02b_Exploratory-womens 5 core.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploratory analysis\n",
    "\n",
    "1. This workbook covers some basic exploratory analyses to understand the data better\n",
    "2. Both Review data and Product (meta data) have been analyzed here\n",
    "3. Image data has not been analyzed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import gzip\n",
    "\n",
    "# Reading the review\n",
    "def parse(path):\n",
    "    g = gzip.open(path, 'rb')\n",
    "    for l in g:\n",
    "        yield eval(l)\n",
    "\n",
    "def getDF(path):\n",
    "    i = 0\n",
    "    df = {}\n",
    "    for d in parse(path):\n",
    "        df[i] = d\n",
    "        i += 1\n",
    "    return pd.DataFrame.from_dict(df, orient='index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# # Reading the image features\n",
    "# import struct\n",
    "\n",
    "# def readImageFeatures(path):\n",
    "#     f = open(path, 'rb')\n",
    "#     while True:\n",
    "#         asin = f.read(10)\n",
    "#         if asin == '': break\n",
    "#         feature = []\n",
    "#         for i in range(4096):\n",
    "#             feature.append(struct.unpack('f', f.read(4)))\n",
    "#         yield asin, feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/Deepthi/Documents/DSE/Capstone/Data/From Julius\n"
     ]
    }
   ],
   "source": [
    "%cd /Users/Deepthi/Documents/DSE/Capstone/Data/From Julius"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cell5.hd5\r\n",
      "cleaned.hd5\r\n",
      "cleaned.hd5.zip\r\n",
      "image_features_Clothing_Shoes_and_Jewelry.b\r\n",
      "meta_Clothing_Shoes_and_Jewelry.json.gz\r\n",
      "ratings_Clothing_Shoes_and_Jewelry.csv\r\n",
      "review_Women.csv\r\n",
      "review_Women.csv.gz\r\n",
      "review_women_brand_updated.csv\r\n",
      "review_women_brnd_fv_prce_updated.csv\r\n",
      "review_women_brnd_fv_updated.csv\r\n",
      "review_women_brnd_fv_updated_2.csv\r\n",
      "review_women_brnd_fv_updated_3.csv\r\n",
      "reviews_Cell_Phones_and_Accessories_5_scraped.csv\r\n",
      "reviews_Cell_Phones_and_Accessories_5_scraped.csv.gz\r\n",
      "reviews_Clothing_Shoes_and_Jewelry.json.gz\r\n",
      "reviews_Clothing_Shoes_and_Jewelry_5.json.gz\r\n",
      "reviews_Women_ALL_scraped.csv\r\n",
      "reviews_Women_ALL_scraped.csv.gz\r\n",
      "reviews_Women_scraped.csv.gz\r\n",
      "reviews_Women_scraped_cpp.csv\r\n",
      "reviews_Women_scraped_cpp.csv.gz\r\n",
      "reviews_Women_scraped_cpp_fv_2.csv\r\n",
      "reviews_Women_scraped_cpp_fv_2.csv.zip\r\n",
      "reviews_Women_scraped_cpp_fv_all.csv\r\n",
      "reviews_Women_scraped_cpp_fv_all.csv.zip\r\n",
      "reviews_cellphone_scraped_cpp_fv_2.csv\r\n",
      "reviews_cellphone_scraped_cpp_fv_2.csv.zip\r\n",
      "tfidf_score.csv\r\n"
     ]
    }
   ],
   "source": [
    "!ls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df_meta = pd.read_hdf('cleaned.hd5', key='womens')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# df_review = getDF('reviews_Women_scraped_cpp_fv_2.json.gz')\n",
    "df_review = pd.read_csv('reviews_Women_scraped_cpp_fv_2.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# df_image = readImageFeatures('image_features_Clothing_Shoes_and_Jewelry.b')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# df_image.next()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analyze customers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/Deepthi/anaconda/lib/python2.7/site-packages/ipykernel/__main__.py:9: MatplotlibDeprecationWarning: The set_axis_bgcolor function was deprecated in version 2.0. Use set_facecolor instead.\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY4AAAEWCAYAAABxMXBSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nw2Sc9AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e073fe50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Number of reviews by each customer\n",
    "## This histogram shows that most customers write 5 reviews\n",
    "\n",
    "# df_review.groupby(['reviewerID']).asin.nunique().reset_index()['asin'].hist(bins=range(5,25,1))\n",
    "\n",
    "ax = df_review.groupby(['reviewerID']).asin.nunique().reset_index()['asin'].plot(kind = 'hist',bins =range(5,22,1),\\\n",
    "                                                                                 title = 'Distribution of #reviews by each customer (5-core)'\\\n",
    "                                                                                ,facecolor='#80cbc4',edgecolor='black')\n",
    "ax.set_xlabel('# number of reviews')\n",
    "ax.set_ylabel('# number of customers')\n",
    "ax.set_axis_bgcolor('#fffbf0')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "## To plot the same distribution as %\n",
    "df = df_review.groupby(['reviewerID']).asin.nunique().reset_index()\n",
    "# df2= df.groupby(['asin']).count('asin').reset_index().sort('reviewerID',ascending = False)\n",
    "\n",
    "df2= df.groupby(['asin']).reviewerID.nunique().reset_index().sort('reviewerID',ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def flag(row):\n",
    "        if row['asin'] == 5 :\n",
    "            return '05'\n",
    "        if row['asin'] == 6 :\n",
    "            return '06'\n",
    "        if row['asin'] == 7 :\n",
    "            return '07'\n",
    "        if row['asin'] == 8 :\n",
    "            return '08'\n",
    "        if row['asin'] == 9 :\n",
    "            return '09'\n",
    "        if row['asin'] == 10 :\n",
    "            return '10'\n",
    "        if row['asin'] > 10 :\n",
    "            return '>10'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df2['flag']=df2.apply(lambda row: flag(row),axis=1)\n",
    "df3 = df2.groupby(['flag']).reviewerID.sum().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df3['pct'] = df3['reviewerID']/(df3['reviewerID'].sum())*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhEAAAGWCAYAAADGw9HvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n0h624X4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1290eeb50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df3.sort('flag',ascending=True).plot(kind='bar',x = 'flag',y='pct', color ='#80cbc4',\\\n",
    "                                     title='%customers by number of reviews'\\\n",
    "                                     ,legend = False)\n",
