sales_data_analysis_visualization.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data visualization with Python using Matplotlib, Pandas.\n",
    "##### Dataset source: https://www.ibm.com/communities/analytics/watson-analytics-blog/sales-products-sample-data/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# enable jupyter Notebook to display matplotlib graphs, use plt.show() for non-notebook users\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sales=pd.read_csv('WA_Sales_Products_2012-14.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>Retailer country</th>\n",
       "      <th>Order method type</th>\n",
       "      <th>Retailer type</th>\n",
       "      <th>Product line</th>\n",
       "      <th>Product type</th>\n",
       "      <th>Product</th>\n",
       "      <th>Year</th>\n",
       "      <th>Quarter</th>\n",
       "      <th>Revenue</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>Gross margin</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Camping Equipment</td>\n",
       "      <td>Cooking Gear</td>\n",
       "      <td>TrailChef Deluxe Cook Set</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>59628.66</td>\n",
       "      <td>489</td>\n",
       "      <td>0.347548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Camping Equipment</td>\n",
       "      <td>Cooking Gear</td>\n",
       "      <td>TrailChef Double Flame</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>35950.32</td>\n",
       "      <td>252</td>\n",
       "      <td>0.474274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Camping Equipment</td>\n",
       "      <td>Tents</td>\n",
       "      <td>Star Dome</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>89940.48</td>\n",
       "      <td>147</td>\n",
       "      <td>0.352772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Camping Equipment</td>\n",
       "      <td>Tents</td>\n",
       "      <td>Star Gazer 2</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>165883.41</td>\n",
       "      <td>303</td>\n",
       "      <td>0.282938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Camping Equipment</td>\n",
       "      <td>Sleeping Bags</td>\n",
       "      <td>Hibernator Lite</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>119822.20</td>\n",
       "      <td>1415</td>\n",
       "      <td>0.291450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Camping Equipment</td>\n",
       "      <td>Sleeping Bags</td>\n",
       "      <td>Hibernator Extreme</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>87728.96</td>\n",
       "      <td>352</td>\n",
       "      <td>0.398146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Camping Equipment</td>\n",
       "      <td>Sleeping Bags</td>\n",
       "      <td>Hibernator Camp Cot</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>41837.46</td>\n",
       "      <td>426</td>\n",
       "      <td>0.335607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Camping Equipment</td>\n",
       "      <td>Lanterns</td>\n",
       "      <td>Firefly Lite</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>8268.41</td>\n",
       "      <td>577</td>\n",
       "      <td>0.528960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Camping Equipment</td>\n",
       "      <td>Lanterns</td>\n",
       "      <td>Firefly Extreme</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>9393.30</td>\n",
       "      <td>189</td>\n",
       "      <td>0.434205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Camping Equipment</td>\n",
       "      <td>Lanterns</td>\n",
       "      <td>EverGlow Single</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>19396.50</td>\n",
       "      <td>579</td>\n",
       "      <td>0.461493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Camping Equipment</td>\n",
       "      <td>Lanterns</td>\n",
       "      <td>EverGlow Butane</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>6940.03</td>\n",
       "      <td>109</td>\n",
       "      <td>0.361866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Mountaineering Equipment</td>\n",
       "      <td>Rope</td>\n",
       "      <td>Husky Rope 50</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>20003.20</td>\n",
       "      <td>133</td>\n",
       "      <td>0.329056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Mountaineering Equipment</td>\n",
       "      <td>Rope</td>\n",
       "      <td>Husky Rope 60</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>14109.40</td>\n",
       "      <td>79</td>\n",
       "      <td>0.291657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Mountaineering Equipment</td>\n",
       "      <td>Rope</td>\n",
       "      <td>Husky Rope 100</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>73970.22</td>\n",
       "      <td>227</td>\n",
       "      <td>0.301264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Mountaineering Equipment</td>\n",
       "      <td>Rope</td>\n",
       "      <td>Husky Rope 200</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>77288.64</td>\n",
       "      <td>143</td>\n",
       "      <td>0.314776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Mountaineering Equipment</td>\n",
       "      <td>Safety</td>\n",
       "      <td>Granite Climbing Helmet</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>62464.88</td>\n",
       "      <td>898</td>\n",
       "      <td>0.244681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Mountaineering Equipment</td>\n",
       "      <td>Safety</td>\n",
       "      <td>Husky Harness</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>34154.90</td>\n",
       "      <td>559</td>\n",
       "      <td>0.283633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Mountaineering Equipment</td>\n",
       "      <td>Safety</td>\n",
       "      <td>Husky Harness Extreme</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>36396.80</td>\n",
       "      <td>352</td>\n",
       "      <td>0.478433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Mountaineering Equipment</td>\n",
       "      <td>Safety</td>\n",
       "      <td>Granite Signal Mirror</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>4074.84</td>\n",
       "      <td>126</td>\n",
       "      <td>0.514224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Mountaineering Equipment</td>\n",
       "      <td>Climbing Accessories</td>\n",
       "      <td>Granite Carabiner</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>15122.72</td>\n",
       "      <td>4022</td>\n",
       "      <td>0.478723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Mountaineering Equipment</td>\n",
       "      <td>Climbing Accessories</td>\n",
       "      <td>Granite Belay</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>19476.80</td>\n",
       "      <td>296</td>\n",
       "      <td>0.476140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Mountaineering Equipment</td>\n",
       "      <td>Climbing Accessories</td>\n",
       "      <td>Granite Pulley</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>15739.22</td>\n",
       "      <td>427</td>\n",
       "      <td>0.502170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Mountaineering Equipment</td>\n",
       "      <td>Climbing Accessories</td>\n",
       "      <td>Firefly Climbing Lamp</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>17998.56</td>\n",
       "      <td>464</td>\n",
