EDA_ML_LAB.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sn\n",
    "data = pd.read_csv('Orders.csv',encoding = \"ISO-8859-1\",index_col = False)\n",
    "import re\n",
    "dat = pd.read_csv('Returns.csv',encoding = \"ISO-8859-1\",index_col = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import datetime\n",
    "from datetime import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Row.ID</th>\n",
       "      <th>Order.ID</th>\n",
       "      <th>Order.Date</th>\n",
       "      <th>Ship.Date</th>\n",
       "      <th>Ship.Mode</th>\n",
       "      <th>Customer.ID</th>\n",
       "      <th>Customer.Name</th>\n",
       "      <th>Segment</th>\n",
       "      <th>Postal.Code</th>\n",
       "      <th>City</th>\n",
       "      <th>...</th>\n",
       "      <th>Product.ID</th>\n",
       "      <th>Category</th>\n",
       "      <th>Sub.Category</th>\n",
       "      <th>Product.Name</th>\n",
       "      <th>Sales</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>Discount</th>\n",
       "      <th>Profit</th>\n",
       "      <th>Shipping.Cost</th>\n",
       "      <th>Order.Priority</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40098</td>\n",
       "      <td>CA-2014-AB10015140-41954</td>\n",
       "      <td>11/11/14</td>\n",
       "      <td>11/13/14</td>\n",
       "      <td>First Class</td>\n",
       "      <td>AB-100151402</td>\n",
       "      <td>Aaron Bergman</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>73120.0</td>\n",
       "      <td>Oklahoma City</td>\n",
       "      <td>...</td>\n",
       "      <td>TEC-PH-5816</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Phones</td>\n",
       "      <td>Samsung Convoy 3</td>\n",
       "      <td>221.98</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>62.15</td>\n",
       "      <td>40.770</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>26341</td>\n",
       "      <td>IN-2014-JR162107-41675</td>\n",
       "      <td>2/5/14</td>\n",
       "      <td>2/7/14</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>JR-162107</td>\n",
       "      <td>Justin Ritter</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wollongong</td>\n",
       "      <td>...</td>\n",
       "      <td>FUR-CH-5379</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Chairs</td>\n",
       "      <td>Novimex Executive Leather Armchair, Black</td>\n",
       "      <td>3709.40</td>\n",
       "      <td>9</td>\n",
       "      <td>0.10</td>\n",
       "      <td>-288.77</td>\n",
       "      <td>923.630</td>\n",
       "      <td>Critical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>25330</td>\n",
       "      <td>IN-2014-CR127307-41929</td>\n",
       "      <td>10/17/14</td>\n",
       "      <td>10/18/14</td>\n",
       "      <td>First Class</td>\n",
       "      <td>CR-127307</td>\n",
       "      <td>Craig Reiter</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brisbane</td>\n",
       "      <td>...</td>\n",
       "      <td>TEC-PH-5356</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Phones</td>\n",
       "      <td>Nokia Smart Phone, with Caller ID</td>\n",
       "      <td>5175.17</td>\n",
       "      <td>9</td>\n",
       "      <td>0.10</td>\n",
       "      <td>919.97</td>\n",
       "      <td>915.490</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>13524</td>\n",
       "      <td>ES-2014-KM1637548-41667</td>\n",
       "      <td>1/28/14</td>\n",
       "      <td>1/30/14</td>\n",
       "      <td>First Class</td>\n",
       "      <td>KM-1637548</td>\n",
       "      <td>Katherine Murray</td>\n",
       "      <td>Home Office</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>...</td>\n",
       "      <td>TEC-PH-5267</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Phones</td>\n",
       "      <td>Motorola Smart Phone, Cordless</td>\n",
       "      <td>2892.51</td>\n",
       "      <td>5</td>\n",
       "      <td>0.10</td>\n",
       "      <td>-96.54</td>\n",
       "      <td>910.160</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>47221</td>\n",
       "      <td>SG-2014-RH9495111-41948</td>\n",
       "      <td>11/5/14</td>\n",
       "      <td>11/6/14</td>\n",
       "      <td>Same Day</td>\n",
       "      <td>RH-9495111</td>\n",
       "      <td>Rick Hansen</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dakar</td>\n",
       "      <td>...</td>\n",
       "      <td>TEC-CO-6011</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Copiers</td>\n",
       "      <td>Sharp Wireless Fax, High-Speed</td>\n",
       "      <td>2832.96</td>\n",
       "      <td>8</td>\n",
       "      <td>0.00</td>\n",
       "      <td>311.52</td>\n",
       "      <td>903.040</td>\n",
       "      <td>Critical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>22732</td>\n",
       "      <td>IN-2014-JM156557-41818</td>\n",
       "      <td>6/28/14</td>\n",
       "      <td>7/1/14</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>JM-156557</td>\n",
       "      <td>Jim Mitchum</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>...</td>\n",
       "      <td>TEC-PH-5842</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Phones</td>\n",
       "      <td>Samsung Smart Phone, with Caller ID</td>\n",
       "      <td>2862.68</td>\n",
       "      <td>5</td>\n",
       "      <td>0.10</td>\n",
       "      <td>763.28</td>\n",
       "      <td>897.350</td>\n",
       "      <td>Critical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>30570</td>\n",
       "      <td>IN-2012-TS2134092-41219</td>\n",
       "      <td>11/6/12</td>\n",
       "      <td>11/8/12</td>\n",
       "      <td>First Class</td>\n",
       "      <td>TS-2134092</td>\n",
       "      <td>Toby Swindell</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Porirua</td>\n",
       "      <td>...</td>\n",
       "      <td>FUR-CH-5378</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Chairs</td>\n",
       "      <td>Novimex Executive Leather Armchair, Adjustable</td>\n",
       "      <td>1822.08</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>564.84</td>\n",
       "      <td>894.770</td>\n",
       "      <td>Critical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>31192</td>\n",
       "      <td>IN-2013-MB1808592-41378</td>\n",
       "      <td>4/14/13</td>\n",
       "      <td>4/18/13</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>MB-1808592</td>\n",
       "      <td>Mick Brown</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hamilton</td>\n",
       "      <td>...</td>\n",
       "      <td>FUR-TA-3764</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Tables</td>\n",
       "      <td>Chromcraft Conference Table, Fully Assembled</td>\n",
       "      <td>5244.84</td>\n",
       "      <td>6</td>\n",
       "      <td>0.00</td>\n",
       "      <td>996.48</td>\n",
       "      <td>878.380</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>40099</td>\n",
       "      <td>CA-2014-AB10015140-41954</td>\n",
       "      <td>11/11/14</td>\n",
       "      <td>11/13/14</td>\n",
       "      <td>First Class</td>\n",
       "      <td>AB-100151402</td>\n",
       "      <td>Aaron Bergman</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>73120.0</td>\n",
       "      <td>Oklahoma City</td>\n",
       "      <td>...</td>\n",
       "      <td>FUR-BO-5957</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Bookcases</td>\n",
       "      <td>Sauder Facets Collection Library, Sky Alder Fi...</td>\n",
       "      <td>341.96</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>54.71</td>\n",
       "      <td>25.270</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>36258</td>\n",
       "      <td>CA-2012-AB10015140-40974</td>\n",
       "      <td>3/6/12</td>\n",
       "      <td>3/7/12</td>\n",
       "      <td>First Class</td>\n",
       "      <td>AB-100151404</td>\n",
       "      <td>Aaron Bergman</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>98103.0</td>\n",
       "      <td>Seattle</td>\n",
       "      <td>...</td>\n",
       "      <td>FUR-CH-4421</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Chairs</td>\n",
       "      <td>Global Push Button Manager's Chair, Indigo</td>\n",
       "      <td>48.71</td>\n",
       "      <td>1</td>\n",
       "      <td>0.20</td>\n",
       "      <td>5.48</td>\n",
       "      <td>11.130</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>36259</td>\n",
       "      <td>CA-2012-AB10015140-40974</td>\n",
       "      <td>3/6/12</td>\n",
       "      <td>3/7/12</td>\n",
       "      <td>First Class</td>\n",
       "      <td>AB-100151404</td>\n",
       "      <td>Aaron Bergman</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>98103.0</td>\n",
       "      <td>Seattle</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-AR-5309</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Art</td>\n",
       "      <td>Newell 330</td>\n",
       "      <td>17.94</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.66</td>\n",
       "      <td>4.290</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>28879</td>\n",
       "      <td>ID-2013-AJ107801-41383</td>\n",
       "      <td>4/19/13</td>\n",
       "      <td>4/22/13</td>\n",
       "      <td>First Class</td>\n",
       "      <td>AJ-107801</td>\n",
       "      <td>Anthony Jacobs</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kabul</td>\n",
       "      <td>...</td>\n",
       "      <td>FUR-TA-3420</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Tables</td>\n",
       "      <td>Bevis Conference Table, Fully Assembled</td>\n",
       "      <td>4626.15</td>\n",
       "      <td>5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>647.55</td>\n",
       "      <td>835.570</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>45794</td>\n",
       "      <td>SA-2012-MM7260110-41269</td>\n",
       "      <td>12/26/12</td>\n",
       "      <td>12/28/12</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>MM-7260110</td>\n",
       "      <td>Magdelene Morse</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Jizan</td>\n",
       "      <td>...</td>\n",
       "      <td>TEC-PH-3807</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Phones</td>\n",
       "      <td>Cisco Smart Phone, with Caller ID</td>\n",
       "      <td>2616.96</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1151.40</td>\n",
       "      <td>832.410</td>\n",
       "      <td>Critical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4132</td>\n",
       "      <td>MX-2013-VF2171518-41591</td>\n",
       "      <td>11/13/13</td>\n",
       "      <td>11/13/13</td>\n",
       "      <td>Same Day</td>\n",
       "      <td>VF-2171518</td>\n",
       "      <td>Vicky Freymann</td>\n",
       "      <td>Home Office</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Toledo</td>\n",
       "      <td>...</td>\n",
       "      <td>FUR-CH-4530</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Chairs</td>\n",
       "      <td>Harbour Creations Executive Leather Armchair, ...</td>\n",
       "      <td>2221.80</td>\n",
       "      <td>7</td>\n",
       "      <td>0.00</td>\n",
       "      <td>622.02</td>\n",
       "      <td>810.250</td>\n",
       "      <td>Critical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>27704</td>\n",
       "      <td>IN-2014-PF1912027-41796</td>\n",
       "      <td>6/6/14</td>\n",
       "      <td>6/8/14</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>PF-1912027</td>\n",
       "      <td>Peter Fuller</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mudanjiang</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-AP-4959</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Appliances</td>\n",
       "      <td>KitchenAid Microwave, White</td>\n",
       "      <td>3701.52</td>\n",
       "      <td>12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1036.08</td>\n",
       "      <td>804.540</td>\n",
       "      <td>Critical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>13779</td>\n",
       "      <td>ES-2015-BP1118545-42216</td>\n",
       "      <td>7/31/15</td>\n",
       "      <td>8/3/15</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>BP-1118545</td>\n",
       "      <td>Ben Peterman</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Paris</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-AP-3575</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Appliances</td>\n",
       "      <td>Breville Refrigerator, Red</td>\n",
       "      <td>1869.59</td>\n",
       "      <td>4</td>\n",
       "      <td>0.10</td>\n",
       "      <td>186.95</td>\n",
       "      <td>801.660</td>\n",
       "      <td>Critical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>39519</td>\n",
       "      <td>CA-2012-AB10015140-40958</td>\n",
       "      <td>2/19/12</td>\n",
       "      <td>2/25/12</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>AB-100151402</td>\n",
       "      <td>Aaron Bergman</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>76017.0</td>\n",
       "      <td>Arlington</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-ST-3078</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Akro Stacking Bins</td>\n",
       "      <td>12.62</td>\n",
       "      <td>2</td>\n",
       "      <td>0.20</td>\n",
       "      <td>-2.52</td>\n",
       "      <td>1.970</td>\n",
       "      <td>Low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>12069</td>\n",
       "      <td>ES-2015-PJ1883564-42255</td>\n",
       "      <td>9/8/15</td>\n",
       "      <td>9/14/15</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>PJ-1883564</td>\n",
       "      <td>Patrick Jones</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prato</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-AP-4743</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Appliances</td>\n",
       "      <td>Hoover Stove, Red</td>\n",
       "      <td>7958.58</td>\n",
       "      <td>14</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3979.08</td>\n",
       "      <td>778.320</td>\n",
       "      <td>Low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>22096</td>\n",
       "      <td>IN-2015-JS156857-42035</td>\n",
       "      <td>1/31/15</td>\n",
       "      <td>2/1/15</td>\n",
       "      <td>First Class</td>\n",
       "      <td>JS-156857</td>\n",
       "      <td>Jim Sink</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Townsville</td>\n",
       "      <td>...</td>\n",
       "      <td>TEC-CO-3597</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Copiers</td>\n",
       "      <td>Brother Fax Machine, High-Speed</td>\n",
       "      <td>2565.59</td>\n",
       "      <td>9</td>\n",
       "      <td>0.10</td>\n",
       "      <td>28.40</td>\n",
       "      <td>766.930</td>\n",
       "      <td>Critical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>49463</td>\n",
       "      <td>TZ-2015-RH9555129-42343</td>\n",
       "      <td>12/5/15</td>\n",
       "      <td>12/7/15</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>RH-9555129</td>\n",
       "      <td>Ritsa Hightower</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Uvinza</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-AP-4967</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Appliances</td>\n",
       "      <td>KitchenAid Stove, White</td>\n",
       "      <td>3409.74</td>\n",
       "      <td>6</td>\n",
       "      <td>0.00</td>\n",
       "      <td>818.28</td>\n",
       "      <td>763.380</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>46630</td>\n",
       "      <td>PL-2013-AB600103-41494</td>\n",
       "      <td>8/8/13</td>\n",
       "      <td>8/10/13</td>\n",
       "      <td>First Class</td>\n",
       "      <td>AB-600103</td>\n",
       "      <td>Ann Blume</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bytom</td>\n",
       "      <td>...</td>\n",
       "      <td>FUR-TA-4644</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Tables</td>\n",
       "      <td>Hon Computer Table, with Bottom Storage</td>\n",
       "      <td>1977.72</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>276.84</td>\n",
       "      <td>759.470</td>\n",
       "      <td>Critical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>36260</td>\n",
       "      <td>CA-2012-AB10015140-40974</td>\n",
       "      <td>3/6/12</td>\n",
       "      <td>3/7/12</td>\n",
       "      <td>First Class</td>\n",
       "      <td>AB-100151404</td>\n",
       "      <td>Aaron Bergman</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>98103.0</td>\n",
       "      <td>Seattle</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-ST-3744</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Carina 42\"Hx23 3/4\"W Media Storage Unit</td>\n",
       "      <td>242.94</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.86</td>\n",
       "      <td>1.280</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>21586</td>\n",
       "      <td>IN-2012-JK1532527-41030</td>\n",
       "      <td>5/1/12</td>\n",
       "      <td>5/2/12</td>\n",
       "      <td>First Class</td>\n",
       "      <td>JK-1532527</td>\n",
       "      <td>Jason Klamczynski</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Suzhou</td>\n",
       "      <td>...</td>\n",
       "      <td>FUR-CH-5774</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Chairs</td>\n",
       "      <td>SAFCO Executive Leather Armchair, Black</td>\n",
       "      <td>2754.00</td>\n",
       "      <td>6</td>\n",
       "      <td>0.00</td>\n",
       "      <td>358.02</td>\n",
       "      <td>752.470</td>\n",
       "      <td>Critical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>13528</td>\n",
       "      <td>ES-2014-LB16795139-41697</td>\n",
       "      <td>2/27/14</td>\n",
       "      <td>3/1/14</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>LB-16795139</td>\n",
       "      <td>Laurel Beltran</td>\n",
       "      <td>Home Office</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Edinburgh</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-AP-4960</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Appliances</td>\n",
