Sentiment_Analysis_of_Amazon_Musical_Instrument_Data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import re\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from textblob import TextBlob\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set(style='darkgrid', context='talk', palette='Dark2')\n",
    "import nltk\n",
    "from nltk import word_tokenize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>reviewerID</th>\n",
       "      <th>asin</th>\n",
       "      <th>reviewerName</th>\n",
       "      <th>helpful</th>\n",
       "      <th>reviewText</th>\n",
       "      <th>overall</th>\n",
       "      <th>summary</th>\n",
       "      <th>unixReviewTime</th>\n",
       "      <th>reviewTime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A2IBPI20UZIR0U</td>\n",
       "      <td>1384719342</td>\n",
       "      <td>cassandra tu \"Yeah, well, that's just like, u...</td>\n",
       "      <td>[0, 0]</td>\n",
       "      <td>Not much to write about here, but it does exac...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>good</td>\n",
       "      <td>1393545600</td>\n",
       "      <td>02 28, 2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>A14VAT5EAX3D9S</td>\n",
       "      <td>1384719342</td>\n",
       "      <td>Jake</td>\n",
       "      <td>[13, 14]</td>\n",
       "      <td>The product does exactly as it should and is q...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Jake</td>\n",
       "      <td>1363392000</td>\n",
       "      <td>03 16, 2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>A195EZSQDW3E21</td>\n",
       "      <td>1384719342</td>\n",
       "      <td>Rick Bennette \"Rick Bennette\"</td>\n",
       "      <td>[1, 1]</td>\n",
       "      <td>The primary job of this device is to block the...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>It Does The Job Well</td>\n",
       "      <td>1377648000</td>\n",
       "      <td>08 28, 2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>A2C00NNG1ZQQG2</td>\n",
       "      <td>1384719342</td>\n",
       "      <td>RustyBill \"Sunday Rocker\"</td>\n",
       "      <td>[0, 0]</td>\n",
       "      <td>Nice windscreen protects my MXL mic and preven...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>GOOD WINDSCREEN FOR THE MONEY</td>\n",
       "      <td>1392336000</td>\n",
       "      <td>02 14, 2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>A94QU4C90B1AX</td>\n",
       "      <td>1384719342</td>\n",
       "      <td>SEAN MASLANKA</td>\n",
       "      <td>[0, 0]</td>\n",
       "      <td>This pop filter is great. It looks and perform...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>No more pops when I record my vocals.</td>\n",
       "      <td>1392940800</td>\n",
       "      <td>02 21, 2014</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       reviewerID        asin  \\\n",
       "0  A2IBPI20UZIR0U  1384719342   \n",
       "1  A14VAT5EAX3D9S  1384719342   \n",
       "2  A195EZSQDW3E21  1384719342   \n",
       "3  A2C00NNG1ZQQG2  1384719342   \n",
       "4   A94QU4C90B1AX  1384719342   \n",
       "\n",
       "                                       reviewerName   helpful  \\\n",
       "0  cassandra tu \"Yeah, well, that's just like, u...    [0, 0]   \n",
       "1                                              Jake  [13, 14]   \n",
       "2                     Rick Bennette \"Rick Bennette\"    [1, 1]   \n",
       "3                         RustyBill \"Sunday Rocker\"    [0, 0]   \n",
       "4                                     SEAN MASLANKA    [0, 0]   \n",
       "\n",
       "                                          reviewText  overall  \\\n",
       "0  Not much to write about here, but it does exac...      5.0   \n",
       "1  The product does exactly as it should and is q...      5.0   \n",
       "2  The primary job of this device is to block the...      5.0   \n",
       "3  Nice windscreen protects my MXL mic and preven...      5.0   \n",
       "4  This pop filter is great. It looks and perform...      5.0   \n",
       "\n",
       "                                 summary  unixReviewTime   reviewTime  \n",
       "0                                   good      1393545600  02 28, 2014  \n",
       "1                                   Jake      1363392000  03 16, 2013  \n",
       "2                   It Does The Job Well      1377648000  08 28, 2013  \n",
       "3          GOOD WINDSCREEN FOR THE MONEY      1392336000  02 14, 2014  \n",
       "4  No more pops when I record my vocals.      1392940800  02 21, 2014  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = \"Musical_instruments_reviews.csv\"\n",
    "df = pd.read_csv(data)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using NLTK Vader Sentiment Analysis to get polarity score\n",
    "\n",