       "      <td>0.427688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Mountaineering Equipment</td>\n",
       "      <td>Climbing Accessories</td>\n",
       "      <td>Firefly Charger</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>36494.00</td>\n",
       "      <td>710</td>\n",
       "      <td>0.564981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Mountaineering Equipment</td>\n",
       "      <td>Climbing Accessories</td>\n",
       "      <td>Firefly Rechargeable Battery</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>11673.60</td>\n",
       "      <td>1520</td>\n",
       "      <td>0.589844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Mountaineering Equipment</td>\n",
       "      <td>Climbing Accessories</td>\n",
       "      <td>Granite Chalk Bag</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>4621.68</td>\n",
       "      <td>262</td>\n",
       "      <td>0.516440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Mountaineering Equipment</td>\n",
       "      <td>Tools</td>\n",
       "      <td>Granite Ice</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>25041.60</td>\n",
       "      <td>333</td>\n",
       "      <td>0.481782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Mountaineering Equipment</td>\n",
       "      <td>Tools</td>\n",
       "      <td>Granite Hammer</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>18118.38</td>\n",
       "      <td>241</td>\n",
       "      <td>0.243416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Mountaineering Equipment</td>\n",
       "      <td>Tools</td>\n",
       "      <td>Granite Shovel</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>9543.16</td>\n",
       "      <td>164</td>\n",
       "      <td>0.336999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>United States</td>\n",
       "      <td>Fax</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Mountaineering Equipment</td>\n",
       "      <td>Tools</td>\n",
       "      <td>Granite Grip</td>\n",
       "      <td>2012</td>\n",
       "      <td>Q1 2012</td>\n",
       "      <td>10146.20</td>\n",
       "      <td>523</td>\n",
       "      <td>0.490206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88445</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Web</td>\n",
       "      <td>Sports Store</td>\n",
       "      <td>Personal Accessories</td>\n",
       "      <td>Eyewear</td>\n",
       "      <td>Trendi</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>22584.70</td>\n",
       "      <td>449</td>\n",
       "      <td>0.412525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88446</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Web</td>\n",
       "      <td>Sports Store</td>\n",
       "      <td>Personal Accessories</td>\n",
       "      <td>Eyewear</td>\n",
       "      <td>Zone</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>80881.50</td>\n",
       "      <td>2282</td>\n",
       "      <td>0.339685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88447</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Web</td>\n",
       "      <td>Sports Store</td>\n",
       "      <td>Personal Accessories</td>\n",
       "      <td>Eyewear</td>\n",
       "      <td>Hawk Eye</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>21588.75</td>\n",
       "      <td>505</td>\n",
       "      <td>0.416140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88448</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Web</td>\n",
       "      <td>Sports Store</td>\n",
       "      <td>Personal Accessories</td>\n",
       "      <td>Eyewear</td>\n",
       "      <td>Retro</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>47614.00</td>\n",
       "      <td>760</td>\n",
       "      <td>0.463847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88449</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Web</td>\n",
       "      <td>Sports Store</td>\n",
       "      <td>Personal Accessories</td>\n",
       "      <td>Knives</td>\n",
       "      <td>Max Gizmo</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>1125.60</td>\n",
       "      <td>28</td>\n",
       "      <td>0.536567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88450</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Web</td>\n",
       "      <td>Sports Store</td>\n",
       "      <td>Personal Accessories</td>\n",
       "      <td>Binoculars</td>\n",
       "      <td>Seeker 35</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>49714.91</td>\n",
       "      <td>497</td>\n",
       "      <td>0.288314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88451</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Web</td>\n",
       "      <td>Sports Store</td>\n",
       "      <td>Personal Accessories</td>\n",
       "      <td>Binoculars</td>\n",
       "      <td>Ranger Vision</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>28795.60</td>\n",
       "      <td>171</td>\n",
       "      <td>0.533911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88452</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Web</td>\n",
       "      <td>Sports Store</td>\n",
       "      <td>Personal Accessories</td>\n",
       "      <td>Navigation</td>\n",
       "      <td>Astro Pilot</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>12158.00</td>\n",
       "      <td>53</td>\n",
       "      <td>0.360705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88453</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Web</td>\n",
       "      <td>Sports Store</td>\n",
       "      <td>Personal Accessories</td>\n",
       "      <td>Navigation</td>\n",
       "      <td>Auto Pilot</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>26320.00</td>\n",
       "      <td>112</td>\n",
       "      <td>0.350936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88454</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Web</td>\n",
       "      <td>Sports Store</td>\n",
       "      <td>Outdoor Protection</td>\n",
       "      <td>First Aid</td>\n",
       "      <td>Aloe Relief</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>308.57</td>\n",
       "      <td>59</td>\n",
       "      <td>0.632887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88455</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Web</td>\n",
       "      <td>Sports Store</td>\n",
       "      <td>Outdoor Protection</td>\n",
       "      <td>First Aid</td>\n",
       "      <td>Insect Bite Relief</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>516.00</td>\n",
       "      <td>86</td>\n",
       "      <td>0.540000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88456</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Web</td>\n",
       "      <td>Sports Store</td>\n",
       "      <td>Golf Equipment</td>\n",
       "      <td>Golf Accessories</td>\n",
       "      <td>Course Pro Golf and Tee Set</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>12425.28</td>\n",
       "      <td>1204</td>\n",
       "      <td>0.670543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88457</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Web</td>\n",
       "      <td>Sports Store</td>\n",
       "      <td>Golf Equipment</td>\n",
       "      <td>Golf Accessories</td>\n",
       "      <td>Course Pro Umbrella</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>16171.43</td>\n",
       "      <td>1301</td>\n",
       "      <td>0.479485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88458</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Web</td>\n",