    "ax.set_xlabel('# reviews')\n",
    "ax.set_ylabel('% customers')\n",
    "ax.set_axis_bgcolor('#fffbf0')\n",
    "plt.show()\n",
    "\n",
    "## This graph says that 40% of the customers write 5 reviews \n",
    "## 75% of the reviews are written by customers writing upto 7 reviews"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Helpful ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "helpful = df_review['helpful']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "yes=[]\n",
    "no=[]\n",
    "for i in range(len(df_review['helpful'])):\n",
    "    x = df_review['helpful'][i][0]\n",
    "    yes.append(x)\n",
    "    y = df_review['helpful'][i][1]\n",
    "    no.append(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df_review['helpful_yes']=yes\n",
    "df_review['helpful_no']=no"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "helpful_review = df_review[['overall','helpful_yes','helpful_no']].groupby('overall').sum().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "helpful_review['yes_pct'] = helpful_review['helpful_yes']*100/(helpful_review['helpful_yes']+ helpful_review['helpful_no'])\n",
    "helpful_review['no_pct'] = helpful_review['helpful_no']*100/(helpful_review['helpful_yes']+ helpful_review['helpful_no'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>overall</th>\n",
       "      <th>helpful_yes</th>\n",
       "      <th>helpful_no</th>\n",
       "      <th>yes_pct</th>\n",
       "      <th>no_pct</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>20288</td>\n",
       "      <td>29251</td>\n",
       "      <td>40.953592</td>\n",
       "      <td>59.046408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>19916</td>\n",
       "      <td>25947</td>\n",
       "      <td>43.424983</td>\n",
       "      <td>56.575017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>34551</td>\n",
       "      <td>42719</td>\n",
       "      <td>44.714637</td>\n",
       "      <td>55.285363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>60848</td>\n",
       "      <td>70105</td>\n",
       "      <td>46.465526</td>\n",
       "      <td>53.534474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>183743</td>\n",
       "      <td>206687</td>\n",
       "      <td>47.061701</td>\n",
       "      <td>52.938299</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   overall  helpful_yes  helpful_no    yes_pct     no_pct\n",
       "0        1        20288       29251  40.953592  59.046408\n",
       "1        2        19916       25947  43.424983  56.575017\n",
       "2        3        34551       42719  44.714637  55.285363\n",
       "3        4        60848       70105  46.465526  53.534474\n",
       "4        5       183743      206687  47.061701  52.938299"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "helpful_review\n",
    "## Higher tendency to click 'no' when not helpful than clicking 'yes' when helpful"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x12911c990>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhEAAAGPCAYAAADiGoK8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEmFmZmaZ/H8G0D6CGe2n2QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x21c0aff10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = helpful_review[['overall','yes_pct','no_pct']].plot(kind = 'bar', x = 'overall', title = 'Helpfulness Rating'\\\n",
    "                                                        ,color =['#00695c','#af4345'])\n",
    "                                                        \n",
    "\n",
    "\n",
    "ax.set_xlabel('Overall Ratings')\n",
    "ax.set_ylabel('% Helpful - Yes/No ')\n",
    "ax.set_axis_bgcolor('#fffbf0')\n",
    "ax.legend(('%Yes','%No'),loc=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Overall Ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "overall_ratings = df_review[['reviewerID','asin','overall']].drop_duplicates().groupby(['overall']).reviewerID\\\n",
    "                  .nunique().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "total_cust_ratings = overall_ratings['reviewerID'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "overall_ratings['num_cust_ratings_pct'] = overall_ratings['reviewerID']*100/total_cust_ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>overall</th>\n",
       "      <th>reviewerID</th>\n",
       "      <th>num_cust_ratings_pct</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>8025</td>\n",
       "      <td>7.790808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>11214</td>\n",
       "      <td>10.886744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>19056</td>\n",
       "      <td>18.499893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>26930</td>\n",
       "      <td>26.144108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>37781</td>\n",
       "      <td>36.678446</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   overall  reviewerID  num_cust_ratings_pct\n",
       "0        1        8025              7.790808\n",
       "1        2       11214             10.886744\n",
       "2        3       19056             18.499893\n",
       "3        4       26930             26.144108\n",
       "4        5       37781             36.678446"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "overall_ratings\n",
    "## People tend to write a review only if they like the product\n",
    "## I expected them to write a review if they hate it as well"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhEAAAGPCAYAAADiGoK8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x128eb5e90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = overall_ratings.plot(kind = 'bar', x = 'overall',y='num_cust_ratings_pct', title = 'Overall Rating'\\\n",
    "                                                        ,color =['#26a69a'], legend = False)\n",
    "                                                        \n",
    "\n",
    "\n",
    "ax.set_xlabel('Overall Ratings')\n",
    "ax.set_ylabel('% customers ')\n",
    "ax.set_axis_bgcolor('#fffbf0')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reviews by time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df_review.groupby(['reviewTime','overall']).reviewerID.count().reset_index().to_csv('time_plot.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "reviews_by_time = df_review.groupby(['reviewTime']).reviewerID.count().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "reviews_by_time['year'] = reviews_by_time.reviewTime.apply(lambda x: x[6:]).str.strip()\n",