       "      <td>KitchenAid Refrigerator, Black</td>\n",
       "      <td>5273.70</td>\n",
       "      <td>10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1898.40</td>\n",
       "      <td>730.910</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1570</td>\n",
       "      <td>US-2015-NP1832582-42216</td>\n",
       "      <td>7/31/15</td>\n",
       "      <td>8/1/15</td>\n",
       "      <td>First Class</td>\n",
       "      <td>NP-1832582</td>\n",
       "      <td>Naresj Patel</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>JuÃ¡rez</td>\n",
       "      <td>...</td>\n",
       "      <td>TEC-PH-5268</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Phones</td>\n",
       "      <td>Motorola Smart Phone, Full Size</td>\n",
       "      <td>1713.84</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>445.52</td>\n",
       "      <td>728.968</td>\n",
       "      <td>Critical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>3484</td>\n",
       "      <td>MX-2015-VD2167039-42252</td>\n",
       "      <td>9/5/15</td>\n",
       "      <td>9/8/15</td>\n",
       "      <td>First Class</td>\n",
       "      <td>VD-2167039</td>\n",
       "      <td>Valerie Dominguez</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Soyapango</td>\n",
       "      <td>...</td>\n",
       "      <td>FUR-TA-4643</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Tables</td>\n",
       "      <td>Hon Computer Table, Fully Assembled</td>\n",
       "      <td>2106.50</td>\n",
       "      <td>8</td>\n",
       "      <td>0.20</td>\n",
       "      <td>526.50</td>\n",
       "      <td>728.389</td>\n",
       "      <td>Critical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>30191</td>\n",
       "      <td>IN-2012-PB19210127-41259</td>\n",
       "      <td>12/16/12</td>\n",
       "      <td>12/19/12</td>\n",
       "      <td>First Class</td>\n",
       "      <td>PB-19210127</td>\n",
       "      <td>Phillip Breyer</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Taipei</td>\n",
       "      <td>...</td>\n",
       "      <td>FUR-TA-5060</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Tables</td>\n",
       "      <td>Lesro Conference Table, with Bottom Storage</td>\n",
       "      <td>1715.16</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>720.36</td>\n",
       "      <td>725.570</td>\n",
       "      <td>Critical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>11645</td>\n",
       "      <td>ES-2012-EB1411048-40981</td>\n",
       "      <td>3/13/12</td>\n",
       "      <td>3/16/12</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>EB-1411048</td>\n",
       "      <td>Eugene Barchas</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Leipzig</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-AP-4743</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Appliances</td>\n",
       "      <td>Hoover Stove, Red</td>\n",
       "      <td>3069.74</td>\n",
       "      <td>6</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1364.24</td>\n",
       "      <td>725.340</td>\n",
       "      <td>Critical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>38460</td>\n",
       "      <td>CA-2012-AH10030140-41020</td>\n",
       "      <td>4/21/12</td>\n",
       "      <td>4/23/12</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>AH-100301406</td>\n",
       "      <td>Aaron Hawkins</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>12180.0</td>\n",
       "      <td>Troy</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-FA-6129</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Fasteners</td>\n",
       "      <td>Staples</td>\n",
       "      <td>247.84</td>\n",
       "      <td>8</td>\n",
       "      <td>0.00</td>\n",
       "      <td>121.44</td>\n",
       "      <td>55.200</td>\n",
       "      <td>Critical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>22999</td>\n",
       "      <td>IN-2013-BP1123058-41329</td>\n",
       "      <td>2/24/13</td>\n",
       "      <td>2/24/13</td>\n",
       "      <td>Same Day</td>\n",
       "      <td>BP-1123058</td>\n",
       "      <td>Benjamin Patterson</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Surat</td>\n",
       "      <td>...</td>\n",
       "      <td>FUR-CH-5443</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Chairs</td>\n",
       "      <td>Office Star Executive Leather Armchair, Red</td>\n",
       "      <td>1878.72</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>582.36</td>\n",
       "      <td>704.080</td>\n",
       "      <td>Critical</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",
       "      <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>51260</th>\n",
       "      <td>35398</td>\n",
       "      <td>US-2015-ZC21910140-42175</td>\n",
       "      <td>6/20/15</td>\n",
       "      <td>6/24/15</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>ZC-219101402</td>\n",
       "      <td>Zuschuss Carroll</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>77095.0</td>\n",
       "      <td>Houston</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-AP-4739</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Appliances</td>\n",
       "      <td>Hoover Replacement Belt for Commercial Guardsm...</td>\n",
       "      <td>0.44</td>\n",
       "      <td>1</td>\n",
       "      <td>0.80</td>\n",
       "      <td>-1.11</td>\n",
       "      <td>1.010</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51261</th>\n",
       "      <td>35111</td>\n",
       "      <td>CA-2014-ZD21925140-41829</td>\n",
       "      <td>7/9/14</td>\n",
       "      <td>7/9/14</td>\n",
       "      <td>Same Day</td>\n",
       "      <td>ZD-219251408</td>\n",
       "      <td>Zuschuss Donatelli</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>32216.0</td>\n",
       "      <td>Jacksonville</td>\n",
       "      <td>...</td>\n",
       "      <td>TEC-PH-4895</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Phones</td>\n",
       "      <td>Jabra SPEAK 410 Multidevice Speakerphone</td>\n",
       "      <td>823.96</td>\n",
       "      <td>5</td>\n",
       "      <td>0.20</td>\n",
       "      <td>51.50</td>\n",
       "      <td>69.660</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51262</th>\n",
       "      <td>31316</td>\n",
       "      <td>CA-2012-ZD21925140-41147</td>\n",
       "      <td>8/26/12</td>\n",
       "      <td>8/31/12</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>ZD-219251404</td>\n",
       "      <td>Zuschuss Donatelli</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>94109.0</td>\n",
       "      <td>San Francisco</td>\n",
       "      <td>...</td>\n",
       "      <td>TEC-PH-3808</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Phones</td>\n",
       "      <td>Cisco SPA 501G IP Phone</td>\n",
       "      <td>213.48</td>\n",
       "      <td>3</td>\n",
       "      <td>0.20</td>\n",
       "      <td>16.01</td>\n",
       "      <td>14.750</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51263</th>\n",
       "      <td>6367</td>\n",
       "      <td>MX-2012-BP1123082-41264</td>\n",
       "      <td>12/21/12</td>\n",
       "      <td>12/25/12</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>BP-1123082</td>\n",
       "      <td>Benjamin Patterson</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Toluca</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-BI-2894</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Binders</td>\n",
       "      <td>Acco Binder Covers, Recycled</td>\n",
       "      <td>36.48</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.28</td>\n",
       "      <td>1.039</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51264</th>\n",
       "      <td>22589</td>\n",
       "      <td>IN-2015-AO108107-42333</td>\n",
       "      <td>11/25/15</td>\n",
       "      <td>11/30/15</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>AO-108107</td>\n",
       "      <td>Anthony O'Donnell</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Perth</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-EN-4447</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Envelopes</td>\n",
       "      <td>GlobeWeis Manila Envelope, Recycled</td>\n",
       "      <td>47.14</td>\n",
       "      <td>2</td>\n",
       "      <td>0.10</td>\n",
       "      <td>8.86</td>\n",
       "      <td>1.030</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51265</th>\n",
       "      <td>37195</td>\n",
       "      <td>CA-2014-ZD21925140-41733</td>\n",
       "      <td>4/4/14</td>\n",
       "      <td>4/10/14</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>ZD-219251402</td>\n",
       "      <td>Zuschuss Donatelli</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>47374.0</td>\n",
       "      <td>Richmond</td>\n",
       "      <td>...</td>\n",
       "      <td>TEC-PH-5612</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Phones</td>\n",
       "      <td>Plantronics Voyager Pro HD - Bluetooth Headset</td>\n",
       "      <td>259.96</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>124.78</td>\n",
       "      <td>11.840</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51266</th>\n",
       "      <td>27081</td>\n",
       "      <td>ID-2013-EK13795102-41496</td>\n",
       "      <td>8/10/13</td>\n",
       "      <td>8/11/13</td>\n",
       "      <td>First Class</td>\n",
       "      <td>EK-13795102</td>\n",
       "      <td>Eileen Kiefer</td>\n",
       "      <td>Home Office</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pasig</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-PA-4148</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Paper</td>\n",
       "      <td>Enermax Computer Printout Paper, Multicolor</td>\n",
       "      <td>49.30</td>\n",
       "      <td>3</td>\n",
       "      <td>0.45</td>\n",
       "      <td>-18.83</td>\n",
       "      <td>1.030</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51267</th>\n",
       "      <td>39638</td>\n",
       "      <td>CA-2015-ZD21925140-42167</td>\n",
       "      <td>6/12/15</td>\n",
       "      <td>6/15/15</td>\n",
       "      <td>First Class</td>\n",
       "      <td>ZD-219251404</td>\n",
       "      <td>Zuschuss Donatelli</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>90036.0</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-AP-4929</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Appliances</td>\n",
       "      <td>Kensington 6 Outlet Guardian Standard Surge Pr...</td>\n",
       "      <td>61.44</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.59</td>\n",
       "      <td>8.470</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51268</th>\n",
       "      <td>47274</td>\n",
       "      <td>SA-2015-JW6075110-42103</td>\n",
       "      <td>4/9/15</td>\n",
       "      <td>4/13/15</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>JW-6075110</td>\n",
       "      <td>Julia West</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Riyadh</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-BI-3735</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Binders</td>\n",
       "      <td>Cardinal Hole Reinforcements, Economy</td>\n",
       "      <td>5.34</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.16</td>\n",
       "      <td>1.030</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51269</th>\n",
       "      <td>15975</td>\n",
       "      <td>ES-2012-MM18055139-41038</td>\n",
       "      <td>5/9/12</td>\n",
       "      <td>5/13/12</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>MM-18055139</td>\n",
       "      <td>Michelle Moray</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dudley</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-AR-6120</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Art</td>\n",
       "      <td>Stanley Pencil Sharpener, Water Color</td>\n",
       "      <td>200.40</td>\n",
       "      <td>8</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.00</td>\n",
       "      <td>1.030</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51270</th>\n",
       "      <td>13800</td>\n",
       "      <td>ES-2015-NM1852045-42221</td>\n",
       "      <td>8/5/15</td>\n",
       "      <td>8/11/15</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>NM-1852045</td>\n",
       "      <td>Neoma Murray</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Chartres</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-LA-3273</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Labels</td>\n",
       "      <td>Avery File Folder Labels, Alphabetical</td>\n",
       "      <td>17.88</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.88</td>\n",
       "      <td>1.030</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51271</th>\n",
       "      <td>37194</td>\n",
       "      <td>CA-2014-ZD21925140-41733</td>\n",
       "      <td>4/4/14</td>\n",
       "      <td>4/10/14</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>ZD-219251402</td>\n",
       "      <td>Zuschuss Donatelli</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>47374.0</td>\n",
       "      <td>Richmond</td>\n",
       "      <td>...</td>\n",
       "      <td>FUR-FU-5983</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Furnishings</td>\n",
       "      <td>Seth Thomas 13 1/2\" Wall Clock</td>\n",
       "      <td>71.12</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.05</td>\n",
       "      <td>7.300</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51272</th>\n",
       "      <td>5465</td>\n",
       "      <td>MX-2015-AA1048031-42111</td>\n",
       "      <td>4/17/15</td>\n",
       "      <td>4/20/15</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>AA-1048031</td>\n",
       "      <td>Andrew Allen</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>San JosÃ© de las Lajas</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-AR-3547</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Art</td>\n",
       "      <td>Boston Pens, Easy-Erase</td>\n",
       "      <td>19.32</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.56</td>\n",
       "      <td>1.025</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51273</th>\n",
       "      <td>9309</td>\n",
       "      <td>MX-2015-SL2015518-42258</td>\n",
       "      <td>9/11/15</td>\n",
       "      <td>9/12/15</td>\n",
       "      <td>First Class</td>\n",
       "      <td>SL-2015518</td>\n",
       "      <td>Sara Luxemburg</td>\n",
       "      <td>Home Office</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Vespasiano</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-LA-5403</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Labels</td>\n",
       "      <td>Novimex Shipping Labels, Adjustable</td>\n",
       "      <td>5.92</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>1.023</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51274</th>\n",
       "      <td>5596</td>\n",
       "      <td>MX-2014-SS2041082-41912</td>\n",
       "      <td>9/30/14</td>\n",
       "      <td>10/2/14</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>SS-2041082</td>\n",
       "      <td>Shahid Shariari</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Acayucan</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-BI-4830</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Binders</td>\n",
       "      <td>Ibico Index Tab, Economy</td>\n",
       "      <td>41.64</td>\n",
       "      <td>6</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.72</td>\n",
       "      <td>1.023</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51275</th>\n",
       "      <td>46231</td>\n",
       "      <td>ZA-2012-AS285147-40988</td>\n",
       "      <td>3/20/12</td>\n",
       "      <td>3/25/12</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>AS-285147</td>\n",
       "      <td>Alejandro Savely</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Harare</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-AR-5911</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Art</td>\n",
       "      <td>Sanford Highlighters, Easy-Erase</td>\n",
       "      <td>9.61</td>\n",
       "      <td>2</td>\n",
       "      <td>0.70</td>\n",
       "      <td>-21.17</td>\n",
       "      <td>1.020</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51276</th>\n",
       "      <td>31317</td>\n",
       "      <td>CA-2012-ZD21925140-41147</td>\n",
       "      <td>8/26/12</td>\n",
       "      <td>8/31/12</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>ZD-219251404</td>\n",
       "      <td>Zuschuss Donatelli</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>94109.0</td>\n",
       "      <td>San Francisco</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-BI-6395</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Binders</td>\n",
       "      <td>Wilson Jones Hanging View Binder, White, 1\"</td>\n",
       "      <td>22.72</td>\n",
       "      <td>4</td>\n",
       "      <td>0.20</td>\n",
       "      <td>7.38</td>\n",
       "      <td>3.210</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51277</th>\n",
       "      <td>46582</td>\n",
       "      <td>TU-2015-KF6285134-42337</td>\n",
       "      <td>11/29/15</td>\n",
       "      <td>11/30/15</td>\n",
       "      <td>First Class</td>\n",
       "      <td>KF-6285134</td>\n",
       "      <td>Karen Ferguson</td>\n",
       "      <td>Home Office</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Midyat</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-AR-3546</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Art</td>\n",
       "      <td>Boston Pens, Blue</td>\n",
       "      <td>34.13</td>\n",
       "      <td>6</td>\n",
       "      <td>0.60</td>\n",
       "      <td>-49.57</td>\n",
       "      <td>1.020</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51278</th>\n",
       "      <td>10410</td>\n",
       "      <td>ES-2012-LR1703548-41245</td>\n",
       "      <td>12/2/12</td>\n",