    "Vader Sentiment Analyzer will simply rank a piece of text as positive, negative or neutral using a lexicon of positive and negative words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from nltk.sentiment.vader import SentimentIntensityAnalyzer as SIA\n",
    "\n",
    "sid = SIA()\n",
    "results = []\n",
    "\n",
    "def get_sentiment(row, **kwargs):\n",
    "    sentiment_score = sid.polarity_scores(row)\n",
    "    positive_meter = round((sentiment_score['pos'] * 10), 2)\n",
    "    negative_meter = round((sentiment_score['neg'] * 10), 2) \n",
    "    return positive_meter if kwargs['k'] == 'positive' else negative_meter\n",
    "\n",
    "df['positive'] = df.summary.apply(get_sentiment, k='positive')\n",
    "df['negative'] = df.summary.apply(get_sentiment, k='negative')\n",
    "df['neutral'] = df.summary.apply(get_sentiment, k='neutral')\n",
    "df['compound'] = df.summary.apply(get_sentiment, k='compound')\n",
    "\n",
    "#for index, row in df.iterrows(): \n",
    " #  print(\"Positive : {}, Negative : {}, Neutral : {}, Compound : {}\".format(row['positive'], row['negative'], row['neutral'], row['compound']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>reviewerID</th>\n",
       "      <th>asin</th>\n",
       "      <th>reviewerName</th>\n",
       "      <th>helpful</th>\n",
       "      <th>reviewText</th>\n",
       "      <th>overall</th>\n",
       "      <th>summary</th>\n",
       "      <th>unixReviewTime</th>\n",
       "      <th>reviewTime</th>\n",
       "      <th>positive</th>\n",
       "      <th>negative</th>\n",
       "      <th>neutral</th>\n",
       "      <th>compound</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A2IBPI20UZIR0U</td>\n",
       "      <td>1384719342</td>\n",
       "      <td>cassandra tu \"Yeah, well, that's just like, u...</td>\n",
       "      <td>[0, 0]</td>\n",
       "      <td>Not much to write about here, but it does exac...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>good</td>\n",
       "      <td>1393545600</td>\n",
       "      <td>02 28, 2014</td>\n",
       "      <td>10.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>A14VAT5EAX3D9S</td>\n",
       "      <td>1384719342</td>\n",
       "      <td>Jake</td>\n",
       "      <td>[13, 14]</td>\n",
       "      <td>The product does exactly as it should and is q...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Jake</td>\n",
       "      <td>1363392000</td>\n",
       "      <td>03 16, 2013</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>A195EZSQDW3E21</td>\n",
       "      <td>1384719342</td>\n",
       "      <td>Rick Bennette \"Rick Bennette\"</td>\n",
       "      <td>[1, 1]</td>\n",
       "      <td>The primary job of this device is to block the...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>It Does The Job Well</td>\n",
       "      <td>1377648000</td>\n",
       "      <td>08 28, 2013</td>\n",
       "      <td>3.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>A2C00NNG1ZQQG2</td>\n",
       "      <td>1384719342</td>\n",
       "      <td>RustyBill \"Sunday Rocker\"</td>\n",
       "      <td>[0, 0]</td>\n",
       "      <td>Nice windscreen protects my MXL mic and preven...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>GOOD WINDSCREEN FOR THE MONEY</td>\n",
       "      <td>1392336000</td>\n",
       "      <td>02 14, 2014</td>\n",
       "      <td>4.20</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>A94QU4C90B1AX</td>\n",
       "      <td>1384719342</td>\n",
       "      <td>SEAN MASLANKA</td>\n",
       "      <td>[0, 0]</td>\n",
       "      <td>This pop filter is great. It looks and perform...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>No more pops when I record my vocals.</td>\n",
       "      <td>1392940800</td>\n",
       "      <td>02 21, 2014</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.68</td>\n",
       "      <td>2.68</td>\n",
       "      <td>2.68</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       reviewerID        asin  \\\n",
       "0  A2IBPI20UZIR0U  1384719342   \n",
       "1  A14VAT5EAX3D9S  1384719342   \n",
       "2  A195EZSQDW3E21  1384719342   \n",
       "3  A2C00NNG1ZQQG2  1384719342   \n",
       "4   A94QU4C90B1AX  1384719342   \n",
       "\n",
       "                                       reviewerName   helpful  \\\n",
       "0  cassandra tu \"Yeah, well, that's just like, u...    [0, 0]   \n",
       "1                                              Jake  [13, 14]   \n",
       "2                     Rick Bennette \"Rick Bennette\"    [1, 1]   \n",
       "3                         RustyBill \"Sunday Rocker\"    [0, 0]   \n",
       "4                                     SEAN MASLANKA    [0, 0]   \n",
       "\n",
       "                                          reviewText  overall  \\\n",