       "      <td>Sports Store</td>\n",
       "      <td>Golf Equipment</td>\n",
       "      <td>Golf Accessories</td>\n",
       "      <td>Course Pro Golf Bag</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>29792.62</td>\n",
       "      <td>143</td>\n",
       "      <td>0.617452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88459</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Web</td>\n",
       "      <td>Sports Store</td>\n",
       "      <td>Golf Equipment</td>\n",
       "      <td>Golf Accessories</td>\n",
       "      <td>Course Pro Gloves</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>13818.08</td>\n",
       "      <td>2578</td>\n",
       "      <td>0.524254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88460</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Sales visit</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Camping Equipment</td>\n",
       "      <td>Cooking Gear</td>\n",
       "      <td>TrailChef Water Bag</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>27312.38</td>\n",
       "      <td>4363</td>\n",
       "      <td>0.519169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88461</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Sales visit</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Camping Equipment</td>\n",
       "      <td>Cooking Gear</td>\n",
       "      <td>TrailChef Cook Set</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>49923.36</td>\n",
       "      <td>937</td>\n",
       "      <td>0.343656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88462</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Sales visit</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Camping Equipment</td>\n",
       "      <td>Cooking Gear</td>\n",
       "      <td>TrailChef Utensils</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>36336.24</td>\n",
       "      <td>1962</td>\n",
       "      <td>0.460043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88463</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Sales visit</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Camping Equipment</td>\n",
       "      <td>Tents</td>\n",
       "      <td>Star Gazer 6</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>33982.47</td>\n",
       "      <td>43</td>\n",
       "      <td>0.379974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88464</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Sales visit</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Camping Equipment</td>\n",
       "      <td>Lanterns</td>\n",
       "      <td>Firefly Lite</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>10389.46</td>\n",
       "      <td>718</td>\n",
       "      <td>0.533518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88465</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Sales visit</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Camping Equipment</td>\n",
       "      <td>Lanterns</td>\n",
       "      <td>Firefly Mapreader</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>14763.00</td>\n",
       "      <td>925</td>\n",
       "      <td>0.530075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88466</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Sales visit</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Camping Equipment</td>\n",
       "      <td>Lanterns</td>\n",
       "      <td>Firefly 4</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>11481.60</td>\n",
       "      <td>390</td>\n",
       "      <td>0.388587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88467</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Sales visit</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Camping Equipment</td>\n",
       "      <td>Lanterns</td>\n",
       "      <td>Firefly Extreme</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>11044.56</td>\n",
       "      <td>204</td>\n",
       "      <td>0.440525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88468</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Sales visit</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Camping Equipment</td>\n",
       "      <td>Lanterns</td>\n",
       "      <td>EverGlow Single</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>25074.32</td>\n",
       "      <td>716</td>\n",
       "      <td>0.464877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88469</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Sales visit</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Camping Equipment</td>\n",
       "      <td>Lanterns</td>\n",
       "      <td>EverGlow Butane</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>10937.80</td>\n",
       "      <td>170</td>\n",
       "      <td>0.368511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88470</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Sales visit</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Mountaineering Equipment</td>\n",
       "      <td>Rope</td>\n",
       "      <td>Husky Rope 60</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>30865.50</td>\n",
       "      <td>171</td>\n",
       "      <td>0.299114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88471</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Sales visit</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Mountaineering Equipment</td>\n",
       "      <td>Climbing Accessories</td>\n",
       "      <td>Firefly Climbing Lamp</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>7485.29</td>\n",
       "      <td>191</td>\n",
       "      <td>0.446287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88472</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Sales visit</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Mountaineering Equipment</td>\n",
       "      <td>Climbing Accessories</td>\n",
       "      <td>Firefly Charger</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>12255.48</td>\n",
       "      <td>236</td>\n",
       "      <td>0.569420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88473</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Sales visit</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Mountaineering Equipment</td>\n",
       "      <td>Tools</td>\n",
       "      <td>Granite Axe</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>56448.00</td>\n",
       "      <td>1470</td>\n",
       "      <td>0.491667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88474</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Sales visit</td>\n",
       "      <td>Outdoors Shop</td>\n",
       "      <td>Mountaineering Equipment</td>\n",
       "      <td>Tools</td>\n",
       "      <td>Granite Extreme</td>\n",
       "      <td>2014</td>\n",
       "      <td>Q3 2014</td>\n",
       "      <td>89376.00</td>\n",
       "      <td>1176</td>\n",
       "      <td>0.387895</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>88475 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Retailer country Order method type  Retailer type  \\\n",
       "0        United States               Fax  Outdoors Shop   \n",
       "1        United States               Fax  Outdoors Shop   \n",
       "2        United States               Fax  Outdoors Shop   \n",
       "3        United States               Fax  Outdoors Shop   \n",
       "4        United States               Fax  Outdoors Shop   \n",
       "5        United States               Fax  Outdoors Shop   \n",