       "      <td>12/2/12</td>\n",
       "      <td>Same Day</td>\n",
       "      <td>LR-1703548</td>\n",
       "      <td>Lisa Ryan</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hamburg</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-BI-2900</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Binders</td>\n",
       "      <td>Acco Binding Machine, Durable</td>\n",
       "      <td>52.59</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.60</td>\n",
       "      <td>1.020</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51279</th>\n",
       "      <td>43818</td>\n",
       "      <td>NI-2012-PO886595-41159</td>\n",
       "      <td>9/7/12</td>\n",
       "      <td>9/9/12</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>PO-886595</td>\n",
       "      <td>Patrick O'Donnell</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Lagos</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-AR-6113</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Art</td>\n",
       "      <td>Stanley Highlighters, Water Color</td>\n",
       "      <td>5.36</td>\n",
       "      <td>1</td>\n",
       "      <td>0.70</td>\n",
       "      <td>-6.46</td>\n",
       "      <td>1.020</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51280</th>\n",
       "      <td>35112</td>\n",
       "      <td>CA-2014-ZD21925140-41829</td>\n",
       "      <td>7/9/14</td>\n",
       "      <td>7/9/14</td>\n",
       "      <td>Same Day</td>\n",
       "      <td>ZD-219251408</td>\n",
       "      <td>Zuschuss Donatelli</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>32216.0</td>\n",
       "      <td>Jacksonville</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-PA-6474</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Paper</td>\n",
       "      <td>Xerox 1921</td>\n",
       "      <td>15.98</td>\n",
       "      <td>2</td>\n",
       "      <td>0.20</td>\n",
       "      <td>5.00</td>\n",
       "      <td>2.010</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51281</th>\n",
       "      <td>6039</td>\n",
       "      <td>MX-2015-HG1502518-42164</td>\n",
       "      <td>6/9/15</td>\n",
       "      <td>6/11/15</td>\n",
       "      <td>First Class</td>\n",
       "      <td>HG-1502518</td>\n",
       "      <td>Hunter Glantz</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BraganÃ§a Paulista</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-PA-4475</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Paper</td>\n",
       "      <td>Green Bar Message Books, Multicolor</td>\n",
       "      <td>84.00</td>\n",
       "      <td>5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9.20</td>\n",
       "      <td>1.019</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51282</th>\n",
       "      <td>24175</td>\n",
       "      <td>IN-2015-DB132707-42221</td>\n",
       "      <td>8/5/15</td>\n",
       "      <td>8/10/15</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>DB-132707</td>\n",
       "      <td>Deborah Brumfield</td>\n",
       "      <td>Home Office</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Townsville</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-BI-3253</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Binders</td>\n",
       "      <td>Avery Binder, Economy</td>\n",
       "      <td>58.05</td>\n",
       "      <td>5</td>\n",
       "      <td>0.10</td>\n",
       "      <td>19.95</td>\n",
       "      <td>1.010</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51283</th>\n",
       "      <td>24105</td>\n",
       "      <td>IN-2015-KH1633058-42154</td>\n",
       "      <td>5/30/15</td>\n",
       "      <td>5/30/15</td>\n",
       "      <td>Same Day</td>\n",
       "      <td>KH-1633058</td>\n",
       "      <td>Katharine Harms</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Lucknow</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-PA-4007</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Paper</td>\n",
       "      <td>Eaton Parchment Paper, Premium</td>\n",
       "      <td>26.94</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.86</td>\n",
       "      <td>1.010</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51284</th>\n",
       "      <td>9922</td>\n",
       "      <td>MX-2013-KM1637593-41636</td>\n",
       "      <td>12/28/13</td>\n",
       "      <td>12/31/13</td>\n",
       "      <td>First Class</td>\n",
       "      <td>KM-1637593</td>\n",
       "      <td>Katherine Murray</td>\n",
       "      <td>Home Office</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Managua</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-PA-5876</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Paper</td>\n",
       "      <td>SanDisk Message Books, 8.5 x 11</td>\n",
       "      <td>18.64</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>1.010</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51285</th>\n",
       "      <td>29002</td>\n",
       "      <td>IN-2015-KE1642066-42174</td>\n",
       "      <td>6/19/15</td>\n",
       "      <td>6/19/15</td>\n",
       "      <td>Same Day</td>\n",
       "      <td>KE-1642066</td>\n",
       "      <td>Katrina Edelman</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kure</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-FA-3072</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Fasteners</td>\n",
       "      <td>Advantus Thumb Tacks, 12 Pack</td>\n",
       "      <td>65.10</td>\n",
       "      <td>5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.50</td>\n",
       "      <td>1.010</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51286</th>\n",
       "      <td>34337</td>\n",
       "      <td>US-2014-ZD21925140-41765</td>\n",
       "      <td>5/6/14</td>\n",
       "      <td>5/10/14</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>ZD-219251408</td>\n",
       "      <td>Zuschuss Donatelli</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>37421.0</td>\n",
       "      <td>Chattanooga</td>\n",
       "      <td>...</td>\n",
       "      <td>FUR-FU-4070</td>\n",
       "      <td>Furniture</td>\n",
       "      <td>Furnishings</td>\n",
       "      <td>Eldon Image Series Desk Accessories, Burgundy</td>\n",
       "      <td>16.72</td>\n",
       "      <td>5</td>\n",
       "      <td>0.20</td>\n",
       "      <td>3.34</td>\n",
       "      <td>1.930</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51287</th>\n",
       "      <td>31315</td>\n",
       "      <td>CA-2012-ZD21925140-41147</td>\n",
       "      <td>8/26/12</td>\n",
       "      <td>8/31/12</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>ZD-219251404</td>\n",
       "      <td>Zuschuss Donatelli</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>94109.0</td>\n",
       "      <td>San Francisco</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-AR-5321</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Art</td>\n",
       "      <td>Newell 341</td>\n",
       "      <td>8.56</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.48</td>\n",
       "      <td>1.580</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51288</th>\n",
       "      <td>9596</td>\n",
       "      <td>MX-2013-RB1979518-41322</td>\n",
       "      <td>2/17/13</td>\n",
       "      <td>2/21/13</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>RB-1979518</td>\n",
       "      <td>Ross Baird</td>\n",
       "      <td>Home Office</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valinhos</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-BI-2919</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Binders</td>\n",
       "      <td>Acco Index Tab, Economy</td>\n",
       "      <td>13.44</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.40</td>\n",
       "      <td>1.003</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51289</th>\n",
       "      <td>6147</td>\n",
       "      <td>MX-2013-MC1810093-41416</td>\n",
       "      <td>5/22/13</td>\n",
       "      <td>5/26/13</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>MC-1810093</td>\n",
       "      <td>Mick Crebagga</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tipitapa</td>\n",
       "      <td>...</td>\n",
       "      <td>OFF-PA-3990</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Paper</td>\n",
       "      <td>Eaton Computer Printout Paper, 8.5 x 11</td>\n",
       "      <td>61.38</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.80</td>\n",
       "      <td>1.002</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>51290 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Row.ID                  Order.ID Order.Date Ship.Date       Ship.Mode  \\\n",
       "0       40098  CA-2014-AB10015140-41954   11/11/14  11/13/14     First Class   \n",
       "1       26341    IN-2014-JR162107-41675     2/5/14    2/7/14    Second Class   \n",
       "2       25330    IN-2014-CR127307-41929   10/17/14  10/18/14     First Class   \n",
       "3       13524   ES-2014-KM1637548-41667    1/28/14   1/30/14     First Class   \n",
       "4       47221   SG-2014-RH9495111-41948    11/5/14   11/6/14        Same Day   \n",
       "5       22732    IN-2014-JM156557-41818    6/28/14    7/1/14    Second Class   \n",
       "6       30570   IN-2012-TS2134092-41219    11/6/12   11/8/12     First Class   \n",
       "7       31192   IN-2013-MB1808592-41378    4/14/13   4/18/13  Standard Class   \n",
       "8       40099  CA-2014-AB10015140-41954   11/11/14  11/13/14     First Class   \n",
       "9       36258  CA-2012-AB10015140-40974     3/6/12    3/7/12     First Class   \n",
       "10      36259  CA-2012-AB10015140-40974     3/6/12    3/7/12     First Class   \n",
       "11      28879    ID-2013-AJ107801-41383    4/19/13   4/22/13     First Class   \n",
       "12      45794   SA-2012-MM7260110-41269   12/26/12  12/28/12    Second Class   \n",
       "13       4132   MX-2013-VF2171518-41591   11/13/13  11/13/13        Same Day   \n",
       "14      27704   IN-2014-PF1912027-41796     6/6/14    6/8/14    Second Class   \n",
       "15      13779   ES-2015-BP1118545-42216    7/31/15    8/3/15    Second Class   \n",
       "16      39519  CA-2012-AB10015140-40958    2/19/12   2/25/12  Standard Class   \n",
       "17      12069   ES-2015-PJ1883564-42255     9/8/15   9/14/15  Standard Class   \n",
       "18      22096    IN-2015-JS156857-42035    1/31/15    2/1/15     First Class   \n",
       "19      49463   TZ-2015-RH9555129-42343    12/5/15   12/7/15    Second Class   \n",
       "20      46630    PL-2013-AB600103-41494     8/8/13   8/10/13     First Class   \n",
       "21      36260  CA-2012-AB10015140-40974     3/6/12    3/7/12     First Class   \n",
       "22      21586   IN-2012-JK1532527-41030     5/1/12    5/2/12     First Class   \n",
       "23      13528  ES-2014-LB16795139-41697    2/27/14    3/1/14    Second Class   \n",
       "24       1570   US-2015-NP1832582-42216    7/31/15    8/1/15     First Class   \n",
       "25       3484   MX-2015-VD2167039-42252     9/5/15    9/8/15     First Class   \n",
       "26      30191  IN-2012-PB19210127-41259   12/16/12  12/19/12     First Class   \n",
       "27      11645   ES-2012-EB1411048-40981    3/13/12   3/16/12    Second Class   \n",
       "28      38460  CA-2012-AH10030140-41020    4/21/12   4/23/12    Second Class   \n",
       "29      22999   IN-2013-BP1123058-41329    2/24/13   2/24/13        Same Day   \n",
       "...       ...                       ...        ...       ...             ...   \n",
       "51260   35398  US-2015-ZC21910140-42175    6/20/15   6/24/15  Standard Class   \n",
       "51261   35111  CA-2014-ZD21925140-41829     7/9/14    7/9/14        Same Day   \n",
       "51262   31316  CA-2012-ZD21925140-41147    8/26/12   8/31/12    Second Class   \n",
       "51263    6367   MX-2012-BP1123082-41264   12/21/12  12/25/12  Standard Class   \n",
       "51264   22589    IN-2015-AO108107-42333   11/25/15  11/30/15  Standard Class   \n",
       "51265   37195  CA-2014-ZD21925140-41733     4/4/14   4/10/14  Standard Class   \n",
       "51266   27081  ID-2013-EK13795102-41496    8/10/13   8/11/13     First Class   \n",
       "51267   39638  CA-2015-ZD21925140-42167    6/12/15   6/15/15     First Class   \n",
       "51268   47274   SA-2015-JW6075110-42103     4/9/15   4/13/15  Standard Class   \n",
       "51269   15975  ES-2012-MM18055139-41038     5/9/12   5/13/12  Standard Class   \n",
       "51270   13800   ES-2015-NM1852045-42221     8/5/15   8/11/15  Standard Class   \n",
       "51271   37194  CA-2014-ZD21925140-41733     4/4/14   4/10/14  Standard Class   \n",
       "51272    5465   MX-2015-AA1048031-42111    4/17/15   4/20/15    Second Class   \n",
       "51273    9309   MX-2015-SL2015518-42258    9/11/15   9/12/15     First Class   \n",
       "51274    5596   MX-2014-SS2041082-41912    9/30/14   10/2/14    Second Class   \n",
       "51275   46231    ZA-2012-AS285147-40988    3/20/12   3/25/12  Standard Class   \n",
       "51276   31317  CA-2012-ZD21925140-41147    8/26/12   8/31/12    Second Class   \n",
       "51277   46582   TU-2015-KF6285134-42337   11/29/15  11/30/15     First Class   \n",
       "51278   10410   ES-2012-LR1703548-41245    12/2/12   12/2/12        Same Day   \n",
       "51279   43818    NI-2012-PO886595-41159     9/7/12    9/9/12    Second Class   \n",
       "51280   35112  CA-2014-ZD21925140-41829     7/9/14    7/9/14        Same Day   \n",
       "51281    6039   MX-2015-HG1502518-42164     6/9/15   6/11/15     First Class   \n",
       "51282   24175    IN-2015-DB132707-42221     8/5/15   8/10/15  Standard Class   \n",
       "51283   24105   IN-2015-KH1633058-42154    5/30/15   5/30/15        Same Day   \n",
       "51284    9922   MX-2013-KM1637593-41636   12/28/13  12/31/13     First Class   \n",
       "51285   29002   IN-2015-KE1642066-42174    6/19/15   6/19/15        Same Day   \n",
       "51286   34337  US-2014-ZD21925140-41765     5/6/14   5/10/14  Standard Class   \n",
       "51287   31315  CA-2012-ZD21925140-41147    8/26/12   8/31/12    Second Class   \n",
       "51288    9596   MX-2013-RB1979518-41322    2/17/13   2/21/13  Standard Class   \n",
       "51289    6147   MX-2013-MC1810093-41416    5/22/13   5/26/13    Second Class   \n",
       "\n",
       "        Customer.ID       Customer.Name      Segment  Postal.Code  \\\n",
       "0      AB-100151402       Aaron Bergman     Consumer      73120.0   \n",
       "1         JR-162107       Justin Ritter    Corporate          NaN   \n",
       "2         CR-127307        Craig Reiter     Consumer          NaN   \n",
       "3        KM-1637548    Katherine Murray  Home Office          NaN   \n",
       "4        RH-9495111         Rick Hansen     Consumer          NaN   \n",
       "5         JM-156557         Jim Mitchum    Corporate          NaN   \n",
       "6        TS-2134092       Toby Swindell     Consumer          NaN   \n",
       "7        MB-1808592          Mick Brown     Consumer          NaN   \n",
       "8      AB-100151402       Aaron Bergman     Consumer      73120.0   \n",
       "9      AB-100151404       Aaron Bergman     Consumer      98103.0   \n",
       "10     AB-100151404       Aaron Bergman     Consumer      98103.0   \n",
       "11        AJ-107801      Anthony Jacobs    Corporate          NaN   \n",
       "12       MM-7260110     Magdelene Morse     Consumer          NaN   \n",
       "13       VF-2171518      Vicky Freymann  Home Office          NaN   \n",
       "14       PF-1912027        Peter Fuller     Consumer          NaN   \n",
       "15       BP-1118545        Ben Peterman    Corporate          NaN   \n",
       "16     AB-100151402       Aaron Bergman     Consumer      76017.0   \n",
       "17       PJ-1883564       Patrick Jones    Corporate          NaN   \n",
       "18        JS-156857            Jim Sink    Corporate          NaN   \n",
       "19       RH-9555129     Ritsa Hightower     Consumer          NaN   \n",
       "20        AB-600103           Ann Blume    Corporate          NaN   \n",
       "21     AB-100151404       Aaron Bergman     Consumer      98103.0   \n",
       "22       JK-1532527   Jason Klamczynski    Corporate          NaN   \n",
       "23      LB-16795139      Laurel Beltran  Home Office          NaN   \n",
       "24       NP-1832582        Naresj Patel     Consumer          NaN   \n",
       "25       VD-2167039   Valerie Dominguez     Consumer          NaN   \n",
       "26      PB-19210127      Phillip Breyer    Corporate          NaN   \n",
       "27       EB-1411048      Eugene Barchas     Consumer          NaN   \n",
       "28     AH-100301406       Aaron Hawkins    Corporate      12180.0   \n",
       "29       BP-1123058  Benjamin Patterson     Consumer          NaN   \n",
       "...             ...                 ...          ...          ...   \n",
       "51260  ZC-219101402    Zuschuss Carroll     Consumer      77095.0   \n",
       "51261  ZD-219251408  Zuschuss Donatelli     Consumer      32216.0   \n",
       "51262  ZD-219251404  Zuschuss Donatelli     Consumer      94109.0   \n",
       "51263    BP-1123082  Benjamin Patterson     Consumer          NaN   \n",
       "51264     AO-108107   Anthony O'Donnell    Corporate          NaN   \n",
       "51265  ZD-219251402  Zuschuss Donatelli     Consumer      47374.0   \n",
       "51266   EK-13795102       Eileen Kiefer  Home Office          NaN   \n",
       "51267  ZD-219251404  Zuschuss Donatelli     Consumer      90036.0   \n",
       "51268    JW-6075110          Julia West     Consumer          NaN   \n",
       "51269   MM-18055139      Michelle Moray     Consumer          NaN   \n",
       "51270    NM-1852045        Neoma Murray     Consumer          NaN   \n",
       "51271  ZD-219251402  Zuschuss Donatelli     Consumer      47374.0   \n",
       "51272    AA-1048031        Andrew Allen     Consumer          NaN   \n",
       "51273    SL-2015518      Sara Luxemburg  Home Office          NaN   \n",
       "51274    SS-2041082     Shahid Shariari     Consumer          NaN   \n",
       "51275     AS-285147    Alejandro Savely    Corporate          NaN   \n",