       "0  Not much to write about here, but it does exac...      5.0   \n",
       "1  The product does exactly as it should and is q...      5.0   \n",
       "2  The primary job of this device is to block the...      5.0   \n",
       "3  Nice windscreen protects my MXL mic and preven...      5.0   \n",
       "4  This pop filter is great. It looks and perform...      5.0   \n",
       "\n",
       "                                 summary  unixReviewTime   reviewTime  \\\n",
       "0                                   good      1393545600  02 28, 2014   \n",
       "1                                   Jake      1363392000  03 16, 2013   \n",
       "2                   It Does The Job Well      1377648000  08 28, 2013   \n",
       "3          GOOD WINDSCREEN FOR THE MONEY      1392336000  02 14, 2014   \n",
       "4  No more pops when I record my vocals.      1392940800  02 21, 2014   \n",
       "\n",
       "   positive  negative  neutral  compound  \n",
       "0     10.00      0.00     0.00      0.00  \n",
       "1      0.00      0.00     0.00      0.00  \n",
       "2      3.44      0.00     0.00      0.00  \n",
       "3      4.20      0.00     0.00      0.00  \n",
       "4      0.00      2.68     2.68      2.68  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### NOTE\n",
    "\n",
    "_`positive`, `negative` and `neutral` columns represent the sentiment score percentage of each category in our review summary, and the compound is the single number that scores the sentiment. `compound` ranges from -1 (Extremely Negative) to 1 (Extremely Positive)._\n",
    "\n",
    "#### *Now, considering post with compound greater than 0.2 as positive label and less than -0.2 as negative label*\n",
    "df['label'] = 0\n",
    "df.loc[df['compound'] > 0.2, 'label'] = 1\n",
    "df.loc[df['compound'] < -0.2, 'label'] = -1\n",
    "df.head()\n",
    "\n",
    "#### *In this code, we use label = 1 for positive greater than 5 and label = -1 for negative greater than 3*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "      <th>reviewText</th>\n",
       "      <th>overall</th>\n",
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       "      <th>unixReviewTime</th>\n",
       "      <th>reviewTime</th>\n",
       "      <th>positive</th>\n",
       "      <th>negative</th>\n",
       "      <th>neutral</th>\n",
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       "      <th>0</th>\n",
       "      <td>A2IBPI20UZIR0U</td>\n",
       "      <td>1384719342</td>\n",
       "      <td>cassandra tu \"Yeah, well, that's just like, u...</td>\n",
       "      <td>[0, 0]</td>\n",
       "      <td>Not much to write about here, but it does exac...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>good</td>\n",
       "      <td>1393545600</td>\n",
       "      <td>02 28, 2014</td>\n",
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       "      <th>1</th>\n",
       "      <td>A14VAT5EAX3D9S</td>\n",
       "      <td>1384719342</td>\n",
       "      <td>Jake</td>\n",
       "      <td>[13, 14]</td>\n",
       "      <td>The product does exactly as it should and is q...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Jake</td>\n",
       "      <td>1363392000</td>\n",
       "      <td>03 16, 2013</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>A195EZSQDW3E21</td>\n",
       "      <td>1384719342</td>\n",
       "      <td>Rick Bennette \"Rick Bennette\"</td>\n",
       "      <td>[1, 1]</td>\n",
       "      <td>The primary job of this device is to block the...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>It Does The Job Well</td>\n",
       "      <td>1377648000</td>\n",
       "      <td>08 28, 2013</td>\n",
       "      <td>3.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>A2C00NNG1ZQQG2</td>\n",
       "      <td>1384719342</td>\n",
       "      <td>RustyBill \"Sunday Rocker\"</td>\n",
       "      <td>[0, 0]</td>\n",
       "      <td>Nice windscreen protects my MXL mic and preven...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>GOOD WINDSCREEN FOR THE MONEY</td>\n",
       "      <td>1392336000</td>\n",
       "      <td>02 14, 2014</td>\n",
       "      <td>4.20</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>A94QU4C90B1AX</td>\n",
       "      <td>1384719342</td>\n",
       "      <td>SEAN MASLANKA</td>\n",
       "      <td>[0, 0]</td>\n",
       "      <td>This pop filter is great. It looks and perform...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>No more pops when I record my vocals.</td>\n",
       "      <td>1392940800</td>\n",
       "      <td>02 21, 2014</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.68</td>\n",
       "      <td>2.68</td>\n",
       "      <td>2.68</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       reviewerID        asin  \\\n",