       "6        United States               Fax  Outdoors Shop   \n",
       "7        United States               Fax  Outdoors Shop   \n",
       "8        United States               Fax  Outdoors Shop   \n",
       "9        United States               Fax  Outdoors Shop   \n",
       "10       United States               Fax  Outdoors Shop   \n",
       "11       United States               Fax  Outdoors Shop   \n",
       "12       United States               Fax  Outdoors Shop   \n",
       "13       United States               Fax  Outdoors Shop   \n",
       "14       United States               Fax  Outdoors Shop   \n",
       "15       United States               Fax  Outdoors Shop   \n",
       "16       United States               Fax  Outdoors Shop   \n",
       "17       United States               Fax  Outdoors Shop   \n",
       "18       United States               Fax  Outdoors Shop   \n",
       "19       United States               Fax  Outdoors Shop   \n",
       "20       United States               Fax  Outdoors Shop   \n",
       "21       United States               Fax  Outdoors Shop   \n",
       "22       United States               Fax  Outdoors Shop   \n",
       "23       United States               Fax  Outdoors Shop   \n",
       "24       United States               Fax  Outdoors Shop   \n",
       "25       United States               Fax  Outdoors Shop   \n",
       "26       United States               Fax  Outdoors Shop   \n",
       "27       United States               Fax  Outdoors Shop   \n",
       "28       United States               Fax  Outdoors Shop   \n",
       "29       United States               Fax  Outdoors Shop   \n",
       "...                ...               ...            ...   \n",
       "88445            Spain               Web   Sports Store   \n",
       "88446            Spain               Web   Sports Store   \n",
       "88447            Spain               Web   Sports Store   \n",
       "88448            Spain               Web   Sports Store   \n",
       "88449            Spain               Web   Sports Store   \n",
       "88450            Spain               Web   Sports Store   \n",
       "88451            Spain               Web   Sports Store   \n",
       "88452            Spain               Web   Sports Store   \n",
       "88453            Spain               Web   Sports Store   \n",
       "88454            Spain               Web   Sports Store   \n",
       "88455            Spain               Web   Sports Store   \n",
       "88456            Spain               Web   Sports Store   \n",
       "88457            Spain               Web   Sports Store   \n",
       "88458            Spain               Web   Sports Store   \n",
       "88459            Spain               Web   Sports Store   \n",
       "88460            Spain       Sales visit  Outdoors Shop   \n",
       "88461            Spain       Sales visit  Outdoors Shop   \n",
       "88462            Spain       Sales visit  Outdoors Shop   \n",
       "88463            Spain       Sales visit  Outdoors Shop   \n",
       "88464            Spain       Sales visit  Outdoors Shop   \n",
       "88465            Spain       Sales visit  Outdoors Shop   \n",
       "88466            Spain       Sales visit  Outdoors Shop   \n",
       "88467            Spain       Sales visit  Outdoors Shop   \n",
       "88468            Spain       Sales visit  Outdoors Shop   \n",
       "88469            Spain       Sales visit  Outdoors Shop   \n",
       "88470            Spain       Sales visit  Outdoors Shop   \n",
       "88471            Spain       Sales visit  Outdoors Shop   \n",
       "88472            Spain       Sales visit  Outdoors Shop   \n",
       "88473            Spain       Sales visit  Outdoors Shop   \n",
       "88474            Spain       Sales visit  Outdoors Shop   \n",
       "\n",
       "                   Product line          Product type  \\\n",
       "0             Camping Equipment          Cooking Gear   \n",
       "1             Camping Equipment          Cooking Gear   \n",
       "2             Camping Equipment                 Tents   \n",
       "3             Camping Equipment                 Tents   \n",
       "4             Camping Equipment         Sleeping Bags   \n",
       "5             Camping Equipment         Sleeping Bags   \n",
       "6             Camping Equipment         Sleeping Bags   \n",
       "7             Camping Equipment              Lanterns   \n",
       "8             Camping Equipment              Lanterns   \n",
       "9             Camping Equipment              Lanterns   \n",
       "10            Camping Equipment              Lanterns   \n",
       "11     Mountaineering Equipment                  Rope   \n",
       "12     Mountaineering Equipment                  Rope   \n",
       "13     Mountaineering Equipment                  Rope   \n",
       "14     Mountaineering Equipment                  Rope   \n",
       "15     Mountaineering Equipment                Safety   \n",
       "16     Mountaineering Equipment                Safety   \n",
       "17     Mountaineering Equipment                Safety   \n",
       "18     Mountaineering Equipment                Safety   \n",
       "19     Mountaineering Equipment  Climbing Accessories   \n",
       "20     Mountaineering Equipment  Climbing Accessories   \n",
       "21     Mountaineering Equipment  Climbing Accessories   \n",
       "22     Mountaineering Equipment  Climbing Accessories   \n",
       "23     Mountaineering Equipment  Climbing Accessories   \n",
       "24     Mountaineering Equipment  Climbing Accessories   \n",
       "25     Mountaineering Equipment  Climbing Accessories   \n",
       "26     Mountaineering Equipment                 Tools   \n",
       "27     Mountaineering Equipment                 Tools   \n",
       "28     Mountaineering Equipment                 Tools   \n",
       "29     Mountaineering Equipment                 Tools   \n",
       "...                         ...                   ...   \n",
       "88445      Personal Accessories               Eyewear   \n",
       "88446      Personal Accessories               Eyewear   \n",
       "88447      Personal Accessories               Eyewear   \n",
       "88448      Personal Accessories               Eyewear   \n",
       "88449      Personal Accessories                Knives   \n",
       "88450      Personal Accessories            Binoculars   \n",
       "88451      Personal Accessories            Binoculars   \n",
       "88452      Personal Accessories            Navigation   \n",
       "88453      Personal Accessories            Navigation   \n",
       "88454        Outdoor Protection             First Aid   \n",
       "88455        Outdoor Protection             First Aid   \n",
       "88456            Golf Equipment      Golf Accessories   \n",
       "88457            Golf Equipment      Golf Accessories   \n",
       "88458            Golf Equipment      Golf Accessories   \n",
       "88459            Golf Equipment      Golf Accessories   \n",
       "88460         Camping Equipment          Cooking Gear   \n",
       "88461         Camping Equipment          Cooking Gear   \n",
       "88462         Camping Equipment          Cooking Gear   \n",
       "88463         Camping Equipment                 Tents   \n",
       "88464         Camping Equipment              Lanterns   \n",
       "88465         Camping Equipment              Lanterns   \n",