       "51276  ZD-219251404  Zuschuss Donatelli     Consumer      94109.0   \n",
       "51277    KF-6285134      Karen Ferguson  Home Office          NaN   \n",
       "51278    LR-1703548           Lisa Ryan    Corporate          NaN   \n",
       "51279     PO-886595   Patrick O'Donnell     Consumer          NaN   \n",
       "51280  ZD-219251408  Zuschuss Donatelli     Consumer      32216.0   \n",
       "51281    HG-1502518       Hunter Glantz     Consumer          NaN   \n",
       "51282     DB-132707   Deborah Brumfield  Home Office          NaN   \n",
       "51283    KH-1633058     Katharine Harms    Corporate          NaN   \n",
       "51284    KM-1637593    Katherine Murray  Home Office          NaN   \n",
       "51285    KE-1642066     Katrina Edelman    Corporate          NaN   \n",
       "51286  ZD-219251408  Zuschuss Donatelli     Consumer      37421.0   \n",
       "51287  ZD-219251404  Zuschuss Donatelli     Consumer      94109.0   \n",
       "51288    RB-1979518          Ross Baird  Home Office          NaN   \n",
       "51289    MC-1810093       Mick Crebagga     Consumer          NaN   \n",
       "\n",
       "                         City       ...         Product.ID         Category  \\\n",
       "0               Oklahoma City       ...        TEC-PH-5816       Technology   \n",
       "1                  Wollongong       ...        FUR-CH-5379        Furniture   \n",
       "2                    Brisbane       ...        TEC-PH-5356       Technology   \n",
       "3                      Berlin       ...        TEC-PH-5267       Technology   \n",
       "4                       Dakar       ...        TEC-CO-6011       Technology   \n",
       "5                      Sydney       ...        TEC-PH-5842       Technology   \n",
       "6                     Porirua       ...        FUR-CH-5378        Furniture   \n",
       "7                    Hamilton       ...        FUR-TA-3764        Furniture   \n",
       "8               Oklahoma City       ...        FUR-BO-5957        Furniture   \n",
       "9                     Seattle       ...        FUR-CH-4421        Furniture   \n",
       "10                    Seattle       ...        OFF-AR-5309  Office Supplies   \n",
       "11                      Kabul       ...        FUR-TA-3420        Furniture   \n",
       "12                      Jizan       ...        TEC-PH-3807       Technology   \n",
       "13                     Toledo       ...        FUR-CH-4530        Furniture   \n",
       "14                 Mudanjiang       ...        OFF-AP-4959  Office Supplies   \n",
       "15                      Paris       ...        OFF-AP-3575  Office Supplies   \n",
       "16                  Arlington       ...        OFF-ST-3078  Office Supplies   \n",
       "17                      Prato       ...        OFF-AP-4743  Office Supplies   \n",
       "18                 Townsville       ...        TEC-CO-3597       Technology   \n",
       "19                     Uvinza       ...        OFF-AP-4967  Office Supplies   \n",
       "20                      Bytom       ...        FUR-TA-4644        Furniture   \n",
       "21                    Seattle       ...        OFF-ST-3744  Office Supplies   \n",
       "22                     Suzhou       ...        FUR-CH-5774        Furniture   \n",
       "23                  Edinburgh       ...        OFF-AP-4960  Office Supplies   \n",
       "24                    JuÃ¡rez       ...        TEC-PH-5268       Technology   \n",
       "25                  Soyapango       ...        FUR-TA-4643        Furniture   \n",
       "26                     Taipei       ...        FUR-TA-5060        Furniture   \n",
       "27                    Leipzig       ...        OFF-AP-4743  Office Supplies   \n",
       "28                       Troy       ...        OFF-FA-6129  Office Supplies   \n",
       "29                      Surat       ...        FUR-CH-5443        Furniture   \n",
       "...                       ...       ...                ...              ...   \n",
       "51260                 Houston       ...        OFF-AP-4739  Office Supplies   \n",
       "51261            Jacksonville       ...        TEC-PH-4895       Technology   \n",
       "51262           San Francisco       ...        TEC-PH-3808       Technology   \n",
       "51263                  Toluca       ...        OFF-BI-2894  Office Supplies   \n",
       "51264                   Perth       ...        OFF-EN-4447  Office Supplies   \n",
       "51265                Richmond       ...        TEC-PH-5612       Technology   \n",
       "51266                   Pasig       ...        OFF-PA-4148  Office Supplies   \n",
       "51267             Los Angeles       ...        OFF-AP-4929  Office Supplies   \n",
       "51268                  Riyadh       ...        OFF-BI-3735  Office Supplies   \n",
       "51269                  Dudley       ...        OFF-AR-6120  Office Supplies   \n",
       "51270                Chartres       ...        OFF-LA-3273  Office Supplies   \n",
       "51271                Richmond       ...        FUR-FU-5983        Furniture   \n",
       "51272  San JosÃ© de las Lajas       ...        OFF-AR-3547  Office Supplies   \n",
       "51273              Vespasiano       ...        OFF-LA-5403  Office Supplies   \n",
       "51274                Acayucan       ...        OFF-BI-4830  Office Supplies   \n",
       "51275                  Harare       ...        OFF-AR-5911  Office Supplies   \n",
       "51276           San Francisco       ...        OFF-BI-6395  Office Supplies   \n",
       "51277                  Midyat       ...        OFF-AR-3546  Office Supplies   \n",
       "51278                 Hamburg       ...        OFF-BI-2900  Office Supplies   \n",
       "51279                   Lagos       ...        OFF-AR-6113  Office Supplies   \n",
       "51280            Jacksonville       ...        OFF-PA-6474  Office Supplies   \n",
       "51281      BraganÃ§a Paulista       ...        OFF-PA-4475  Office Supplies   \n",
       "51282              Townsville       ...        OFF-BI-3253  Office Supplies   \n",
       "51283                 Lucknow       ...        OFF-PA-4007  Office Supplies   \n",
       "51284                 Managua       ...        OFF-PA-5876  Office Supplies   \n",
       "51285                    Kure       ...        OFF-FA-3072  Office Supplies   \n",
       "51286             Chattanooga       ...        FUR-FU-4070        Furniture   \n",
       "51287           San Francisco       ...        OFF-AR-5321  Office Supplies   \n",
       "51288                Valinhos       ...        OFF-BI-2919  Office Supplies   \n",
       "51289                Tipitapa       ...        OFF-PA-3990  Office Supplies   \n",
       "\n",
       "      Sub.Category                                       Product.Name  \\\n",
       "0           Phones                                   Samsung Convoy 3   \n",
       "1           Chairs          Novimex Executive Leather Armchair, Black   \n",
       "2           Phones                  Nokia Smart Phone, with Caller ID   \n",
       "3           Phones                     Motorola Smart Phone, Cordless   \n",
       "4          Copiers                     Sharp Wireless Fax, High-Speed   \n",
       "5           Phones                Samsung Smart Phone, with Caller ID   \n",
       "6           Chairs     Novimex Executive Leather Armchair, Adjustable   \n",
       "7           Tables       Chromcraft Conference Table, Fully Assembled   \n",
       "8        Bookcases  Sauder Facets Collection Library, Sky Alder Fi...   \n",
       "9           Chairs         Global Push Button Manager's Chair, Indigo   \n",
       "10             Art                                         Newell 330   \n",
       "11          Tables            Bevis Conference Table, Fully Assembled   \n",
       "12          Phones                  Cisco Smart Phone, with Caller ID   \n",
       "13          Chairs  Harbour Creations Executive Leather Armchair, ...   \n",
       "14      Appliances                        KitchenAid Microwave, White   \n",
       "15      Appliances                         Breville Refrigerator, Red   \n",
       "16         Storage                                 Akro Stacking Bins   \n",
       "17      Appliances                                  Hoover Stove, Red   \n",
       "18         Copiers                    Brother Fax Machine, High-Speed   \n",
       "19      Appliances                            KitchenAid Stove, White   \n",
       "20          Tables            Hon Computer Table, with Bottom Storage   \n",
       "21         Storage            Carina 42\"Hx23 3/4\"W Media Storage Unit   \n",
       "22          Chairs            SAFCO Executive Leather Armchair, Black   \n",
       "23      Appliances                     KitchenAid Refrigerator, Black   \n",
       "24          Phones                    Motorola Smart Phone, Full Size   \n",
       "25          Tables                Hon Computer Table, Fully Assembled   \n",
       "26          Tables        Lesro Conference Table, with Bottom Storage   \n",
       "27      Appliances                                  Hoover Stove, Red   \n",
       "28       Fasteners                                            Staples   \n",
       "29          Chairs        Office Star Executive Leather Armchair, Red   \n",
       "...            ...                                                ...   \n",
       "51260   Appliances  Hoover Replacement Belt for Commercial Guardsm...   \n",
       "51261       Phones           Jabra SPEAK 410 Multidevice Speakerphone   \n",
       "51262       Phones                            Cisco SPA 501G IP Phone   \n",
       "51263      Binders                       Acco Binder Covers, Recycled   \n",
       "51264    Envelopes                GlobeWeis Manila Envelope, Recycled   \n",
       "51265       Phones     Plantronics Voyager Pro HD - Bluetooth Headset   \n",
       "51266        Paper        Enermax Computer Printout Paper, Multicolor   \n",
       "51267   Appliances  Kensington 6 Outlet Guardian Standard Surge Pr...   \n",
       "51268      Binders              Cardinal Hole Reinforcements, Economy   \n",
       "51269          Art              Stanley Pencil Sharpener, Water Color   \n",
       "51270       Labels             Avery File Folder Labels, Alphabetical   \n",
       "51271  Furnishings                     Seth Thomas 13 1/2\" Wall Clock   \n",
       "51272          Art                            Boston Pens, Easy-Erase   \n",
       "51273       Labels                Novimex Shipping Labels, Adjustable   \n",
       "51274      Binders                           Ibico Index Tab, Economy   \n",
       "51275          Art                   Sanford Highlighters, Easy-Erase   \n",
       "51276      Binders        Wilson Jones Hanging View Binder, White, 1\"   \n",
       "51277          Art                                  Boston Pens, Blue   \n",
       "51278      Binders                      Acco Binding Machine, Durable   \n",
       "51279          Art                  Stanley Highlighters, Water Color   \n",
       "51280        Paper                                         Xerox 1921   \n",
       "51281        Paper                Green Bar Message Books, Multicolor   \n",
       "51282      Binders                              Avery Binder, Economy   \n",
       "51283        Paper                     Eaton Parchment Paper, Premium   \n",
       "51284        Paper                    SanDisk Message Books, 8.5 x 11   \n",
       "51285    Fasteners                      Advantus Thumb Tacks, 12 Pack   \n",
       "51286  Furnishings      Eldon Image Series Desk Accessories, Burgundy   \n",
       "51287          Art                                         Newell 341   \n",
       "51288      Binders                            Acco Index Tab, Economy   \n",
       "51289        Paper            Eaton Computer Printout Paper, 8.5 x 11   \n",
       "\n",
       "         Sales Quantity Discount   Profit  Shipping.Cost  Order.Priority  \n",
       "0       221.98        2     0.00    62.15         40.770            High  \n",
       "1      3709.40        9     0.10  -288.77        923.630        Critical  \n",
       "2      5175.17        9     0.10   919.97        915.490          Medium  \n",
       "3      2892.51        5     0.10   -96.54        910.160          Medium  \n",
       "4      2832.96        8     0.00   311.52        903.040        Critical  \n",
       "5      2862.68        5     0.10   763.28        897.350        Critical  \n",
       "6      1822.08        4     0.00   564.84        894.770        Critical  \n",
       "7      5244.84        6     0.00   996.48        878.380            High  \n",
       "8       341.96        2     0.00    54.71         25.270            High  \n",
       "9        48.71        1     0.20     5.48         11.130            High  \n",
       "10       17.94        3     0.00     4.66          4.290            High  \n",
       "11     4626.15        5     0.00   647.55        835.570            High  \n",
       "12     2616.96        4     0.00  1151.40        832.410        Critical  \n",
       "13     2221.80        7     0.00   622.02        810.250        Critical  \n",
       "14     3701.52       12     0.00  1036.08        804.540        Critical  \n",
       "15     1869.59        4     0.10   186.95        801.660        Critical  \n",
       "16       12.62        2     0.20    -2.52          1.970             Low  \n",
       "17     7958.58       14     0.00  3979.08        778.320             Low  \n",
       "18     2565.59        9     0.10    28.40        766.930        Critical  \n",
       "19     3409.74        6     0.00   818.28        763.380            High  \n",
       "20     1977.72        4     0.00   276.84        759.470        Critical  \n",
       "21      242.94        3     0.00     4.86          1.280            High  \n",
       "22     2754.00        6     0.00   358.02        752.470        Critical  \n",
       "23     5273.70       10     0.00  1898.40        730.910            High  \n",
       "24     1713.84        4     0.00   445.52        728.968        Critical  \n",
       "25     2106.50        8     0.20   526.50        728.389        Critical  \n",
       "26     1715.16        2     0.00   720.36        725.570        Critical  \n",
       "27     3069.74        6     0.10  1364.24        725.340        Critical  \n",
       "28      247.84        8     0.00   121.44         55.200        Critical  \n",
       "29     1878.72        4     0.00   582.36        704.080        Critical  \n",
       "...        ...      ...      ...      ...            ...             ...  \n",
       "51260     0.44        1     0.80    -1.11          1.010          Medium  \n",
       "51261   823.96        5     0.20    51.50         69.660          Medium  \n",
       "51262   213.48        3     0.20    16.01         14.750            High  \n",
       "51263    36.48        4     0.00     3.28          1.039          Medium  \n",
       "51264    47.14        2     0.10     8.86          1.030          Medium  \n",
       "51265   259.96        4     0.00   124.78         11.840          Medium  \n",
       "51266    49.30        3     0.45   -18.83          1.030          Medium  \n",
       "51267    61.44        3     0.00    16.59          8.470            High  \n",
       "51268     5.34        1     0.00     2.16          1.030          Medium  \n",
       "51269   200.40        8     0.00    12.00          1.030          Medium  \n",
       "51270    17.88        2     0.00     5.88          1.030          Medium  \n",
       "51271    71.12        4     0.00    22.05          7.300          Medium  \n",
       "51272    19.32        2     0.00     0.56          1.025          Medium  \n",
       "51273     5.92        1     0.00     0.04          1.023            High  \n",
       "51274    41.64        6     0.00     3.72          1.023            High  \n",
       "51275     9.61        2     0.70   -21.17          1.020          Medium  \n",
       "51276    22.72        4     0.20     7.38          3.210            High  \n",
       "51277    34.13        6     0.60   -49.57          1.020          Medium  \n",
       "51278    52.59        1     0.00    12.60          1.020          Medium  \n",
       "51279     5.36        1     0.70    -6.46          1.020            High  \n",
       "51280    15.98        2     0.20     5.00          2.010          Medium  \n",
       "51281    84.00        5     0.00     9.20          1.019            High  \n",
       "51282    58.05        5     0.10    19.95          1.010          Medium  \n",
       "51283    26.94        2     0.00     1.86          1.010            High  \n",
       "51284    18.64        1     0.00     8.00          1.010          Medium  \n",
       "51285    65.10        5     0.00     4.50          1.010          Medium  \n",
       "51286    16.72        5     0.20     3.34          1.930            High  \n",
       "51287     8.56        2     0.00     2.48          1.580            High  \n",
       "51288    13.44        2     0.00     2.40          1.003          Medium  \n",
       "51289    61.38        3     0.00     1.80          1.002            High  \n",
       "\n",
       "[51290 rows x 24 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('Orders.csv',encoding = \"ISO-8859-1\",index_col = False)\n",
    "data1 = data[:10]\n",
    "data.Profit = data.Profit.map(lambda x: int(x.replace(\"$\",\"\").replace(\".\",\"\").replace(\",\",\"\"))/100)\n",
    "data.Sales = data.Sales.map(lambda x: int(x.replace(\"$\",\"\").replace(\".\",\"\").replace(\",\",\"\"))/100)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "data1['Order.Date']\n",
    "data['Order.Date'] = data['Order.Date'].map(lambda x: datetime.strptime(x,'%m/%d/%y'))\n",
    "#data1['Order.Date'] = date(data1['Order.Date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['Month'] = 2\n",
    "data['Year'] = 1\n",
    "data['Month'] = data['Order.Date'].map(lambda x: x.strftime(\"%B\"))\n",