       "0  A2IBPI20UZIR0U  1384719342   \n",
       "1  A14VAT5EAX3D9S  1384719342   \n",
       "2  A195EZSQDW3E21  1384719342   \n",
       "3  A2C00NNG1ZQQG2  1384719342   \n",
       "4   A94QU4C90B1AX  1384719342   \n",
       "\n",
       "                                       reviewerName   helpful  \\\n",
       "0  cassandra tu \"Yeah, well, that's just like, u...    [0, 0]   \n",
       "1                                              Jake  [13, 14]   \n",
       "2                     Rick Bennette \"Rick Bennette\"    [1, 1]   \n",
       "3                         RustyBill \"Sunday Rocker\"    [0, 0]   \n",
       "4                                     SEAN MASLANKA    [0, 0]   \n",
       "\n",
       "                                          reviewText  overall  \\\n",
       "0  Not much to write about here, but it does exac...      5.0   \n",
       "1  The product does exactly as it should and is q...      5.0   \n",
       "2  The primary job of this device is to block the...      5.0   \n",
       "3  Nice windscreen protects my MXL mic and preven...      5.0   \n",
       "4  This pop filter is great. It looks and perform...      5.0   \n",
       "\n",
       "                                 summary  unixReviewTime   reviewTime  \\\n",
       "0                                   good      1393545600  02 28, 2014   \n",
       "1                                   Jake      1363392000  03 16, 2013   \n",
       "2                   It Does The Job Well      1377648000  08 28, 2013   \n",
       "3          GOOD WINDSCREEN FOR THE MONEY      1392336000  02 14, 2014   \n",
       "4  No more pops when I record my vocals.      1392940800  02 21, 2014   \n",
       "\n",
       "   positive  negative  neutral  compound  label  \n",
       "0     10.00      0.00     0.00      0.00      1  \n",
       "1      0.00      0.00     0.00      0.00      0  \n",
       "2      3.44      0.00     0.00      0.00      0  \n",
       "3      4.20      0.00     0.00      0.00      0  \n",
       "4      0.00      2.68     2.68      2.68      0  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['label'] = 0\n",
    "df.loc[df['positive'] > 5, 'label'] = 1\n",
    "df.loc[df['negative'] > 3, 'label'] = -1\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>reviewerName</th>\n",
       "      <th>reviewText</th>\n",
       "      <th>overallRating</th>\n",
       "      <th>summary</th>\n",
       "      <th>reviewTime</th>\n",
       "      <th>positive</th>\n",
       "      <th>negative</th>\n",
       "      <th>neutral</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>cassandra tu \"Yeah, well, that's just like, u...</td>\n",
       "      <td>Not much to write about here, but it does exac...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>good</td>\n",
       "      <td>02 28, 2014</td>\n",
       "      <td>10.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jake</td>\n",
       "      <td>The product does exactly as it should and is q...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Jake</td>\n",
       "      <td>03 16, 2013</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Rick Bennette \"Rick Bennette\"</td>\n",
       "      <td>The primary job of this device is to block the...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>It Does The Job Well</td>\n",
       "      <td>08 28, 2013</td>\n",
       "      <td>3.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>RustyBill \"Sunday Rocker\"</td>\n",
       "      <td>Nice windscreen protects my MXL mic and preven...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>GOOD WINDSCREEN FOR THE MONEY</td>\n",
       "      <td>02 14, 2014</td>\n",
       "      <td>4.20</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SEAN MASLANKA</td>\n",
       "      <td>This pop filter is great. It looks and perform...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>No more pops when I record my vocals.</td>\n",
       "      <td>02 21, 2014</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.68</td>\n",
       "      <td>2.68</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       reviewerName  \\\n",
       "0  cassandra tu \"Yeah, well, that's just like, u...   \n",
       "1                                              Jake   \n",
       "2                     Rick Bennette \"Rick Bennette\"   \n",
       "3                         RustyBill \"Sunday Rocker\"   \n",
       "4                                     SEAN MASLANKA   \n",
       "\n",
       "                                          reviewText  overallRating  \\\n",
       "0  Not much to write about here, but it does exac...            5.0   \n",
       "1  The product does exactly as it should and is q...            5.0   \n",
       "2  The primary job of this device is to block the...            5.0   \n",
