td>\n",
              "      <td>5</td>\n",
              "      <td>Let's see...what is there NOT to like about Su...</td>\n",
              "      <td>review</td>\n",
              "      <td>OzOZv-Knlw3oz9K5Kh5S6A</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1968</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9999</th>\n",
              "      <td>pF7uRzygyZsltbmVpjIyvw</td>\n",
              "      <td>2010-10-16</td>\n",
              "      <td>vWSmOhg2ID1MNZHaWapGbA</td>\n",
              "      <td>5</td>\n",
              "      <td>4-5 locations.. all 4.5 star average.. I think...</td>\n",
              "      <td>review</td>\n",
              "      <td>KSBFytcdjPKZgXKQnYQdkA</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>461</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>4086 rows × 11 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 business_id        date  ... funny  length\n",
              "23    IJ0o6b8bJFAbG6MjGfBebQ  2010-09-05  ...     1     594\n",
              "31    vvA3fbps4F9nGlAEYKk_sA  2012-05-04  ...     0     361\n",
              "35    o1GIYYZJjM6nM03fQs_uEQ  2011-11-30  ...     3    1198\n",
              "61    l4vBbCL9QbGiwLuLKwD_bA  2011-11-22  ...     0     569\n",
              "64    CEswyP-9SsXRNLR9fFGKKw  2012-05-19  ...     2     498\n",
              "65    6Ry-gjGqApTSRZkfdYlLmw  2011-05-04  ...     0     304\n",
              "71    NNGJQF3WeIHzGzweCpZ-VA  2011-04-23  ...     1     877\n",
              "79    FkHhy6kWeoJf0xJTqzRWmg  2012-09-17  ...     0     154\n",
              "84    LzpR_jE6VIutJ08s2cdRrw  2009-03-18  ...     3    2646\n",
              "89    145SQ_msdQ1yo7J0E63VoA  2011-03-15  ...     0     610\n",
              "90    hW0Ne_HTHEAgGF1rAdmR-g  2010-07-06  ...     9     470\n",
              "105   COc06ScpJTN15NXMf4gkqA  2012-06-17  ...     1     873\n",
              "113   1Q_H3BLhKBymF6Se8FfZNw  2009-02-19  ...     0    1490\n",
              "119   CvRGjwCsrQs1DYYL3z8R7g  2008-02-27  ...     0     614\n",
              "126   CgHcO651uEE3aalrkm4boQ  2007-08-22  ...     0    1169\n",
              "136   uxoibUaXA-lRXM37ZV8Bsg  2008-12-20  ...     1     203\n",
              "140   wl51t6lT7leiX64SlkOx6g  2010-10-30  ...     0     240\n",
              "148   zDfaNgSYLn-TwquB5A6AaA  2012-09-14  ...     0     206\n",
              "165   MUsqPXthMdHoPEow9M3MfA  2007-07-28  ...     1      32\n",
              "170   u3HMalNH-xBgZUXjnH3O6Q  2010-03-19  ...     0     765\n",
              "190   OOCLVeqqMFfSnKa7liv0Kw  2009-02-10  ...     7     395\n",
              "208   MwaFQkJxzqg8G5_hTip99A  2012-07-09  ...     1     406\n",
              "212   yPJFfglhMHAKciUpjTmgBg  2011-12-27  ...     0     801\n",
              "234   q7DzFSkt1ColaWrAOw7rFw  2012-05-27  ...     0     511\n",
              "239   s26P-jeVUH9TjnTPQttPag  2012-04-05  ...     0     654\n",
              "281   8PYmv83XaJTioz5_A-SVxA  2011-08-01  ...     0    1018\n",
              "287   yv9gVqydta-y8NHQQ3XPRw  2012-08-26  ...     0     882\n",
              "289   l3yL2rQ6PoFBQ06RLczn9w  2010-08-21  ...     0    2188\n",
              "292   QIHyWCBG3ftvXbGdHQKdHw  2012-12-29  ...     0     193\n",
              "299   Lnohr9bpCbHNsomazXDg-w  2008-07-16  ...     0     405\n",
              "...                      ...         ...  ...   ...     ...\n",
              "9934  wl51t6lT7leiX64SlkOx6g  2010-08-29  ...     0     597\n",
              "9937  So1Z7tydx4QqTLSp91Mjug  2011-04-26  ...     0     426\n",
              "9939  cdwHgELA2puX2DNfwSt5EA  2012-02-05  ...     0     377\n",
              "9941  W8WyVVxinyRjzP8gJa7ILg  2009-01-20  ...     3     606\n",
              "9942  iV7D7fHKb-bF9fCL_bEMtA  2009-04-22  ...     6    1194\n",
              "9943  OY76JYsWn1rhb6Te2BE5Rw  2011-08-19  ...     0     943\n",
              "9945  hfl62LX14YqNpG0g0Tj6_Q  2012-02-27  ...     1    2619\n",
              "9947  VsrvWdZL2993olnW3z8R3A  2011-08-20  ...     0      15\n",
              "9951  EGiGWZp_zSqdeftiFQ7MbA  2011-06-13  ...     0     309\n",
              "9956  7tPe20uDErh-iSkfNEWzVQ  2011-01-26  ...    16     786\n",
              "9957  62F17L8z4Q4S7U_TayuDBA  2010-03-13  ...     0     118\n",
              "9959  uEJQSIjWui-TDWXaGlcqyQ  2010-09-01  ...     1     754\n",
              "9965  L9UYbtAUOcfTgZFimehlXw  2009-07-31  ...     0     648\n",
              "9966  ttpZx2t4fMAApdU9MFG91w  2012-07-20  ...     1     962\n",
              "9969  qhIlkXgcC4j34lNTIqu9WA  2011-03-16  ...     0     938\n",
              "9970  R6aazv8FB-6BeanY3ag8kw  2009-09-26  ...     0     432\n",
              "9971  JOZqBKIOB8WEBAWm7v1JFA  2008-07-22  ...     1     318\n",
              "9973  XHr5mXFgobOHoxbPJxmYdg  2009-09-28  ...     0     353\n",
              "9975  EWMwV5V9BxNs_U6nNVMeqw  2007-10-20  ...     0    1015\n",
              "9977  iDYzGVIF1TDWdjHNgNjCVw  2012-10-30  ...     3    2918\n",
              "9978  9Y3aQAVITkEJYe5vLZr13w  2010-04-01  ...     0     493\n",
              "9979  GV1P1x9eRb4iZHCxj5_IjA  2012-12-07  ...     1     244\n",
              "9980  GHYOl_cnERMOhkCK_mGAlA  2011-07-03  ...     4     393\n",
              "9981  AX8lx9wHNYT45lyd7pxaYw  2008-11-27  ...     5     885\n",
              "9989  mQUC-ATrFuMQSaDQb93Pug  2011-10-01  ...     0      49\n",
              "9990  R8VwdLyvsp9iybNqRvm94g  2011-10-03  ...     1     263\n",
              "9991  WJ5mq4EiWYAA4Vif0xDfdg  2011-12-05  ...     0     908\n",
              "9992  f96lWMIAUhYIYy9gOktivQ  2009-03-10  ...     2    1326\n",
              "9994  L3BSpFvxcNf3T_teitgt6A  2012-03-19  ...     1    1968\n",
              "9999  pF7uRzygyZsltbmVpjIyvw  2010-10-16  ...     0     461\n",
              "\n",
              "[4086 rows x 11 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-iDUVp1GaHvo",
        "colab_type": "code",
        "outputId": "736d4c94-7aea-4a9a-9a12-33ec2bb154b8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 289
        }
      },
      "source": [
        "yelp_df_1_5.info()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Int64Index: 4086 entries, 23 to 9999\n",
            "Data columns (total 11 columns):\n",
            "business_id    4086 non-null object\n",
            "date           4086 non-null object\n",
            "review_id      4086 non-null object\n",
            "stars          4086 non-null int64\n",
            "text           4086 non-null object\n",
            "type           4086 non-null object\n",
            "user_id        4086 non-null object\n",
            "cool           4086 non-null int64\n",
            "useful         4086 non-null int64\n",
            "funny          4086 non-null int64\n",
            "length         4086 non-null int64\n",
            "dtypes: int64(5), object(6)\n",
            "memory usage: 383.1+ KB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "scrolled": true,
        "id": "KMfib7s3aHvq",
        "colab_type": "code",
        "outputId": "42ac7cd3-12a5-469b-8f23-7d15a4a08438",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "print( '1-Stars percentage =', (len(yelp_df_1) / len(yelp_df_1_5) )*100,\"%\")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "1-Stars percentage = 18.330885952031327 %\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "a2BwlNgpaHvs",
        "colab_type": "code",
        "outputId": "579ad259-c7f2-48c0-f0a3-5d68c60106f2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "print( '5-Stars percentage =', (len(yelp_df_5) / len(yelp_df_1_5) )*100,\"%\")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "5-Stars percentage = 81.66911404796868 %\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Tm3RvrefaHvt",
        "colab_type": "code",
        "outputId": "e9db6336-c53e-47f8-8d70-b37de7ccaf8d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        }
      },
      "source": [
        "sns.countplot(yelp_df_1_5['stars'], label = \"Count\") "