    "reviews_by_time['month'] = reviews_by_time.reviewTime.apply(lambda x: x[0:2]).str.strip()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjQAAAGHCAYAAACnPchFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/wPGE5G/SkzcEwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x21c09ce10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = reviews_by_time.groupby('year').reviewerID.sum().reset_index().plot(x='year',y='reviewerID', color='#00695c',\\\n",
    "                                                                         legend = False, title = '#Reviews over time')\n",
    "\n",
    "ax.set_xlabel('Year')\n",
    "ax.set_ylabel('# Ratings')\n",
    "ax.set_axis_bgcolor('#fffbf0')\n",
    "\n",
    "## Huge increase in reviews since 2011"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "reviews_by_time1= reviews_by_time[reviews_by_time['year']>'2011']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhoAAAGHCAYAAAD2qfsmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nERGRuFGiISIiInHz/8570DQaTCDiAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x128e99cd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = reviews_by_time1[(reviews_by_time1['year']<>'2014')].groupby(['month']).reviewerID.mean().reset_index().\\\n",
    "plot(x='month',y='reviewerID', legend = False, title = 'Avg. number of Ratings by month-(2011 to 2013)',color='#00695c')\n",
    "\n",
    "\n",
    "ax.set_xlabel('Month')\n",
    "ax.set_ylabel('Avg. number of Ratings')\n",
    "ax.set_axis_bgcolor('#fffbf0')\n",
    "## Highest number of reviews during holiday season"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>reviewerID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2003</td>\n",
       "      <td>03</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2003</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2004</td>\n",
       "      <td>07</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2004</td>\n",
       "      <td>09</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2004</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2005</td>\n",
       "      <td>03</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2005</td>\n",
       "      <td>04</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2005</td>\n",
       "      <td>05</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2005</td>\n",
       "      <td>06</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2005</td>\n",
       "      <td>07</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2005</td>\n",
       "      <td>08</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2005</td>\n",
       "      <td>09</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2005</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2005</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2005</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2006</td>\n",
       "      <td>01</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2006</td>\n",
       "      <td>02</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2006</td>\n",
       "      <td>03</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2006</td>\n",
       "      <td>04</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2006</td>\n",
       "      <td>05</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2006</td>\n",
       "      <td>06</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2006</td>\n",
       "      <td>07</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2006</td>\n",
       "      <td>08</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2006</td>\n",
       "      <td>09</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2006</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2006</td>\n",
       "      <td>11</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2006</td>\n",
       "      <td>12</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2007</td>\n",
       "      <td>01</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2007</td>\n",
       "      <td>02</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2007</td>\n",
       "      <td>03</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>2012</td>\n",
       "      <td>02</td>\n",
       "      <td>1435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>2012</td>\n",
       "      <td>03</td>\n",
       "      <td>1356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>2012</td>\n",
       "      <td>04</td>\n",
       "      <td>1427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>2012</td>\n",
       "      <td>05</td>\n",
       "      <td>1652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>2012</td>\n",
       "      <td>06</td>\n",
       "      <td>1647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>2012</td>\n",
       "      <td>07</td>\n",
       "      <td>1746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>2012</td>\n",
       "      <td>08</td>\n",
       "      <td>1998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>2012</td>\n",
       "      <td>09</td>\n",
       "      <td>2194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>2012</td>\n",
       "      <td>10</td>\n",
       "      <td>3526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>2012</td>\n",
       "      <td>11</td>\n",
       "      <td>4525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>2012</td>\n",
       "      <td>12</td>\n",
       "      <td>9442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>2013</td>\n",
       "      <td>01</td>\n",
       "      <td>9903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>2013</td>\n",
       "      <td>02</td>\n",
       "      <td>8343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>2013</td>\n",
       "      <td>03</td>\n",
       "      <td>8519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>2013</td>\n",
       "      <td>04</td>\n",
       "      <td>9104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>2013</td>\n",
       "      <td>05</td>\n",
       "      <td>9125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>2013</td>\n",
       "      <td>06</td>\n",
       "      <td>8749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>2013</td>\n",