       "3  Nice windscreen protects my MXL mic and preven...            5.0   \n",
       "4  This pop filter is great. It looks and perform...            5.0   \n",
       "\n",
       "                                 summary   reviewTime  positive  negative  \\\n",
       "0                                   good  02 28, 2014     10.00      0.00   \n",
       "1                                   Jake  03 16, 2013      0.00      0.00   \n",
       "2                   It Does The Job Well  08 28, 2013      3.44      0.00   \n",
       "3          GOOD WINDSCREEN FOR THE MONEY  02 14, 2014      4.20      0.00   \n",
       "4  No more pops when I record my vocals.  02 21, 2014      0.00      2.68   \n",
       "\n",
       "   neutral  label  \n",
       "0     0.00      1  \n",
       "1     0.00      0  \n",
       "2     0.00      0  \n",
       "3     0.00      0  \n",
       "4     2.68      0  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#save new data for easy use\n",
    "df.rename(columns={'overall':'overallRating'}, inplace=True)\n",
    "df2 = df[['reviewerName', 'reviewText', 'overallRating', 'summary', 'reviewTime', 'positive', 'negative', 'neutral', 'label']]\n",
    "df2.to_csv('Amazon_musical_instrument_review.csv', mode='a', encoding='utf-8', index=False)\n",
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 0    5298\n",
      " 1    4462\n",
      "-1     501\n",
      "Name: label, dtype: int64\n",
      " 0    51.632395\n",
      " 1    43.485040\n",
      "-1     4.882565\n",
      "Name: label, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "#Checking how many positives and negatives we have in the data\n",
    "#The first line gives us raw value counts of the labels, \n",
    "#whereas the second line provides percentages with the normalize keyword.\n",
    "\n",
    "print(df2.label.value_counts())\n",
    "\n",
    "print(df2.label.value_counts(normalize=True) * 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plotting a bar chart\n",
    "\n",
    "sns.set(rc={'figure.figsize':(8,6)})\n",
    "\n",
    "counts = df2.label.value_counts(normalize=True) * 100\n",
    "\n",
    "ax = sns.barplot(x=counts.index, y=counts)\n",
    "ax.set(title=\"Plot of Percentage Sentiment\");\n",
    "ax.set_xticklabels(['Negative', 'Neutral', 'Positive']);\n",
    "ax.set_ylabel(\"Percentage\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Note:\n",
    "\n",
    "##### Assumptions\n",
    "- Values greater than 5 in positive column are considered positive\n",
    "- Values greater than 3 in negative column are considered negative\n",
    "- Values less than 5 in positive column and values less than 3 in negative are considered neutral"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#boxplot to see average values of the labels and the postivity\n",
    "\n",
    "\n",
    "boxplot = df2.boxplot(column=['positive','label'], \n",
    "                     fontsize = 15,grid = True, vert=True,figsize=(8,5,))\n",
    "plt.ylabel('Range');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\bamid\\appdata\\local\\programs\\python\\python37-32\\lib\\site-packages\\ipykernel_launcher.py:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  if __name__ == '__main__':\n",
      "c:\\users\\bamid\\appdata\\local\\programs\\python\\python37-32\\lib\\site-packages\\pandas\\core\\generic.py:5096: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  self[name] = value\n"
     ]
    }
   ],
   "source": [
    "#Classify Ratings based on high or low\n",
    "\n",
    "def convert_rating(rating_values):\n",
    "    if(int(rating_values == 1) or int(rating_values) == 2 or int(rating_values) == 3):\n",
    "        return 0\n",
    "    else:\n",
    "        return 1\n",
    "   \n",
    "df2[\"Ratings_classified\"] = df2[\"overallRating\"]\n",
    "df2.Ratings_classified = df2.Ratings_classified.apply(convert_rating)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2.head()\n",
    "df2.overallRating.value_counts()\n",
    "sns.set(rc={'figure.figsize':(8,6)})\n",
    "ax = sns.countplot(x = 'Ratings_classified' , hue = 'Ratings_classified' , data = df2).set(title=\"Classification of Ratings based on high or low\", xlabel=\"Ratings\", ylabel=\"Quantity\")\n",
    "plt.legend([\"Low (<=3)\", \"High(>3)\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Ratings Distribution for dataset\n",
    "\n",
    "plt.hist(df2['overallRating'], color = 'darkblue', edgecolor = 'black', density=False,\n",
    "         bins = int(30))\n",
    "plt.title('Ratings Distribution');\n",
    "plt.xlabel(\"Ratings\");\n",
    "plt.ylabel(\"Number of TImes\");\n",
    "\n",
    "from pylab import rcParams\n",
    "rcParams['figure.figsize'] = 8,8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Placing a density curve on the distribution\n",
    "\n",