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fb37118ac50>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY4AAAEKCAYAAAAFJbKyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAEy1JREFUeJzt3X+sX/V93/HnCwNJ2pAA45aBbQpK\nvU1OmzrsjtC1m5IgwNBtplGLQErxGJLTCqZG6qqSTgopKVK7JI1KS5Fc4QTSLIQmZfFaL9SjaFGm\nJmAnxGAI446QYYcfDiYEiurNznt/3I+Tb8D3+n6wz/3e2/t8SEffc97nc873/ZUsXpxzPt/vTVUh\nSdJcHTPuBiRJi4vBIUnqYnBIkroYHJKkLgaHJKmLwSFJ6jJYcCR5bZJ7k3wtyc4kv93qH0/yjST3\nt2VNqyfJjUmmkuxIcvbIudYnebQt64fqWZJ0eMcOeO59wDur6sUkxwFfTPLf2r7fqKrPvGz8RcCq\ntrwNuBl4W5KTgeuASaCA7Uk2V9VzA/YuSZrBYFccNe3FtnlcW2b7tuE64LZ23JeAE5OcBlwIbK2q\nvS0stgJrh+pbkjS7Ia84SLIM2A78BHBTVX05ya8CNyR5P3A3cG1V7QOWA0+MHL6r1Waqz+iUU06p\nM88886h9DklaCrZv3/7tqpo43LhBg6OqDgBrkpwI3JnkJ4H3AU8BxwMbgd8Erj/S90qyAdgAcMYZ\nZ7Bt27YjPaUkLSlJvjmXcfMyq6qqvgPcA6ytqifb7ah9wMeAc9qw3cDKkcNWtNpM9Ze/x8aqmqyq\nyYmJwwamJOlVGnJW1US70iDJ64Dzga+35xYkCXAJ8GA7ZDNwRZtddS7wfFU9CdwFXJDkpCQnARe0\nmiRpDIa8VXUacGt7znEMcEdV/UWSv04yAQS4H/iVNn4LcDEwBbwEXAlQVXuTfBC4r427vqr2Dti3\nJGkW+fv4s+qTk5PlMw5J6pNke1VNHm6c3xyXJHUxOCRJXQwOSVIXg0OS1MXgkCR1GfSb45KG8X+u\n/6lxt6AF6Iz3PzAv7+MVhySpi8EhSepicEiSuhgckqQuBockqYvBIUnqYnBIkroYHJKkLgaHJKmL\nwSFJ6mJwSJK6GBySpC4GhySpi8EhSepicEiSuhgckqQugwVHktcmuTfJ15LsTPLbrX5Wki8nmUry\n6STHt/pr2vZU23/myLne1+qPJLlwqJ4lSYc35BXHPuCdVfXTwBpgbZJzgd8DPlpVPwE8B1zVxl8F\nPNfqH23jSLIauAx4M7AW+OMkywbsW5I0i8GCo6a92DaPa0sB7wQ+0+q3Ape09XVtm7b/vCRp9dur\nal9VfQOYAs4Zqm9J0uwGfcaRZFmS+4FngK3A/wa+U1X725BdwPK2vhx4AqDtfx74B6P1QxwjSZpn\ngwZHVR2oqjXACqavEv7JUO+VZEOSbUm27dmzZ6i3kaQlb15mVVXVd4B7gJ8BTkxybNu1Atjd1ncD\nKwHa/jcCz47WD3HM6HtsrKrJqpqcmJgY5HNIkoadVTWR5MS2/jrgfOBhpgPkF9uw9cDn2vrmtk3b\n/9dVVa1+WZt1dRawCrh3qL4lSbM79vBDXrXTgFvbDKhjgDuq6i+SPATcnuR3gK8Ct7TxtwCfSDIF\n7GV6JhVVtTPJHcBDwH7g6qo6MGDfkqRZDBYcVbUDeOsh6o9xiFlRVfV3wC/NcK4bgBuOdo+SpH5+\nc1yS1MXgkCR1MTgkSV0MDklSF4NDktTF4JAkdTE4JEldDA5JUheDQ5LUxeCQJHUxOCRJXQwOSVIX\ng0OS1MXgkCR1MTgkSV0MDklSF4NDktTF4JAkdTE4JEldDA5JUheDQ5LUxeCQJHUZLDiSrExyT5KH\nkuxM8mut/oEku5Pc35aLR455X5KpJI8kuXCkvrbVppJcO1TPkqTDO3bAc+8Hfr2qvpLkBGB7kq1t\n30er6sOjg5OsBi4D3gycDvz3JP+o7b4JOB/YBdyXZHNVPTRg75KkGQwWHFX1JPBkW38hycPA8lkO\nWQfcXlX7gG8kmQLOafumquoxgCS3t7EGhySNwbw840hyJvBW4MutdE2SHUk2JTmp1ZYDT4wctqvV\nZqpLksZg8OBI8nrgs8B7q+q7wM3Am4A1TF+RfOQovc+GJNuSbNuzZ8/ROKUk6RAGDY4kxzEdGp+s\nqj8HqKqnq+pAVX0P+BN+cDtqN7By5PAVrTZT/YdU1caqmqyqyYmJiaP/YSRJwLCzqgLcAjxcVb8/\nUj9tZNgvAA+29c3AZUlek+QsYBVwL3AfsCrJWUmOZ/oB+uah+pYkzW7IWVU/C/wy8ECS+1vtt4DL\nk6wBCngceA9AVe1McgfTD733A1dX1QGAJNcAdwHLgE1VtXPAviVJsxhyVtUXgRxi15ZZjrkBuOEQ\n9S2zHSdJmj9+c1yS1MXgkCR1MTgkSV0MDklSF4NDktTF4JAkdTE4JEldDA5JUheDQ5LUxeCQJHUx\nOCRJXQwOSVIXg0OS1MXgkCR1MTgkSV0MDklSF4NDktTF4JAkdTE4JEldDA5JUheDQ5LUxeCQJHUZ\nLDiSrExyT5KHkuxM8mutfnKSrUkeba8ntXqS3JhkKsmOJGePnGt9G/9okvVD9SxJOrwhrzj2A79e\nVauBc4Grk6wGrgXurqpVwN1tG+AiYFVbNgA3w3TQANcBbwPOAa47GDaSpPk3WHBU1ZNV9ZW2/gLw\nMLAcWAfc2obdClzS1tcBt9W0LwEnJjkNuBDYWlV7q+o5YCuwdqi+JUmzm5dnHEnOBN4KfBk4taqe\nbLueAk5t68uBJ0YO29VqM9UlSWMweHAkeT3wWeC9VfXd0X1VVUAdpffZkGRbkm179uw5GqeUJB3C\noMGR5DimQ+OTVfXnrfx0uwVFe32m1XcDK0cOX9FqM9V/SFVtrKrJqpqcmJg4uh9EkvR9Q86qCnAL\n8HBV/f7Irs3AwZlR64HPjdSvaLOrzgWeb7e07gIuSHJSeyh+QatJksbg2AHP/bPALwMPJLm/1X4L\n+F3gjiRXAd8ELm37tgAXA1PAS8CVAFW1N8kHgfvauOurau+AfUuSZjGn4Ehyd1Wdd7jaqKr6IpAZ\ndr/iuPa84+oZzrUJ2DSXXiVJw5o1OJK8FvgR4JR2m+hgELwBZzZJ0pJ0uCuO9wDvBU4HtvOD4Pgu\n8EcD9iVJWqBmDY6q+gPgD5L8+6r6w3nqSZK0gM3pGUdV/WGSfw6cOXpMVd02UF+SpAVqrg/HPwG8\nCbgfONDKBRgckrTEzHU67iSwus18kiQtYXP9AuCDwD8cshFJ0uIw1yuOU4CHktwL7DtYrKp/M0hX\nkqQFa67B8YEhm5AkLR5znVX1P4ZuRJK0OMx1VtUL/ODnz48HjgP+tqreMFRjkqSFaa5XHCccXG+/\neruO6T8HK0laYrp/Vr39adf/wvSfdJUkLTFzvVX1rpHNY5j+XsffDdKRJGlBm+usqn89sr4feJzp\n21WSpCVmrs84rhy6EUnS4jCnZxxJViS5M8kzbflskhVDNydJWnjm+nD8Y0z/TfDT2/JfW02StMTM\nNTgmqupjVbW/LR8HJgbsS5K0QM01OJ5N8u4ky9rybuDZIRuTJC1Mcw2OfwdcCjwFPAn8IvBvB+pJ\nkrSAzXU67vXA+qp6DiDJycCHmQ4USdISMtcrjrccDA2AqtoLvHW2A5JsajOwHhypfSDJ7iT3t+Xi\nkX3vSzKV5JEkF47U17baVJJr5/7RJElDmGtwHJPkpIMb7YrjcFcrHwfWHqL+0apa05Yt7XyrgcuA\nN7dj/vjg8xTgJuAiYDVweRsrSRqTud6q+gjwN0n+rG3/EnDDbAdU1ReSnDnH868Dbq+qfcA3kkwB\n57R9U1X1GECS29vYh+Z4XknSUTanK46qug14F/B0W95VVZ94le95TZId7VbWwauY5cATI2N2tdpM\ndUnSmMz513Gr6qGq+qO2vNr/478ZeBOwhunZWR95led5hSQbkmxLsm3Pnj1H67SSpJfp/ln1I1FV\nT1fVgar6HvAn/OB21G5g5cjQFa02U/1Q595YVZNVNTkx4XcTJWko8xocSU4b2fwF4OCMq83AZUle\nk+QsYBVwL3AfsCrJWUmOZ/oB+ub57FmS9MPm+nC8W5JPAW8HTkmyC7gOeHuSNUz/GdrHgfcAVNXO\nJHcw/dB7P3B1VR1o57kGuAtYBmyqqp1D9SxJOrzBgqOqLj9E+ZZZxt/AIWZqtSm7W45ia5KkIzCv\nt6okSYufwSFJ6mJwSJK6GBySpC4GhySpi8EhSepicEiSuhgckqQuBockqYvBIUnqYnBIkroYHJKk\nLgaHJKmLwSFJ6mJwSJK6GBySpC4GhySpi8EhSepicEiSuhgckqQuBockqYvBIUnqMlhwJNmU5Jkk\nD47UTk6yNcmj7fWkVk+SG5NMJdmR5OyRY9a38Y8mWT9Uv5KkuRnyiuPjwNqX1a4F7q6qVcDdbRvg\nImBVWzYAN8N00ADXAW8DzgGuOxg2kqTxGCw4quoLwN6XldcBt7b1W4FLRuq31bQvAScmOQ24ENha\nVXur6jlgK68MI0nSPJrvZxynVtWTbf0p4NS2vhx4YmTcrlabqS5JGpOxPRyvqgLqaJ0vyYYk25Js\n27Nnz9E6rSTpZeY7OJ5ut6Bor8+0+m5g5ci4Fa02U/0VqmpjVU1W1eTExMRRb1ySNG2+g2MzcHBm\n1HrgcyP1K9rsqnOB59strbuAC5Kc1B6KX9BqkqQxOXaoEyf5FPB24JQku5ieHfW7wB1JrgK+CVza\nhm8BLgamgJeAKwGqam+SDwL3tXHXV9XLH7hLkubRYMFRVZfPsOu8Q4wt4OoZzrMJ2HQUW5MkHQG/\nOS5J6mJwSJK6GBySpC4GhySpi8EhSepicEiSuhgckqQuBockqYvBIUnqYnBIkroM9pMji90//Y3b\nxt2CFqDtH7pi3C1IY+cVhySpi8EhSepicEiSuhgckqQuBockqYvBIUnqYnBIkroYHJKkLgaHJKmL\nwSFJ6mJwSJK6jCU4kjye5IEk9yfZ1monJ9ma5NH2elKrJ8mNSaaS7Ehy9jh6liRNG+cVxzuqak1V\nTbbta4G7q2oVcHfbBrgIWNWWDcDN896pJOn7FtKtqnXArW39VuCSkfptNe1LwIlJThtHg5Kk8QVH\nAX+VZHuSDa12alU92dafAk5t68uBJ0aO3dVqkqQxGNff4/i5qtqd5MeArUm+PrqzqipJ9ZywBdAG\ngDPOOOPodSpJ+iFjueKoqt3t9RngTuAc4OmDt6Da6zNt+G5g5cjhK1rt5efcWFWTVTU5MTExZPuS\ntKTNe3Ak+dEkJxxcBy4AHgQ2A+vbsPXA59r6ZuCKNrvqXOD5kVtakqR5No5bVacCdyY5+P7/uao+\nn+Q+4I4kVwHfBC5t47cAFwNTwEvAlfPfsiTpoHkPjqp6DPjpQ9SfBc47RL2Aq+ehNUnSHCyk6biS\npEXA4JAkdTE4JEldDA5JUheDQ5LUxeCQJHUxOCRJXQwOSVIXg0OS1MXgkCR1MTgkSV0MDklSF4ND\nktTF4JAkdTE4JEldDA5JUheDQ5LUxeCQJHUxOCRJXQwOSVIXg0OS1MXgkCR1WTTBkWRtkkeSTCW5\ndtz9SNJStSiCI8ky4CbgImA1cHmS1ePtSpKWpkURHMA5wFRVPVZV/xe4HVg35p4kaUlaLMGxHHhi\nZHtXq0mS5tmx427gaEmyAdjQNl9M8sg4+/l75hTg2+NuYiHIh9ePuwW9kv8+D7ouR3qGH5/LoMUS\nHLuBlSPbK1rt+6pqI7BxPptaKpJsq6rJcfchHYr/PuffYrlVdR+wKslZSY4HLgM2j7knSVqSFsUV\nR1XtT3INcBewDNhUVTvH3JYkLUmLIjgAqmoLsGXcfSxR3gLUQua/z3mWqhp3D5KkRWSxPOOQJC0Q\ni+ZWleZfkk3AvwKeqaqfHHc/0qgkjwMvAAeA/c6smj/eqtKMkvxL4EXgNoNDC00Ljsmq8jsc88xb\nVZpRVX0B2DvuPiQtLAaHpMWqgL9Ksr39coTmic84JC1WP1dVu5P8GLA1ydfbVbIG5hWHpEWpqna3\n12eAO5n+FW3NA4ND0qKT5EeTnHBwHbgAeHC8XS0dBodmlORTwN8A/zjJriRXjbsnqTkV+GKSrwH3\nAn9ZVZ8fc09LhtNxJUldvOKQJHUxOCRJXQwOSVIXg0OS1MXgkCR1MTikASR5b5IfGXcf0hCcjisN\n4NX8cmuSZVV1YLiupKPD36qSjlD75vIdwApgGfBnwOnAPUm+XVXvSHIz8M+A1wGfqarr2rGPA58G\nzgf+U/vdpV8B9gMPVdVl8/15pMMxOKQjtxb4VlX9PECSNwJXAu8YueL4j1W1N8ky4O4kb6mqHW3f\ns1V1djv2W8BZVbUvyYnz/DmkOfEZh3TkHgDOT/J7Sf5FVT1/iDGXJvkK8FXgzcDqkX2fHlnfAXwy\nybuZvuqQFhyDQzpCVfW/gLOZDpDfSfL+0f1JzgL+A3BeVb0F+EvgtSND/nZk/eeBm9r57kviXQEt\nOAaHdISSnA68VFV/CnyI6f/ovwCc0Ia8gelweD7JqcBFM5znGGBlVd0D/CbwRuD1A7cvdfP/ZqQj\n91PAh5J8D/h/wK8CPwN8Psm32sPxrwJfB54A/ucM51kG/Gl7RhLgxqr6zvDtS32cjitJ6uKtKklS\nF4NDktTF4JAkdTE4JEldDA5JUheDQ5LUxeCQJHUxOCRJXf4/9K1XRwH94agAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mdbUxzYPaHvw",
        "colab_type": "text"
      },
      "source": [
        "# STEP #3: CREATE TESTING AND TRAINING DATASET/DATA CLEANING"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "m-kS7gxLaHvw",
        "colab_type": "text"
      },
      "source": [
        "# STEP 3.1 EXERCISE: REMOVE PUNCTUATION"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Fv6L4qS3aHvw",
        "colab_type": "code",
        "outputId": "e7cc50a6-97ff-4c61-bac7-96fe350da427",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "import string\n",
        "string.punctuation"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'!\"#$%&\\'()*+,-./:;<=>?@[\\\\]^_`{|}~'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "99ZuMiK0aHvy",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "Test = 'Hello Mr. Future, I am so happy to be learning AI now!!'"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-21rHzgiaHvz",
        "colab_type": "code",
        "outputId": "4ca911e5-8cc8-48c4-b748-4dae127fa6d1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 884
        }
      },
      "source": [
        "Test_punc_removed = [char for char in Test if char not in string.punctuation]\n",
        "Test_punc_removed"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['H',\n",
              " 'e',\n",
              " 'l',\n",
              " 'l',\n",
              " 'o',\n",
              " ' ',\n",
              " 'M',\n",
              " 'r',\n",
              " ' ',\n",
              " 'F',\n",
              " 'u',\n",
              " 't',\n",
              " 'u',\n",
              " 'r',\n",
              " 'e',\n",
              " ' ',\n",
              " 'I',\n",
              " ' ',\n",
              " 'a',\n",
              " 'm',\n",
              " ' ',\n",
              " 's',\n",
              " 'o',\n",
              " ' ',\n",
              " 'h',\n",
              " 'a',\n",
              " 'p',\n",
              " 'p',\n",
              " 'y',\n",
              " ' ',\n",
              " 't',\n",
              " 'o',\n",
              " ' ',\n",
              " 'b',\n",
              " 'e',\n",
              " ' ',\n",
              " 'l',\n",
              " 'e',\n",
              " 'a',\n",
              " 'r',\n",
              " 'n',\n",
              " 'i',\n",
              " 'n',\n",
              " 'g',\n",
              " ' ',\n",
              " 'A',\n",
              " 'I',\n",
              " ' ',\n",
              " 'n',\n",
              " 'o',\n",
              " 'w']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "x1QYrJb2aHv1",
        "colab_type": "code",
        "outputId": "af9fa927-715d-4b06-fa4a-e963303818bc",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "# Join the characters again to form the string.\n",
