Sales_analysis_Top_performers.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>.container { width:100% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.core.display import display, HTML\n",
    "display(HTML(\"<style>.container { width:100% !important; }</style>\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "xls = pd.ExcelFile('cust_journey/fin_dist.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reading sheet 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Building</th>\n",
       "      <th>Month</th>\n",
       "      <th>Year</th>\n",
       "      <th>Category</th>\n",
       "      <th>Tenant</th>\n",
       "      <th>Cat_Sales</th>\n",
       "      <th>Lease_Sales</th>\n",
       "      <th>Cat_Groc</th>\n",
       "      <th>Lease_Groc</th>\n",
       "      <th>Cat_Sales_PSF</th>\n",
       "      <th>Lease_Sales_PSF</th>\n",
       "      <th>Cat_GLA</th>\n",
       "      <th>Lease_GLA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Yorkdale Shopping Centre</td>\n",
       "      <td>11</td>\n",
       "      <td>2017</td>\n",
       "      <td>Children &amp; Infants Apparel</td>\n",
       "      <td>Childrens Place, The</td>\n",
       "      <td>1504219.33</td>\n",
       "      <td>296994.16</td>\n",
       "      <td>31.99</td>\n",
       "      <td>53.12</td>\n",
       "      <td>84.9217</td>\n",
       "      <td>61.1854</td>\n",
       "      <td>17713</td>\n",
       "      <td>4854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Yorkdale Shopping Centre</td>\n",
       "      <td>11</td>\n",
       "      <td>2017</td>\n",
       "      <td>Children &amp; Infants Apparel</td>\n",
       "      <td>Gap Kids</td>\n",
       "      <td>1504219.33</td>\n",
       "      <td>653492.57</td>\n",
       "      <td>31.99</td>\n",
       "      <td>27.67</td>\n",
       "      <td>84.9217</td>\n",
       "      <td>97.7550</td>\n",
       "      <td>17713</td>\n",
       "      <td>6685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Yorkdale Shopping Centre</td>\n",
       "      <td>11</td>\n",
       "      <td>2017</td>\n",
       "      <td>Children &amp; Infants Apparel</td>\n",
       "      <td>Gymboree</td>\n",
       "      <td>1504219.33</td>\n",
       "      <td>186516.43</td>\n",
       "      <td>31.99</td>\n",
       "      <td>29.38</td>\n",
       "      <td>84.9217</td>\n",
       "      <td>115.9207</td>\n",
       "      <td>17713</td>\n",
       "      <td>1609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Yorkdale Shopping Centre</td>\n",
       "      <td>11</td>\n",
       "      <td>2017</td>\n",
       "      <td>Children &amp; Infants Apparel</td>\n",
       "      <td>Kids Foot Locker</td>\n",
       "      <td>1504219.33</td>\n",
       "      <td>367216.17</td>\n",
       "      <td>31.99</td>\n",
       "      <td>26.15</td>\n",
       "      <td>84.9217</td>\n",
       "      <td>80.4416</td>\n",
       "      <td>17713</td>\n",
       "      <td>4565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Yorkdale Shopping Centre</td>\n",
       "      <td>11</td>\n",
       "      <td>2017</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>Apple</td>\n",
       "      <td>16325073.58</td>\n",
       "      <td>11782680.00</td>\n",
       "      <td>7.82</td>\n",
       "      <td>2.76</td>\n",
       "      <td>478.7832</td>\n",
       "      <td>1169.0326</td>\n",
       "      <td>34097</td>\n",
       "      <td>10079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Yorkdale Shopping Centre</td>\n",
       "      <td>11</td>\n",
       "      <td>2017</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>Bell Mobility</td>\n",
       "      <td>16325073.58</td>\n",
       "      <td>327854.75</td>\n",
       "      <td>7.82</td>\n",
       "      <td>35.89</td>\n",
       "      <td>478.7832</td>\n",
       "      <td>180.3381</td>\n",
       "      <td>34097</td>\n",
       "      <td>1818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Yorkdale Shopping Centre</td>\n",
       "      <td>11</td>\n",
       "      <td>2017</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>Best Buy Mobile</td>\n",
       "      <td>16325073.58</td>\n",
       "      <td>435730.62</td>\n",
       "      <td>7.82</td>\n",
       "      <td>14.62</td>\n",
       "      <td>478.7832</td>\n",
       "      <td>406.0863</td>\n",
       "      <td>34097</td>\n",
       "      <td>1073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Yorkdale Shopping Centre</td>\n",
       "      <td>11</td>\n",
       "      <td>2017</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>Bose</td>\n",
       "      <td>16325073.58</td>\n",
       "      <td>178446.12</td>\n",
       "      <td>7.82</td>\n",
       "      <td>15.50</td>\n",
       "      <td>478.7832</td>\n",
       "      <td>133.1687</td>\n",
       "      <td>34097</td>\n",
       "      <td>1340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Yorkdale Shopping Centre</td>\n",
       "      <td>11</td>\n",
       "      <td>2017</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>EB Games</td>\n",