    "sns.distplot(df2['overallRating'], hist=True, kde=True, \n",
    "             bins=int(30), color = 'darkred',\n",
    "             hist_kws={'edgecolor':'black'},axlabel ='Ratings')\n",
    "plt.title('Ratings Density')\n",
    "\n",
    "from pylab import rcParams\n",
    "rcParams['figure.figsize'] = 8,8"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Frequent Words\n",
    "\n",
    "_In natural language processing, useless words (data), are referred to as Stop Words_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#nltk.download()\n",
    "\n",
    "stopwords = nltk.corpus.stopwords.words('english')\n",
    "RE_stopwords = r'\\b(?:{})\\b'.format('|'.join(stopwords))\n",
    "words = (df.summary\n",
    "           .str.lower()\n",
    "           .replace([r'\\|',r'\\&',r'\\-',r'\\.',r'\\,',r'\\'', RE_stopwords], [' ', '','','','','',''], regex=True)\n",
    "           .str.cat(sep=' ')\n",
    "           .split()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Frequency</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Word</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>great</th>\n",
       "      <td>1828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>good</th>\n",
       "      <td>1157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nice</th>\n",
       "      <td>526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>guitar</th>\n",
       "      <td>524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>works</th>\n",
       "      <td>486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>price</th>\n",
       "      <td>450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>strings</th>\n",
       "      <td>394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>best</th>\n",
       "      <td>367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quality</th>\n",
       "      <td>262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stand</th>\n",
       "      <td>255</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Frequency\n",
       "Word              \n",
       "great         1828\n",
       "good          1157\n",
       "nice           526\n",
       "guitar         524\n",
       "works          486\n",
       "price          450\n",
       "strings        394\n",
       "best           367\n",
       "quality        262\n",
       "stand          255"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from collections import Counter\n",
    "\n",
    "# generate DF out of Counter\n",
    "rslt = pd.DataFrame(Counter(words).most_common(10),\n",
    "                    columns=['Word', 'Frequency']).set_index('Word')\n",
    "rslt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_These are ten most commonly used words by the reviewer_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rslt_wordcloud = pd.DataFrame(Counter(words).most_common(100),\n",
    "                    columns=['Word', 'Frequency'])\n",
    "#BAR CHART\n",
    "rslt.plot.bar(rot=40, figsize=(10,6), width=0.8,colormap='tab10')\n",
    "plt.title(\"Commonly used words by Buyers of the Amazon Musical Instrument\")\n",
    "plt.ylabel(\"Count\")\n",
    "\n",
    "from pylab import rcParams\n",
    "rcParams['figure.figsize'] = 8,6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#PIE CHART\n",
    "\n",
    "explode = (0.1, 0.12, 0.122, 0,0,0,0,0,0,0)  # explode 1st slice\n",
    "labels=['great',\n",
    "        'good',\n",
    "        'nice',\n",
    "        'guitar',\n",
    "        'works',\n",
    "        'price',\n",
    "        'strings',\n",
    "        'best',\n",
    "        'quality',\n",
    "        'stand',]\n",
    "\n",
    "plt.pie(rslt['Frequency'], explode=explode,labels =labels , autopct='%1.1f%%',\n",
    "        shadow=False, startangle=90)\n",
    "plt.legend( labels, loc='best',fontsize='x-small',markerfirst = True)\n",
    "plt.tight_layout()\n",
    "plt.title(\"Commonly used words by Buyers of the Amazon Musical Instrument\")\n",
    "plt.show()\n",
    "\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['font.size'] = 10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Make a wordcloud of common words in the review"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 720x720 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "from wordcloud import WordCloud, STOPWORDS, ImageColorGenerator\n",
    "import random\n",
    "\n",
    "wordcloud = WordCloud(max_font_size=60, max_words=100, width=480, height=380,colormap=\"brg\",\n",
    "                      background_color=\"white\").generate(' '.join(rslt_wordcloud['Word']));\n",
    "                      \n",
    "plt.imshow(wordcloud, interpolation='bilinear');\n",
    "plt.axis(\"off\");\n",
    "plt.figure(figsize=[10,10]);\n",
    "plt.show();"
   ]
  }
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