        "Test_punc_removed_join = ''.join(Test_punc_removed)\n",
        "Test_punc_removed_join"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'Hello Mr Future I am so happy to be learning AI now'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-a1WwPEpaHv2",
        "colab_type": "text"
      },
      "source": [
        "# STEP 3.2 EXERCISE: REMOVE STOPWORDS"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "i_KT9R1FciYk",
        "colab_type": "code",
        "outputId": "9deb5e18-cd79-4c7c-aaef-e19c00e5094c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "pip install nltk"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: nltk in /usr/local/lib/python3.6/dist-packages (3.2.5)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from nltk) (1.12.0)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-8hBLl1JctTm",
        "colab_type": "code",
        "outputId": "d6f327c8-d4c5-4fdd-df1b-dafedfb8b966",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        }
      },
      "source": [
        "import nltk\n",
        "nltk.download('stopwords')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
            "[nltk_data]   Unzipping corpora/stopwords.zip.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "scrolled": true,
        "id": "3dYAefPfaHv3",
        "colab_type": "code",
        "outputId": "b13bab4a-a7f9-4eeb-8a95-718e1f2ef2d7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "# You have to download stopwords Package to execute this command\n",
        "from nltk.corpus import stopwords\n",
        "stopwords.words('english')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['i',\n",
              " 'me',\n",
              " 'my',\n",
              " 'myself',\n",
              " 'we',\n",
              " 'our',\n",
              " 'ours',\n",
              " 'ourselves',\n",
              " 'you',\n",
              " \"you're\",\n",
              " \"you've\",\n",
              " \"you'll\",\n",
              " \"you'd\",\n",
              " 'your',\n",
              " 'yours',\n",
              " 'yourself',\n",
              " 'yourselves',\n",
              " 'he',\n",
              " 'him',\n",
              " 'his',\n",
              " 'himself',\n",
              " 'she',\n",
              " \"she's\",\n",
              " 'her',\n",
              " 'hers',\n",
              " 'herself',\n",
              " 'it',\n",
              " \"it's\",\n",
              " 'its',\n",
              " 'itself',\n",
              " 'they',\n",
              " 'them',\n",
              " 'their',\n",
              " 'theirs',\n",
              " 'themselves',\n",
              " 'what',\n",
              " 'which',\n",
              " 'who',\n",
              " 'whom',\n",
              " 'this',\n",
              " 'that',\n",
              " \"that'll\",\n",
              " 'these',\n",
              " 'those',\n",
              " 'am',\n",
              " 'is',\n",
              " 'are',\n",
              " 'was',\n",
              " 'were',\n",
              " 'be',\n",
              " 'been',\n",
              " 'being',\n",
              " 'have',\n",
              " 'has',\n",
              " 'had',\n",
              " 'having',\n",
              " 'do',\n",
              " 'does',\n",
              " 'did',\n",
              " 'doing',\n",
              " 'a',\n",
              " 'an',\n",
              " 'the',\n",
              " 'and',\n",
              " 'but',\n",
              " 'if',\n",
              " 'or',\n",
              " 'because',\n",
              " 'as',\n",
              " 'until',\n",
              " 'while',\n",
              " 'of',\n",
              " 'at',\n",
              " 'by',\n",
              " 'for',\n",
              " 'with',\n",
              " 'about',\n",
              " 'against',\n",
              " 'between',\n",
              " 'into',\n",
              " 'through',\n",
              " 'during',\n",
              " 'before',\n",
              " 'after',\n",
              " 'above',\n",
              " 'below',\n",
              " 'to',\n",
              " 'from',\n",
              " 'up',\n",
              " 'down',\n",
              " 'in',\n",
              " 'out',\n",
              " 'on',\n",
              " 'off',\n",
              " 'over',\n",
              " 'under',\n",
              " 'again',\n",
              " 'further',\n",
              " 'then',\n",
              " 'once',\n",
              " 'here',\n",
              " 'there',\n",
              " 'when',\n",
              " 'where',\n",
              " 'why',\n",
              " 'how',\n",
              " 'all',\n",
              " 'any',\n",
              " 'both',\n",
              " 'each',\n",
              " 'few',\n",
              " 'more',\n",
              " 'most',\n",
              " 'other',\n",
              " 'some',\n",
              " 'such',\n",
              " 'no',\n",
              " 'nor',\n",
              " 'not',\n",
              " 'only',\n",
              " 'own',\n",
              " 'same',\n",
              " 'so',\n",
              " 'than',\n",
              " 'too',\n",
              " 'very',\n",
              " 's',\n",
              " 't',\n",
              " 'can',\n",
              " 'will',\n",
              " 'just',\n",
              " 'don',\n",
              " \"don't\",\n",
              " 'should',\n",
              " \"should've\",\n",
              " 'now',\n",
              " 'd',\n",
              " 'll',\n",
              " 'm',\n",
              " 'o',\n",
              " 're',\n",
              " 've',\n",
              " 'y',\n",
              " 'ain',\n",
              " 'aren',\n",
              " \"aren't\",\n",
              " 'couldn',\n",
              " \"couldn't\",\n",
              " 'didn',\n",
              " \"didn't\",\n",
              " 'doesn',\n",
              " \"doesn't\",\n",
              " 'hadn',\n",
              " \"hadn't\",\n",
              " 'hasn',\n",
              " \"hasn't\",\n",
              " 'haven',\n",
              " \"haven't\",\n",
              " 'isn',\n",
              " \"isn't\",\n",
              " 'ma',\n",
              " 'mightn',\n",
              " \"mightn't\",\n",
              " 'mustn',\n",
              " \"mustn't\",\n",
              " 'needn',\n",
              " \"needn't\",\n",
              " 'shan',\n",
              " \"shan't\",\n",
              " 'shouldn',\n",
              " \"shouldn't\",\n",
              " 'wasn',\n",
              " \"wasn't\",\n",
              " 'weren',\n",
              " \"weren't\",\n",
              " 'won',\n",
              " \"won't\",\n",
              " 'wouldn',\n",
              " \"wouldn't\"]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "L2MNFEmgaHv5",
        "colab_type": "code",
        "outputId": "905e2341-e7c1-4da3-a655-6c4615c0f842",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "Test_punc_removed_join"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'Hello Mr Future I am so happy to be learning AI now'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Rhd-voCMaHv7",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "Test_punc_removed_join_clean = [word for word in Test_punc_removed_join.split() if word.lower() not in stopwords.words('english')]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lUC2U7NLaHv8",
        "colab_type": "code",
        "outputId": "ba6af6bc-5319-4d78-bf0b-ba36e878fa3b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "Test_punc_removed_join_clean # Only important (no so common) words are left"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Hello', 'Mr', 'Future', 'happy', 'learning', 'AI']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FtorzIA_aHv_",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "mini_challenge = 'Here is a mini challenge, that will teach you how to remove stopwords and punctuations!'"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nU56KQoxaHwB",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "challege = [ char     for char in mini_challenge  if char not in string.punctuation    ]\n",
        "challenge = ''.join(challege)\n",
        "challenge = [  word for word in challenge.split() if word.lower() not in stopwords.words('english')  ] "
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2sWKeJ67aHwC",
        "colab_type": "text"
      },
      "source": [
        "# STEP 3.3 EXERCISE: COUNT VECTORIZER EXAMPLE "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ROaVhprnaHwD",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.feature_extraction.text import CountVectorizer\n",
        "sample_data = ['This is the first document.','This document is the second document.','And this is the third one.','Is this the first document?']\n",
        "\n",
        "vectorizer = CountVectorizer()\n",