       "88466         Camping Equipment              Lanterns   \n",
       "88467         Camping Equipment              Lanterns   \n",
       "88468         Camping Equipment              Lanterns   \n",
       "88469         Camping Equipment              Lanterns   \n",
       "88470  Mountaineering Equipment                  Rope   \n",
       "88471  Mountaineering Equipment  Climbing Accessories   \n",
       "88472  Mountaineering Equipment  Climbing Accessories   \n",
       "88473  Mountaineering Equipment                 Tools   \n",
       "88474  Mountaineering Equipment                 Tools   \n",
       "\n",
       "                            Product  Year  Quarter    Revenue  Quantity  \\\n",
       "0         TrailChef Deluxe Cook Set  2012  Q1 2012   59628.66       489   \n",
       "1            TrailChef Double Flame  2012  Q1 2012   35950.32       252   \n",
       "2                         Star Dome  2012  Q1 2012   89940.48       147   \n",
       "3                      Star Gazer 2  2012  Q1 2012  165883.41       303   \n",
       "4                   Hibernator Lite  2012  Q1 2012  119822.20      1415   \n",
       "5                Hibernator Extreme  2012  Q1 2012   87728.96       352   \n",
       "6               Hibernator Camp Cot  2012  Q1 2012   41837.46       426   \n",
       "7                      Firefly Lite  2012  Q1 2012    8268.41       577   \n",
       "8                   Firefly Extreme  2012  Q1 2012    9393.30       189   \n",
       "9                   EverGlow Single  2012  Q1 2012   19396.50       579   \n",
       "10                  EverGlow Butane  2012  Q1 2012    6940.03       109   \n",
       "11                    Husky Rope 50  2012  Q1 2012   20003.20       133   \n",
       "12                    Husky Rope 60  2012  Q1 2012   14109.40        79   \n",
       "13                   Husky Rope 100  2012  Q1 2012   73970.22       227   \n",
       "14                   Husky Rope 200  2012  Q1 2012   77288.64       143   \n",
       "15          Granite Climbing Helmet  2012  Q1 2012   62464.88       898   \n",
       "16                    Husky Harness  2012  Q1 2012   34154.90       559   \n",
       "17            Husky Harness Extreme  2012  Q1 2012   36396.80       352   \n",
       "18            Granite Signal Mirror  2012  Q1 2012    4074.84       126   \n",
       "19                Granite Carabiner  2012  Q1 2012   15122.72      4022   \n",
       "20                    Granite Belay  2012  Q1 2012   19476.80       296   \n",
       "21                   Granite Pulley  2012  Q1 2012   15739.22       427   \n",
       "22            Firefly Climbing Lamp  2012  Q1 2012   17998.56       464   \n",
       "23                  Firefly Charger  2012  Q1 2012   36494.00       710   \n",
       "24     Firefly Rechargeable Battery  2012  Q1 2012   11673.60      1520   \n",
       "25                Granite Chalk Bag  2012  Q1 2012    4621.68       262   \n",
       "26                      Granite Ice  2012  Q1 2012   25041.60       333   \n",
       "27                   Granite Hammer  2012  Q1 2012   18118.38       241   \n",
       "28                   Granite Shovel  2012  Q1 2012    9543.16       164   \n",
       "29                     Granite Grip  2012  Q1 2012   10146.20       523   \n",
       "...                             ...   ...      ...        ...       ...   \n",
       "88445                        Trendi  2014  Q3 2014   22584.70       449   \n",
       "88446                          Zone  2014  Q3 2014   80881.50      2282   \n",
       "88447                      Hawk Eye  2014  Q3 2014   21588.75       505   \n",
       "88448                         Retro  2014  Q3 2014   47614.00       760   \n",
       "88449                     Max Gizmo  2014  Q3 2014    1125.60        28   \n",
       "88450                     Seeker 35  2014  Q3 2014   49714.91       497   \n",
       "88451                 Ranger Vision  2014  Q3 2014   28795.60       171   \n",
       "88452                   Astro Pilot  2014  Q3 2014   12158.00        53   \n",
       "88453                    Auto Pilot  2014  Q3 2014   26320.00       112   \n",
       "88454                   Aloe Relief  2014  Q3 2014     308.57        59   \n",
       "88455            Insect Bite Relief  2014  Q3 2014     516.00        86   \n",
       "88456   Course Pro Golf and Tee Set  2014  Q3 2014   12425.28      1204   \n",
       "88457           Course Pro Umbrella  2014  Q3 2014   16171.43      1301   \n",
       "88458           Course Pro Golf Bag  2014  Q3 2014   29792.62       143   \n",
       "88459             Course Pro Gloves  2014  Q3 2014   13818.08      2578   \n",
       "88460           TrailChef Water Bag  2014  Q3 2014   27312.38      4363   \n",
       "88461            TrailChef Cook Set  2014  Q3 2014   49923.36       937   \n",
       "88462            TrailChef Utensils  2014  Q3 2014   36336.24      1962   \n",
       "88463                  Star Gazer 6  2014  Q3 2014   33982.47        43   \n",
       "88464                  Firefly Lite  2014  Q3 2014   10389.46       718   \n",
       "88465             Firefly Mapreader  2014  Q3 2014   14763.00       925   \n",
       "88466                     Firefly 4  2014  Q3 2014   11481.60       390   \n",
       "88467               Firefly Extreme  2014  Q3 2014   11044.56       204   \n",
       "88468               EverGlow Single  2014  Q3 2014   25074.32       716   \n",
       "88469               EverGlow Butane  2014  Q3 2014   10937.80       170   \n",
       "88470                 Husky Rope 60  2014  Q3 2014   30865.50       171   \n",
       "88471         Firefly Climbing Lamp  2014  Q3 2014    7485.29       191   \n",
       "88472               Firefly Charger  2014  Q3 2014   12255.48       236   \n",
       "88473                   Granite Axe  2014  Q3 2014   56448.00      1470   \n",
       "88474               Granite Extreme  2014  Q3 2014   89376.00      1176   \n",
       "\n",
       "       Gross margin  \n",
       "0          0.347548  \n",
       "1          0.474274  \n",
       "2          0.352772  \n",
       "3          0.282938  \n",
       "4          0.291450  \n",
       "5          0.398146  \n",
       "6          0.335607  \n",
       "7          0.528960  \n",
       "8          0.434205  \n",
       "9          0.461493  \n",
       "10         0.361866  \n",
       "11         0.329056  \n",
       "12         0.291657  \n",
       "13         0.301264  \n",
       "14         0.314776  \n",
       "15         0.244681  \n",
       "16         0.283633  \n",
       "17         0.478433  \n",
       "18         0.514224  \n",
       "19         0.478723  \n",
       "20         0.476140  \n",
       "21         0.502170  \n",
       "22         0.427688  \n",
       "23         0.564981  \n",
       "24         0.589844  \n",
       "25         0.516440  \n",
       "26         0.481782  \n",
       "27         0.243416  \n",
       "28         0.336999  \n",
       "29         0.490206  \n",
       "...             ...  \n",
       "88445      0.412525  \n",
       "88446      0.339685  \n",
       "88447      0.416140  \n",
       "88448      0.463847  \n",
       "88449      0.536567  \n",
       "88450      0.288314  \n",
       "88451      0.533911  \n",
       "88452      0.360705  \n",
       "88453      0.350936  \n",
       "88454      0.632887  \n",
       "88455      0.540000  \n",
       "88456      0.670543  \n",
       "88457      0.479485  \n",