       "      <td>07</td>\n",
       "      <td>9671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>2013</td>\n",
       "      <td>08</td>\n",
       "      <td>10167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>2013</td>\n",
       "      <td>09</td>\n",
       "      <td>9683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>2013</td>\n",
       "      <td>10</td>\n",
       "      <td>12187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>2013</td>\n",
       "      <td>11</td>\n",
       "      <td>14591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>2013</td>\n",
       "      <td>12</td>\n",
       "      <td>18476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>2014</td>\n",
       "      <td>01</td>\n",
       "      <td>19025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>2014</td>\n",
       "      <td>02</td>\n",
       "      <td>15230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>2014</td>\n",
       "      <td>03</td>\n",
       "      <td>16479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>2014</td>\n",
       "      <td>04</td>\n",
       "      <td>14335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>2014</td>\n",
       "      <td>05</td>\n",
       "      <td>14157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>2014</td>\n",
       "      <td>06</td>\n",
       "      <td>12987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>2014</td>\n",
       "      <td>07</td>\n",
       "      <td>8858</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>118 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     year month  reviewerID\n",
       "0    2003    03           1\n",
       "1    2003    12           1\n",
       "2    2004    07           1\n",
       "3    2004    09           3\n",
       "4    2004    12           2\n",
       "5    2005    03           1\n",
       "6    2005    04           2\n",
       "7    2005    05           1\n",
       "8    2005    06           1\n",
       "9    2005    07           2\n",
       "10   2005    08           2\n",
       "11   2005    09           7\n",
       "12   2005    10           2\n",
       "13   2005    11           4\n",
       "14   2005    12           5\n",
       "15   2006    01          13\n",
       "16   2006    02           6\n",
       "17   2006    03           8\n",
       "18   2006    04           6\n",
       "19   2006    05           5\n",
       "20   2006    06           8\n",
       "21   2006    07          11\n",
       "22   2006    08           9\n",
       "23   2006    09          10\n",
       "24   2006    10           9\n",
       "25   2006    11          14\n",
       "26   2006    12          16\n",
       "27   2007    01          38\n",
       "28   2007    02          30\n",
       "29   2007    03          36\n",
       "..    ...   ...         ...\n",
       "88   2012    02        1435\n",
       "89   2012    03        1356\n",
       "90   2012    04        1427\n",
       "91   2012    05        1652\n",
       "92   2012    06        1647\n",
       "93   2012    07        1746\n",
       "94   2012    08        1998\n",
       "95   2012    09        2194\n",
       "96   2012    10        3526\n",
       "97   2012    11        4525\n",
       "98   2012    12        9442\n",
       "99   2013    01        9903\n",
       "100  2013    02        8343\n",
       "101  2013    03        8519\n",
       "102  2013    04        9104\n",
       "103  2013    05        9125\n",
       "104  2013    06        8749\n",
       "105  2013    07        9671\n",
       "106  2013    08       10167\n",
       "107  2013    09        9683\n",
       "108  2013    10       12187\n",
       "109  2013    11       14591\n",
       "110  2013    12       18476\n",
       "111  2014    01       19025\n",
       "112  2014    02       15230\n",
       "113  2014    03       16479\n",
       "114  2014    04       14335\n",
       "115  2014    05       14157\n",
       "116  2014    06       12987\n",
       "117  2014    07        8858\n",
       "\n",
       "[118 rows x 3 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reviews_by_time.groupby(['year','month']).reviewerID.sum().reset_index()\n",
    "# .to_csv('by_year.csv')\n",
    "## Plotted this by year in excel - it seems like there is a trend in 2013 and 2014 where:\n",
    "## 1. There is a small peak in Feb\n",
    "## 2. Huge peak starting from september"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Size of the reviews"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df_review['reviewText_len']=df_review['reviewText'].str.len()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "315.2434359491454"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_review['reviewText_len'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkYAAAGHCAYAAABVgZ3gAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngZGZmZlZ5oGRmZmZWeaBkZmZmVn2N2UR7fGfPgOKAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12997f810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df_review['reviewText_len'].plot(kind = 'hist',bins=range(0,2000,100),\\\n",
    "                         title = 'Distribution of the length of reviews'\\\n",
    "                        ,facecolor='#80cbc4')\n",
    "\n",
    "\n",
    "ax.set_xlabel('Length of the Review')\n",
    "ax.set_ylabel('# of reviews')\n",
    "ax.set_axis_bgcolor('#fffbf0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df_review.groupby(['reviewText_len','overall']).reviewerID.count().reset_index().to_csv('review_length.csv')\n",
    "\n",
    "## Nothing important"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_review.groupby(['reviewText_len','helpful_yes']).reviewerID.count().reset_index().to_csv('review_length_yes.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analyze products"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjYAAAGHCAYAAACjyBh4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12997f310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# df_review.groupby('asin').overall.mean().round().reset_index()['overall'].hist()\n",
    "ax = df_review.groupby('asin').overall.mean().round().reset_index()['overall']\\\n",
    "                              .plot(kind = 'hist',\\\n",
    "                               title = '# of products by average product reviews'\\\n",