        "X = vectorizer.fit_transform(sample_data)\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Bg4WvbE1aHwH",
        "colab_type": "code",
        "outputId": "11542fd7-16fd-4c2f-d3a6-3752d1347f54",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "print(vectorizer.get_feature_names())\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['and', 'document', 'first', 'is', 'one', 'second', 'the', 'third', 'this']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8cQPD4_gaHwK",
        "colab_type": "code",
        "outputId": "c952390e-d422-42e3-f411-b0b881d30319",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85
        }
      },
      "source": [
        "print(X.toarray())  "
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[[0 1 1 1 0 0 1 0 1]\n",
            " [0 2 0 1 0 1 1 0 1]\n",
            " [1 0 0 1 1 0 1 1 1]\n",
            " [0 1 1 1 0 0 1 0 1]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-lB7NJ5LaHwM",
        "colab_type": "code",
        "outputId": "2c1b7b2b-dede-458b-ebc5-e6d309b1c45c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        }
      },
      "source": [
        "mini_challenge = ['Hello World','Hello Hello World','Hello World world world']\n",
        "\n",
        "vectorizer_challenge = CountVectorizer()\n",
        "X_challenge = vectorizer_challenge.fit_transform(mini_challenge)\n",
        "print(X_challenge.toarray())"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[[1 1]\n",
            " [2 1]\n",
            " [1 3]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qnzwSHeBaHwN",
        "colab_type": "text"
      },
      "source": [
        "### Let's Apply The Previous Three Process To Our YELP Reviews "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eUHw5e41aHwO",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Let's define a pipeline to clean up all the messages \n",
        "# The pipeline performs the following: (1) remove punctuation, (2) remove stopwords\n",
        "\n",
        "def message_cleaning(message):\n",
        "    Test_punc_removed = [char for char in message if char not in string.punctuation]\n",
        "    Test_punc_removed_join = ''.join(Test_punc_removed)\n",
        "    Test_punc_removed_join_clean = [word for word in Test_punc_removed_join.split() if word.lower() not in stopwords.words('english')]\n",
        "    return Test_punc_removed_join_clean"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XtimnlrgaHwP",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Let's test the newly added function\n",
        "yelp_df_clean = yelp_df_1_5['text'].apply(message_cleaning)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fFdcOCnGaHwQ",
        "colab_type": "code",
        "outputId": "82c32adf-1afa-4114-973e-7786d1a6733e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        }
      },
      "source": [
        "print(yelp_df_clean[1]) # show the cleaned up version"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['idea', 'people', 'give', 'bad', 'reviews', 'place', 'goes', 'show', 'please', 'everyone', 'probably', 'griping', 'something', 'faultthere', 'many', 'people', 'like', 'case', 'friend', 'arrived', '550', 'PM', 'past', 'Sunday', 'pretty', 'crowded', 'thought', 'Sunday', 'evening', 'thought', 'would', 'wait', 'forever', 'get', 'seat', 'said', 'well', 'seated', 'girl', 'comes', 'back', 'seating', 'someone', 'else', 'seated', '552', 'waiter', 'came', 'got', 'drink', 'orders', 'Everyone', 'pleasant', 'host', 'seated', 'us', 'waiter', 'server', 'prices', 'good', 'well', 'placed', 'orders', 'decided', 'wanted', '602', 'shared', 'baked', 'spaghetti', 'calzone', 'small', 'Heres', 'Beef', 'pizza', 'try', 'calzone', 'huge', 'got', 'smallest', 'one', 'personal', 'got', 'small', '11', 'pizza', 'awesome', 'friend', 'liked', 'pizza', 'better', 'liked', 'calzone', 'better', 'calzone', 'sweetish', 'sauce', 'thats', 'like', 'sauce', 'box', 'part', 'pizza', 'take', 'home', 'door', '642', 'everything', 'great', 'like', 'bad', 'reviewers', 'goes', 'show', 'try', 'things', 'bad', 'reviewers', 'serious', 'issues']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "t6JzqrQsaHwR",
        "colab_type": "code",
        "outputId": "5c41f525-6b20-413a-c29b-b706c14ee911",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 122
        }
      },
      "source": [
        "print(yelp_df_1_5['text'][1]) # show the original version"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "I have no idea why some people give bad reviews about this place. It goes to show you, you can please everyone. They are probably griping about something that their own fault...there are many people like that.\n",
            "\n",
            "In any case, my friend and I arrived at about 5:50 PM this past Sunday. It was pretty crowded, more than I thought for a Sunday evening and thought we would have to wait forever to get a seat but they said we'll be seated when the girl comes back from seating someone else. We were seated at 5:52 and the waiter came and got our drink orders. Everyone was very pleasant from the host that seated us to the waiter to the server. The prices were very good as well. We placed our orders once we decided what we wanted at 6:02. We shared the baked spaghetti calzone and the small \"Here's The Beef\" pizza so we can both try them. The calzone was huge and we got the smallest one (personal) and got the small 11\" pizza. Both were awesome! My friend liked the pizza better and I liked the calzone better. The calzone does have a sweetish sauce but that's how I like my sauce!\n",
            "\n",
            "We had to box part of the pizza to take it home and we were out the door by 6:42. So, everything was great and not like these bad reviewers. That goes to show you that  you have to try these things yourself because all these bad reviewers have some serious issues.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eG3O1dRTaHwT",
        "colab_type": "text"
      },
      "source": [
        "### Let's apply Count Vectorizer To Our YELP Reviews"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "n7dUW9SlaHwT",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.feature_extraction.text import CountVectorizer\n",
        "# Define the cleaning pipeline we defined earlier\n",
        "vectorizer = CountVectorizer(analyzer = message_cleaning)\n",
        "yelp_countvectorizer = vectorizer.fit_transform(yelp_df_1_5['text'])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Dxa18roqaHwV",
        "colab_type": "code",
        "outputId": "baf9cd48-5899-4abc-c309-9862e148b14f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        }
      },
      "source": [
        "print(vectorizer.get_feature_names())\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['0', '00s', '01042012', '022010', '03342', '05', '050', '06', '07092008', '075', '09', '090', '095', '1', '10', '100', '1000', '10000', '1000am', '1000pm', '1000x', '1001', '100150', '1007', '100s', '100th', '101', '1011', '1012', '101412', '1015', '102', '1025', '1030', '103011', '1030pm', '10312012', '105', '105°', '1070', '108', '109', '1095', '1099', '10Shrimp', '10X', '10am', '10am4pm', '10close', '10each', '10gallon', '10ish', '10min', '10mins', '10minutes', '10person', '10pm', '10pm12am', '10th', '10thand', '10yard', '10yo', '11', '110', '1100', '1100am', '1103', '111', '1113', '1115', '1118', '111807', '111809', '111909', '111PM', '111th', '112', '112312', '1125', '1130', '1130am', '1135', '1139', '114', '1141', '1145', '115', '1150', '1152', '1154', '1155', '115th', '116', '118', '1182010', '1199', '11991079', '11AM', '11PM', '11a3p', '11am', '11ish', '11person', '11pm', '12', '120', '1200', '12000', '1205', '1207', '120year', '121007', '121107', '121207', '1213', '121407', '1216', '122111', '122112', '1230', '1230P', '123110', '1232', '123200', '1240', '1244', '125', '1250', '12712', '128i', '129', '1295', '12am', '12maybe', '12oz', '12pm', '12th', '12year', '12yr', '13', '130', '1300', '131415', '13331', '1361', '13are', '13dont', '13person', '13th', '13years', '14', '140', '1400', '1417', '1418', '147', '149', '1495', '1499', '1499lb', '14Half', '14lbs', '15', '150', '1500', '15000', '150200', '150mm', '1520', '1520min', '1525', '1530', '1564', '157', '15plate', '15th', '15yard', '16', '160', '1600', '162', '165', '1650', '169', '1699', '16th', '17', '1700', '1719', '175', '17th', '18', '180', '1800', '1800s', '185', '1850', '1895', '1895s', '1899', '18lb', '18th', '19', '1900', '1900s', '1913', '1928', '1929', '1930s', '1940s', '195', '1952', '1953', '1955', '1956', '1960s', '1961', '1968', '1969', '1970', '1978', '1980', '1980s', '1987', '199', '1990', '1990s', '1992', '1995', '1996', '1997', '1998', '1999', '199not', '19th', '1Full', '1I', '1PM', '1cent', '1k', '1perscoop', '1pm', '1st', '1to1', '2', '20', '200', '2000', '2002', '2003', '2004', '2005', '2006', '2007', '2008', '2009', '200lbs', '2010', '2011', '2012', '2012They', '202', '2025', '2030', '2038', '205', '20mbs', '20miles', '20min', '20minutes', '20s', '20something', '20th', '20xs', '21', '2100', '214', '215', '21but', '21st', '21we', '22', '220', '22312', '2240', '225', '2253', '2295', '22oz', '23', '230', '235', '24', '241', '2412', '247', '249', '249449', '2499', '24and', '24hrs', '24st', '24th', '25', '250', '2500', '25000', '250400', '2540', '25min', '25person', '25th', '26', '260', '2600', '2608', '26Whole', '26th', '27', '27243', '275', '27th', '28', '285', '29', '295', '299', '2995', '2998', '2999', '29th', '2Fresh', '2I', '2Mbps', '2am', '2nd', '2pm', '2pound', '2rd', '2top', '2topping', '2wice', '2x', '3', '30', '300', '3000', '300degree', '3035', '3040', '3045', '3080', '30extra', '30s', '30somethings', '30th', '30years', '311', 