       "88458      0.617452  \n",
       "88459      0.524254  \n",
       "88460      0.519169  \n",
       "88461      0.343656  \n",
       "88462      0.460043  \n",
       "88463      0.379974  \n",
       "88464      0.533518  \n",
       "88465      0.530075  \n",
       "88466      0.388587  \n",
       "88467      0.440525  \n",
       "88468      0.464877  \n",
       "88469      0.368511  \n",
       "88470      0.299114  \n",
       "88471      0.446287  \n",
       "88472      0.569420  \n",
       "88473      0.491667  \n",
       "88474      0.387895  \n",
       "\n",
       "[88475 rows x 11 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 88475 entries, 0 to 88474\n",
      "Data columns (total 11 columns):\n",
      "Retailer country     88475 non-null object\n",
      "Order method type    88475 non-null object\n",
      "Retailer type        88475 non-null object\n",
      "Product line         88475 non-null object\n",
      "Product type         88475 non-null object\n",
      "Product              88475 non-null object\n",
      "Year                 88475 non-null int64\n",
      "Quarter              88475 non-null object\n",
      "Revenue              88475 non-null float64\n",
      "Quantity             88475 non-null int64\n",
      "Gross margin         87894 non-null float64\n",
      "dtypes: float64(2), int64(2), object(7)\n",
      "memory usage: 7.4+ MB\n"
     ]
    }
   ],
   "source": [
    "sales.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>Year</th>\n",
       "      <th>Revenue</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>Gross margin</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>88475.000000</td>\n",
       "      <td>8.847500e+04</td>\n",
       "      <td>88475.000000</td>\n",
       "      <td>87894.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2012.855281</td>\n",
       "      <td>4.263829e+04</td>\n",
       "      <td>780.586166</td>\n",
       "      <td>0.449718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.778342</td>\n",
       "      <td>6.578402e+04</td>\n",
       "      <td>1541.645422</td>\n",
       "      <td>0.123642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2012.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-12.853678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2012.000000</td>\n",
       "      <td>8.184360e+03</td>\n",
       "      <td>131.000000</td>\n",
       "      <td>0.369880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2013.000000</td>\n",
       "      <td>2.102628e+04</td>\n",
       "      <td>333.000000</td>\n",
       "      <td>0.450634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2013.000000</td>\n",
       "      <td>5.039060e+04</td>\n",
       "      <td>816.000000</td>\n",
       "      <td>0.520130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2014.000000</td>\n",
       "      <td>1.635688e+06</td>\n",
       "      <td>67875.000000</td>\n",
       "      <td>0.770476</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Year       Revenue      Quantity  Gross margin\n",
       "count  88475.000000  8.847500e+04  88475.000000  87894.000000\n",
       "mean    2012.855281  4.263829e+04    780.586166      0.449718\n",
       "std        0.778342  6.578402e+04   1541.645422      0.123642\n",
       "min     2012.000000  0.000000e+00      1.000000    -12.853678\n",
       "25%     2012.000000  8.184360e+03    131.000000      0.369880\n",
       "50%     2013.000000  2.102628e+04    333.000000      0.450634\n",
       "75%     2013.000000  5.039060e+04    816.000000      0.520130\n",
       "max     2014.000000  1.635688e+06  67875.000000      0.770476"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sales.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    8.847500e+04\n",
       "mean     4.263829e+04\n",
       "std      6.578402e+04\n",
       "min      0.000000e+00\n",
       "25%      8.184360e+03\n",
       "50%      2.102628e+04\n",
       "75%      5.039060e+04\n",
       "max      1.635688e+06\n",
       "Name: Revenue, dtype: float64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sales['Revenue'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sample_for_plotting=sales[['Product','Revenue' ]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>Product</th>\n",
       "      <th>Revenue</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>TrailChef Deluxe Cook Set</td>\n",
       "      <td>59628.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TrailChef Double Flame</td>\n",
       "      <td>35950.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Star Dome</td>\n",
       "      <td>89940.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Star Gazer 2</td>\n",
       "      <td>165883.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Hibernator Lite</td>\n",
       "      <td>119822.20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Product    Revenue\n",
       "0  TrailChef Deluxe Cook Set   59628.66\n",
       "1     TrailChef Double Flame   35950.32\n",
       "2                  Star Dome   89940.48\n",
       "3               Star Gazer 2  165883.41\n",
       "4            Hibernator Lite  119822.20"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample_for_plotting.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "plotting_group=sample_for_plotting.groupby('Product')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Product\n",
       "Aloe Relief           597\n",
       "Astro Pilot           801\n",
       "Auto Pilot            324\n",
       "Bear Edge             582\n",
       "Bear Survival Edge    543\n",
       "dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotting_group.size().head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Total sale by Product Type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>Revenue</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Aloe Relief</th>\n",
       "      <td>334699.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Astro Pilot</th>\n",
       "      <td>26810024.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Auto Pilot</th>\n",
       "      <td>5961715.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bear Edge</th>\n",
       "      <td>9715273.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bear Survival Edge</th>\n",
       "      <td>7754138.39</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Revenue\n",
       "Product                        \n",
       "Aloe Relief           334699.08\n",
       "Astro Pilot         26810024.00\n",
       "Auto Pilot           5961715.00\n",
       "Bear Edge            9715273.87\n",
       "Bear Survival Edge   7754138.39"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_sales=plotting_group.sum()\n",
    "total_sales.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Product line\n",
       "Camping Equipment           50512.761440\n",
       "Golf Equipment              73783.812070\n",
       "Mountaineering Equipment    51574.988405\n",
       "Outdoor Protection           4620.507561\n",
       "Personal Accessories        38033.354060\n",
       "Name: Revenue, dtype: float64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "productline_revenue = sales.groupby('Product line').mean()['Revenue']\n",
    "productline_revenue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MaUx1u6J8HnANcCrwfeBnVXVrO+VKYIu2vQVwBUA7fgPwwPH6cs9ZUX22Pg5NsjjJ4mXL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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x108e49610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes = plt.subplots(figsize=(12,6))\n",