       "      <td>16325073.58</td>\n",
       "      <td>303262.59</td>\n",
       "      <td>7.82</td>\n",
       "      <td>17.10</td>\n",
       "      <td>478.7832</td>\n",
       "      <td>276.6994</td>\n",
       "      <td>34097</td>\n",
       "      <td>1096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Yorkdale Shopping Centre</td>\n",
       "      <td>11</td>\n",
       "      <td>2017</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>Freedom Mobile</td>\n",
       "      <td>16325073.58</td>\n",
       "      <td>123215.07</td>\n",
       "      <td>7.82</td>\n",
       "      <td>42.68</td>\n",
       "      <td>478.7832</td>\n",
       "      <td>100.6659</td>\n",
       "      <td>34097</td>\n",
       "      <td>1224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Yorkdale Shopping Centre</td>\n",
       "      <td>11</td>\n",
       "      <td>2017</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>Koodo</td>\n",
       "      <td>16325073.58</td>\n",
       "      <td>35744.82</td>\n",
       "      <td>7.82</td>\n",
       "      <td>107.62</td>\n",
       "      <td>478.7832</td>\n",
       "      <td>35.7448</td>\n",
       "      <td>34097</td>\n",
       "      <td>1000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Yorkdale Shopping Centre</td>\n",
       "      <td>11</td>\n",
       "      <td>2017</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>Microsoft</td>\n",
       "      <td>16325073.58</td>\n",
       "      <td>1102999.43</td>\n",
       "      <td>7.82</td>\n",
       "      <td>10.01</td>\n",
       "      <td>478.7832</td>\n",
       "      <td>161.1629</td>\n",
       "      <td>34097</td>\n",
       "      <td>6844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Yorkdale Shopping Centre</td>\n",
       "      <td>11</td>\n",
       "      <td>2017</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>Rogers</td>\n",
       "      <td>16325073.58</td>\n",
       "      <td>57934.00</td>\n",
       "      <td>7.82</td>\n",
       "      <td>159.68</td>\n",
       "      <td>478.7832</td>\n",
       "      <td>50.8192</td>\n",
       "      <td>34097</td>\n",
       "      <td>1140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Yorkdale Shopping Centre</td>\n",
       "      <td>11</td>\n",
       "      <td>2017</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>Samsung</td>\n",
       "      <td>16325073.58</td>\n",
       "      <td>827273.47</td>\n",
       "      <td>7.82</td>\n",
       "      <td>11.38</td>\n",
       "      <td>478.7832</td>\n",
       "      <td>247.3164</td>\n",
       "      <td>34097</td>\n",
       "      <td>3345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Yorkdale Shopping Centre</td>\n",
       "      <td>11</td>\n",
       "      <td>2017</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>Source, The</td>\n",
       "      <td>16325073.58</td>\n",
       "      <td>443691.47</td>\n",
       "      <td>7.82</td>\n",
       "      <td>13.74</td>\n",
       "      <td>478.7832</td>\n",
       "      <td>266.1616</td>\n",
       "      <td>34097</td>\n",
       "      <td>1667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Yorkdale Shopping Centre</td>\n",
       "      <td>11</td>\n",
       "      <td>2017</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>Telus</td>\n",
       "      <td>16325073.58</td>\n",
       "      <td>169447.72</td>\n",
       "      <td>7.82</td>\n",
       "      <td>71.54</td>\n",
       "      <td>478.7832</td>\n",
       "      <td>92.8480</td>\n",
       "      <td>34097</td>\n",
       "      <td>1825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Yorkdale Shopping Centre</td>\n",
       "      <td>11</td>\n",
       "      <td>2017</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>Virgin Mobile</td>\n",
       "      <td>16325073.58</td>\n",
       "      <td>215091.28</td>\n",
       "      <td>7.82</td>\n",
       "      <td>61.67</td>\n",
       "      <td>478.7832</td>\n",
       "      <td>495.6020</td>\n",
       "      <td>34097</td>\n",
       "      <td>434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Yorkdale Shopping Centre</td>\n",
       "      <td>11</td>\n",
       "      <td>2017</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>WirelessWave</td>\n",
       "      <td>16325073.58</td>\n",
       "      <td>321702.24</td>\n",
       "      <td>7.82</td>\n",
       "      <td>15.91</td>\n",
       "      <td>478.7832</td>\n",
       "      <td>265.4308</td>\n",
       "      <td>34097</td>\n",
       "      <td>1212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Yorkdale Shopping Centre</td>\n",
       "      <td>11</td>\n",
       "      <td>2017</td>\n",
       "      <td>Family Apparel</td>\n",
       "      <td>AllSaints</td>\n",
       "      <td>31582267.03</td>\n",
       "      <td>780444.24</td>\n",
       "      <td>19.53</td>\n",
       "      <td>29.17</td>\n",
       "      <td>197.4595</td>\n",
       "      <td>117.7140</td>\n",
       "      <td>159943</td>\n",
       "      <td>6630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Yorkdale Shopping Centre</td>\n",