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'50cents', '50s', '50thats', '51', '510', '515', '517', '517p', '52', '520', '52010', '5231', '525', '528', '53', '530', '530p', '530pm', '54', '545', '549', '55', '550', '552', '56', '565', '57', '575', '58', '595', '599', '5995', '59th', '5Make', '5k', '5min', '5p', '5pm', '5star', '5stars', '5th', '5yo', '6', '60', '600', '6000', '60000', '600am', '600pm', '601', '602', '6080', '60miles', '60s', '610', '612', '615pm', '618', '61st', '620', '62010', '620pm', '623', '6235474655', '6239774458', '625', '63', '630', '630AM', '630am', '64', '642', '64ish', '64th', '65', '650', '653pm', '65person', '66', '6600', '67', '67000', '68', '69', '699', '6PM', '6am', '6pack', '6pm', '6th', '7', '70', '700', '700am', '70lb', '70s', '70th', '71', '710', '711', '711ish', '715', '719', '71st', '725', '730', '730ish', '730pm', '74th', '75', '750', '7500', '76', '775', '78', '7807', '79', '7AM6PM', '7AM9PM', '7PM', '7am', '7pm', '7th', '8', '80', '800', '8000hp', '800am', '8020', '80s', '81', '810', 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'Head', 'HeadQuarters', 'Headed', 'Headquarters', 'Heady', 'Healer', 'Healing', 'Health', 'Healthy', 'Hear', 'Heard', 'Hearing', 'Heart', 'Hearted', 'Heat', 'Heated', 'Heath', 'Heather', 'Heaven', 'Heavenly', 'Heavy', 'Hebrew', 'Heck', 'Hector', 'Hed', 'Hefeweizen', 'Heff', 'Hegel', 'Heh', 'Heidelberg', 'Heinritz', 'Heinz', 'Heirloom', 'Helen', 'Hell', 'Hellava', 'Hello', 'Hells', 'Help', 'Helped', 'Helpful', 'Helstrom', 'Hemet', 'Hence', 'Henckels', 'Herb', 'Herberger', 'Herbs', 'Heres', 'Heritage', 'Herme', 'Hernan', 'Hernandez', 'Hertz', 'Hes', 'Hey', 'Heymaybe', 'Hi', 'Hibachi', 'Hick', 'Hidden', 'Hide', 'Hideaway', 'Hideawayall', 'Hideway', 'High', 'Highlights', 'Highly', 'Hiking', 'Hilary', 'Hill', 'Hillard', 'Hills', 'Hillstone', 'Hillstones', 'Hilo', 'Hilton', 'Himalayan', 'Hint', 'Hip', 'HipHop', 'Hippies', 'Hipster', 'HipsterTrendy', 'Hire', 'Hiro', 'Hispanic', 'Historic', 'Hit', 'Hmm', 'Hmmm', 'Hmmmm', 'Hmmmmm', 'Hnnngffff', 'Ho', 'Hoa', 'Hoan', 'Hob', 'Hobby', 'Hoboken', 'Hobos', 'Hoegaarden', 'Hoffman', 'Hog', 'Hogwarts', 'Hokokum', 'Hold', 'Holdem', 'Hole', 'HoleintheRock', 'Holey', 'Holiday', 'Hollendaise', 'Holly', 'Hollywood', 'Holmes', 'Holocaust', 'Holy', 'Home', 'HomeRun', 'Homemade', 'Homer', 'Hometown', 'Hominy', 'Homous', 'Honda', 'Honduras', 'Honest', 'Honestly', 'HonestlyPanda', 'Honey', 'Honeycomb', 'Hong', 'Honor', 'Hoo', 'Hood', 'Hoodlums', 'Hooray', 'Hoosiers', 'Hooters', 'Hootsuite', 'Hop', 'Hope', 'Hopefully', 'Hopi', 'Hopital', 'Hoppins', 'Hopshot', 'Horatio', 'Horchata', 'Horizon', 'Horns', 'Horrible', 'Horrific', 'Horseradish', 'Horses', 'Horwitz', 'Hospital', 'Hospitality', 'Host', 'Hostess', 'Hot', 'HotandSour', 'Hotel', 'Hottie', 'Hound', 'Hour', 'Houron', 'Hours', 'House', 'Houses', 'Houston', 'Houstons', 'Howard', 'Howdy', 'Howell', 'However', 'Howl', 'Hows', 'Hs', 'Huauchinango', 'Hubbard', 'Hubby', 'Hubbys', 'Hubris', 'Hubster', 'Hudson', 'Hue', 'Huevos', 'Huge', 'Huh', 'Human', 'Humane', 'Humble', 'Humboldt', 'Humdinger', 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'Incredibly', 'Indeed', 'India', 'Indian', 'IndianPakistani', 'Indiana', 'Indians', 'Indias', 'IndoPak', 'Indoor', 'Indoors', 'Indulge', 'Indulgence', 'Inedible', 'Inexcusable', 'Inexpensive', 'Inexplicably', 'Infiniti', 'Infinity', 'Infused', 'Infusion', 'Ingenious', 'Ingredient', 'Ingredients', 'Ink', 'Inn', 'InnOut', 'Innout', 'Innova', 'Inns', 'Ins', 'Insanely', 'Insert', 'Inside', 'Insights', 'Insist', 'Inspired', 'Inst', 'Instead', 'Institute', 'Instructors', 'Insulting', 'Insurance', 'Integrated', 'Intel', 'Intelligent', 'Intense', 'Intercontinental', 'Interesting', 'Internet', 'Intimidated', 'Introduced', 'Invergorden', 'Invisalign', 'Iolanda', 'Iowa', 'Ippei', 'Iranian', 'Iraq', 'Irish', 'Irma', 'Iron', 'Ironic', 'Ironically', 'Ironman', 'Ish', 'Island', 'Islandssmall', 'Isnt', 'Israel', 'Israeli', 'Isreal', 'Italia', 'Italian', 'ItalianChineseMexicanAmerican', 'Italianstyle', 'Italy', 'Items', 'Ithink', 'Itisslow', 'Itll', 'Ito', 'Itos', 'Ivans', 'Ive', 'IvegottheTwangyTartwithdrawalshakes', 'Ivejustbeenbitchslappedbycaffeine', 'Iveve', 'Ivory', 'Ivy', 'Iwe', 'IxtapaZihuatenejo', 'J', 'JAM', 'JC', 'JCooks', 'JD', 'JENNIFER', 'JERK', 'JESTERS', 'JIB', 'JJ', 'JJs', 'JK', 'JP', 'JUNEand', 'JW', 'Jack', 'Jackass', 'Jacket', 'Jackie', 'Jacks', 'Jacob', 'Jacobs', 'Jacques', 'Jacquie', 'Jacs', 'Jade', 'Jaeger', 'Jagermeister', 'Jaimes', 'Jake', 'Jakes', 'Jalapeno', 'Jalapenos', 'Jalapeño', 'Jalepeno', 'Jam', 'Jamaica', 'Jamaican', 'Jamba', 'Jambalaya', 'Jamburrito', 'James', 'Jameson', 'Jan', 'Janes', 'Janet', 'Janis', 'Jans', 'Janslet', 'January', 'Japan', 'Japanese', 'Jar', 'Jared', 'Jarred', 'Jarvis', 'Jasmin', 'Jasmine', 'Jason', 'Jasons', 'Java', 'Javas', 'Jaws', 'Jay', 'Jazz', 'Jcrew', 'Jeans', 'Jedis', 'Jeez', 'Jeff', 'Jefferson', 'Jekyll', 'Jen', 'Jenn', 'Jenna', 'Jennfer', 'Jennifer', 'Jennifers', 'Jenny', 'Jens', 'Jensy', 'Jeremiah', 'Jerk', 'Jerron', 'Jerrys', 'Jersey', 'Jess', 'Jesse', 'Jessie', 'Jesterz', 'Jesus', 'Jetland', 'Jetsons', 'Jewel', 'Jewelry', 'Jewess', 'Jewish', 'Jhane', 'Jiang', 'Jill', 'Jillian', 'Jills', 'Jim', 'Jimmy', 'Jo', 'JoBot', 'Joan', 'Job', 'Jobingcom', 'Jobs', 'Jodi', 'Joe', 'Joes', 'John', 'Johnny', 'Johns', 'Joliet', 'Jolla', 'Joltachinno', 'Jon', 'Jonathan', 'Jones', 'Joplin', 'Jordans', 'Jose', 'Joshua', 'Joy', 'Joynt', 'Jr', 'Juan', 'Juba', 'Judge', 'Judging', 'Judith', 'Juggalo', 'Juice', 'Juiceyou', 'Juicy', 'Juijitsu', 'Jules', 'Julie', 'Julios', 'July', 'Julyish', 'Jumbo', 'Jumbotron', 'Jumping', 'June', 'Jungle', 'Jungles', 'Junior', 'Junk', 'Junkie', 'Jura', 'Jus', 'Justin', 'Justina', 'K', 'K56', 'KEEN', 'KFC', 'KFCsidesized', 'KIDS', 'KILL', 'KILLER', 'KIND', 'KKs', 'KMart', 'KNOW', 'KNOWS', 'KNOWand', 'KOOL', 'KWSS', 'KYOT', 'Ka', 'Kabob', 'Kabuki', 'Kahlo', 'Kai', 'Kaigen', 'Kaj', 'Kake', 'Kalamata', 'Kalbi', 'Kale', 'Kaleaid', 'Kaley', 'Kama', 'Kampachi', 'Kanarish', 'Kang', 'Kansas', 'Kanye', 'Kara', 'Karanish', 'Karaoke', 'Karawi', 'Karen', 'Karens', 'Kareys', 'Karoake', 'Karshs', 'Karve', 'Karyn', 'Kasabian', 'Kashmans', 'Kashmere', 'Kat', 'Katheaw', 'Kathleen', 'Kathy', 'Katie', 'Katies', 'Katlan', 'Katsu', 'Kauai', 'Kaya', 'Kaylee', 'Kaz', 'Kazilicious', 'Kazimierz', 'Kazmer', 'Kebab', 'Kee', 'Keep', 'Keeping', 'Keg', 'Keith', 'Kellen', 'Keller', 'Kelley', 'Kelly', 'Ken', 'Kennan', 'Kennebec', 'Kens', 'Kerrie', 'Keurig', 'Kevin', 'Kevins', 'Key', 'Keyboard', 'Keye', 'Khabibulin', 'Khai', 'Kia', 'Kick', 'Kickboxing', 'Kid', 'Kids', 'Kierland', 'Kiersten', 'Kik', 'Killer', 'Killing', 'Kilt', 'Kiltlifter', 'Kim', 'Kimber', 'Kimberly', 'Kimpton', 'Kind', 'Kinda', 'Kindergarten', 'Kindly', 'Kindred', 'Kinetic', 'King', 'Kingdom', 'Kings', 'Kingston', 'Kirin', 'Kisra', 'Kisras', 'Kiss', 'Kitchen', 'Kitchens', 'Kitfo', 'Kittens', 'Kitty', 'Knave', 'Knife', 'Knorr', 'Knot', 'Knots', 'Know', 'Knowing', 'Knowledgable', 'Knowledgeable', 'Known', 'Kobe', 'Koch', 'Kohls', 'Koko', 'Kokopelli', 'Kolschmakes', 'Kona', 'Konas', 'Kong', 'Kool', 'KoolAid', 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'Margaret', 'Margareta', 'Margarita', 'Margaritas', 'MargaritasAM', 'Margaritascheck', 'Margaritta', 'Margherita', 'Margs', 'Marguerite', 'Maria', 'Maricopa', 'Marie', 'Marilyn', 'Marilyns', 'Marinara', 'Marine', 'Mario', 'Marios', 'Mariott', 'Mark', 'Markeplace', 'Market', 'Marketplace', 'Markets', 'Marketsthat', 'Markie', 'Marnier', 'Marquee', 'Marriage', 'Married', 'Marriot', 'Marriott', 'Marrow', 'Marsala', 'Marsha', 'Marshmallow', 'Mart', 'Martin', 'Martinez', 'Martini', 'Marty', 'Mary', 'Maryland', 'Marys', 'Maryvale', 'Marz', 'Masa', 'Masaiesqe', 'Mascarpone', 'Mash', 'Mashed', 'Masiman', 'Mason', 'Massage', 'Massages', 'Massive', 'Mast', 'Master', 'Mastros', 'Matador', 'Mateo', 'Matney', 'Matt', 'Matter', 'Mattress', 'Matts', 'Mauclerc', 'Maui', 'Mauiits', 'Maureen', 'Maurizio', 'Max', 'Maxx', 'May', 