    "data['Year'] = data['Order.Date'].map(lambda x: x.strftime(\"%Y\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "month_ = data.groupby('Month')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c5ec6b6550>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = month_['Quantity'].agg(sum)\n",
    "x.plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "m_c = data.groupby(['Order.Date','Category']).agg(sum)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c5e9ecf0f0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "m_c['Quantity'].plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Row.ID</th>\n",
       "      <th>Order ID</th>\n",
       "      <th>Order.Date</th>\n",
       "      <th>Ship.Date</th>\n",
       "      <th>Ship.Mode</th>\n",
       "      <th>Customer.ID</th>\n",
       "      <th>Customer.Name</th>\n",
       "      <th>Segment</th>\n",
       "      <th>Postal.Code</th>\n",
       "      <th>City</th>\n",
       "      <th>...</th>\n",
       "      <th>Sub.Category</th>\n",
       "      <th>Product.Name</th>\n",
       "      <th>Sales</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>Discount</th>\n",
       "      <th>Profit</th>\n",
       "      <th>Shipping.Cost</th>\n",
       "      <th>Order.Priority</th>\n",
       "      <th>Month</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40098</td>\n",
       "      <td>CA-2014-AB10015140-41954</td>\n",
       "      <td>2014-11-11</td>\n",
       "      <td>11/13/14</td>\n",
       "      <td>First Class</td>\n",
       "      <td>AB-100151402</td>\n",
       "      <td>Aaron Bergman</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>73120.0</td>\n",
       "      <td>Oklahoma City</td>\n",
       "      <td>...</td>\n",
       "      <td>Phones</td>\n",
       "      <td>Samsung Convoy 3</td>\n",
       "      <td>221.98</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>62.15</td>\n",
       "      <td>40.770</td>\n",
       "      <td>High</td>\n",
       "      <td>November</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>26341</td>\n",
       "      <td>IN-2014-JR162107-41675</td>\n",
       "      <td>2014-02-05</td>\n",
       "      <td>2/7/14</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>JR-162107</td>\n",
       "      <td>Justin Ritter</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wollongong</td>\n",
       "      <td>...</td>\n",
       "      <td>Chairs</td>\n",
       "      <td>Novimex Executive Leather Armchair, Black</td>\n",
       "      <td>3709.40</td>\n",
       "      <td>9</td>\n",
       "      <td>0.10</td>\n",
       "      <td>-288.77</td>\n",
       "      <td>923.630</td>\n",
       "      <td>Critical</td>\n",
       "      <td>February</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>25330</td>\n",
       "      <td>IN-2014-CR127307-41929</td>\n",
       "      <td>2014-10-17</td>\n",
       "      <td>10/18/14</td>\n",
       "      <td>First Class</td>\n",
       "      <td>CR-127307</td>\n",
       "      <td>Craig Reiter</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brisbane</td>\n",
       "      <td>...</td>\n",
       "      <td>Phones</td>\n",
       "      <td>Nokia Smart Phone, with Caller ID</td>\n",
       "      <td>5175.17</td>\n",
       "      <td>9</td>\n",
       "      <td>0.10</td>\n",
       "      <td>919.97</td>\n",
       "      <td>915.490</td>\n",
       "      <td>Medium</td>\n",
       "      <td>October</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>13524</td>\n",
       "      <td>ES-2014-KM1637548-41667</td>\n",
       "      <td>2014-01-28</td>\n",
       "      <td>1/30/14</td>\n",
       "      <td>First Class</td>\n",
       "      <td>KM-1637548</td>\n",
       "      <td>Katherine Murray</td>\n",
       "      <td>Home Office</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Berlin</td>\n",
       "      <td>...</td>\n",
       "      <td>Phones</td>\n",
       "      <td>Motorola Smart Phone, Cordless</td>\n",
       "      <td>2892.51</td>\n",
       "      <td>5</td>\n",
       "      <td>0.10</td>\n",
       "      <td>-96.54</td>\n",
       "      <td>910.160</td>\n",
       "      <td>Medium</td>\n",
       "      <td>January</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>47221</td>\n",
       "      <td>SG-2014-RH9495111-41948</td>\n",
       "      <td>2014-11-05</td>\n",
       "      <td>11/6/14</td>\n",
       "      <td>Same Day</td>\n",
       "      <td>RH-9495111</td>\n",
       "      <td>Rick Hansen</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dakar</td>\n",
       "      <td>...</td>\n",
       "      <td>Copiers</td>\n",
       "      <td>Sharp Wireless Fax, High-Speed</td>\n",
       "      <td>2832.96</td>\n",
       "      <td>8</td>\n",
       "      <td>0.00</td>\n",
       "      <td>311.52</td>\n",
       "      <td>903.040</td>\n",
       "      <td>Critical</td>\n",
       "      <td>November</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>22732</td>\n",
       "      <td>IN-2014-JM156557-41818</td>\n",
       "      <td>2014-06-28</td>\n",
       "      <td>7/1/14</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>JM-156557</td>\n",
       "      <td>Jim Mitchum</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>...</td>\n",
       "      <td>Phones</td>\n",
       "      <td>Samsung Smart Phone, with Caller ID</td>\n",
       "      <td>2862.68</td>\n",
       "      <td>5</td>\n",
       "      <td>0.10</td>\n",
       "      <td>763.28</td>\n",
       "      <td>897.350</td>\n",
       "      <td>Critical</td>\n",
       "      <td>June</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>30570</td>\n",
       "      <td>IN-2012-TS2134092-41219</td>\n",
       "      <td>2012-11-06</td>\n",
       "      <td>11/8/12</td>\n",
       "      <td>First Class</td>\n",
       "      <td>TS-2134092</td>\n",
       "      <td>Toby Swindell</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Porirua</td>\n",
       "      <td>...</td>\n",
       "      <td>Chairs</td>\n",
       "      <td>Novimex Executive Leather Armchair, Adjustable</td>\n",
       "      <td>1822.08</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>564.84</td>\n",
       "      <td>894.770</td>\n",
       "      <td>Critical</td>\n",
       "      <td>November</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>31192</td>\n",
       "      <td>IN-2013-MB1808592-41378</td>\n",
       "      <td>2013-04-14</td>\n",
       "      <td>4/18/13</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>MB-1808592</td>\n",
       "      <td>Mick Brown</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hamilton</td>\n",
       "      <td>...</td>\n",
       "      <td>Tables</td>\n",
       "      <td>Chromcraft Conference Table, Fully Assembled</td>\n",
       "      <td>5244.84</td>\n",
       "      <td>6</td>\n",
       "      <td>0.00</td>\n",
       "      <td>996.48</td>\n",
       "      <td>878.380</td>\n",
       "      <td>High</td>\n",
       "      <td>April</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>40099</td>\n",
       "      <td>CA-2014-AB10015140-41954</td>\n",
       "      <td>2014-11-11</td>\n",
       "      <td>11/13/14</td>\n",
       "      <td>First Class</td>\n",
       "      <td>AB-100151402</td>\n",
       "      <td>Aaron Bergman</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>73120.0</td>\n",
       "      <td>Oklahoma City</td>\n",
       "      <td>...</td>\n",
       "      <td>Bookcases</td>\n",
       "      <td>Sauder Facets Collection Library, Sky Alder Fi...</td>\n",
       "      <td>341.96</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>54.71</td>\n",
       "      <td>25.270</td>\n",
       "      <td>High</td>\n",
       "      <td>November</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>36258</td>\n",
       "      <td>CA-2012-AB10015140-40974</td>\n",
       "      <td>2012-03-06</td>\n",
       "      <td>3/7/12</td>\n",
       "      <td>First Class</td>\n",
       "      <td>AB-100151404</td>\n",
       "      <td>Aaron Bergman</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>98103.0</td>\n",
       "      <td>Seattle</td>\n",
       "      <td>...</td>\n",
       "      <td>Chairs</td>\n",
       "      <td>Global Push Button Manager's Chair, Indigo</td>\n",
       "      <td>48.71</td>\n",
       "      <td>1</td>\n",
       "      <td>0.20</td>\n",
       "      <td>5.48</td>\n",
       "      <td>11.130</td>\n",
       "      <td>High</td>\n",
       "      <td>March</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>36259</td>\n",
       "      <td>CA-2012-AB10015140-40974</td>\n",
       "      <td>2012-03-06</td>\n",
       "      <td>3/7/12</td>\n",
       "      <td>First Class</td>\n",
       "      <td>AB-100151404</td>\n",
       "      <td>Aaron Bergman</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>98103.0</td>\n",
       "      <td>Seattle</td>\n",
       "      <td>...</td>\n",
       "      <td>Art</td>\n",
       "      <td>Newell 330</td>\n",
       "      <td>17.94</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.66</td>\n",
       "      <td>4.290</td>\n",
       "      <td>High</td>\n",
       "      <td>March</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>28879</td>\n",
       "      <td>ID-2013-AJ107801-41383</td>\n",
       "      <td>2013-04-19</td>\n",
       "      <td>4/22/13</td>\n",
       "      <td>First Class</td>\n",
       "      <td>AJ-107801</td>\n",
       "      <td>Anthony Jacobs</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kabul</td>\n",
       "      <td>...</td>\n",
       "      <td>Tables</td>\n",
       "      <td>Bevis Conference Table, Fully Assembled</td>\n",
       "      <td>4626.15</td>\n",
       "      <td>5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>647.55</td>\n",
       "      <td>835.570</td>\n",
       "      <td>High</td>\n",
       "      <td>April</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>45794</td>\n",
       "      <td>SA-2012-MM7260110-41269</td>\n",
       "      <td>2012-12-26</td>\n",
       "      <td>12/28/12</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>MM-7260110</td>\n",
       "      <td>Magdelene Morse</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Jizan</td>\n",
       "      <td>...</td>\n",
       "      <td>Phones</td>\n",
       "      <td>Cisco Smart Phone, with Caller ID</td>\n",
       "      <td>2616.96</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1151.40</td>\n",
       "      <td>832.410</td>\n",
       "      <td>Critical</td>\n",
       "      <td>December</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4132</td>\n",
       "      <td>MX-2013-VF2171518-41591</td>\n",
       "      <td>2013-11-13</td>\n",
       "      <td>11/13/13</td>\n",
       "      <td>Same Day</td>\n",
       "      <td>VF-2171518</td>\n",
       "      <td>Vicky Freymann</td>\n",
       "      <td>Home Office</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Toledo</td>\n",
       "      <td>...</td>\n",
       "      <td>Chairs</td>\n",
       "      <td>Harbour Creations Executive Leather Armchair, ...</td>\n",
       "      <td>2221.80</td>\n",
       "      <td>7</td>\n",
       "      <td>0.00</td>\n",
       "      <td>622.02</td>\n",
       "      <td>810.250</td>\n",
       "      <td>Critical</td>\n",
       "      <td>November</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>27704</td>\n",
       "      <td>IN-2014-PF1912027-41796</td>\n",
       "      <td>2014-06-06</td>\n",
       "      <td>6/8/14</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>PF-1912027</td>\n",
       "      <td>Peter Fuller</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mudanjiang</td>\n",
       "      <td>...</td>\n",
       "      <td>Appliances</td>\n",
       "      <td>KitchenAid Microwave, White</td>\n",
       "      <td>3701.52</td>\n",
       "      <td>12</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1036.08</td>\n",
       "      <td>804.540</td>\n",
       "      <td>Critical</td>\n",
       "      <td>June</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>13779</td>\n",
       "      <td>ES-2015-BP1118545-42216</td>\n",
       "      <td>2015-07-31</td>\n",
       "      <td>8/3/15</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>BP-1118545</td>\n",
       "      <td>Ben Peterman</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Paris</td>\n",
       "      <td>...</td>\n",
       "      <td>Appliances</td>\n",
       "      <td>Breville Refrigerator, Red</td>\n",
       "      <td>1869.59</td>\n",
       "      <td>4</td>\n",
       "      <td>0.10</td>\n",
       "      <td>186.95</td>\n",
       "      <td>801.660</td>\n",
       "      <td>Critical</td>\n",
       "      <td>July</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>39519</td>\n",
       "      <td>CA-2012-AB10015140-40958</td>\n",
       "      <td>2012-02-19</td>\n",
       "      <td>2/25/12</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>AB-100151402</td>\n",
       "      <td>Aaron Bergman</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>76017.0</td>\n",
       "      <td>Arlington</td>\n",
       "      <td>...</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Akro Stacking Bins</td>\n",
       "      <td>12.62</td>\n",
       "      <td>2</td>\n",
       "      <td>0.20</td>\n",
       "      <td>-2.52</td>\n",
       "      <td>1.970</td>\n",
       "      <td>Low</td>\n",
       "      <td>February</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>12069</td>\n",
       "      <td>ES-2015-PJ1883564-42255</td>\n",
       "      <td>2015-09-08</td>\n",
       "      <td>9/14/15</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>PJ-1883564</td>\n",
       "      <td>Patrick Jones</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Prato</td>\n",
       "      <td>...</td>\n",
       "      <td>Appliances</td>\n",
       "      <td>Hoover Stove, Red</td>\n",
       "      <td>7958.58</td>\n",
       "      <td>14</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3979.08</td>\n",
       "      <td>778.320</td>\n",
       "      <td>Low</td>\n",
       "      <td>September</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>22096</td>\n",
       "      <td>IN-2015-JS156857-42035</td>\n",
       "      <td>2015-01-31</td>\n",
       "      <td>2/1/15</td>\n",
       "      <td>First Class</td>\n",
       "      <td>JS-156857</td>\n",
       "      <td>Jim Sink</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Townsville</td>\n",
       "      <td>...</td>\n",
       "      <td>Copiers</td>\n",
       "      <td>Brother Fax Machine, High-Speed</td>\n",
       "      <td>2565.59</td>\n",
       "      <td>9</td>\n",
       "      <td>0.10</td>\n",
       "      <td>28.40</td>\n",
       "      <td>766.930</td>\n",
       "      <td>Critical</td>\n",
       "      <td>January</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>49463</td>\n",
       "      <td>TZ-2015-RH9555129-42343</td>\n",
       "      <td>2015-12-05</td>\n",
       "      <td>12/7/15</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>RH-9555129</td>\n",
       "      <td>Ritsa Hightower</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Uvinza</td>\n",
       "      <td>...</td>\n",
       "      <td>Appliances</td>\n",
       "      <td>KitchenAid Stove, White</td>\n",
       "      <td>3409.74</td>\n",
       "      <td>6</td>\n",
       "      <td>0.00</td>\n",
       "      <td>818.28</td>\n",
       "      <td>763.380</td>\n",
       "      <td>High</td>\n",
       "      <td>December</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>46630</td>\n",
       "      <td>PL-2013-AB600103-41494</td>\n",
       "      <td>2013-08-08</td>\n",
       "      <td>8/10/13</td>\n",
       "      <td>First Class</td>\n",
       "      <td>AB-600103</td>\n",
       "      <td>Ann Blume</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bytom</td>\n",
       "      <td>...</td>\n",
       "      <td>Tables</td>\n",
       "      <td>Hon Computer Table, with Bottom Storage</td>\n",
       "      <td>1977.72</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>276.84</td>\n",
       "      <td>759.470</td>\n",
       "      <td>Critical</td>\n",
       "      <td>August</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>36260</td>\n",
       "      <td>CA-2012-AB10015140-40974</td>\n",
       "      <td>2012-03-06</td>\n",
       "      <td>3/7/12</td>\n",
       "      <td>First Class</td>\n",
       "      <td>AB-100151404</td>\n",
       "      <td>Aaron Bergman</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>98103.0</td>\n",
       "      <td>Seattle</td>\n",
       "      <td>...</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Carina 42\"Hx23 3/4\"W Media Storage Unit</td>\n",
       "      <td>242.94</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.86</td>\n",
       "      <td>1.280</td>\n",
       "      <td>High</td>\n",
       "      <td>March</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>21586</td>\n",
       "      <td>IN-2012-JK1532527-41030</td>\n",
       "      <td>2012-05-01</td>\n",
       "      <td>5/2/12</td>\n",
       "      <td>First Class</td>\n",
       "      <td>JK-1532527</td>\n",
       "      <td>Jason Klamczynski</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Suzhou</td>\n",
       "      <td>...</td>\n",
       "      <td>Chairs</td>\n",
       "      <td>SAFCO Executive Leather Armchair, Black</td>\n",
       "      <td>2754.00</td>\n",
       "      <td>6</td>\n",
       "      <td>0.00</td>\n",
       "      <td>358.02</td>\n",
       "      <td>752.470</td>\n",
       "      <td>Critical</td>\n",
       "      <td>May</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>13528</td>\n",
       "      <td>ES-2014-LB16795139-41697</td>\n",
       "      <td>2014-02-27</td>\n",
       "      <td>3/1/14</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>LB-16795139</td>\n",
       "      <td>Laurel Beltran</td>\n",
       "      <td>Home Office</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Edinburgh</td>\n",
       "      <td>...</td>\n",
       "      <td>Appliances</td>\n",