    "                               ,facecolor='#80cbc4')\n",
    "    \n",
    "    \n",
    "ax.set_xlabel('# of products')\n",
    "ax.set_ylabel('Average Reviews')\n",
    "ax.set_axis_bgcolor('#fffbf0')\n",
    "## Most products have an average rating of 4 - very skewed??"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1503384"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_meta['asin'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "asin           1503384\n",
       "categories     1503384\n",
       "title          1502696\n",
       "price           574882\n",
       "salesRank      1422273\n",
       "imUrl          1503305\n",
       "brand            98132\n",
       "related        1057123\n",
       "description      85442\n",
       "dtype: int64"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_meta.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_meta['price2'] = df_meta['price'].round()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkIAAAGHCAYAAABcaj2aAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15f005250>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# df_meta.groupby('price2').asin.count().reset_index()['asin'].hist(bins=range(0,5000,1))\n",
    "\n",
    "# df_meta['price2'].hist(bins=range(0,400,10))\n",
    "\n",
    "\n",
    "ax = df_meta['price2']\\\n",
    "      .plot(kind = 'hist',bins=range(0,400,10),\\\n",
    "       title = 'Price distribution'\\\n",
    "       ,facecolor='#80cbc4')\n",
    "    \n",
    "    \n",
    "ax.set_xlabel('Price $')\n",
    "ax.set_ylabel('# of products')\n",
    "ax.set_axis_bgcolor('#fffbf0')\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## Filter out only for clothing data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['Clothing, Shoes & Jewelry',\n",
       "  'Women',\n",
       "  'Accessories',\n",
       "  'Sunglasses & Eyewear Accessories',\n",
       "  'Sunglasses'],\n",
       " ['Clothing, Shoes & Jewelry',\n",
       "  'Men',\n",
       "  'Accessories',\n",
       "  'Sunglasses & Eyewear Accessories',\n",
       "  'Sunglasses'],\n",
       " ['Clothing, Shoes & Jewelry',\n",
       "  'Novelty, Costumes & More',\n",
       "  'Band & Music Fan',\n",
       "  'Accessories']]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_meta['categories'][4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "flat = []\n",
    "for i in range(len(df_meta['categories'])):\n",
    "    flattened = list(set([y for x in df_meta['categories'][i] for y in x]))\n",
    "    flat.append(flattened)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df_meta['category']=flat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "men = []\n",
    "women = []\n",
    "for i in range(len(df_meta['category'])):\n",
    "    if 'Clothing, Shoes & Jewelry' in df_meta['category'][i]:\n",
    "        if ('Men' in df_meta['category'][i]) and ('Women' in df_meta['category'][i]):\n",
    "            m = 1\n",
    "            w = 1\n",
    "        elif ('Men' in df_meta['category'][i]) and ~('Women' in df_meta['category'][i]):\n",
    "            m = 1\n",
    "            w = 0\n",
    "        elif ('Women' in df_meta['category'][i]) and ~('Men' in df_meta['category'][i]):\n",
    "            w = 1\n",
    "            m = 0\n",
    "        else:\n",
    "            w = 0\n",
    "            m = 0\n",
    "        men.append(m)\n",
    "        women.append(w)\n",
    "            \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df_meta['men'] = men\n",
    "df_meta['women'] = women\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def category_flag(row):\n",
    "        if (row['men'] == 1) and (row['women'] == 1) :\n",
    "            return 'Unisex'\n",
    "        if (row['men'] == 0) and (row['women'] == 1):\n",
    "            return 'Women'\n",
    "        if (row['men'] == 1) and (row['women'] == 0):\n",
    "            return 'Men'\n",
    "        if (row['men'] == 0) and (row['women'] == 0):\n",
    "            return 'Others'\n",
    "        \n",
    "       "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_meta['category_flag']=df_meta.apply(lambda row: category_flag(row),axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjQAAAGuCAYAAACHnpy7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22f527c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# df_meta.groupby('category_flag').asin.count().plot(kind = 'bar')\n",
    "# plt.show()\n",
    "\n",
    "\n",
    "\n",
    "ax = df_meta.groupby('category_flag').asin.count().\\\n",
    "            plot(kind = 'bar', title = '# Products by sub-category'\\\n",
    "            ,color =['#b7b7b7'], legend = False)\n",
    "                                                        \n",
    "\n",
    "\n",
    "ax.set_xlabel('Product Sub-Category')\n",
    "ax.set_ylabel('# Products ')\n",
    "ax.set_axis_bgcolor('#fffbf0')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjkAAAGHCAYAAABSw0P1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22e04d610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# df_meta[df_meta['category_flag']== 'Men'][['price2']].hist(bins = range(0,200,10))\n",
    "\n",
    "\n",
    "ax = df_meta[df_meta['category_flag']== 'Men'][['price2']]\\\n",
    "      .plot(kind = 'hist',bins=range(0,200,10),\\\n",
    "       title = 'Price distribution (Category - Men)'\\\n",
    "       ,facecolor='#80cbc4', legend = False)\n",
    "    \n",
    "    \n",
    "ax.set_xlabel('Price $')\n",
    "ax.set_ylabel('# of products')\n",
    "ax.set_axis_bgcolor('#fffbf0')\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjkAAAGHCAYAAABSw0P1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAJ4JRqWQ03m6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15e7f9f50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# df_meta[df_meta['category_flag']== 'Women'][['price2']].hist(bins = range(0,200,10))\n",
    "\n",
    "ax = df_meta[df_meta['category_flag']== 'Women'][['price2']]\\\n",
    "      .plot(kind = 'hist',bins=range(0,200,10),\\\n",
    "       title = 'Price distribution (Category - Women)'\\\n",
    "       ,facecolor='#80cbc4', legend = False)\n",
    "    \n",
    "    \n",
    "ax.set_xlabel('Price $')\n",
    "ax.set_ylabel('# of products')\n",