       "      <td>11</td>\n",
       "      <td>2017</td>\n",
       "      <td>Family Apparel</td>\n",
       "      <td>American Eagle Outfitters</td>\n",
       "      <td>31582267.03</td>\n",
       "      <td>576842.68</td>\n",
       "      <td>19.53</td>\n",
       "      <td>25.03</td>\n",
       "      <td>197.4595</td>\n",
       "      <td>92.9042</td>\n",
       "      <td>159943</td>\n",
       "      <td>6209</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          Building  Month  Year  \\\n",
       "0   Yorkdale Shopping Centre           11  2017   \n",
       "1   Yorkdale Shopping Centre           11  2017   \n",
       "2   Yorkdale Shopping Centre           11  2017   \n",
       "3   Yorkdale Shopping Centre           11  2017   \n",
       "4   Yorkdale Shopping Centre           11  2017   \n",
       "5   Yorkdale Shopping Centre           11  2017   \n",
       "6   Yorkdale Shopping Centre           11  2017   \n",
       "7   Yorkdale Shopping Centre           11  2017   \n",
       "8   Yorkdale Shopping Centre           11  2017   \n",
       "9   Yorkdale Shopping Centre           11  2017   \n",
       "10  Yorkdale Shopping Centre           11  2017   \n",
       "11  Yorkdale Shopping Centre           11  2017   \n",
       "12  Yorkdale Shopping Centre           11  2017   \n",
       "13  Yorkdale Shopping Centre           11  2017   \n",
       "14  Yorkdale Shopping Centre           11  2017   \n",
       "15  Yorkdale Shopping Centre           11  2017   \n",
       "16  Yorkdale Shopping Centre           11  2017   \n",
       "17  Yorkdale Shopping Centre           11  2017   \n",
       "18  Yorkdale Shopping Centre           11  2017   \n",
       "19  Yorkdale Shopping Centre           11  2017   \n",
       "\n",
       "                          Category                          Tenant  \\\n",
       "0   Children & Infants Apparel      Childrens Place, The             \n",
       "1   Children & Infants Apparel      Gap Kids                         \n",
       "2   Children & Infants Apparel      Gymboree                         \n",
       "3   Children & Infants Apparel      Kids Foot Locker                 \n",
       "4   Electronics                     Apple                            \n",
       "5   Electronics                     Bell Mobility                    \n",
       "6   Electronics                     Best Buy Mobile                  \n",
       "7   Electronics                     Bose                             \n",
       "8   Electronics                     EB Games                         \n",
       "9   Electronics                     Freedom Mobile                   \n",
       "10  Electronics                     Koodo                            \n",
       "11  Electronics                     Microsoft                        \n",
       "12  Electronics                     Rogers                           \n",
       "13  Electronics                     Samsung                          \n",
       "14  Electronics                     Source, The                      \n",
       "15  Electronics                     Telus                            \n",
       "16  Electronics                     Virgin Mobile                    \n",
       "17  Electronics                     WirelessWave                     \n",
       "18  Family Apparel                  AllSaints                        \n",
       "19  Family Apparel                  American Eagle Outfitters        \n",
       "\n",
       "      Cat_Sales  Lease_Sales  Cat_Groc  Lease_Groc  Cat_Sales_PSF  \\\n",
       "0    1504219.33    296994.16     31.99       53.12        84.9217   \n",
       "1    1504219.33    653492.57     31.99       27.67        84.9217   \n",
       "2    1504219.33    186516.43     31.99       29.38        84.9217   \n",
       "3    1504219.33    367216.17     31.99       26.15        84.9217   \n",
       "4   16325073.58  11782680.00      7.82        2.76       478.7832   \n",
       "5   16325073.58    327854.75      7.82       35.89       478.7832   \n",
       "6   16325073.58    435730.62      7.82       14.62       478.7832   \n",
       "7   16325073.58    178446.12      7.82       15.50       478.7832   \n",
       "8   16325073.58    303262.59      7.82       17.10       478.7832   \n",
       "9   16325073.58    123215.07      7.82       42.68       478.7832   \n",
       "10  16325073.58     35744.82      7.82      107.62       478.7832   \n",
       "11  16325073.58   1102999.43      7.82       10.01       478.7832   \n",
       "12  16325073.58     57934.00      7.82      159.68       478.7832   \n",
       "13  16325073.58    827273.47      7.82       11.38       478.7832   \n",
       "14  16325073.58    443691.47      7.82       13.74       478.7832   \n",
       "15  16325073.58    169447.72      7.82       71.54       478.7832   \n",
       "16  16325073.58    215091.28      7.82       61.67       478.7832   \n",
       "17  16325073.58    321702.24      7.82       15.91       478.7832   \n",