       "      <td>KitchenAid Refrigerator, Black</td>\n",
       "      <td>5273.70</td>\n",
       "      <td>10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1898.40</td>\n",
       "      <td>730.910</td>\n",
       "      <td>High</td>\n",
       "      <td>February</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1570</td>\n",
       "      <td>US-2015-NP1832582-42216</td>\n",
       "      <td>2015-07-31</td>\n",
       "      <td>8/1/15</td>\n",
       "      <td>First Class</td>\n",
       "      <td>NP-1832582</td>\n",
       "      <td>Naresj Patel</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>JuÃ¡rez</td>\n",
       "      <td>...</td>\n",
       "      <td>Phones</td>\n",
       "      <td>Motorola Smart Phone, Full Size</td>\n",
       "      <td>1713.84</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>445.52</td>\n",
       "      <td>728.968</td>\n",
       "      <td>Critical</td>\n",
       "      <td>July</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>3484</td>\n",
       "      <td>MX-2015-VD2167039-42252</td>\n",
       "      <td>2015-09-05</td>\n",
       "      <td>9/8/15</td>\n",
       "      <td>First Class</td>\n",
       "      <td>VD-2167039</td>\n",
       "      <td>Valerie Dominguez</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Soyapango</td>\n",
       "      <td>...</td>\n",
       "      <td>Tables</td>\n",
       "      <td>Hon Computer Table, Fully Assembled</td>\n",
       "      <td>2106.50</td>\n",
       "      <td>8</td>\n",
       "      <td>0.20</td>\n",
       "      <td>526.50</td>\n",
       "      <td>728.389</td>\n",
       "      <td>Critical</td>\n",
       "      <td>September</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>30191</td>\n",
       "      <td>IN-2012-PB19210127-41259</td>\n",
       "      <td>2012-12-16</td>\n",
       "      <td>12/19/12</td>\n",
       "      <td>First Class</td>\n",
       "      <td>PB-19210127</td>\n",
       "      <td>Phillip Breyer</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Taipei</td>\n",
       "      <td>...</td>\n",
       "      <td>Tables</td>\n",
       "      <td>Lesro Conference Table, with Bottom Storage</td>\n",
       "      <td>1715.16</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>720.36</td>\n",
       "      <td>725.570</td>\n",
       "      <td>Critical</td>\n",
       "      <td>December</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>11645</td>\n",
       "      <td>ES-2012-EB1411048-40981</td>\n",
       "      <td>2012-03-13</td>\n",
       "      <td>3/16/12</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>EB-1411048</td>\n",
       "      <td>Eugene Barchas</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Leipzig</td>\n",
       "      <td>...</td>\n",
       "      <td>Appliances</td>\n",
       "      <td>Hoover Stove, Red</td>\n",
       "      <td>3069.74</td>\n",
       "      <td>6</td>\n",
       "      <td>0.10</td>\n",
       "      <td>1364.24</td>\n",
       "      <td>725.340</td>\n",
       "      <td>Critical</td>\n",
       "      <td>March</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>38460</td>\n",
       "      <td>CA-2012-AH10030140-41020</td>\n",
       "      <td>2012-04-21</td>\n",
       "      <td>4/23/12</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>AH-100301406</td>\n",
       "      <td>Aaron Hawkins</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>12180.0</td>\n",
       "      <td>Troy</td>\n",
       "      <td>...</td>\n",
       "      <td>Fasteners</td>\n",
       "      <td>Staples</td>\n",
       "      <td>247.84</td>\n",
       "      <td>8</td>\n",
       "      <td>0.00</td>\n",
       "      <td>121.44</td>\n",
       "      <td>55.200</td>\n",
       "      <td>Critical</td>\n",
       "      <td>April</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>22999</td>\n",
       "      <td>IN-2013-BP1123058-41329</td>\n",
       "      <td>2013-02-24</td>\n",
       "      <td>2/24/13</td>\n",
       "      <td>Same Day</td>\n",
       "      <td>BP-1123058</td>\n",
       "      <td>Benjamin Patterson</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Surat</td>\n",
       "      <td>...</td>\n",
       "      <td>Chairs</td>\n",
       "      <td>Office Star Executive Leather Armchair, Red</td>\n",
       "      <td>1878.72</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>582.36</td>\n",
       "      <td>704.080</td>\n",
       "      <td>Critical</td>\n",
       "      <td>February</td>\n",
       "      <td>2013</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",
       "      <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>51260</th>\n",
       "      <td>35398</td>\n",
       "      <td>US-2015-ZC21910140-42175</td>\n",
       "      <td>2015-06-20</td>\n",
       "      <td>6/24/15</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>ZC-219101402</td>\n",
       "      <td>Zuschuss Carroll</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>77095.0</td>\n",
       "      <td>Houston</td>\n",
       "      <td>...</td>\n",
       "      <td>Appliances</td>\n",
       "      <td>Hoover Replacement Belt for Commercial Guardsm...</td>\n",
       "      <td>0.44</td>\n",
       "      <td>1</td>\n",
       "      <td>0.80</td>\n",
       "      <td>-1.11</td>\n",
       "      <td>1.010</td>\n",
       "      <td>Medium</td>\n",
       "      <td>June</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51261</th>\n",
       "      <td>35111</td>\n",
       "      <td>CA-2014-ZD21925140-41829</td>\n",
       "      <td>2014-07-09</td>\n",
       "      <td>7/9/14</td>\n",
       "      <td>Same Day</td>\n",
       "      <td>ZD-219251408</td>\n",
       "      <td>Zuschuss Donatelli</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>32216.0</td>\n",
       "      <td>Jacksonville</td>\n",
       "      <td>...</td>\n",
       "      <td>Phones</td>\n",
       "      <td>Jabra SPEAK 410 Multidevice Speakerphone</td>\n",
       "      <td>823.96</td>\n",
       "      <td>5</td>\n",
       "      <td>0.20</td>\n",
       "      <td>51.50</td>\n",
       "      <td>69.660</td>\n",
       "      <td>Medium</td>\n",
       "      <td>July</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51262</th>\n",
       "      <td>31316</td>\n",
       "      <td>CA-2012-ZD21925140-41147</td>\n",
       "      <td>2012-08-26</td>\n",
       "      <td>8/31/12</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>ZD-219251404</td>\n",
       "      <td>Zuschuss Donatelli</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>94109.0</td>\n",
       "      <td>San Francisco</td>\n",
       "      <td>...</td>\n",
       "      <td>Phones</td>\n",
       "      <td>Cisco SPA 501G IP Phone</td>\n",
       "      <td>213.48</td>\n",
       "      <td>3</td>\n",
       "      <td>0.20</td>\n",
       "      <td>16.01</td>\n",
       "      <td>14.750</td>\n",
       "      <td>High</td>\n",
       "      <td>August</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51263</th>\n",
       "      <td>6367</td>\n",
       "      <td>MX-2012-BP1123082-41264</td>\n",
       "      <td>2012-12-21</td>\n",
       "      <td>12/25/12</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>BP-1123082</td>\n",
       "      <td>Benjamin Patterson</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Toluca</td>\n",
       "      <td>...</td>\n",
       "      <td>Binders</td>\n",
       "      <td>Acco Binder Covers, Recycled</td>\n",
       "      <td>36.48</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.28</td>\n",
       "      <td>1.039</td>\n",
       "      <td>Medium</td>\n",
       "      <td>December</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51264</th>\n",
       "      <td>22589</td>\n",
       "      <td>IN-2015-AO108107-42333</td>\n",
       "      <td>2015-11-25</td>\n",
       "      <td>11/30/15</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>AO-108107</td>\n",
       "      <td>Anthony O'Donnell</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Perth</td>\n",
       "      <td>...</td>\n",
       "      <td>Envelopes</td>\n",
       "      <td>GlobeWeis Manila Envelope, Recycled</td>\n",
       "      <td>47.14</td>\n",
       "      <td>2</td>\n",
       "      <td>0.10</td>\n",
       "      <td>8.86</td>\n",
       "      <td>1.030</td>\n",
       "      <td>Medium</td>\n",
       "      <td>November</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51265</th>\n",
       "      <td>37195</td>\n",
       "      <td>CA-2014-ZD21925140-41733</td>\n",
       "      <td>2014-04-04</td>\n",
       "      <td>4/10/14</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>ZD-219251402</td>\n",
       "      <td>Zuschuss Donatelli</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>47374.0</td>\n",
       "      <td>Richmond</td>\n",
       "      <td>...</td>\n",
       "      <td>Phones</td>\n",
       "      <td>Plantronics Voyager Pro HD - Bluetooth Headset</td>\n",
       "      <td>259.96</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>124.78</td>\n",
       "      <td>11.840</td>\n",
       "      <td>Medium</td>\n",
       "      <td>April</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51266</th>\n",
       "      <td>27081</td>\n",
       "      <td>ID-2013-EK13795102-41496</td>\n",
       "      <td>2013-08-10</td>\n",
       "      <td>8/11/13</td>\n",
       "      <td>First Class</td>\n",
       "      <td>EK-13795102</td>\n",
       "      <td>Eileen Kiefer</td>\n",
       "      <td>Home Office</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pasig</td>\n",
       "      <td>...</td>\n",
       "      <td>Paper</td>\n",
       "      <td>Enermax Computer Printout Paper, Multicolor</td>\n",
       "      <td>49.30</td>\n",
       "      <td>3</td>\n",
       "      <td>0.45</td>\n",
       "      <td>-18.83</td>\n",
       "      <td>1.030</td>\n",
       "      <td>Medium</td>\n",
       "      <td>August</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51267</th>\n",
       "      <td>39638</td>\n",
       "      <td>CA-2015-ZD21925140-42167</td>\n",
       "      <td>2015-06-12</td>\n",
       "      <td>6/15/15</td>\n",
       "      <td>First Class</td>\n",
       "      <td>ZD-219251404</td>\n",
       "      <td>Zuschuss Donatelli</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>90036.0</td>\n",
       "      <td>Los Angeles</td>\n",
       "      <td>...</td>\n",
       "      <td>Appliances</td>\n",
       "      <td>Kensington 6 Outlet Guardian Standard Surge Pr...</td>\n",
       "      <td>61.44</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.59</td>\n",
       "      <td>8.470</td>\n",
       "      <td>High</td>\n",
       "      <td>June</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51268</th>\n",
       "      <td>47274</td>\n",
       "      <td>SA-2015-JW6075110-42103</td>\n",
       "      <td>2015-04-09</td>\n",
       "      <td>4/13/15</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>JW-6075110</td>\n",
       "      <td>Julia West</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Riyadh</td>\n",
       "      <td>...</td>\n",
       "      <td>Binders</td>\n",
       "      <td>Cardinal Hole Reinforcements, Economy</td>\n",
       "      <td>5.34</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.16</td>\n",
       "      <td>1.030</td>\n",
       "      <td>Medium</td>\n",
       "      <td>April</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51269</th>\n",
       "      <td>15975</td>\n",
       "      <td>ES-2012-MM18055139-41038</td>\n",
       "      <td>2012-05-09</td>\n",
       "      <td>5/13/12</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>MM-18055139</td>\n",
       "      <td>Michelle Moray</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dudley</td>\n",
       "      <td>...</td>\n",
       "      <td>Art</td>\n",
       "      <td>Stanley Pencil Sharpener, Water Color</td>\n",
       "      <td>200.40</td>\n",
       "      <td>8</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.00</td>\n",
       "      <td>1.030</td>\n",
       "      <td>Medium</td>\n",
       "      <td>May</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51270</th>\n",
       "      <td>13800</td>\n",
       "      <td>ES-2015-NM1852045-42221</td>\n",
       "      <td>2015-08-05</td>\n",
       "      <td>8/11/15</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>NM-1852045</td>\n",
       "      <td>Neoma Murray</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Chartres</td>\n",
       "      <td>...</td>\n",
       "      <td>Labels</td>\n",
       "      <td>Avery File Folder Labels, Alphabetical</td>\n",
       "      <td>17.88</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.88</td>\n",
       "      <td>1.030</td>\n",
       "      <td>Medium</td>\n",
       "      <td>August</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51271</th>\n",
       "      <td>37194</td>\n",
       "      <td>CA-2014-ZD21925140-41733</td>\n",
       "      <td>2014-04-04</td>\n",
       "      <td>4/10/14</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>ZD-219251402</td>\n",
       "      <td>Zuschuss Donatelli</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>47374.0</td>\n",
       "      <td>Richmond</td>\n",
       "      <td>...</td>\n",
       "      <td>Furnishings</td>\n",
       "      <td>Seth Thomas 13 1/2\" Wall Clock</td>\n",
       "      <td>71.12</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.05</td>\n",
       "      <td>7.300</td>\n",
       "      <td>Medium</td>\n",
       "      <td>April</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51272</th>\n",
       "      <td>5465</td>\n",
       "      <td>MX-2015-AA1048031-42111</td>\n",
       "      <td>2015-04-17</td>\n",
       "      <td>4/20/15</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>AA-1048031</td>\n",
       "      <td>Andrew Allen</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>San JosÃ© de las Lajas</td>\n",
       "      <td>...</td>\n",
       "      <td>Art</td>\n",
       "      <td>Boston Pens, Easy-Erase</td>\n",
       "      <td>19.32</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.56</td>\n",
       "      <td>1.025</td>\n",
       "      <td>Medium</td>\n",
       "      <td>April</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51273</th>\n",
       "      <td>9309</td>\n",
       "      <td>MX-2015-SL2015518-42258</td>\n",
       "      <td>2015-09-11</td>\n",
       "      <td>9/12/15</td>\n",
       "      <td>First Class</td>\n",
       "      <td>SL-2015518</td>\n",
       "      <td>Sara Luxemburg</td>\n",
       "      <td>Home Office</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Vespasiano</td>\n",
       "      <td>...</td>\n",
       "      <td>Labels</td>\n",
       "      <td>Novimex Shipping Labels, Adjustable</td>\n",
       "      <td>5.92</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.04</td>\n",
       "      <td>1.023</td>\n",
       "      <td>High</td>\n",
       "      <td>September</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51274</th>\n",
       "      <td>5596</td>\n",
       "      <td>MX-2014-SS2041082-41912</td>\n",
       "      <td>2014-09-30</td>\n",
       "      <td>10/2/14</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>SS-2041082</td>\n",
       "      <td>Shahid Shariari</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Acayucan</td>\n",
       "      <td>...</td>\n",
       "      <td>Binders</td>\n",
       "      <td>Ibico Index Tab, Economy</td>\n",
       "      <td>41.64</td>\n",
       "      <td>6</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.72</td>\n",
       "      <td>1.023</td>\n",
       "      <td>High</td>\n",
       "      <td>September</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51275</th>\n",
       "      <td>46231</td>\n",
       "      <td>ZA-2012-AS285147-40988</td>\n",
       "      <td>2012-03-20</td>\n",
       "      <td>3/25/12</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>AS-285147</td>\n",
       "      <td>Alejandro Savely</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Harare</td>\n",
       "      <td>...</td>\n",
       "      <td>Art</td>\n",
       "      <td>Sanford Highlighters, Easy-Erase</td>\n",
       "      <td>9.61</td>\n",
       "      <td>2</td>\n",
       "      <td>0.70</td>\n",
       "      <td>-21.17</td>\n",
       "      <td>1.020</td>\n",
       "      <td>Medium</td>\n",
       "      <td>March</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51276</th>\n",
       "      <td>31317</td>\n",
       "      <td>CA-2012-ZD21925140-41147</td>\n",
       "      <td>2012-08-26</td>\n",
       "      <td>8/31/12</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>ZD-219251404</td>\n",
       "      <td>Zuschuss Donatelli</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>94109.0</td>\n",
       "      <td>San Francisco</td>\n",
       "      <td>...</td>\n",
       "      <td>Binders</td>\n",
       "      <td>Wilson Jones Hanging View Binder, White, 1\"</td>\n",
       "      <td>22.72</td>\n",
       "      <td>4</td>\n",
       "      <td>0.20</td>\n",
       "      <td>7.38</td>\n",
       "      <td>3.210</td>\n",
       "      <td>High</td>\n",
       "      <td>August</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51277</th>\n",
       "      <td>46582</td>\n",
       "      <td>TU-2015-KF6285134-42337</td>\n",
       "      <td>2015-11-29</td>\n",
       "      <td>11/30/15</td>\n",
       "      <td>First Class</td>\n",
       "      <td>KF-6285134</td>\n",
       "      <td>Karen Ferguson</td>\n",
       "      <td>Home Office</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Midyat</td>\n",
       "      <td>...</td>\n",
       "      <td>Art</td>\n",
       "      <td>Boston Pens, Blue</td>\n",
       "      <td>34.13</td>\n",
       "      <td>6</td>\n",
       "      <td>0.60</td>\n",
       "      <td>-49.57</td>\n",
       "      <td>1.020</td>\n",
       "      <td>Medium</td>\n",
       "      <td>November</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51278</th>\n",