    "ax.set_axis_bgcolor('#fffbf0')\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x232c62150>]], dtype=object)"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhsAAAFyCAYAAABcNBiyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTZY1oQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2340f2890>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_meta[df_meta['category_flag']== 'Unisex'][['price2']].hist(bins = range(0,200,10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x129645cd0>]], dtype=object)"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiQAAAFyCAYAAADFzMEHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAPYQAAD2EBqD+naQAAIABJREFUeJzt3X2cFvWd5vvPpUYJzuATkdZJmHGOE8Mkk0y6jcJJQsy4\ni4maO2bNBFHGBNzNwwCbwx7BM7tJAD1ndiCJMQLOuobE9anR1Q06PgSiiRo0kZluJ2NiQ06Mpo0K\n2iOKxxZ84Hv+qOrkprqBaqib6iqu9+tVL+yqX//ub3EJ/aUeFRGYmZmZlemAsgswMzMzc0NiZmZm\npXNDYmZmZqVzQ2JmZmalc0NiZmZmpXNDYmZmZqVzQ2JmZmalc0NiZmZmpXNDYmZmZqVzQ2Jm+5Sk\n7ZK+UnYdZjayuCExs30t0qVwko6UNE/SfZKelbRZ0o8lfaoVn2dmxZHfZWNm+5Kkg4HXI2J7C+Y+\nA7gFuBP4IfA6cDbwF8CiiFhU9GeaWTHckJhZy0kScHBEbGvx5/whsD0insysvxv434GjIuKVVtZg\nZnvGp2zMLDdJC9NrQE6QdJOkFyX1SbpM0iFN47ZLulzSuZJ+BmwFTmva9pXMvMdKWiHpKUlbJf1K\n0hWSDmoac1j6Ob3pmP9X0vy02QEgIn6dbUZSq4BDgD8u+LfEzApy0O6HmJn91sAh1ZuAx4H/C5gI\n/EfgcOAzTWNPBT4FLAP6gCeGmlDSMcA/AmOAK4ENwB8AnwRGA1skvRm4HzgG+G/AkyRHPP4r0Ab8\np93UfUz6a1+enTSzfc8NiZnticci4t+l//33kl4CviDpaxHxs3T924F3RcSG3cz1d8DRwEkR8XDT\n+oVN//1/AscBfx4Rv0rXXSXpGeBCSV+PiKeGmlzSEcAFwP0RsSnvDprZvuVTNmY2XAEsz6xbCgg4\nvWndvbtrRtLTLR8Hbss0I1mfBH4EvCjpqIEFuIfkH1aTdzH/DcBhwJxd1WJm5fIREjPbE7/MfP0Y\nsB34o6Z1T+SY5y0kp2p+vptxfwL8GfDcENuC5AjLUJYBU4C/ajpyY2YjkBsSMyvCULfrFXk3ywHA\n94HFJEdisn6RXSFpAfB54KKIuKHAWsysBdyQmNme+BPg101fH0/SNDw+zHmeA7YA79rNuMeA34uI\nH+aZVNIsYAFwaUR8bZg1mVkJfA2JmQ2XgFmZdf+R5CjJXcOZKJIHIa0CPiapfRdDbwImSZoyqJjk\nduADm76eCnwTuDYiLhxOPWZWHh8hMbM9cZykW4Hvkdx+ex5w3R5ep/GfgX8L3C/pvwM9wLEkF7K+\nPyK2AF8FGsDtkq4GuoBDgXcD/47k2pXnJb0PuIbk9t4fSjov81kPRsRwj+KY2T7ghsTMhiuAqcAl\nJM8BeR24HJifGbOzx0DvsC0inpZ0cjrfuSQXuT5F8vj3/nTMK5ImkzQvfwn8Fcmpnl8AXwFeTKf7\nU5K/194CrBjis2cw/NNKZrYP+NHxZpZbeqHoV4C3RMTzZddjZvUxrGtIJH1e0k/Tx0W/KOlBSR9p\n2v6d9LHQzcudmTkOkbQ8fdz0S5JulnR0ZswRkq5PP2OzpG9JOjQz5m2S7pD0sqSNkpZI8jUxZmZm\nFTTcH+BPAhcB7UAH8APgVkkTmsbcBYwjeZxzGzAtM8dlwBkkb+CcTHKu+JbMmBuACSSPnj4jHXfl\nwMa08biT5NDsRODTJI+svniY+2NmZmYjwF6fspH0r8CFEfEdSd8BDmt6pHR27BiS2/zOiYjvputO\nILmIbWJErEubm58DHQNPbpR0GnAH8NaI2Cjpo8BtwDER0ZeO+RzJI6jfEhGv79VOmdmQfMrGzFpl\nj09xSDpA0jkkL796sGnTKZI2SVqfvq3zyKZtHSRHNe4ZWJE+WroXmJSumghszjxG+m6Si+BObhrz\nyEAzklpN8njod+7pPpnZrkXEoog40M2ImRVt2HfZSHoX8GNgFPAS8Imm91XcRXL65XHgfyO5Av9O\nSZPS5w20Aa+mt/E125RuI/312eaNEfGGpOczY7IvydrUtO2nO6n9KJJXoD9B8jp0MzMzy2cUyS32\nqyPiX4uefE9u+10PvIfkaMQngWskTY6I9RFxU9O4n0t6hOQJi6cAuZ6w2GKnAdeXXYSZmVmFnUdy\nrWehht2QpNdnDLz++2FJJwFfBL4wxNjHJfWRPFb6h8BG4GBJYzJHScal20h/zd51cyBwZGbM+zIf\nN65p2848AXDdddcxYcKEXQyzqpg7dy7f+MY3yi7DCuI868eZ1kdPTw/Tp0+HfC/OHLYiHox2AHDI\nUBskvRU4CngmXdVF8hClU4Hmi1rHk5wGIv31cEnvbbqO5FSSx1U/1DTmP0sa23QdyRSShyM9uota\ntwJMmDCB9vZdPaXaquKwww5zljXiPOvHmdZSSy55GFZDIulvSa4T6QV+n+SwzYeAKelzQhaQXEOy\nkeSoyGKSJymuBoiILZJWAJdK2kxyDcrlwAMRsS4ds17SauAqSV8ADgaWAp0RMXD0Yw1J43GtpIuA\nY0ie8rgsIl7bo98Jq6SNG3d1QMyqxnnWjzO1vIZ7hORo4H+QNAAvAv8CTImIH0gaRfJeifOBw4Gn\nSRqRr2SahLnAG8DNJEdWvsfgF3WdCywjubtmezr2iwMbI2K7pDOBvye5w+dl4GqShsj2I0899VTZ\nJViBnGf9OFPLa1gNSUT8+11s2wp8ZGfbm8ZtA+aky87GvABM3808TwJn7u7zrN46OjrKLsEK5Dzr\nx5laXn7UulXatGnZBwFblTnP+nGmlpcbEqs0/2VXL86zfpyp5eWGxMzMzErnhsQqbcaMGWWXYAVy\nnvXjTC0vNyRWaVOmTCm7BCuQ86wfZ2p5FfFgNEv19vbS19e3+4F7YOzYsYwfP74lc1eZz0/Xi/Os\nH2dqebkhKUhvby8nnDCBrVv7WzL/qFGj2bChx02JmZnVkhuSgvT19aXNyHVA0e/J6WHr1un09fW5\nITEzs1pyQ1K4CYDf27CvrF27lg984ANll2EFcZ7140wtL1/UapW2ZMmSskuwAjnP+nGmlpcbEqu0\nlStXll2CFch51o8ztbzckFiljR49uuwSrEDOs36cqeXlhsTMzMxK54bEzMzMSueGxCpt3rx5ZZdg\nBXKe9eNMLS83JFZpfi5LvTjP+nGmlpcbEqu0OXPmlF2CFch51o8ztbzckJiZmVnp3JCYmZlZ6dyQ\nWKWtX7++7BKsQM6zfpyp5eWGxCpt/vz5ZZdgBXKe9eNMLS83JFZpy5YtK7sEK5DzrB9nanm5IbFK\n8y2F9eI868eZWl5uSMzMzKx0bkjMzMysdG5IrNIWL15cdglWIOdZP87U8nJDYpXW399fdglWIOdZ\nP87U8nJDYpW2aNGiskuwAjnP+nGmlpcbEjMzMyudGxIzMzMrnRsSq7S+vr6yS7ACOc/6caaWlxsS\nq7SZM2eWXYIVyHnWjzO1vNyQWKUtXLiw7BKsQM6zfpyp5TWshkTS5yX9VNKL6fKgpI9kxlws6WlJ\n/ZK+L+n4zPZDJC2X1CfpJUk3Szo6M+YISdenn7FZ0rckHZoZ8zZJd0h6WdJGSUskucHaz7S3t5dd\nghXIedaPM7W8hvsD/EngIqAd6AB+ANwqaQKApIuA2cBngZOAl4HVkg5umuMy4AzgbGAycCxwS+Zz\nbgAmAKemYycDVw5sTBuPO4GDgInAp4HPABcPc3/MzMxsBBhWQxIRd0TE9yLisYj4ZUR8Cfj/SJoC\ngC8Cl0TE7RHxM+B8kobjLABJY4CZwNyIuC8iHgZmAO+XdFI6ZgJwGnBBRPxTRDwIzAHOkdSWfs5p\nwDuA8yLikYhYDXwZmCXpoD39zTAzM7Ny7PEpDkkHSDoHGA08KOk4oA24Z2BMRGwBHgImpatOJDmq\n0TxmA9DbNGYisDltVgbcDQRwctOYRyKi+fLt1cBhwDv3dJ+selasWFF2CVYg51k/ztTyGnZDIuld\nkl4CtgFXAJ9Im4o2kqZhU+ZbNqXbAMYBr6aNys7GtAHPNm+MiDeA5zNjhvocmsbYfqC7u7vsEqxA\nzrN+nKnltSenN9YD7yE5GvFJ4BpJkwutyiyn5cuXl12CFch51o8ztbyGfYQkIl6PiF9FxMMR8V+A\nn5JcO7IREMlRkGbj0m2kvx6cXkuyqzHZu24OBI7MjBnqc2gas1Onn346jUZjh2XSpEmsWrVqh3Fr\n1qyh0WgM+v5Zs2YNOgzZ09OT/tfmzOgFQPZtl71Ag6S3a7YUmJdZ1w/MHVRDZ2cnM2bMGLR+6tSp\ne7Uf3d3dNBqNQQ8zWrBgwaC3dvb29tJoNFi/fsf9WLp0KfPm7bgf/f39NBoN1q5d6/3wfng/vB/e\njxG+H52dnb/92djW1kaj0WDu3ME/i4qkiNi7CaR7gF9HxExJTwNfjYhvpNvGkJxKOT8i/mf69XPA\nORHx3XTMCUAPMDEi1kl6B/Bz4MSB60gkTSG5q+atEbExvdX4H4BjBq4jkfRZkp/8R0fEazuptR3o\n6urqKvxWtO7ubjo6OoAukpuQCp0d6KAVdZuZmeXxu59zdERE4efihnXKRtLfAneR/BP/94HzgA8B\nU9IhlwFfkvRL4AngEuA3wK2QXOQqaQVwqaTNwEvA5cADEbEuHbNe0mrgKklfAA4mOXTQGREDRz/W\nAI8C16a3Gh+TftaynTUjZmZmNnIN95TN0cD/IDnXcDfJs0imRMQPACJiCUnzcCXJ3TVvBj4aEa82\nzTEXuB24GbgXeJrkmSTNzm36jNuB+4HPDWyMiO3AmcAbwIPANcDVJOdHbD8y1CFRqy7nWT/O1PIa\n1hGSiPj3OcYsBBbuYvs2kueKzNnFmBeA6bv5nCdJmhLbj82ePbvsEqxAzrN+nKnl5UetW6VNmTJl\n94OsMpxn/ThTy8sNiZmZmZXODYmZmZmVzg2JVVr23n+rNudZP87U8nJDYpXW2dlZdglWIOdZP87U\n8nJDYpV24403ll2CFch51o8ztbzckJiZmVnp3JCYmZlZ6dyQmJmZWenckFilDfXGSqsu51k/ztTy\nckNileanQNaL86wfZ2p5uSGxSps2bVrZJViBnGf9OFPLyw2JmZmZlc4NiZmZmZXODYlV2tq1a8su\nwQrkPOvHmVpebkis0pYsWVJ2CVYg51k/ztTyckNilbZy5cqyS7ACOc/6caaWlxsSq7TRo0eXXYIV\nyHnWjzO1vNyQmJmZWenckJiZmVnp3JBYpc2bN6/sEqxAzrN+nKnl5YbEKm38+PFll2AFcp7140wt\nLzckVmlz5swpuwQrkPOsH2dqebkhMTMzs9K5ITEzM7PSuSGxSlu/fn3ZJViBnGf9OFPLyw2JVdr8\n+fPLLsEK5Dzrx5laXm5IrNKWLVtWdglWIOdZP87U8nJDYpXmWwrrxXnWjzO1vNyQmJmZWenckJiZ\nmVnp3JBYpS1evLjsEqxAzrN+nKnl5YbEKq2/v7/sEqxAzrN+nKnl5YbEKm3RokVll2AFcp7140wt\nr2E1JJL+RtI6SVskbZL0XUlvz4z5jqTtmeXOzJhDJC2X1CfpJUk3Szo6M+YISddLelHSZknfknRo\nZszbJN0h6WVJGyUtkeQmy8zMrGKG+8P7g8BS4GTg3wBvAtZIenNm3F3AOKAtXaZltl8GnAGcDUwG\njgVuyYy5AZgAnJqOnQxcObAxbTzuBA4CJgKfBj4DXDzMfTIzM7OSDashiYjTI+LaiOiJiEdIGoDx\nQEdm6LaIeC4ink2XFwc2SBoDzATmRsR9EfEwMAN4v6ST0jETgNOACyLinyLiQWAOcI6ktnSq04B3\nAOdFxCMRsRr4MjBL0kHD+22wqurr6yu7BCuQ86wfZ2p57e3pjcOBAJ7PrD8lPaWzXtIVko5s2tZB\nclTjnoEVEbEB6AUmpasmApvTZmXA3elnndw05pGIaP6/fTVwGPDOvdstq4qZM2eWXYIVyHnWjzO1\nvPa4IZEkklMvayPi0aZNdwHnA38BzAc+BNyZjofkFM6rEbElM+WmdNvAmGebN0bEGySNT/OYTUPM\nQdMYq7mFCxeWXYIVyHnWjzO1vPbmCMkVwJ8C5zSvjIibIuL2iPh5RNwGnAmcBJyyF59VqNNPP51G\no7HDMmnSJFatWrXDuDVr1tBoNAZ9/6xZs1ixYsUO63p6etL/2pwZvQDI3offCzSA7FswlwLzMuv6\ngbmDaujs7GTGjBmD1k+dOnWv9qO7u5tGozHoMOuCBQsGPU+gt7eXRqMx6G2eS5cuZd68Hfejv7+f\nRqPB2rVrC92P9vb2WuwH1COPvd2P9vb2WuwH1COPIvajvb29FvsB9cgj7350dnb+9mdjW1sbjUaD\nuXMH/ywqkiJi+N8kLQM+BnwwInpzjH8W+C8RcZWkD5Ocfjmi+SiJpCeAb0TENyXNAL4WEUc1bT8Q\n2Ap8MiJulbQI+FhEtDeN+SPgV8B7I+KnQ9TRDnR1dXXR3t6e3bxXuru76ejoALqAYueGbqCDVtRt\nZmaWx+9+ztEREd1Fzz/sIyRpM/Jx4MM5m5G3AkcBz6SruoDXSe6eGRhzAsnFsT9OV/0YOFzSe5um\nOhUQ8FDTmD+TNLZpzBTgRaD5FJKZmZmNcMN9DskVwHnAucDLksaly6h0+6Hps0BOlvSHkk4FVgG/\nILnglPSoyArgUkmnSOoAvg08EBHr0jHr0/FXSXqfpPeTnM/ojIiNaTlrSBqPayW9W9JpwCXAsoh4\nbS9+T6xCsoc+rdqcZ/04U8truEdIPg+MAe4Fnm5aPpVufwN4N3ArsAG4CvhHYHKmSZgL3A7c3DTX\n2ZnPOpfkIou707H3A58b2BgR20muT3kDeBC4Bria5KIN2090dxd+1NBK5Dzrx5laXsN6XkdE7LKB\niYitwEdyzLON5Lkic3Yx5gVg+m7meZKkKbH91PLly8suwQrkPOvHmVpefsy6mZmZlc4NiZmZmZXO\nDYmZmZmVzg2JVdpQDx6y6nKe9eNMLS83JFZps2fPLrsEK5DzrB9nanm5IbFKmzJlStklWIGcZ/04\nU8vLDYmZmZmVzg2JmZmZlc4NiVVa9g2bVm3Os36cqeXlhsQqrbOzs+wSrEDOs36cqeXlhsQq7cYb\nbyy7BCuQ86wfZ2p5uSExMzOz0rkhMTMzs9K5ITEzM7PSuSGxSpsxY0bZJViBnGf9OFPLyw2JVZqf\nAlkvzrN+nKnl5YbEKm3atGlll2AFcp7140wtLzckZmZmVjo3JGZmZlY6NyRWaWvXri27BCuQ86wf\nZ2p5uSGxSluyZEnZJViBnGf9OFPLyw2JVdrKlSvLLsEK5Dzrx5laXm5IrNJGjx5ddglWIOdZP87U\n8nJDYmZmZqVzQ2JmZmalc0NilTZv3ryyS7ACOc/6caaWlxsSq7Tx48eXXYIVyHnWjzO1vNyQWKXN\nmTOn7BKsQM6zfpyp5eWGxMzMzErnhsTMzMxK54bEKm39+vVll2AFcp7140wtLzckVmnz588vuwQr\nkPOsH2dqebkhsUpbtmxZ2SVYgZxn/ThTy2tYDYmkv5G0TtIWSZskfVfS24cYd7GkpyX1S/q+pOMz\n2w+RtFxSn6SXJN0s6ejMmCMkXS/pRUmbJX1L0qGZMW+TdIeklyVtlLRE0m73qaOjA0mFLh0dHcP5\nrbSC+JbCenGe9eNMLa+Dhjn+g8BS4J/S7/2vwBpJEyLiFQBJFwGzgfOBJ4D/G1idjnk1necy4KPA\n2cAWYDlwSzr/gBuAccCpwMHA1cCVwPT0cw4A7gSeBiYCxwLXAq8CX9r1bnwJ+MNh7vruXA08UPCc\nZmZm+4dhNSQRcXrz15I+AzwLdABr09VfBC6JiNvTMecDm4CzgJskjQFmAudExH3pmBlAj6STImKd\npAnAaUBHRDycjpkD3CHpwojYmG5/B/DhiOgDHpH0ZeDvJC2MiNd3viefANqHs+s5/Bg3JGZmZntm\nb68hORwI4HkASccBbcA9AwMiYgvwEDApXXUiSSPUPGYD0Ns0ZiKweaAZSd2dftbJTWMeSZuRAauB\nw4B37uV+WUUsXry47BKsQM6zfpyp5bXHDYkkkZx6WRsRj6ar20iahk2Z4ZvSbZCchnk1bVR2NqaN\n5MjLb0XEGySNT/OYoT6HpjFWc/39/WWXYAVynvXjTC2vvTlCcgXwp8A5BdWyD50ONDLLJGBVZtya\ndFvWLGBFZt3AgZrNmfULgOy/EHrTebP35y8Fsi+i6gfmDqqgs7OTGTNmDFo/depUVq3acT/WrFlD\nozF4P2bNmsWKFTvuR3d3N41Gg76+vh3WL1iwYNC/dHp7e2k0GoOeM7B06dJBL9Tq7++n0Wiwdu3a\nHdbv7X4sWrSoFvsB9chjb/dj0aJFtdgPqEceRezHokWLarEfUI888u5HZ2cnjUaDSZMm0dbWRqPR\nYO7cwT+LiqSIGP43ScuAjwEfjIjepvXHAY8Bfx4R/9K0/l7g4YiYK+nDJKdfjmg+SiLpCeAbEfHN\n9JqSr0XEUU3bDwS2Ap+MiFslLQI+FhHtTWP+CPgV8N6I+OkQdbcDXdBF8deQXAB8m9bM3Q100NXV\nRXt70XObmZntXnd398AdpR0R0V30/MM+QpI2Ix8nuZi0t3lbRDwObCS5M2Zg/BiS6z4eTFd1Aa9n\nxpwAjCe5MpT018Mlvbdp+lMBkVyPMjDmzySNbRozBXgReBQzMzOrjOE+h+QK4DzgXOBlSePSZVTT\nsMuAL0n6mKQ/A64BfgPcCr+9yHUFcKmkUyR1kBxaeCAi1qVj1pNcoHqVpPdJej/J+YzO9A4bSM6n\nPApcK+ndkk4DLgGWRcRre/B7YRWUPcRp1eY868eZWl7DPULyeWAMcC/J8z8Glk8NDIiIJSTNw5Uk\nRzPeDHy06RkkkFwUcTtwc9NcZ2c+61ySiyzuTsfeD3yu6XO2A2cCb5AcfbmG5GEgC4a5T1ZhM2fO\nLLsEK5DzrB9nankN9zkkuRqYiFgILNzF9m3AnHTZ2ZgXSB+CtosxT5I0JbafWrhwYdklWIGcZ/04\nU8vL77KxSvNFvvXiPOvHmVpebkjMzMysdG5IzMzMrHRuSKzSsg8YsmpznvXjTC0vNyRWad3dhT+b\nx0rkPOvHmVpebkis0pYvX152CVYg51k/ztTyckNiZmZmpXNDYmZmZqVzQ2JmZmalc0NilTbU672t\nupxn/ThTy8sNiVXa7Nmzyy7BCuQ868eZWl5uSKzSpkyZUnYJViDnWT/O1PIa1sv1rFw9PT0tm3vs\n2LGMHz++ZfObmZntihuSSngGOIDp03f58uO9MmrUaDZs6HFTYmZmpXBDUgkvANuB64AJLZi/h61b\np9PX11e5hmTVqlWcddZZZZdhBXGe9eNMLS83JJUyAfCrvJt1dnb6L7sacZ7140wtL1/UapV24403\nll2CFch51o8ztbzckJiZmVnp3JCYmZlZ6dyQmJmZWenckFilzZgxo+wSrEDOs36cqeXlhsQqzU+B\nrBfnWT/O1PJyQ2KVNm3atLJLsAI5z/pxppaXGxIzMzMrnRsSMzMzK50bEqu0tWvXll2CFch51o8z\ntbzckFilLVmypOwSrEDOs36cqeXlhsQqbeXKlWWXYAVynvXjTC0vNyRWaaNHjy67BCuQ86wfZ2p5\nuSExMzOz0rkhMTMzs9K5IbFKmzdvXtklWIGcZ/04U8vLDYlV2vjx48suwQrkPOvHmVpew25IJH1Q\n0m2SnpK0XVIjs/076frm5c7MmEMkLZfUJ+klSTdLOjoz5ghJ10t6UdJmSd+SdGhmzNsk3SHpZUkb\nJS2R5CZrPzJnzpyyS7ACOc/6caaW15788D4U+Gfgr4HYyZi7gHFAW7pkX2ZwGXAGcDYwGTgWuCUz\n5gZgAnBqOnYycOXAxrTxuBM4CJgIfBr4DHDxHuyTmZmZleig4X5DRHwP+B6AJO1k2LaIeG6oDZLG\nADOBcyLivnTdDKBH0kkRsU7SBOA0oCMiHk7HzAHukHRhRGxMt78D+HBE9AGPSPoy8HeSFkbE68Pd\nNzMzMytHq05vnCJpk6T1kq6QdGTTtg6SRuiegRURsQHoBSalqyYCmweakdTdJEdkTm4a80jajAxY\nDRwGvLPQvbERa/369WWXYAVynvXjTC2vVjQkdwHnA38BzAc+BNzZdDSlDXg1IrZkvm9Tum1gzLPN\nGyPiDeD5zJhNQ8xB0xirufnz55ddghXIedaPM7W8hn3KZnci4qamL38u6RHgMeAU4IdFf57t35Yt\nW1Z2CVYg51k/ztTyavkdKRHxONAHHJ+u2ggcnF5L0mxcum1gTPaumwOBIzNjxg0xB01jduJ0oJFZ\nJgGrMuPWpNuyZgErMusGzhxtzqxfACzOrOtN580eylwKZO/Z7we+PkQNncCMIdZPZW/2o7u7m0aj\nQV9f3w7rFyxYwOLFO+5Hb28vjUZj0CHZpUuXDnr2QH9/P41GY9CbPzs7O5kxY/B+TJ06lVWrdtyP\nNWvW0GjsuB/jx49n1qxZrFhR7f0AvB8kedZhP6AeeRSxH+PHj6/FfkA98si7H52dnTQaDSZNmkRb\nWxuNRoO5c+cO+p4iKWJnN8rk+GZpO3BWRNy2izFvBX4NfDwibk8bkedILmr9bjrmBKAHmJhe1PoO\n4OfAiU0XtU4huavmrRGxUdJHgH8Ajhm4jkTSZ0l++h8dEa8NUUs70AVdQPse7/fQLgC+TWvmvh6Y\n3qK5AbqBDrq6umhvb8X8ZmZWdd3d3XR0dEByw0l30fMP+5RN+iyQ44GBa0L+WNJ7SK7veJ7kkMAt\nJEcpjidpEH5BcsEpEbFF0grgUkmbgZeAy4EHImJdOma9pNXAVZK+ABxMcvigM73DBpJ/9j8KXCvp\nIuAY4BJg2VDNiJmZmY1ce3LK5kTgYZJ/rgfJ+YRuYBHwBvBu4FZgA3AV8I/A5EyTMBe4HbgZuBd4\nmuSZJM3OJTmncXc69n7gcwMbI2I7cGb6mQ8C1wBXkzREtp/IHs60anOe9eNMLa89eQ7Jfey6kflI\njjm2AXPSZWdjXiA5T7GreZ4kaUpsP9Xf3192CVYg51k/ztTy8mPWrdIWLVpUdglWIOdZP87U8nJD\nYmZmZqX1GTOMAAAUJ0lEQVRzQ2JmZmalc0NilZa9b9+qzXnWjzO1vNyQWKXNnDmz7BKsQM6zfpyp\n5eWGxCpt4cKFZZdgBXKe9eNMLS83JFZpfrJsvTjP+nGmlpcbEjMzMyudGxIzMzMrnRsSq7TsWzOt\n2pxn/ThTy8sNiVVad3fhL5y0EjnP+nGmlpcbEqu05cuXl12CFch51o8ztbzckJiZmVnp3JCYmZlZ\n6dyQmJmZWenckFilNRqNskuwAjnP+nGmlpcbEqu02bNnl12CFch51o8ztbzckFilTZkypewSrEDO\ns36cqeXlhsTMzMxK54bEzMzMSueGxCpt1apVZZdgBXKe9eNMLS83JFZpnZ2dZZdgBXKe9eNMLS83\nJFZpN954Y9klWIGcZ/04U8vLDYmZmZmVzg2JmZmZlc4NiZmZmZXODYlV2owZM8ouwQrkPOvHmVpe\nbkis0vwUyHpxnvXjTC0vNyRWadOmTSu7BCuQ86wfZ2p5uSExMzOz0rkhMTMzs9K5IbFKW7t2bdkl\nWIGcZ/04U8vLDYlV2pIlS8ouwQrkPOvHmVpew25IJH1Q0m2SnpK0XVJjiDEXS3paUr+k70s6PrP9\nEEnLJfVJeknSzZKOzow5QtL1kl6UtFnStyQdmhnzNkl3SHpZ0kZJSyS5ydqPrFy5suwSrEDOs36c\nqeW1Jz+8DwX+GfhrILIbJV0EzAY+C5wEvAyslnRw07DLgDOAs4HJwLHALZmpbgAmAKemYycDVzZ9\nzgHAncBBwETg08BngIv3YJ+sokaPHl12CVYg51k/ztTyOmi43xAR3wO+ByBJQwz5InBJRNyejjkf\n2AScBdwkaQwwEzgnIu5Lx8wAeiSdFBHrJE0ATgM6IuLhdMwc4A5JF0bExnT7O4APR0Qf8IikLwN/\nJ2lhRLw+3H0zMzOzchR6