       "18  31582267.03    780444.24     19.53       29.17       197.4595   \n",
       "19  31582267.03    576842.68     19.53       25.03       197.4595   \n",
       "\n",
       "    Lease_Sales_PSF  Cat_GLA  Lease_GLA  \n",
       "0           61.1854    17713       4854  \n",
       "1           97.7550    17713       6685  \n",
       "2          115.9207    17713       1609  \n",
       "3           80.4416    17713       4565  \n",
       "4         1169.0326    34097      10079  \n",
       "5          180.3381    34097       1818  \n",
       "6          406.0863    34097       1073  \n",
       "7          133.1687    34097       1340  \n",
       "8          276.6994    34097       1096  \n",
       "9          100.6659    34097       1224  \n",
       "10          35.7448    34097       1000  \n",
       "11         161.1629    34097       6844  \n",
       "12          50.8192    34097       1140  \n",
       "13         247.3164    34097       3345  \n",
       "14         266.1616    34097       1667  \n",
       "15          92.8480    34097       1825  \n",
       "16         495.6020    34097        434  \n",
       "17         265.4308    34097       1212  \n",
       "18         117.7140   159943       6630  \n",
       "19          92.9042   159943       6209  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sheet1 = xls.parse(0)\n",
    "sheet1.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Building', 'Month', 'Year', 'Category', 'Tenant', 'Cat_Sales',\n",
       "       'Lease_Sales', 'Cat_Groc', 'Lease_Groc', 'Cat_Sales_PSF',\n",
       "       'Lease_Sales_PSF', 'Cat_GLA', 'Lease_GLA'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sheet1.describe()\n",
    "sheet1.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Month</th>\n",
       "      <th>Tenant</th>\n",
       "      <th>Lease_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>11</td>\n",
       "      <td>A &amp; W</td>\n",
       "      <td>193734.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>11</td>\n",
       "      <td>Aldo</td>\n",
       "      <td>628042.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11</td>\n",
       "      <td>Aldo Accessories</td>\n",
       "      <td>129977.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11</td>\n",
       "      <td>Alex and Ani</td>\n",
       "      <td>117753.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>11</td>\n",
       "      <td>AllSaints</td>\n",
       "      <td>780444.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>11</td>\n",
       "      <td>Amaya</td>\n",
       "      <td>119000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>11</td>\n",
       "      <td>American Eagle Outfitters</td>\n",
       "      <td>576842.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>11</td>\n",
       "      <td>Ann Taylor</td>\n",
       "      <td>287768.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>11</td>\n",
       "      <td>Anthropologie</td>\n",
       "      <td>425270.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>11</td>\n",
       "      <td>Apple</td>\n",
       "      <td>11782680.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Arc teryx</td>\n",
       "      <td>346039.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>Aritzia</td>\n",
       "      <td>2289103.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>11</td>\n",
       "      <td>Armani Exchange A | X</td>\n",
       "      <td>187634.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>11</td>\n",
       "      <td>Aveda</td>\n",
       "      <td>154981.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>11</td>\n",
       "      <td>B2</td>\n",
       "      <td>415705.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>11</td>\n",
       "      <td>Babaton</td>\n",
       "      <td>528943.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>11</td>\n",
       "      <td>Banana Republic</td>\n",
       "      <td>1347666.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>11</td>\n",
       "      <td>Bath &amp; Body Works</td>\n",
       "      <td>440407.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>11</td>\n",
       "      <td>Bell Mobility</td>\n",
       "      <td>327854.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>11</td>\n",
       "      <td>Bench</td>\n",
       "      <td>128431.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>11</td>\n",
       "      <td>Best Buy Mobile</td>\n",
       "      <td>435730.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>11</td>\n",
       "      <td>Big Smoke Burger</td>\n",
       "      <td>117000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>11</td>\n",
       "      <td>Bikini Village</td>\n",
       "      <td>92061.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>11</td>\n",
       "      <td>Birks</td>\n",
       "      <td>619565.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>11</td>\n",
       "      <td>Bitter Sweet</td>\n",
       "      <td>61552.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>11</td>\n",
       "      <td>Body Shop, The</td>\n",