       "      <td>10410</td>\n",
       "      <td>ES-2012-LR1703548-41245</td>\n",
       "      <td>2012-12-02</td>\n",
       "      <td>12/2/12</td>\n",
       "      <td>Same Day</td>\n",
       "      <td>LR-1703548</td>\n",
       "      <td>Lisa Ryan</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hamburg</td>\n",
       "      <td>...</td>\n",
       "      <td>Binders</td>\n",
       "      <td>Acco Binding Machine, Durable</td>\n",
       "      <td>52.59</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.60</td>\n",
       "      <td>1.020</td>\n",
       "      <td>Medium</td>\n",
       "      <td>December</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51279</th>\n",
       "      <td>43818</td>\n",
       "      <td>NI-2012-PO886595-41159</td>\n",
       "      <td>2012-09-07</td>\n",
       "      <td>9/9/12</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>PO-886595</td>\n",
       "      <td>Patrick O'Donnell</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Lagos</td>\n",
       "      <td>...</td>\n",
       "      <td>Art</td>\n",
       "      <td>Stanley Highlighters, Water Color</td>\n",
       "      <td>5.36</td>\n",
       "      <td>1</td>\n",
       "      <td>0.70</td>\n",
       "      <td>-6.46</td>\n",
       "      <td>1.020</td>\n",
       "      <td>High</td>\n",
       "      <td>September</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51280</th>\n",
       "      <td>35112</td>\n",
       "      <td>CA-2014-ZD21925140-41829</td>\n",
       "      <td>2014-07-09</td>\n",
       "      <td>7/9/14</td>\n",
       "      <td>Same Day</td>\n",
       "      <td>ZD-219251408</td>\n",
       "      <td>Zuschuss Donatelli</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>32216.0</td>\n",
       "      <td>Jacksonville</td>\n",
       "      <td>...</td>\n",
       "      <td>Paper</td>\n",
       "      <td>Xerox 1921</td>\n",
       "      <td>15.98</td>\n",
       "      <td>2</td>\n",
       "      <td>0.20</td>\n",
       "      <td>5.00</td>\n",
       "      <td>2.010</td>\n",
       "      <td>Medium</td>\n",
       "      <td>July</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51281</th>\n",
       "      <td>6039</td>\n",
       "      <td>MX-2015-HG1502518-42164</td>\n",
       "      <td>2015-06-09</td>\n",
       "      <td>6/11/15</td>\n",
       "      <td>First Class</td>\n",
       "      <td>HG-1502518</td>\n",
       "      <td>Hunter Glantz</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BraganÃ§a Paulista</td>\n",
       "      <td>...</td>\n",
       "      <td>Paper</td>\n",
       "      <td>Green Bar Message Books, Multicolor</td>\n",
       "      <td>84.00</td>\n",
       "      <td>5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9.20</td>\n",
       "      <td>1.019</td>\n",
       "      <td>High</td>\n",
       "      <td>June</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51282</th>\n",
       "      <td>24175</td>\n",
       "      <td>IN-2015-DB132707-42221</td>\n",
       "      <td>2015-08-05</td>\n",
       "      <td>8/10/15</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>DB-132707</td>\n",
       "      <td>Deborah Brumfield</td>\n",
       "      <td>Home Office</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Townsville</td>\n",
       "      <td>...</td>\n",
       "      <td>Binders</td>\n",
       "      <td>Avery Binder, Economy</td>\n",
       "      <td>58.05</td>\n",
       "      <td>5</td>\n",
       "      <td>0.10</td>\n",
       "      <td>19.95</td>\n",
       "      <td>1.010</td>\n",
       "      <td>Medium</td>\n",
       "      <td>August</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51283</th>\n",
       "      <td>24105</td>\n",
       "      <td>IN-2015-KH1633058-42154</td>\n",
       "      <td>2015-05-30</td>\n",
       "      <td>5/30/15</td>\n",
       "      <td>Same Day</td>\n",
       "      <td>KH-1633058</td>\n",
       "      <td>Katharine Harms</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Lucknow</td>\n",
       "      <td>...</td>\n",
       "      <td>Paper</td>\n",
       "      <td>Eaton Parchment Paper, Premium</td>\n",
       "      <td>26.94</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.86</td>\n",
       "      <td>1.010</td>\n",
       "      <td>High</td>\n",
       "      <td>May</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51284</th>\n",
       "      <td>9922</td>\n",
       "      <td>MX-2013-KM1637593-41636</td>\n",
       "      <td>2013-12-28</td>\n",
       "      <td>12/31/13</td>\n",
       "      <td>First Class</td>\n",
       "      <td>KM-1637593</td>\n",
       "      <td>Katherine Murray</td>\n",
       "      <td>Home Office</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Managua</td>\n",
       "      <td>...</td>\n",
       "      <td>Paper</td>\n",
       "      <td>SanDisk Message Books, 8.5 x 11</td>\n",
       "      <td>18.64</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>1.010</td>\n",
       "      <td>Medium</td>\n",
       "      <td>December</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51285</th>\n",
       "      <td>29002</td>\n",
       "      <td>IN-2015-KE1642066-42174</td>\n",
       "      <td>2015-06-19</td>\n",
       "      <td>6/19/15</td>\n",
       "      <td>Same Day</td>\n",
       "      <td>KE-1642066</td>\n",
       "      <td>Katrina Edelman</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kure</td>\n",
       "      <td>...</td>\n",
       "      <td>Fasteners</td>\n",
       "      <td>Advantus Thumb Tacks, 12 Pack</td>\n",
       "      <td>65.10</td>\n",
       "      <td>5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.50</td>\n",
       "      <td>1.010</td>\n",
       "      <td>Medium</td>\n",
       "      <td>June</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51286</th>\n",
       "      <td>34337</td>\n",
       "      <td>US-2014-ZD21925140-41765</td>\n",
       "      <td>2014-05-06</td>\n",
       "      <td>5/10/14</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>ZD-219251408</td>\n",
       "      <td>Zuschuss Donatelli</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>37421.0</td>\n",
       "      <td>Chattanooga</td>\n",
       "      <td>...</td>\n",
       "      <td>Furnishings</td>\n",
       "      <td>Eldon Image Series Desk Accessories, Burgundy</td>\n",
       "      <td>16.72</td>\n",
       "      <td>5</td>\n",
       "      <td>0.20</td>\n",
       "      <td>3.34</td>\n",
       "      <td>1.930</td>\n",
       "      <td>High</td>\n",
       "      <td>May</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51287</th>\n",
       "      <td>31315</td>\n",
       "      <td>CA-2012-ZD21925140-41147</td>\n",
       "      <td>2012-08-26</td>\n",
       "      <td>8/31/12</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>ZD-219251404</td>\n",
       "      <td>Zuschuss Donatelli</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>94109.0</td>\n",
       "      <td>San Francisco</td>\n",
       "      <td>...</td>\n",
       "      <td>Art</td>\n",
       "      <td>Newell 341</td>\n",
       "      <td>8.56</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.48</td>\n",
       "      <td>1.580</td>\n",
       "      <td>High</td>\n",
       "      <td>August</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51288</th>\n",
       "      <td>9596</td>\n",
       "      <td>MX-2013-RB1979518-41322</td>\n",
       "      <td>2013-02-17</td>\n",
       "      <td>2/21/13</td>\n",
       "      <td>Standard Class</td>\n",
       "      <td>RB-1979518</td>\n",
       "      <td>Ross Baird</td>\n",
       "      <td>Home Office</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valinhos</td>\n",
       "      <td>...</td>\n",
       "      <td>Binders</td>\n",
       "      <td>Acco Index Tab, Economy</td>\n",
       "      <td>13.44</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.40</td>\n",
       "      <td>1.003</td>\n",
       "      <td>Medium</td>\n",
       "      <td>February</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51289</th>\n",
       "      <td>6147</td>\n",
       "      <td>MX-2013-MC1810093-41416</td>\n",
       "      <td>2013-05-22</td>\n",
       "      <td>5/26/13</td>\n",
       "      <td>Second Class</td>\n",
       "      <td>MC-1810093</td>\n",
       "      <td>Mick Crebagga</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tipitapa</td>\n",
       "      <td>...</td>\n",
       "      <td>Paper</td>\n",
       "      <td>Eaton Computer Printout Paper, 8.5 x 11</td>\n",
       "      <td>61.38</td>\n",
       "      <td>3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.80</td>\n",
       "      <td>1.002</td>\n",
       "      <td>High</td>\n",
       "      <td>May</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>51290 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Row.ID                  Order ID Order.Date Ship.Date       Ship.Mode  \\\n",
       "0       40098  CA-2014-AB10015140-41954 2014-11-11  11/13/14     First Class   \n",
       "1       26341    IN-2014-JR162107-41675 2014-02-05    2/7/14    Second Class   \n",
       "2       25330    IN-2014-CR127307-41929 2014-10-17  10/18/14     First Class   \n",
       "3       13524   ES-2014-KM1637548-41667 2014-01-28   1/30/14     First Class   \n",
       "4       47221   SG-2014-RH9495111-41948 2014-11-05   11/6/14        Same Day   \n",
       "5       22732    IN-2014-JM156557-41818 2014-06-28    7/1/14    Second Class   \n",
       "6       30570   IN-2012-TS2134092-41219 2012-11-06   11/8/12     First Class   \n",
       "7       31192   IN-2013-MB1808592-41378 2013-04-14   4/18/13  Standard Class   \n",
       "8       40099  CA-2014-AB10015140-41954 2014-11-11  11/13/14     First Class   \n",
       "9       36258  CA-2012-AB10015140-40974 2012-03-06    3/7/12     First Class   \n",
       "10      36259  CA-2012-AB10015140-40974 2012-03-06    3/7/12     First Class   \n",
       "11      28879    ID-2013-AJ107801-41383 2013-04-19   4/22/13     First Class   \n",
       "12      45794   SA-2012-MM7260110-41269 2012-12-26  12/28/12    Second Class   \n",
       "13       4132   MX-2013-VF2171518-41591 2013-11-13  11/13/13        Same Day   \n",
       "14      27704   IN-2014-PF1912027-41796 2014-06-06    6/8/14    Second Class   \n",
       "15      13779   ES-2015-BP1118545-42216 2015-07-31    8/3/15    Second Class   \n",
       "16      39519  CA-2012-AB10015140-40958 2012-02-19   2/25/12  Standard Class   \n",
       "17      12069   ES-2015-PJ1883564-42255 2015-09-08   9/14/15  Standard Class   \n",
       "18      22096    IN-2015-JS156857-42035 2015-01-31    2/1/15     First Class   \n",
       "19      49463   TZ-2015-RH9555129-42343 2015-12-05   12/7/15    Second Class   \n",
       "20      46630    PL-2013-AB600103-41494 2013-08-08   8/10/13     First Class   \n",
       "21      36260  CA-2012-AB10015140-40974 2012-03-06    3/7/12     First Class   \n",
       "22      21586   IN-2012-JK1532527-41030 2012-05-01    5/2/12     First Class   \n",
       "23      13528  ES-2014-LB16795139-41697 2014-02-27    3/1/14    Second Class   \n",
       "24       1570   US-2015-NP1832582-42216 2015-07-31    8/1/15     First Class   \n",
       "25       3484   MX-2015-VD2167039-42252 2015-09-05    9/8/15     First Class   \n",
       "26      30191  IN-2012-PB19210127-41259 2012-12-16  12/19/12     First Class   \n",
       "27      11645   ES-2012-EB1411048-40981 2012-03-13   3/16/12    Second Class   \n",
       "28      38460  CA-2012-AH10030140-41020 2012-04-21   4/23/12    Second Class   \n",
       "29      22999   IN-2013-BP1123058-41329 2013-02-24   2/24/13        Same Day   \n",
       "...       ...                       ...        ...       ...             ...   \n",
       "51260   35398  US-2015-ZC21910140-42175 2015-06-20   6/24/15  Standard Class   \n",
       "51261   35111  CA-2014-ZD21925140-41829 2014-07-09    7/9/14        Same Day   \n",
       "51262   31316  CA-2012-ZD21925140-41147 2012-08-26   8/31/12    Second Class   \n",
       "51263    6367   MX-2012-BP1123082-41264 2012-12-21  12/25/12  Standard Class   \n",
       "51264   22589    IN-2015-AO108107-42333 2015-11-25  11/30/15  Standard Class   \n",
       "51265   37195  CA-2014-ZD21925140-41733 2014-04-04   4/10/14  Standard Class   \n",
       "51266   27081  ID-2013-EK13795102-41496 2013-08-10   8/11/13     First Class   \n",
       "51267   39638  CA-2015-ZD21925140-42167 2015-06-12   6/15/15     First Class   \n",
       "51268   47274   SA-2015-JW6075110-42103 2015-04-09   4/13/15  Standard Class   \n",
       "51269   15975  ES-2012-MM18055139-41038 2012-05-09   5/13/12  Standard Class   \n",
       "51270   13800   ES-2015-NM1852045-42221 2015-08-05   8/11/15  Standard Class   \n",
       "51271   37194  CA-2014-ZD21925140-41733 2014-04-04   4/10/14  Standard Class   \n",
       "51272    5465   MX-2015-AA1048031-42111 2015-04-17   4/20/15    Second Class   \n",
       "51273    9309   MX-2015-SL2015518-42258 2015-09-11   9/12/15     First Class   \n",
       "51274    5596   MX-2014-SS2041082-41912 2014-09-30   10/2/14    Second Class   \n",
       "51275   46231    ZA-2012-AS285147-40988 2012-03-20   3/25/12  Standard Class   \n",
       "51276   31317  CA-2012-ZD21925140-41147 2012-08-26   8/31/12    Second Class   \n",
       "51277   46582   TU-2015-KF6285134-42337 2015-11-29  11/30/15     First Class   \n",
       "51278   10410   ES-2012-LR1703548-41245 2012-12-02   12/2/12        Same Day   \n",
       "51279   43818    NI-2012-PO886595-41159 2012-09-07    9/9/12    Second Class   \n",
       "51280   35112  CA-2014-ZD21925140-41829 2014-07-09    7/9/14        Same Day   \n",
       "51281    6039   MX-2015-HG1502518-42164 2015-06-09   6/11/15     First Class   \n",
       "51282   24175    IN-2015-DB132707-42221 2015-08-05   8/10/15  Standard Class   \n",
       "51283   24105   IN-2015-KH1633058-42154 2015-05-30   5/30/15        Same Day   \n",
       "51284    9922   MX-2013-KM1637593-41636 2013-12-28  12/31/13     First Class   \n",
       "51285   29002   IN-2015-KE1642066-42174 2015-06-19   6/19/15        Same Day   \n",
       "51286   34337  US-2014-ZD21925140-41765 2014-05-06   5/10/14  Standard Class   \n",
       "51287   31315  CA-2012-ZD21925140-41147 2012-08-26   8/31/12    Second Class   \n",
       "51288    9596   MX-2013-RB1979518-41322 2013-02-17   2/21/13  Standard Class   \n",
       "51289    6147   MX-2013-MC1810093-41416 2013-05-22   5/26/13    Second Class   \n",
       "\n",
       "        Customer.ID       Customer.Name      Segment  Postal.Code  \\\n",
       "0      AB-100151402       Aaron Bergman     Consumer      73120.0   \n",
       "1         JR-162107       Justin Ritter    Corporate          NaN   \n",
       "2         CR-127307        Craig Reiter     Consumer          NaN   \n",
       "3        KM-1637548    Katherine Murray  Home Office          NaN   \n",
       "4        RH-9495111         Rick Hansen     Consumer          NaN   \n",
       "5         JM-156557         Jim Mitchum    Corporate          NaN   \n",
       "6        TS-2134092       Toby Swindell     Consumer          NaN   \n",
       "7        MB-1808592          Mick Brown     Consumer          NaN   \n",
       "8      AB-100151402       Aaron Bergman     Consumer      73120.0   \n",
       "9      AB-100151404       Aaron Bergman     Consumer      98103.0   \n",
       "10     AB-100151404       Aaron Bergman     Consumer      98103.0   \n",
       "11        AJ-107801      Anthony Jacobs    Corporate          NaN   \n",
       "12       MM-7260110     Magdelene Morse     Consumer          NaN   \n",
       "13       VF-2171518      Vicky Freymann  Home Office          NaN   \n",
       "14       PF-1912027        Peter Fuller     Consumer          NaN   \n",
       "15       BP-1118545        Ben Peterman    Corporate          NaN   \n",
       "16     AB-100151402       Aaron Bergman     Consumer      76017.0   \n",
       "17       PJ-1883564       Patrick Jones    Corporate          NaN   \n",
       "18        JS-156857            Jim Sink    Corporate          NaN   \n",
       "19       RH-9555129     Ritsa Hightower     Consumer          NaN   \n",
       "20        AB-600103           Ann Blume    Corporate          NaN   \n",
       "21     AB-100151404       Aaron Bergman     Consumer      98103.0   \n",
       "22       JK-1532527   Jason Klamczynski    Corporate          NaN   \n",
       "23      LB-16795139      Laurel Beltran  Home Office          NaN   \n",
       "24       NP-1832582        Naresj Patel     Consumer          NaN   \n",
       "25       VD-2167039   Valerie Dominguez     Consumer          NaN   \n",
       "26      PB-19210127      Phillip Breyer    Corporate          NaN   \n",
       "27       EB-1411048      Eugene Barchas     Consumer          NaN   \n",
       "28     AH-100301406       Aaron Hawkins    Corporate      12180.0   \n",
       "29       BP-1123058  Benjamin Patterson     Consumer          NaN   \n",
       "...             ...                 ...          ...          ...   \n",
       "51260  ZC-219101402    Zuschuss Carroll     Consumer      77095.0   \n",
       "51261  ZD-219251408  Zuschuss Donatelli     Consumer      32216.0   \n",
       "51262  ZD-219251404  Zuschuss Donatelli     Consumer      94109.0   \n",
       "51263    BP-1123082  Benjamin Patterson     Consumer          NaN   \n",
       "51264     AO-108107   Anthony O'Donnell    Corporate          NaN   \n",
       "51265  ZD-219251402  Zuschuss Donatelli     Consumer      47374.0   \n",
       "51266   EK-13795102       Eileen Kiefer  Home Office          NaN   \n",
       "51267  ZD-219251404  Zuschuss Donatelli     Consumer      90036.0   \n",
       "51268    JW-6075110          Julia West     Consumer          NaN   \n",
       "51269   MM-18055139      Michelle Moray     Consumer          NaN   \n",
       "51270    NM-1852045        Neoma Murray     Consumer          NaN   \n",
       "51271  ZD-219251402  Zuschuss Donatelli     Consumer      47374.0   \n",
       "51272    AA-1048031        Andrew Allen     Consumer          NaN   \n",