    "revenue_plot = productline_revenue.plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Product type\n",
       "Binoculars               215.653547\n",
       "Climbing Accessories    2187.009720\n",
       "Cooking Gear            1642.189172\n",
       "Eyewear                 1063.571167\n",
       "First Aid                135.813352\n",
       "Golf Accessories        1151.854779\n",
       "Insect Repellents       1082.335422\n",
       "Irons                    153.354269\n",
       "Knives                  1219.194327\n",
       "Lanterns                 529.502493\n",
       "Navigation               313.115039\n",
       "Packs                    611.517842\n",
       "Putters                  609.615335\n",
       "Rope                     269.690722\n",
       "Safety                   749.302970\n",
       "Sleeping Bags            597.139870\n",
       "Sunscreen                988.573214\n",
       "Tents                    679.062772\n",
       "Tools                   1134.069060\n",
       "Watches                  300.248710\n",
       "Woods                    131.053705\n",
       "Name: Quantity, dtype: float64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sales_quantity = sales.groupby('Product type').mean()['Quantity']\n",
    "sales_quantity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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f2j4iya7LeWNSkpZtgJ+s0njhx7WW39bpnS38VuVN+kmSzhg7frWWfaNq5WiV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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x108e49e90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(figsize=(14,8))\n",
    "quantity_plot= sales_quantity.plot(kind='bar')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Now adding title and labeling the axes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x10a7845d0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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666yN2i0AALCb29LQ1N1f7u7zuvuHSV6QC7rgnZ7kwIW7XnnctqPta+37+d19SHcfsm3b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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1091cac90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(figsize=(14,8))\n",
    "quantity_plot= sales_quantity.plot(kind='bar', title=\"Product type vs Quantity\")\n",
    "quantity_plot.set_xlabel('Product Type')\n",
    "quantity_plot.set_ylabel('Quantity')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Check the sales break down by category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "customes = sales [['Product line','Product type', 'Quantity']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "category_group = customes.groupby(['Product line','Product type']).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "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></th>\n",
       "      <th>Quantity</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product line</th>\n",
       "      <th>Product type</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">Camping Equipment</th>\n",
       "      <th>Cooking Gear</th>\n",
       "      <td>10495231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lanterns</th>\n",
       "      <td>3716578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Packs</th>\n",
       "      <td>2210637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sleeping Bags</th>\n",
       "      <td>2484699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tents</th>\n",
       "      <td>2498951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">Golf Equipment</th>\n",
       "      <th>Golf Accessories</th>\n",
       "      <td>2506436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Irons</th>\n",
       "      <td>312536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Putters</th>\n",
       "      <td>938198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Woods</th>\n",
       "      <td>263549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">Mountaineering Equipment</th>\n",
       "      <th>Climbing Accessories</th>\n",
       "      <td>5850251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rope</th>\n",
       "      <td>418560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Safety</th>\n",
       "      <td>1135194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tools</th>\n",
       "      <td>2496086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Outdoor Protection</th>\n",
       "      <th>First Aid</th>\n",
       "      <td>378376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Insect Repellents</th>\n",
       "      <td>2936376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sunscreen</th>\n",
       "      <td>3085337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">Personal Accessories</th>\n",
       "      <th>Binoculars</th>\n",
       "      <td>832854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Eyewear</th>\n",
       "      <td>16244986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Knives</th>\n",
       "      <td>5502224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Navigation</th>\n",
       "      <td>1497003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Watches</th>\n",
       "      <td>3258299</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               Quantity\n",
       "Product line             Product type                  \n",
       "Camping Equipment        Cooking Gear          10495231\n",
       "                         Lanterns               3716578\n",
       "                         Packs                  2210637\n",
       "                         Sleeping Bags          2484699\n",
       "                         Tents                  2498951\n",
       "Golf Equipment           Golf Accessories       2506436\n",
       "                         Irons                   312536\n",
       "                         Putters                 938198\n",
       "                         Woods                   263549\n",
       "Mountaineering Equipment Climbing Accessories   5850251\n",
       "                         Rope                    418560\n",
       "                         Safety                 1135194\n",
       "                         Tools                  2496086\n",
       "Outdoor Protection       First Aid               378376\n",
       "                         Insect Repellents      2936376\n",
       "                         Sunscreen              3085337\n",
       "Personal Accessories     Binoculars              832854\n",
       "                         Eyewear               16244986\n",
       "                         Knives                 5502224\n",
       "                         Navigation             1497003\n",
       "                         Watches                3258299"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "category_group"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### We need to break it apart to graph it as a stacked bar graph, unstack can do this for us."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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>\n",
       "      <th></th>\n",
       "      <th colspan=\"21\" halign=\"left\">Quantity</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product type</th>\n",
       "      <th>Binoculars</th>\n",
       "      <th>Climbing Accessories</th>\n",
       "      <th>Cooking Gear</th>\n",
       "      <th>Eyewear</th>\n",