       "      <td>194172.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>11</td>\n",
       "      <td>Booster Juice</td>\n",
       "      <td>80308.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>11</td>\n",
       "      <td>Bose</td>\n",
       "      <td>178446.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>11</td>\n",
       "      <td>Brandy Melville</td>\n",
       "      <td>227102.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>11</td>\n",
       "      <td>Browns Shoes</td>\n",
       "      <td>864110.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>12</td>\n",
       "      <td>Town Shoes</td>\n",
       "      <td>331137.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>12</td>\n",
       "      <td>Tristan</td>\n",
       "      <td>272697.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>12</td>\n",
       "      <td>True Religion</td>\n",
       "      <td>278129.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>12</td>\n",
       "      <td>Tumi</td>\n",
       "      <td>351884.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>12</td>\n",
       "      <td>UGG</td>\n",
       "      <td>895000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>12</td>\n",
       "      <td>Uncle Tetsu</td>\n",
       "      <td>233935.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>12</td>\n",
       "      <td>Uniqlo</td>\n",
       "      <td>4387986.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>12</td>\n",
       "      <td>Urbanology</td>\n",
       "      <td>99453.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>12</td>\n",
       "      <td>Van Cleef &amp; Arpels</td>\n",
       "      <td>1650301.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>12</td>\n",
       "      <td>Versace</td>\n",
       "      <td>829146.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>12</td>\n",
       "      <td>Victorias Secret</td>\n",
       "      <td>1594019.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>12</td>\n",
       "      <td>Villa Madina</td>\n",
       "      <td>169492.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>12</td>\n",
       "      <td>Village Juicery</td>\n",
       "      <td>57078.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>12</td>\n",
       "      <td>Virgin Mobile</td>\n",
       "      <td>26761.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>12</td>\n",
       "      <td>Vitaly</td>\n",
       "      <td>144136.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>12</td>\n",
       "      <td>Walk &amp; Wear Fine Shoe Repair</td>\n",
       "      <td>25507.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>12</td>\n",
       "      <td>Warby Parker</td>\n",
       "      <td>196691.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>12</td>\n",
       "      <td>White House Black Market</td>\n",
       "      <td>234109.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>12</td>\n",
       "      <td>Wilfred</td>\n",
       "      <td>634552.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>12</td>\n",
       "      <td>Williams Sonoma</td>\n",
       "      <td>1008598.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>12</td>\n",
       "      <td>WirelessWave</td>\n",
       "      <td>418824.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>12</td>\n",
       "      <td>Wolford</td>\n",
       "      <td>77000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>12</td>\n",
       "      <td>Woolcan Inc.</td>\n",
       "      <td>295258.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>12</td>\n",
       "      <td>Yogen Fruz</td>\n",
       "      <td>75496.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>12</td>\n",
       "      <td>Zadig and Voltaire</td>\n",
       "      <td>158115.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>12</td>\n",
       "      <td>Zara</td>\n",
       "      <td>3192124.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>12</td>\n",
       "      <td>Zara Home</td>\n",
       "      <td>245834.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>12</td>\n",
       "      <td>Zvelle</td>\n",
       "      <td>17270.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>12</td>\n",
       "      <td>espressamente illy</td>\n",
       "      <td>170000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>12</td>\n",
       "      <td>iTech Accessories</td>\n",
       "      <td>43735.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>481 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Month                          Tenant  Lease_Sales\n",
       "0       11  A & W                             193734.83\n",
       "1       11  Aldo                              628042.67\n",
       "2       11  Aldo Accessories                  129977.34\n",
       "3       11  Alex and Ani                      117753.02\n",
       "4       11  AllSaints                         780444.24\n",
       "5       11  Amaya                             119000.00\n",
       "6       11  American Eagle Outfitters         576842.68\n",
       "7       11  Ann Taylor                        287768.39\n",
       "8       11  Anthropologie                     425270.30\n",
       "9       11  Apple                           11782680.00\n",
       "10      11  Arc teryx                         346039.00\n",
       "11      11  Aritzia                          2289103.07\n",
       "12      11  Armani Exchange A | X             187634.21\n",
       "13      11  Aveda                             154981.00\n",
       "14      11  B2                                415705.21\n",
       "15      11  Babaton                           528943.85\n",
       "16      11  Banana Republic                  1347666.56\n",
       "17      11  Bath & Body Works                 440407.00\n",
       "18      11  Bell Mobility                     327854.75\n",
       "19      11  Bench                             128431.35\n",
       "20      11  Best Buy Mobile                   435730.62\n",
       "21      11  Big Smoke Burger                  117000.00\n",
       "22      11  Bikini Village                     92061.91\n",
       "23      11  Birks                             619565.00\n",
       "24      11  Bitter Sweet                       61552.81\n",
       "25      11  Body Shop, The                    194172.00\n",
       "26      11  Booster Juice                      80308.36\n",
       "27      11  Bose                              178446.12\n",
       "28      11  Brandy Melville                   227102.75\n",
       "29      11  Browns Shoes                      864110.93\n",
       "..     ...                             ...          ...\n",
       "451     12  Town Shoes                        331137.94\n",
       "452     12  Tristan                           272697.92\n",
       "453     12  True Religion                     278129.23\n",
       "454     12  Tumi                              351884.30\n",
       "455     12  UGG                               895000.00\n",
       "456     12  Uncle Tetsu                       233935.37\n",
       "457     12  Uniqlo                           4387986.86\n",
       "458     12  Urbanology                         99453.01\n",
       "459     12  Van Cleef & Arpels               1650301.01\n",
       "460     12  Versace                           829146.00\n",
       "461     12  Victorias Secret                 1594019.00\n",
       "462     12  Villa Madina                      169492.70\n",
       "463     12  Village Juicery                    57078.21\n",
       "464     12  Virgin Mobile                      26761.01\n",
       "465     12  Vitaly                            144136.40\n",
       "466     12  Walk & Wear Fine Shoe Repair       25507.36\n",
       "467     12  Warby Parker                      196691.00\n",
       "468     12  White House Black Market          234109.34\n",
       "469     12  Wilfred                           634552.06\n",
       "470     12  Williams Sonoma                  1008598.26\n",
       "471     12  WirelessWave                      418824.54\n",
       "472     12  Wolford                            77000.00\n",
       "473     12  Woolcan Inc.                      295258.00\n",
       "474     12  Yogen Fruz                         75496.20\n",
       "475     12  Zadig and Voltaire                158115.99\n",
       "476     12  Zara                             3192124.18\n",
       "477     12  Zara Home                         245834.13\n",
       "478     12  Zvelle                             17270.00\n",
       "479     12  espressamente illy                170000.00\n",
       "480     12  iTech Accessories                  43735.00\n",
       "\n",
       "[481 rows x 3 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "testdf = sheet1.groupby(['Month','Tenant'])[['Lease_Sales']].sum().reset_index()\n",
    "testdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "testdf.set_index('Lease_Sales', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "testdf.sort_index(ascending=True, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "newone= testdf.reset_index()\n",
    "newone2 = newone[350:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SpCeeeEIHDhxwfLZv3z49+eST8vf3V548eVSiRAlFRUX5qigAAAAAAIv8bDab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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9da8f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "sns.set(style=\"whitegrid\")\n",
    "g = sns.factorplot(x=\"Tenant\", y=\"Lease_Sales\", hue=\"Month\", data=newone2,\n",
    "                   size=6, kind=\"bar\", palette=\"muted\", aspect=2)\n",
    "g.despine(left=True)\n",
    "g.set_xticklabels(rotation=-90)\n",
    "g.set_ylabels(\"Lease_Sales\")\n",
    "plt.tight_layout()\n",
    "plt.savefig('Top_sales_stores', dpi=300, edgecolor='w',bbox_inches=\"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
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   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
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   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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