ekPScUAbcM/AuojYAjwETEpXnUjSCDWP2QD0No2ZCGweaEZSd5MckTm5\nacwjaTMyYDVwGPDOgnbJzMzM9oFhHyHZjTaSpmFTZv2mdBvAOODVtFHZ2Zg24NnmjRHxhqTnM2OG\n+pyBbT/dkx3Yn/X09LRk3rFjxzJ+/PiWzD1v3jy++tWvtmRu2/ecZ/04U8ur6IbEKukZ4ACmT5/e\nktlHjRrNhg09LWlKWtXoWDmcZ/04U8ur6DtSNgIiOQrSbFy6bWDMwem1JLsak73r5kDgyMyYoT6H\npjE7cTrQyCyTgFWZcWvSbVmzgBWZdQNnjjZn1i8AFmfW9abzrs+sXwrMy6zrB74+RA2dwFAvrZrK\n8PfjBWA7cF26TCY5Q9bVtPwHYE5m3e3p2Jsz6+cBf5X+93Vs3drPk08+SaPRGPRMgs7OziFfvjV1\n6lRWrdpxP9asWUOjseN+zJkzh1mzZrFixY55dHd302g06Ovr22H9ggULWLx4xzx6e3tpNBqsX79j\nHkuXLmXevB3z6O/vb8l+AN4PkjzrsB9QjzyK2I85c+bUYj+gHnnk3Y/Ozk4ajQaTJk2ira2NRqPB\n3LlzB31PoSJijxeSn2KNzLqngblNX48BXgH+sunrbcAnmsackM51Uvr1O4A3gPc2jZkCvA60pV9/\nBHgNGNs05rMkHcGbdlJvOxDQFRAFLzOjdXNf18K5Wz1/VwDR1dUVZmZWXV1dXenPCtpjL3qHnS3D\nPmWTPgvkeJIjIQB/LOk9wPMR8STJLb1fkvRL4AngEuA3wK1pA7RF0grgUkmbgZeAy4EHImJdOma9\npNXAVZK+ABxMcvigM5I7bCD5Z/+jwLXprcbHpJ+1LCJeG+5+mZmZWXn25JTNicDDJMfjg+R8Qjew\nCCAilpA0D1eS3F3zZuCjEfFq0xxzSY733wzcS3JU5ezM55xLck7j7nTs/cDnBjZGxHbgTJIjKQ8C\n1wBXk5wjsf1E9rClVZvzrB9nankNuyGJiPsi4oCIODCzzGwaszAijo2I0RFxWkT8MjPHtoiYExFj\nI+L3I+IvIyJ7V80LETE9Ig6LiCMi4j9ERH9mzJMRcWZE/F5EjIuIi9JGxfYT8+fPL7sEK5DzrB9n\nann5MetWacuWLSu7BCuQ86wfZ2p5uSGxSvMthfXiPOvHmVpebkjMzMysdG5IzMzMrHRuSKzSsg8N\nsmpznvXjTC0vNyRWaf39/bsfZJXhPOvHmVpebkis0hYtWlR2CVYg51k/ztTyckNiZmZmpXNDYmZm\nZqVzQ2KVln07plWb86wfZ2p5uSGxSps5c+buB1llOM/6caaWlxsSq7SFCxeWXYIVyHnWjzO1vNyQ\nWKW1t7eXXYIVyHnWjzO1vNyQmJmZWenckJiZmVnp3JBYpa1YsaLsEqxAzrN+nKnl5YbEKq27u7vs\nEqxAzrN+nKnl5YbEKm358uVll2AFcp7140wtLzckZmZmVjo3JGZmZlY6NyRmZmZWOjckVmmNRqPs\nEqxAzrN+nKnl5YbEKm327Nlll2AFcp7140wtLzckVmlTpkwpuwQrkPOsH2dqebkhMTMzs9K5ITEz\nM7PSuSGxSlu1alXZJViBnGf9OFPLyw2JVVpnZ2fZJViBnGf9OFPLyw2JVdqNN95YdglWIOdZP87U\n8nJDYmZmZqVzQ2JmZmalc0NiZmZmpXNDYpU2Y8aMskuwAjnP+nGmlpcbEqs0PwWyXpxn/ThTy6vw\nhkTSAknbM8ujmTEXS3paUr+k70s6PrP9EEnLJfVJeknSzZKOzow5QtL1kl6UtFnStyQdWvT+2Mg2\nbdq0skuwAjnP+nGmllerjpD8DBgHtKXLBwY2SLoImA18FjgJeBlYLengpu+/DDgDOBuYDBwL3JL5\njBuACcCp6djJwJUt2BczMzNrsYNaNO/rEfHcTrZ9EbgkIm4HkHQ+sAk4C7hJ0hhgJnBORNyXjpkB\n9Eg6KSLWSZoAnAZ0RMTD6Zg5wB2SLoyIjS3aLzMzM2uBVjUkfyLpKWAr8GPgbyLiSUnHkRwxuWdg\nYERskfQQMAm4CTgxrat5zAZJvemYdcBEYPNAM5K6GwjgZODWFu2X7aGenp6WzPv4449z9tlnt2Ru\n2/fWrl3LBz7wgd0PtMpwppZXKxqSnwCfATYAxwALgfslvYukGQmSIyLNNqXbIDnV82pEbNnFmDbg\n2eaNEfGGpOebxtiI8AxwANOnT2/J7AcccCCPP/4rxo8f35L5bd9asmSJf3jVjDO1vAq/hiQiVkfE\nLRHxs4j4PnA6cATwqaI/a8+dDjQyyyQg+xKoNem2rFnAisy6vvTXzZn1C4DFmXW96bzrM+uXAvMy\n6/qBrw9RQycw1O10U9m7/ehOx/Zl1u/pfrwAbE8/ZzLwLaCrafl/gI9l1nUB/xb4WmbdsnSOga+v\nY/v2N7jwwgtZsWLH/eju7qbRaNDXt+N+LFiwgMWLd9yP3t5eGo0G69fvuB9Lly5l3rwd8+jv76fR\naLB27dod1nd2dg55e+PUqVMHvVxszZo1NBqD85g1a9Z+vx8rV66sxX5APfIoYj9WrlxZi/2AeuSR\ndz86OztpNBpMmjSJtrY2Go0Gc+fOHfQ9RVJEtPQDACStA75P8tPoMeDPI+JfmrbfCzwcEXMlfZjk\n9MsRzUdJJD0BfCMivpleU/K1iDiqafuBJKeIPhkRQ56ykdQOdCU/zNoL3ssLgG/TmrmvB6a3aO5W\nz9/KubuBDrq6umhvb8Xvi5mZDeju7qajowOS6ze7i56/5c8hkfR7wPHA0xHxOLCR5M6Yge1jSK77\neDBd1QW8nhlzAjCe5HoU0l8Pl/Tepo86FRDwUGv2xMzMzFql8GtIJH0V+Afg18AfAIuA14CV6ZDL\ngC9J+iXwBHAJ8BvSC1HTi1xXAJdK2gy8BFwOPBAR69Ix6yWtBq6S9AXgYJLzBJ2+w8bMzKx6WnGE\n5K0kzwhZT9KEPAdMjIh/BYiIJSTNw5UkRzPeDHw0Il5tmmMucDtwM3Av8DTJM0manZt+xt3p2PuB\nz7Vgf8xsH8meA7fqc6aWV+FHSCJit4/li4iFJHff7Gz7NmBOuuxszAskFyeYWU34bqn6caaWl99l\nY2Yjxpw5O/03iFWUM7W83JCYmZlZ6dyQmJmZWenckJjZiJF92JNVnzO1vNyQmNmIMX/+/LJLsII5\nU8vLDYmZjRjLli0ruwQrmDO1vNyQmNmI4VtE68eZWl5uSMzMzKx0bkjMzMysdG5IzGzEyL5q3arP\nmVpebkjMbMTo7+8vuwQrmDO1vAp/l43ZvtbT09OSeceOHesL8vaxRYsWlV2CFcyZWl5uSKzCngEO\nYPr01rxjcdSo0WzY0OOmxMxsH3BDYhX2ArAduA6YUPDcPWzdOp2+vj43JGZm+4AbEquBCUB72UVY\nAfr6+hg7dmzZZViBnKnl5YtazWzEmDlzZtklWMGcqeXlhsTMRoyFCxeWXYIVzJlaXm5IzGzEaG/3\nqbe6caaWlxsSMzMzK50bEjMzMyud77Ix24VWPXQN/OC1oaxYsYILLrig7DKsQM7U8nJDYjak1j50\nDfzgtaF0d3f7h1fNOFPLyw2J2ZBa+dA18IPXhrZ8+fKyS7CCOVPLyw2J2S75oWtmZvuCL2o1MzOz\n0rkhMTMzs9L5lI1ZiVp1F09V7+BpNBrcdtttZZdhBXKmlpcbErNStPYunqrewTN79uyyS7CCOVPL\nyw2JWSlaeRdPde/gmTJlStklWMGcqeXlhsSsVK27i8eng8ysStyQmNVOa08HHXLIKG655WaOOeaY\nwud2s2O2/3JDYlY7rTwd9CO2bftPnHnmmQXPmzjooDexatV3W9LsgBueMqxatYqzzjqr7DKsAtyQ\nmNVWK04H9dDKZuf11/+PljU7UN2Lfats8eLFbkgsl8o3JJJmARcCbcBPgTkR8Y/lVmVWd61qdqCq\nj+vv7e2lr6+v8Hmh2kd23vKWt5RdglVEpRsSSVOBrwOfBdYBc4HVkt4eEa35m8HMWqy1j+tvxcW+\nzzzzDGef/Zds2/ZK4XNDta/beeWVV+ju7m7J3FVu1GywSjckJA3IlRFxDYCkzwNnADOBJWUWZmYj\nTevf4FzF63Za2ew888wz/OAHP6Cjo6PwuaG1tW/bto1DDjmk8HlbPTdUt1GrbEMi6U1AB/C3A+si\nIiTdDUwqrTAzG6FaebHvncCXqeJ1O61sdn6nirUfCLxRwbmre61UZRsSYCxJqpsy6zcBJ+zke0Yl\nv/wv4J8KLmd9+uud/O5ceFEeaOHcrZ7fc+/7+T33rud/vAVzP53+2srfl1bUvYGk2bkAaMWdTY8A\nt1K92gfqrtrcAM+wdesKfvSjHzFhQrFNYNPpzlGFTpxSRLRi3paTdAzwFDApIh5qWr8YmBwRg46S\nSDoXuH7fVWlmZlY750XEDUVPWuUjJH0kx7zGZdaPAzbu5HtWA+cBTwBbW1aZmZlZ/YwC/ojkZ2nh\nKnuEBEDST4CHIuKL6dcCeoHLI+KrpRZnZmZmuVX5CAnApcDVkrr43W2/o4GryyzKzMzMhqfSDUlE\n3CRpLHAxyamafwZOi4jnyq3MzMzMhqPSp2zMzMysHg4ouwAzMzMzNyRmZmZWuv2mIZE0S9Ljkl6R\n9BNJ7yu7Jts9SQskbc8sj2bGXCzpaUn9kr4v6fiy6rXBJH1Q0m2SnkrzawwxZpcZSjpE0nJJfZJe\nknSzpKP33V7YgN3lKek7Q/yZvTMzxnmOEJL+RtI6SVskbZL0XUlvH2Jcy/+M7hcNSdNL+BYA7yV5\nK/Dq9IJYG/l+RnLRclu6fGBgg6SLgNkkL1g8CXiZJNuDS6jThnYoyQXnfw0MumgtZ4aXkbyn6mxg\nMnAscEtry7ad2GWeqbvY8c/stMx25zlyfBBYCpwM/BvgTcAaSW8eGLDP/oxGRO0X4CfAN5u+FvAb\nYH7ZtXnZbXYLgO5dbH8amNv09RjgFeBTZdfuZci8tgON4WSYfr0N+ETTmBPSuU4qe5/252UneX4H\n+F+7+B7nOYIXkteybAc+0LRun/wZrf0RkqaX8N0zsC6S3y2/hK86/iQ9PPyYpOskvQ1A0nEk//pq\nznYL8BDOthJyZngiySMKmsdsIHkIonMemU5JD/+vl3SFpCObtnXgPEeyw0mOfD0P+/bPaO0bEnb9\nEr62fV+ODdNPgM8ApwGfB44D7pd0KEl+gbOtsjwZjgNeTf8S3NkYGznuAs4H/gKYD3wIuDN9kjYk\nmTnPESjN6DJgbUQMXKu3z/6MVvrBaFZ/EdH8zoSfSVoH/Br4FL97xbKZjRARcVPTlz+X9AjwGHAK\n8MNSirK8rgD+FHh/GR++Pxwh2ZOX8NkIFREvAr8AjifJTzjbKsuT4UbgYEljdjHGRqiIeJzk7+GB\nuzKc5wgkaRlwOnBKRDzTtGmf/RmtfUMSEa8BXcCpA+vSw1KnAg+WVZftGUm/R/IX29PpX3Qb2THb\nMSRXizvbCsiZYRfwembMCcB44Mf7rFjbI5LeChwFDPyQc54jTNqMfBz4cET0Nm/bl39G95dTNn4J\nX0VJ+irwDySnaf4AWAS8BqxMh1wGfEnSL4EngEtI7qC6dZ8Xa0NKr/c5nuRfWQB/LOk9wPMR8SS7\nyTAitkhaAVwqaTPwEnA58EBErNunO2O7zDNdFpDc7rkxHbeY5KjmanCeI42kK0huy24AL0saOBLy\nYkRsTf973/wZLfsWo314K9Nfp7+Rr5B0bCeWXZOXXLl1pv/jv0JyxfYNwHGZMQtJbkvrJ/lL7/iy\n6/ayQz4fIrn9743M8u28GQKHkDwroS/9y+5/AkeXvW/747KrPIFRwPdImpGtwK+Avwfe4jxH5rKT\nLN8Azs+Ma/mfUb9cz8zMzEpX+2tIzMzMbORzQ2JmZmalc0NiZmZmpXNDYmZmZqVzQ2JmZmalc0Ni\nZmZmpXNDYmZmZqVzQ2JmZmalc0NiZmZmpXNDYmZmZqVzQ2JmZmal+/8BLfcpnvTD7+sAAAAASUVO\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2340f7450>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_meta[df_meta['category_flag']== 'Others'][['price2']].hist(bins = range(0,200,10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}