       "      <th>First Aid</th>\n",
       "      <th>Golf Accessories</th>\n",
       "      <th>Insect Repellents</th>\n",
       "      <th>Irons</th>\n",
       "      <th>Knives</th>\n",
       "      <th>Lanterns</th>\n",
       "      <th>...</th>\n",
       "      <th>Packs</th>\n",
       "      <th>Putters</th>\n",
       "      <th>Rope</th>\n",
       "      <th>Safety</th>\n",
       "      <th>Sleeping Bags</th>\n",
       "      <th>Sunscreen</th>\n",
       "      <th>Tents</th>\n",
       "      <th>Tools</th>\n",
       "      <th>Watches</th>\n",
       "      <th>Woods</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product line</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Camping Equipment</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10495231.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3716578.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2210637.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2484699.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2498951.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Golf Equipment</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2506436.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>312536.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>938198.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>263549.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mountaineering Equipment</th>\n",
       "      <td>NaN</td>\n",
       "      <td>5850251.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>418560.0</td>\n",
       "      <td>1135194.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2496086.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Outdoor Protection</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>378376.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2936376.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3085337.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Personal Accessories</th>\n",
       "      <td>832854.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16244986.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5502224.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3258299.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           Quantity                                    \\\n",
       "Product type             Binoculars Climbing Accessories Cooking Gear   \n",
       "Product line                                                            \n",
       "Camping Equipment               NaN                  NaN   10495231.0   \n",
       "Golf Equipment                  NaN                  NaN          NaN   \n",
       "Mountaineering Equipment        NaN            5850251.0          NaN   \n",
       "Outdoor Protection              NaN                  NaN          NaN   \n",
       "Personal Accessories       832854.0                  NaN          NaN   \n",
       "\n",
       "                                                                 \\\n",
       "Product type                 Eyewear First Aid Golf Accessories   \n",
       "Product line                                                      \n",
       "Camping Equipment                NaN       NaN              NaN   \n",
       "Golf Equipment                   NaN       NaN        2506436.0   \n",
       "Mountaineering Equipment         NaN       NaN              NaN   \n",
       "Outdoor Protection               NaN  378376.0              NaN   \n",
       "Personal Accessories      16244986.0       NaN              NaN   \n",
       "\n",
       "                                                                            \\\n",
       "Product type             Insect Repellents     Irons     Knives   Lanterns   \n",
       "Product line                                                                 \n",
       "Camping Equipment                      NaN       NaN        NaN  3716578.0   \n",
       "Golf Equipment                         NaN  312536.0        NaN        NaN   \n",
       "Mountaineering Equipment               NaN       NaN        NaN        NaN   \n",
       "Outdoor Protection               2936376.0       NaN        NaN        NaN   \n",
       "Personal Accessories                   NaN       NaN  5502224.0        NaN   \n",
       "\n",
       "                            ...                                               \\\n",
       "Product type                ...         Packs   Putters      Rope     Safety   \n",
       "Product line                ...                                                \n",
       "Camping Equipment           ...     2210637.0       NaN       NaN        NaN   \n",
       "Golf Equipment              ...           NaN  938198.0       NaN        NaN   \n",
       "Mountaineering Equipment    ...           NaN       NaN  418560.0  1135194.0   \n",
       "Outdoor Protection          ...           NaN       NaN       NaN        NaN   \n",
       "Personal Accessories        ...           NaN       NaN       NaN        NaN   \n",
       "\n",
       "                                                                         \\\n",
       "Product type             Sleeping Bags  Sunscreen      Tents      Tools   \n",
       "Product line                                                              \n",
       "Camping Equipment            2484699.0        NaN  2498951.0        NaN   \n",
       "Golf Equipment                     NaN        NaN        NaN        NaN   \n",
       "Mountaineering Equipment           NaN        NaN        NaN  2496086.0   \n",
       "Outdoor Protection                 NaN  3085337.0        NaN        NaN   \n",
       "Personal Accessories               NaN        NaN        NaN        NaN   \n",
       "\n",
       "                                               \n",
       "Product type                Watches     Woods  \n",
       "Product line                                   \n",
       "Camping Equipment               NaN       NaN  \n",
       "Golf Equipment                  NaN  263549.0  \n",
       "Mountaineering Equipment        NaN       NaN  \n",
       "Outdoor Protection              NaN       NaN  \n",
       "Personal Accessories      3258299.0       NaN  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "category_group.unstack()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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52R5azpIpLy8HWs688fT0xMXFhbVr1yp1LC0tmT9/PhqNBl9fX6qqqsjJySEz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\nSZIkSYNnYSNJkiRp8CxsJEmSJA3e/wek9KQaqhKHnQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a798590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "category_group_graph = category_group.unstack().plot(kind='bar',stacked=True,legend=('0'),figsize=(14,14))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Pie graph for above data set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nvRl4lAp/YYdHGpNgVryYhKssL/sBcD8k710rGt49Jxz8cH27B4mUbBi/eF2C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NuQ2++wE4q8xY94OkukV1qP7t9dEx+jqr6fFB204Tpg5JXNI+MoGnQsnfRkLBZ7Iugg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\n5XTGCLvOHgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b324e50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(figsize=(8,8))\n",
    "quantity_plot= sales_quantity.plot(kind='pie', title=\"Product type vs Quantity\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "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": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}