'Maybe', 'Mayo', 'Mays', 'Maytag', 'Mbps', 'Mc', 'McCain', 'McClendon', 'McClendons', 'McClintock', 'McCormick', 'McDonalds', 'McDowell', 'McDs', 'McGees', 'McGinnis', 'McGrath', 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'wallowing', 'wallpaper', 'wallpapers', 'walls', 'walmart', 'walnut', 'walnuts', 'waltzed', 'wand', 'wander', 'wandered', 'wandering', 'wanna', 'wannabe', 'wannabes', 'want', 'wanted', 'wantevery', 'wanting', 'wantons', 'wants', 'war', 'ward', 'warden', 'wardrobe', 'wards', 'ware', 'warehouse', 'warehoused', 'wares', 'wargaming', 'warm', 'warmed', 'warmer', 'warmers', 'warming', 'warmly', 'warmth', 'warn', 'warned', 'warning', 'warnings', 'warp', 'warrant', 'warrants', 'warranty', 'warriors', 'wary', 'wasabe', 'wasabi', 'wash', 'washcloths', 'washdry', 'washed', 'washedit', 'washers', 'washes', 'washing', 'washingtons', 'wasit', 'wasnt', 'wasp', 'waste', 'wastebaskets', 'wasted', 'wasting', 'waswe', 'wasy', 'watch', 'watched', 'watcher', 'watchers', 'watches', 'watching', 'watchingScottsdale', 'watchingarent', 'water', 'watera', 'wateranother', 'watered', 'waterfall', 'waterfalls', 'watering', 'watermelon', 'waterproof', 'waters', 'waterslides', 'waterworks', 'watery', 'wave', 'waved', 'waving', 'wax', 'waxed', 'waxedwhat', 'waxing', 'way', 'wayGreat', 'wayeverydayyeeeaaaahhh', 'wayhes', 'ways', 'wayward', 'wayyyy', 'wayyyyyyy', 'wazoooo', 'wbacon', 'wcomfy', 'weI', 'weak', 'weakness', 'weaknessToffee', 'wealthier', 'weapon', 'wear', 'wearers', 'wearing', 'wears', 'weary', 'weather', 'weaving', 'web', 'website', 'websites', 'wed', 'wedding', 'weddings', 'weddingsreceptions', 'wedge', 'wedges', 'wee', 'weeds', 'week', 'weekShe', 'weekday', 'weekdays', 'weekend', 'weekendactually', 'weekendit', 'weekends', 'weekendsI', 'weekgreat', 'weeklong', 'weekly', 'weeknight', 'weeknights', 'weeks', 'weigh', 'weighs', 'weight', 'weightedbase', 'weights', 'weird', 'weirded', 'weirdest', 'weirdly', 'weirdo', 'welcome', 'welcomeand', 'welcomed', 'welcomes', 'welcoming', 'well', 'wellYes', 'wellalso', 'wellbehaved', 'wellchilled', 'welldecorated', 'welldone', 'wellestablished', 'wellhard', 'wellintentioned', 'wellkept', 'wellknown', 'welllit', 'wellloved', 'wellmade', 'wellmaintained', 'wellmarinated', 'wellness', 'wellnot', 'wellof', 'wellorganized', 'wellpriced', 'wellqualified', 'wellrespected', 'wellreviewed', 'wells', 'wellseasoned', 'wellstocked', 'wellsuited', 'wellversed', 'wellwritten', 'wendys', 'went', 'wentmy', 'wentsome', 'werent', 'wernet', 'west', 'western', 'westgate', 'westside', 'wet', 'wetall', 'weve', 'wfireplace', 'wfor', 'wginger', 'wguacamole', 'wha', 'whack', 'whacked', 'whales', 'whatever', 'whatnot', 'whats', 'whatsleftoflastseasonscollection', 'whatsoever', 'whatsosever', 'whatsover', 'wheat', 'wheatfree', 'wheel', 'wheeling', 'wheels', 'wheezed', 'whenever', 'whenwhere', 'whereas', 'wheres', 'whereupon', 'wherever', 'whether', 'whiff', 'whileas', 'whilst', 'whim', 'whimI', 'whimper', 'whimsical', 'whined', 'whines', 'whinin', 'whining', 'whinnying', 'whip', 'whipMmmmfood', 'whipped', 'whips', 'whirl', 'whirlpool', 'whirlpools', 'whisked', 'whiskey', 'whiskeys8', 'whisper', 'whispered', 'whispers', 'whistle', 'whistlinggotta', 'white', 'whiteboard', 'whitedark', 'whiten', 'whites', 'whitesands', 'whitetrash', 'whiz', 'whod', 'whoever', 'whole', 'wholeheartedly', 'wholesome', 'wholly', 'whoop', 'whooping', 'whopper', 'whopping', 'whore', 'whoreish', 'whorestyle', 'whoring', 'whos', 'whose', 'whys', 'whysee', 'wich', 'wicked', 'wicker', 'wide', 'widening', 'wider', 'widerice', 'widow', 'width', 'wiener', 'wierd', 'wife', 'wifeLOLsince', 'wifes', 'wifi', 'wig', 'wiggle', 'wigs', 'wih', 'wii', 'wil', 'wild', 'wildcat', 'wilderness', 'wildest', 'wildfish', 'wildflowers', 'wildlife', 'wildly', 'willfully', 'willing', 'willingfully', 'willpower', 'willy', 'wilma', 'wilted', 'wimp', 'wimper', 'win', 'wind', 'windex', 'winding', 'window', 'windowCan', 'windowpanes', 'windows', 'winds', 'windshield', 'windshields', 'windy', 'wine', 'winebeer', 'wines', 'wineyou', 'wing', 'wings', 'wining', 'wink', 'winkie', 'winking', 'winky', 'winner', 'winners', 'winning', 'winningsorry', 'wino', 'winos', 'wins', 'winter', 'winters', 'wipe', 'wiped', 'wiper', 'wipes', 'wiping', 'wire', 'wired', 'wireless', 'wires', 'wiring', 'wisdom', 'wise', 'wisely', 'wiser', 'wish', 'wished', 'wishes', 'wishful', 'wishing', 'witches', 'withbut', 'withdrawal', 'withdrawn', 'withe', 'withheld', 'withhis', 'within', 'without', 'withstand', 'withstanding', 'witness', 'witnessed', 'witnesses', 'witty', 'wives', 'wiz', 'wks', 'wll', 'wmushroom', 'wo', 'wobblesee', 'wobbly', 'woefilled', 'woes', 'wok', 'woke', 'woken', 'wolfed', 'woman', 'women', 'womens', 'wonder', 'wondered', 'wonderful', 'wonderfulThe', 'wonderfuland', 'wonderfully', 'wonderfulness', 'wonderfulthe', 'wondering', 'wonderous', 'wonders', 'wondrous', 'wont', 'wonton', 'wontons', 'woo', 'wood', 'woodcarving', 'wooden', 'woodfired', 'woodpaneled', 'woods', 'woodworker', 'wooed', 'wool', 'word', 'wordexcellent', 'wordis', 'wordly', 'words', 'wordsit', 'wore', 'work', 'workappropriate', 'worked', 'worker', 'workers', 'working', 'workmanship', 'workout', 'workouts', 'works', 'workschool', 'workshops', 'workstudyread', 'world', 'worldTyson', 'worldand', 'worldlolI', 'worlds', 'worldwide', 'worm', 'worn', 'worried', 'worries', 'worrisome', 'worry', 'worrying', 'worse', 'worship', 'worst', 'worstershire', 'worth', 'worthless', 'worthwhile', 'worthy', 'woudnt', 'would', 'woulda', 'wouldnt', 'wouldve', 'wound', 'wounds', 'wow', 'wowd', 'wowed', 'wowner', 'wowzer', 'wrap', 'wrapped', 'wrapper', 'wrappers', 'wrapping', 'wraps', 'wrath', 'wreck', 'wrestling', 'wrice', 'wrinkled', 'wrinkles', 'wrinkling', 'wrist', 'wristbands', 'write', 'writer', 'writers', 'writes', 'writing', 'written', 'wrkout', 'wrong', 'wrongthings', 'wrote', 'wtf', 'wth', 'wthe', 'wthin', 'wthis', 'wtih', 'wussies', 'wussy', 'wwwaddictionovercomecom', 'wwwdogparkriotcom', 'wwwphoenixrodandgun', 'x', 'x2', 'xeriscape', 'xrays', 'xylophone', 'xèo', 'ya', 'yaaaaay', 'yack', 'yah', 'yaki', 'yakisoba', 'yakitoriThe', 'yall', 'yam', 'yankin', 'yard', 'yards', 'yardsale', 'yawning', 'yay', 'yds', 'yea', 'yeah', 'yeahplease', 'year', 'yearly', 'yearning', 'yearnings', 'years', 'yearshow', 'yearsif', 'yearsso', 'yearssuper', 'yearsthe', 'yearsuntil', 'yearthough', 'yeast', 'yeh', 'yell', 'yelled', 'yelling', 'yellow', 'yellowfin', 'yellowish', 'yellowtail', 'yells', 'yelp', 'yelpcom', 'yelped', 'yelper', 'yelpers', 'yelping', 'yelps', 'yen', 'yep', 'yeppie', 'yer', 'yerba', 'yes', 'yesssss', 'yesterday', 'yet', 'yetD', 'yetthe', 'yettobeadded', 'yielding', 'yikes', 'yo', 'yodels', 'yoga', 'yogurt', 'yogurtcucumbermint', 'yogurtland', 'yogurts', 'yolk', 'york', 'yorker', 'youFeed', 'youd', 'youll', 'young', 'younger', 'youngest', 'youngggg', 'younight', 'youre', 'yourselfdoes', 'youth', 'youthful', 'youve', 'youwhen', 'yow', 'yr', 'yrs', 'yu', 'yuck', 'yucky', 'yuk', 'yukon', 'yum', 'yuma', 'yumgasms', 'yumm', 'yummie', 'yummier', 'yumminess', 'yummm', 'yummmm', 'yummmmmmers', 'yummo', 'yummy', 'yummyalthough', 'yummydont', 'yummythat', 'yummywe', 'yumness', 'yup', 'yuppies', 'yur', 'yuuuuummmmmyyy', 'yuyuyummy', 'yuzu', 'zen', 'zenRoad', 'zenlike', 'zero', 'zerostar', 'zest', 'zhou', 'zichini', 'zilch', 'zillion', 'zin', 'zinc', 'zing', 'zip', 'ziploc', 'zipper', 'ziti', 'zone', 'zones', 'zoning', 'zoo', 'zoom', 'zucchini', 'zuccini', 'zuchinni', 'zupa', 'zwiebelkräuter', 'École', 'éclairs', 'ém']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cMWGex43aHwX",
        "colab_type": "code",
        "outputId": "24bef22a-9cf1-4187-e940-90139993fc3b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 136
        }
      },
      "source": [
        "print(yelp_countvectorizer.toarray())  "
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[[0 0 0 ... 0 0 0]\n",
            " [0 0 0 ... 0 0 0]\n",
            " [0 0 0 ... 0 0 0]\n",
            " ...\n",
            " [0 0 0 ... 0 0 0]\n",
            " [0 0 0 ... 0 0 0]\n",
            " [0 0 0 ... 0 0 0]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jxoEY_geaHwY",
        "colab_type": "code",
        "outputId": "b5ceb869-4ebc-4ba4-fe64-07ddd0040dc9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "yelp_countvectorizer.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4086, 26435)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 63
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "m6x2jVq0aHwZ",
        "colab_type": "text"
      },
      "source": [
        "# STEP#4: TRAINING THE MODEL WITH ALL DATASET"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sjmf8EgRaHwa",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.naive_bayes import MultinomialNB\n",
        "NB_classifier = MultinomialNB()\n",
        "label = yelp_df_1_5['stars'].values\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WMZJsGNUaHwb",
        "colab_type": "code",
        "outputId": "d6859038-efb6-4ddc-d435-75d098bd24b2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "label"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([1, 1, 1, ..., 5, 5, 5])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 65
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EXJ5xa3XaHwd",
        "colab_type": "code",
        "outputId": "e844f75a-fa02-421b-fd6d-49d841e13be7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "NB_classifier.fit(yelp_countvectorizer, label)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "MultinomialNB(alpha=1.0, class_prior=None, fit_prior=True)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 66
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FcvKUwDfaHwe",
        "colab_type": "code",
        "outputId": "2e11b325-bf39-44aa-a57b-4cfa45520792",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "testing_sample = ['amazing food! highly recommmended']\n",
        "testing_sample_countvectorizer = vectorizer.transform(testing_sample)\n",
        "test_predict = NB_classifier.predict(testing_sample_countvectorizer)\n",
        "test_predict"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([5])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 67
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZCFmJ2OZaHwg",
        "colab_type": "code",
        "outputId": "d4d4c0cf-0cee-4035-c4e4-ff7fc4070819",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "testing_sample = ['shit food, made me sick']\n",
        "testing_sample_countvectorizer = vectorizer.transform(testing_sample)\n",
        "test_predict = NB_classifier.predict(testing_sample_countvectorizer)\n",
        "test_predict"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([1])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 68
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "f9YmYfVYaHwh",
        "colab_type": "text"
      },
      "source": [
        "# STEP#4: DIVIDE THE DATA INTO TRAINING AND TESTING PRIOR TO TRAINING"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XzMAHzraaHwh",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "X = yelp_countvectorizer\n",
        "y = label"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "noi07M4paHwi",
        "colab_type": "code",
        "outputId": "c08fe06a-06e5-4790-8323-ce5247f085f9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "X.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4086, 26435)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 76
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_oPaoyqPaHwk",
        "colab_type": "code",
        "outputId": "ea278ba8-4a91-4008-8db3-e95bf248e36e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "y.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4086,)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 77
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eH2jzEsmaHwl",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vmIpFkdJaHwn",
        "colab_type": "code",
        "outputId": "aa03b8d1-998a-469e-a92c-2dd5084f5230",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "from sklearn.naive_bayes import MultinomialNB\n",
        "NB_classifier = MultinomialNB()\n",
        "NB_classifier.fit(X_train, y_train)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "MultinomialNB(alpha=1.0, class_prior=None, fit_prior=True)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 79
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "trHOPvLZaHwp",
        "colab_type": "text"
      },
      "source": [
        "# STEP#5: EVALUATING THE MODEL "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_5_ZhhrAaHwq",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.metrics import classification_report, confusion_matrix\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5h-6_O5paHwr",
        "colab_type": "code",
        "outputId": "7d204ea0-6529-4368-c93e-3a4c86d6f8b7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        }
      },
      "source": [
        "y_predict_train = NB_classifier.predict(X_train)\n",
        "y_predict_train\n",
        "cm = confusion_matrix(y_train, y_predict_train)\n",
        "sns.heatmap(cm, annot=True)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fb3689c2048>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 81
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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+2d3fARawd8Dfi2rOIhIrrfAKwd7uXhV93gD0jj73Bdalbbc+amuovVHKnEUkVpqTOZtZ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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XJMaCnk6aHwt",
        "colab_type": "code",
        "outputId": "72a21d32-4c74-4445-94da-ef82317c64ef",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        }
      },
      "source": [
        "# Predicting the Test set results\n",
        "y_predict_test = NB_classifier.predict(X_test)\n",
        "cm = confusion_matrix(y_test, y_predict_test)\n",
        "sns.heatmap(cm, annot=True)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fb3688ac780>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 82
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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iRhmwiEgg5ZY9ObACsIjESvaEXwVgEYmZbCpBNAg9ARGRTErgabeamFlnM3vJzBaY2Qdm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\nIoEoAIuIBKIALCISiAKwiEgg/w/ks1tHbBlopgAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "O_S6ogLSaHwu",
        "colab_type": "code",
        "outputId": "04d69b00-c96c-4991-a270-97833279b228",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 170
        }
      },
      "source": [
        "print(classification_report(y_test, y_predict_test))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           1       0.79      0.66      0.72       163\n",
            "           5       0.92      0.96      0.94       655\n",
            "\n",
            "    accuracy                           0.90       818\n",
            "   macro avg       0.86      0.81      0.83       818\n",
            "weighted avg       0.89      0.90      0.89       818\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zWqspxQWaHww",
        "colab_type": "text"
      },
      "source": [
        "# STEP #6: LET'S ADD ADDITIONAL FEATURE TF-IDF"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wDF_OXiFaHww",
        "colab_type": "text"
      },
      "source": [
        "- Tf–idf stands for \"Term Frequency–Inverse Document Frequency\" is a numerical statistic used to reflect how important a word is to a document in a collection or corpus of documents. \n",
        "- TFIDF is used as a weighting factor during text search processes and text mining.\n",
        "- The intuition behing the TFIDF is as follows: if a word appears several times in a given document, this word might be meaningful (more important) than other words that appeared fewer times in the same document. However, if a given word appeared several times in a given document but also appeared many times in other documents, there is a probability that this word might be common frequent word such as 'I' 'am'..etc. (not really important or meaningful!).\n",
        "\n",
        "\n",
        "- TF: Term Frequency is used to measure the frequency of term occurrence in a document: \n",
        "    - TF(word) = Number of times the 'word' appears in a document / Total number of terms in the document\n",
        "- IDF: Inverse Document Frequency is used to measure how important a term is: \n",
        "    - IDF(word) = log_e(Total number of documents / Number of documents with the term 'word' in it).\n",
        "\n",
        "- Example: Let's assume we have a document that contains 1000 words and the term “John” appeared 20 times, the Term-Frequency for the word 'John' can be calculated as follows:\n",
        "    - TF|john = 20/1000 = 0.02\n",
        "\n",
        "- Let's calculate the IDF (inverse document frequency) of the word 'john' assuming that it appears 50,000 times in a 1,000,000 million documents (corpus). \n",
        "    - IDF|john = log (1,000,000/50,000) = 1.3\n",
        "\n",
        "- Therefore the overall weight of the word 'john' is as follows \n",
        "    - TF-IDF|john = 0.02 * 1.3 = 0.026"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oNKOEiBkaHww",
        "colab_type": "code",
        "outputId": "321b0574-3805-4057-9098-3183c59e4b27",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "yelp_countvectorizer"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<4086x26435 sparse matrix of type '<class 'numpy.int64'>'\n",
              "\twith 222391 stored elements in Compressed Sparse Row format>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 86
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nISZCGCIaHwz",
        "colab_type": "code",
        "outputId": "75c4cb18-130c-420c-9bdc-1cfe4702b257",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "from sklearn.feature_extraction.text import TfidfTransformer\n",
        "yelp_tfidf = TfidfTransformer().fit_transform(yelp_countvectorizer)\n",
        "print(yelp_tfidf.shape)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(4086, 26435)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "T4mJXaclaHw1",
        "colab_type": "code",
        "outputId": "e0e313a4-e11b-4a8f-ff23-56260521b159",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "yelp_tfidf"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<4086x26435 sparse matrix of type '<class 'numpy.float64'>'\n",
              "\twith 222391 stored elements in Compressed Sparse Row format>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 88
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6xiVqv_LaHw2",
        "colab_type": "code",
        "outputId": "03bfcf00-5d7f-40c1-f172-09daca8e66b9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 884
        }
      },
      "source": [
        "print(yelp_tfidf[:,:])\n",
        "# Sparse matrix with all the values of IF-IDF"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "  (0, 26268)\t0.08050274254786693\n",
            "  (0, 26228)\t0.09348620453726474\n",
            "  (0, 26144)\t0.07169873884062605\n",
            "  (0, 26045)\t0.15817660070664968\n",
            "  (0, 25776)\t0.06066174442364943\n",
            "  (0, 25773)\t0.12002965112412296\n",
            "  (0, 25418)\t0.14546095084580743\n",
            "  (0, 25122)\t0.2703898166869907\n",
            "  (0, 24911)\t0.14546095084580743\n",
            "  (0, 24670)\t0.12383875478045604\n",
            "  (0, 24644)\t0.13058459416402163\n",
            "  (0, 24623)\t0.04459768543876988\n",
            "  (0, 24154)\t0.06030465665278142\n",
            "  (0, 23120)\t0.09876367605721408\n",
            "  (0, 22450)\t0.09315710247790514\n",
            "  (0, 22430)\t0.1097636086218109\n",
            "  (0, 22000)\t0.06662808805692144\n",
            "  (0, 21801)\t0.13058459416402163\n",
            "  (0, 20785)\t0.09005184530467268\n",
            "  (0, 19733)\t0.14546095084580743\n",
            "  (0, 19354)\t0.09547907116641852\n",
            "  (0, 19039)\t0.12613266766643505\n",
            "  (0, 18911)\t0.1133722206104443\n",
            "  (0, 18805)\t0.10789642494273591\n",
            "  (0, 18740)\t0.08834411964653922\n",
            "  :\t:\n",
            "  (4085, 16843)\t0.12124793979515064\n",
            "  (4085, 15626)\t0.056073903602148346\n",
            "  (4085, 15041)\t0.08518302578980794\n",
            "  (4085, 14689)\t0.13505937049458547\n",
            "  (4085, 14480)\t0.08518302578980794\n",
            "  (4085, 14423)\t0.10064506371832901\n",
            "  (4085, 13617)\t0.19963796890231086\n",
            "  (4085, 12214)\t0.29952324839506667\n",
            "  (4085, 11514)\t0.11529629949383458\n",
            "  (4085, 11501)\t0.11809666496753578\n",
            "  (4085, 10457)\t0.14650841668583717\n",
            "  (4085, 9817)\t0.13505937049458547\n",
            "  (4085, 9285)\t0.2170895701515176\n",
            "  (4085, 9031)\t0.17197783534477967\n",
            "  (4085, 8204)\t0.1591166056610063\n",
            "  (4085, 7528)\t0.19963796890231086\n",
            "  (4085, 7523)\t0.1567169489941616\n",
            "  (4085, 6333)\t0.14166500441179955\n",
            "  (4085, 4932)\t0.1940198081594198\n",
            "  (4085, 4377)\t0.12651882139660317\n",
            "  (4085, 1237)\t0.17656820691021305\n",
            "  (4085, 1053)\t0.11358870702258798\n",
            "  (4085, 505)\t0.2170895701515176\n",
            "  (4085, 448)\t0.27629234133665775\n",
            "  (4085, 344)\t0.12042237932403005\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3i4h32CRaHw5",
        "colab_type": "code",
        "outputId": "cffc511b-15a3-4440-f7a2-d6865a85e12c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        }
      },
      "source": [
        "X = yelp_tfidf\n",
        "y = label\n",
        "\n",
        "from sklearn.model_selection import train_test_split\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.15)\n",
        "\n",
        "from sklearn.naive_bayes import MultinomialNB\n",
        "NB_classifier = MultinomialNB()\n",
        "NB_classifier.fit(X_train, y_train)\n",
        "\n",
        "from sklearn.metrics import classification_report, confusion_matrix\n",
        "y_predict_train = NB_classifier.predict(X_train)\n",
        "y_predict_train\n",
        "cm = confusion_matrix(y_train, y_predict_train)\n",
        "sns.heatmap(cm, annot=True)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fb368aa2780>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 90
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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VQJvodXtgedK4gqivov5KKXMWkVipTs3ZzHLNbE5Sy63OsdzdqaM7xpU5i0isVCdSuvs4\nYFw1D7HKzNq6e1FUtlgd9RcCHZPGdYj6CoFTd+t/u6qDKHMWkVhJZ825AlOBHSsuBgFTkvovjlZt\nnAhsjMofrwG9zCwnuhDYK+qrlDJnEYmVdD5s38yeoyzrbWVmBZSturgTmGxmg4FlwIBoeB5wJpAP\nbAV+BeDu68zsVmB2NO4Wd9/9IuMeFJxFJFZK01gCdveBFWz6WTljHRhewX7GA+Orc2wFZxGJFd2+\nLSISID1sX0QkQMqcRUQCVGLxyJ0VnEUkVuIRmhWcRSRmVNYQEQlQOpfSZZKCs4jESjxCs4KziMSM\nyhoiIgFKxCR3VnAWkVhR5iwiEiBX5iwiEh5lzlItp/c6lfvvv4XsrCzGP/Ucd9/zaKanJDVQtGoN\no2+9l+L16zGMc/v05qIBfXcZs/nLLYy65W6KVq0hUZLgkgv60++sXrU67sZNm7nmpjtYsXIV7Q5q\nw3233kDz/ffjzfc+5I+PP0OWZZGdnc2oK3M57gdH1+pYDV1cltJZ2VPu6k6jvdrH499ULWRlZbFo\nwXucceZACgqK+OjDPH550TAWLVqS6allzLYV72V6CjWyZu061hSvo8uRR7Bly1YGDL6Ch++4icM7\nHbJzzLgJk/hyyxauHjaYdes38O8DL+OdlyfSuHHjKvc/a+58puRN5/bfXrNL/32PPknz/ffj0osG\n8MSfJrNp82auHjaYrVu3se+++2BmLM7/jGtv+gMvP/d42s+7vjRudVjNH4EfGXrogJRjztjPJ9f6\neHVF34RSD7qdcCz//OfnfPbZF2zfvp3Jk6fw87NPz/S0pAZat2pJlyOPAKBp0yYcdkhHVq0p3mWM\nmbFl6zbcna3bvqL5/vuRnZ0NwPhn/8J5g6+g38VDeeSJP6V83Lfe+5A+vXsC0Kd3T95890MAmjTZ\nF7Oy+LLtq6/Ago019aYET7mFrMbB2cx+lc6JxFm79gexvGDFzvcFhUW0a3dQBmck6VBYtIpFS/7J\nMUcduUv/Bf3PZunny+nR50L6XTyUUSMvJysriw9mfswXBYVMeuIhnn/6URYuzmfOvE9SOlbx+g20\nbtUSgFYH5FC8fsPObW+88wFnD7yMYdfezK2jr0rfCTZQXo1/QlabmvPvgafK2xB9g20ugGU3Jyur\naS0OIxKerVu3cdWNt3H9FUNo1nTX3+8PZn3Mdzsfxvg/3snywiIuGzmaH/7gKP42ey5/mzWXcy8Z\nUbaPbdtYtnwFx3f9PgMvG8k332xn67ZtbNy0mf6Dyr5Q4+phv+ak7j/cZf9mtjNbBuh5ykn0POUk\n5sz7hEcef4YnHrqjjs8+bN+KC4JmNr+iTUCbij6X/I22qjnDisKVdOzQbuf7Du3bsmLFygzOSGpj\ne0kJI2+8jbN69eC0U0/aY/uLf53Opb8cgJlxcId2tG97EJ8tKwCHSy86jwF9z9zjM889/iBQcc35\ngJwWrFm7jtatWrJm7Tpatmi+xz6O7/p9ClasZP2GjeSUs/3bIvSMOFVVlTXaABcDZ5fTiiv5nCSZ\nPWceRxzRiUMP7Ujjxo0ZMKAPL7/yeqanJTXg7tx8x4McdkhHBp1/Trlj2rZpzUcfzwNg7br1fP5F\nAR3aHcS/dTuOF//6Olu3bgNg1Zq1u5QnKnPqyScyZdobAEyZ9gY9fvwjAL4oWMGOi/oLF+fzzTfb\nadF8/1qdY0NXWo0WsqrKGq8Azdx93u4bzOztOplRDCUSCa4c+Vvy/jqR7Kwsnp7wZxYu/EempyU1\n8L/zF/DyqzPofPihO0sPVw4ZRNGqNQCc1+8sLr/kAm68/T76XTQUd+eqYb8mp0VzTur+Q5YuW86F\nQ64GoMm++3DHzddxQE6LKo976UUDuOamP/DCK6/R7qADue/W0QBMf/t9pk6bQaNGjdhn772495ZR\nu5Q8vo0SdbwCrb5oKZ1kRENdSid1Kx1L6S44pF/KMWfisheD/T+ZbkIRkViJS81ZwVlEYiX0WnKq\nFJxFJFbicvu2grOIxIrKGiIiAYrLag0FZxGJFZU1REQCpAuCIiIBikvNWY8MFZFYKcVTblUxs8/N\n7BMzm2dmc6K+lmY23cyWRD9zon4zs4fNLN/M5pvZcbU5DwVnEYkVd0+5paiHu3d19+Oj96OAGe7e\nGZgRvQfoDXSOWi4wtjbnoeAsIrGSwFNuNdQHmBC9ngD0Tep/xst8BLQws7Y1PYiCs4jESnXKGmaW\na2Zzklrubrtz4HUz+zhpWxt3L4per+Rfj09uDyxP+mxB1FcjuiAoIrFSnYe5JT97vgInu3uhmR0I\nTDez/9vt825mdXIFUpmziMRKOi8Iunth9HM18CLQDVi1o1wR/VwdDS8EOiZ9vEPUVyMKziISK+n6\nDkEza2pm++14DfQCPgWmAoOiYYOAKdHrqcDF0aqNE4GNSeWPalNZQ0RiJY23b7cBXoy+vKARMNHd\nXzWz2cBkMxsMLAMGROPzgDOBfGArUKsvwVZwFpFYSdft2+6+FPhBOf3FwM/K6XdgeFoOjoKziMSM\nnq0hIhKguv7qvfqi4CwisaLMWUQkQHF58JGCs4jESsLj8dBQBWcRiRXVnEVEAqSas4hIgFRzFhEJ\nUKnKGiIi4VHmLCISIK3WEBEJkMoaIiIBUllDRCRAypxFRAKkzFlEJEAJT2R6Cmmh4CwisaLbt0VE\nAqTbt0VEAqTMWUQkQFqtISISIK3WEBEJkG7fFhEJkGrOIiIBUs1ZRCRAypxFRAKkdc4iIgFS5iwi\nEiCt1hARCVBcLghmZXoCIiLp5O4pt6qY2RlmttjM8s1sVD1MfycFZxGJFa/GP5Uxs2zgUaA30AUY\naGZd6uEUAAVnEYmZNGbO3YB8d1/q7t8Ak4A+dX4CEdWcRSRW0lhzbg8sT3pfAHRP186rUufBueSb\nQqvrYzQUZpbr7uMyPQ8Ji34v0qs6McfMcoHcpK5xofy3UFmjfuVWPUS+hfR7kSHuPs7dj09qyYG5\nEOiY9L5D1FcvFJxFRMo3G+hsZp3MbC/gfGBqfR1cNWcRkXK4e4mZjQBeA7KB8e6+oL6Or+Bcv4Ko\nZUlw9HsRKHfPA/IycWyLy33oIiJxopqziEiAFJzrSSZvA5Uwmdl4M1ttZp9mei4SHgXnepDp20Al\nWE8DZ2R6EhImBef6kdHbQCVM7v4usC7T85AwKTjXj/JuA22fobmISAOg4CwiEiAF5/qR0dtARaTh\nUXCuHxm9DVREGh4F53rg7iXAjttAFwGT6/M2UAmTmT0HfAgcaWYFZjY403OScOgOQRGRAClzFhEJ\nkIKziEiAFJxFRAKk4CwiEiAFZxGRACk4i4gESMFZRCRACs4iIgH6f7KTNdDjAyHIAAAAAElFTkSu\nQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vrmg3uKOaHw7",
        "colab_type": "text"
      },
      "source": [
        "# EXCELLENT JOB! NOW YOU BECAME FAMILIAR WITH NLP, GREAT JOB!"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xHFPcekNdgTX",
        "colab_type": "text"
      },
      "source": [
        "#End of the project"
      ]
    }
  ]
}