       "51273    SL-2015518      Sara Luxemburg  Home Office          NaN   \n",
       "51274    SS-2041082     Shahid Shariari     Consumer          NaN   \n",
       "51275     AS-285147    Alejandro Savely    Corporate          NaN   \n",
       "51276  ZD-219251404  Zuschuss Donatelli     Consumer      94109.0   \n",
       "51277    KF-6285134      Karen Ferguson  Home Office          NaN   \n",
       "51278    LR-1703548           Lisa Ryan    Corporate          NaN   \n",
       "51279     PO-886595   Patrick O'Donnell     Consumer          NaN   \n",
       "51280  ZD-219251408  Zuschuss Donatelli     Consumer      32216.0   \n",
       "51281    HG-1502518       Hunter Glantz     Consumer          NaN   \n",
       "51282     DB-132707   Deborah Brumfield  Home Office          NaN   \n",
       "51283    KH-1633058     Katharine Harms    Corporate          NaN   \n",
       "51284    KM-1637593    Katherine Murray  Home Office          NaN   \n",
       "51285    KE-1642066     Katrina Edelman    Corporate          NaN   \n",
       "51286  ZD-219251408  Zuschuss Donatelli     Consumer      37421.0   \n",
       "51287  ZD-219251404  Zuschuss Donatelli     Consumer      94109.0   \n",
       "51288    RB-1979518          Ross Baird  Home Office          NaN   \n",
       "51289    MC-1810093       Mick Crebagga     Consumer          NaN   \n",
       "\n",
       "                         City  ...  Sub.Category  \\\n",
       "0               Oklahoma City  ...        Phones   \n",
       "1                  Wollongong  ...        Chairs   \n",
       "2                    Brisbane  ...        Phones   \n",
       "3                      Berlin  ...        Phones   \n",
       "4                       Dakar  ...       Copiers   \n",
       "5                      Sydney  ...        Phones   \n",
       "6                     Porirua  ...        Chairs   \n",
       "7                    Hamilton  ...        Tables   \n",
       "8               Oklahoma City  ...     Bookcases   \n",
       "9                     Seattle  ...        Chairs   \n",
       "10                    Seattle  ...           Art   \n",
       "11                      Kabul  ...        Tables   \n",
       "12                      Jizan  ...        Phones   \n",
       "13                     Toledo  ...        Chairs   \n",
       "14                 Mudanjiang  ...    Appliances   \n",
       "15                      Paris  ...    Appliances   \n",
       "16                  Arlington  ...       Storage   \n",
       "17                      Prato  ...    Appliances   \n",
       "18                 Townsville  ...       Copiers   \n",
       "19                     Uvinza  ...    Appliances   \n",
       "20                      Bytom  ...        Tables   \n",
       "21                    Seattle  ...       Storage   \n",
       "22                     Suzhou  ...        Chairs   \n",
       "23                  Edinburgh  ...    Appliances   \n",
       "24                    JuÃ¡rez  ...        Phones   \n",
       "25                  Soyapango  ...        Tables   \n",
       "26                     Taipei  ...        Tables   \n",
       "27                    Leipzig  ...    Appliances   \n",
       "28                       Troy  ...     Fasteners   \n",
       "29                      Surat  ...        Chairs   \n",
       "...                       ...  ...           ...   \n",
       "51260                 Houston  ...    Appliances   \n",
       "51261            Jacksonville  ...        Phones   \n",
       "51262           San Francisco  ...        Phones   \n",
       "51263                  Toluca  ...       Binders   \n",
       "51264                   Perth  ...     Envelopes   \n",
       "51265                Richmond  ...        Phones   \n",
       "51266                   Pasig  ...         Paper   \n",
       "51267             Los Angeles  ...    Appliances   \n",
       "51268                  Riyadh  ...       Binders   \n",
       "51269                  Dudley  ...           Art   \n",
       "51270                Chartres  ...        Labels   \n",
       "51271                Richmond  ...   Furnishings   \n",
       "51272  San JosÃ© de las Lajas  ...           Art   \n",
       "51273              Vespasiano  ...        Labels   \n",
       "51274                Acayucan  ...       Binders   \n",
       "51275                  Harare  ...           Art   \n",
       "51276           San Francisco  ...       Binders   \n",
       "51277                  Midyat  ...           Art   \n",
       "51278                 Hamburg  ...       Binders   \n",
       "51279                   Lagos  ...           Art   \n",
       "51280            Jacksonville  ...         Paper   \n",
       "51281      BraganÃ§a Paulista  ...         Paper   \n",
       "51282              Townsville  ...       Binders   \n",
       "51283                 Lucknow  ...         Paper   \n",
       "51284                 Managua  ...         Paper   \n",
       "51285                    Kure  ...     Fasteners   \n",
       "51286             Chattanooga  ...   Furnishings   \n",
       "51287           San Francisco  ...           Art   \n",
       "51288                Valinhos  ...       Binders   \n",
       "51289                Tipitapa  ...         Paper   \n",
       "\n",
       "                                            Product.Name    Sales Quantity  \\\n",
       "0                                       Samsung Convoy 3   221.98        2   \n",
       "1              Novimex Executive Leather Armchair, Black  3709.40        9   \n",
       "2                      Nokia Smart Phone, with Caller ID  5175.17        9   \n",
       "3                         Motorola Smart Phone, Cordless  2892.51        5   \n",
       "4                         Sharp Wireless Fax, High-Speed  2832.96        8   \n",
       "5                    Samsung Smart Phone, with Caller ID  2862.68        5   \n",
       "6         Novimex Executive Leather Armchair, Adjustable  1822.08        4   \n",
       "7           Chromcraft Conference Table, Fully Assembled  5244.84        6   \n",
       "8      Sauder Facets Collection Library, Sky Alder Fi...   341.96        2   \n",
       "9             Global Push Button Manager's Chair, Indigo    48.71        1   \n",
       "10                                            Newell 330    17.94        3   \n",
       "11               Bevis Conference Table, Fully Assembled  4626.15        5   \n",
       "12                     Cisco Smart Phone, with Caller ID  2616.96        4   \n",
       "13     Harbour Creations Executive Leather Armchair, ...  2221.80        7   \n",
       "14                           KitchenAid Microwave, White  3701.52       12   \n",
       "15                            Breville Refrigerator, Red  1869.59        4   \n",
       "16                                    Akro Stacking Bins    12.62        2   \n",
       "17                                     Hoover Stove, Red  7958.58       14   \n",
       "18                       Brother Fax Machine, High-Speed  2565.59        9   \n",
       "19                               KitchenAid Stove, White  3409.74        6   \n",
       "20               Hon Computer Table, with Bottom Storage  1977.72        4   \n",
       "21               Carina 42\"Hx23 3/4\"W Media Storage Unit   242.94        3   \n",
       "22               SAFCO Executive Leather Armchair, Black  2754.00        6   \n",
       "23                        KitchenAid Refrigerator, Black  5273.70       10   \n",
       "24                       Motorola Smart Phone, Full Size  1713.84        4   \n",
       "25                   Hon Computer Table, Fully Assembled  2106.50        8   \n",
       "26           Lesro Conference Table, with Bottom Storage  1715.16        2   \n",
       "27                                     Hoover Stove, Red  3069.74        6   \n",
       "28                                               Staples   247.84        8   \n",
       "29           Office Star Executive Leather Armchair, Red  1878.72        4   \n",
       "...                                                  ...      ...      ...   \n",
       "51260  Hoover Replacement Belt for Commercial Guardsm...     0.44        1   \n",
       "51261           Jabra SPEAK 410 Multidevice Speakerphone   823.96        5   \n",
       "51262                            Cisco SPA 501G IP Phone   213.48        3   \n",
       "51263                       Acco Binder Covers, Recycled    36.48        4   \n",
       "51264                GlobeWeis Manila Envelope, Recycled    47.14        2   \n",
       "51265     Plantronics Voyager Pro HD - Bluetooth Headset   259.96        4   \n",
       "51266        Enermax Computer Printout Paper, Multicolor    49.30        3   \n",
       "51267  Kensington 6 Outlet Guardian Standard Surge Pr...    61.44        3   \n",
       "51268              Cardinal Hole Reinforcements, Economy     5.34        1   \n",
       "51269              Stanley Pencil Sharpener, Water Color   200.40        8   \n",
       "51270             Avery File Folder Labels, Alphabetical    17.88        2   \n",
       "51271                     Seth Thomas 13 1/2\" Wall Clock    71.12        4   \n",
       "51272                            Boston Pens, Easy-Erase    19.32        2   \n",
       "51273                Novimex Shipping Labels, Adjustable     5.92        1   \n",
       "51274                           Ibico Index Tab, Economy    41.64        6   \n",
       "51275                   Sanford Highlighters, Easy-Erase     9.61        2   \n",
       "51276        Wilson Jones Hanging View Binder, White, 1\"    22.72        4   \n",
       "51277                                  Boston Pens, Blue    34.13        6   \n",
       "51278                      Acco Binding Machine, Durable    52.59        1   \n",
       "51279                  Stanley Highlighters, Water Color     5.36        1   \n",
       "51280                                         Xerox 1921    15.98        2   \n",
       "51281                Green Bar Message Books, Multicolor    84.00        5   \n",
       "51282                              Avery Binder, Economy    58.05        5   \n",
       "51283                     Eaton Parchment Paper, Premium    26.94        2   \n",
       "51284                    SanDisk Message Books, 8.5 x 11    18.64        1   \n",
       "51285                      Advantus Thumb Tacks, 12 Pack    65.10        5   \n",
       "51286      Eldon Image Series Desk Accessories, Burgundy    16.72        5   \n",
       "51287                                         Newell 341     8.56        2   \n",
       "51288                            Acco Index Tab, Economy    13.44        2   \n",
       "51289            Eaton Computer Printout Paper, 8.5 x 11    61.38        3   \n",
       "\n",
       "      Discount   Profit Shipping.Cost Order.Priority      Month  Year  \n",
       "0         0.00    62.15        40.770           High   November  2014  \n",
       "1         0.10  -288.77       923.630       Critical   February  2014  \n",
       "2         0.10   919.97       915.490         Medium    October  2014  \n",
       "3         0.10   -96.54       910.160         Medium    January  2014  \n",
       "4         0.00   311.52       903.040       Critical   November  2014  \n",
       "5         0.10   763.28       897.350       Critical       June  2014  \n",
       "6         0.00   564.84       894.770       Critical   November  2012  \n",
       "7         0.00   996.48       878.380           High      April  2013  \n",
       "8         0.00    54.71        25.270           High   November  2014  \n",
       "9         0.20     5.48        11.130           High      March  2012  \n",
       "10        0.00     4.66         4.290           High      March  2012  \n",
       "11        0.00   647.55       835.570           High      April  2013  \n",
       "12        0.00  1151.40       832.410       Critical   December  2012  \n",
       "13        0.00   622.02       810.250       Critical   November  2013  \n",
       "14        0.00  1036.08       804.540       Critical       June  2014  \n",
       "15        0.10   186.95       801.660       Critical       July  2015  \n",
       "16        0.20    -2.52         1.970            Low   February  2012  \n",
       "17        0.00  3979.08       778.320            Low  September  2015  \n",
       "18        0.10    28.40       766.930       Critical    January  2015  \n",
       "19        0.00   818.28       763.380           High   December  2015  \n",
       "20        0.00   276.84       759.470       Critical     August  2013  \n",
       "21        0.00     4.86         1.280           High      March  2012  \n",
       "22        0.00   358.02       752.470       Critical        May  2012  \n",
       "23        0.00  1898.40       730.910           High   February  2014  \n",
       "24        0.00   445.52       728.968       Critical       July  2015  \n",
       "25        0.20   526.50       728.389       Critical  September  2015  \n",
       "26        0.00   720.36       725.570       Critical   December  2012  \n",
       "27        0.10  1364.24       725.340       Critical      March  2012  \n",
       "28        0.00   121.44        55.200       Critical      April  2012  \n",
       "29        0.00   582.36       704.080       Critical   February  2013  \n",
       "...        ...      ...           ...            ...        ...   ...  \n",
       "51260     0.80    -1.11         1.010         Medium       June  2015  \n",
       "51261     0.20    51.50        69.660         Medium       July  2014  \n",
       "51262     0.20    16.01        14.750           High     August  2012  \n",
       "51263     0.00     3.28         1.039         Medium   December  2012  \n",
       "51264     0.10     8.86         1.030         Medium   November  2015  \n",
       "51265     0.00   124.78        11.840         Medium      April  2014  \n",
       "51266     0.45   -18.83         1.030         Medium     August  2013  \n",
       "51267     0.00    16.59         8.470           High       June  2015  \n",
       "51268     0.00     2.16         1.030         Medium      April  2015  \n",
       "51269     0.00    12.00         1.030         Medium        May  2012  \n",
       "51270     0.00     5.88         1.030         Medium     August  2015  \n",
       "51271     0.00    22.05         7.300         Medium      April  2014  \n",
       "51272     0.00     0.56         1.025         Medium      April  2015  \n",
       "51273     0.00     0.04         1.023           High  September  2015  \n",
       "51274     0.00     3.72         1.023           High  September  2014  \n",
       "51275     0.70   -21.17         1.020         Medium      March  2012  \n",
       "51276     0.20     7.38         3.210           High     August  2012  \n",
       "51277     0.60   -49.57         1.020         Medium   November  2015  \n",
       "51278     0.00    12.60         1.020         Medium   December  2012  \n",
       "51279     0.70    -6.46         1.020           High  September  2012  \n",
       "51280     0.20     5.00         2.010         Medium       July  2014  \n",
       "51281     0.00     9.20         1.019           High       June  2015  \n",
       "51282     0.10    19.95         1.010         Medium     August  2015  \n",
       "51283     0.00     1.86         1.010           High        May  2015  \n",
       "51284     0.00     8.00         1.010         Medium   December  2013  \n",
       "51285     0.00     4.50         1.010         Medium       June  2015  \n",
       "51286     0.20     3.34         1.930           High        May  2014  \n",
       "51287     0.00     2.48         1.580           High     August  2012  \n",
       "51288     0.00     2.40         1.003         Medium   February  2013  \n",
       "51289     0.00     1.80         1.002           High        May  2013  \n",
       "\n",
       "[51290 rows x 26 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = data.rename(columns={'Order.ID':'Order ID'})\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "result = pd.merge(data,dat,on=[\"Order ID\",\"Region\"],how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1 = result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "result1['Dollars'] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "result2 = result1[result1['Returned']==\"Yes\"]\n",
    "lost = result2.groupby('Year')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "522501.0"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "round(sum(result2['Sales']),0) #we lost $1.8M from returned items"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1b6e2c93080>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "z = lost['Sales'].agg(sum)\n",
    "z.plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "name = result2.groupby('Customer.Name')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "123"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aaa = name['Dollars'].agg(sum)\n",
    "bbb = aaa[aaa>1]\n",
    "ccc = aaa[aaa>5]\n",
    "len(bbb) #number of people with more than 1 return: 593\n",
    "len(ccc) #number of people woth more than 5 returns: 124"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "reg = result2.groupby('Region')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1b6e3729240>"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "asd = reg['Sales'].agg('count').sort_values()\n",
    "asd.plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Sub.Category\n",
       "Tables          41\n",
       "Appliances      59\n",
       "Machines        62\n",
       "Copiers         98\n",
       "Envelopes       99\n",
       "Supplies       102\n",
       "Fasteners      102\n",
       "Bookcases      103\n",
       "Furnishings    135\n",
       "Labels         135\n",
       "Accessories    137\n",
       "Phones         145\n",
       "Chairs         147\n",
       "Paper          150\n",
       "Storage        208\n",
       "Art            216\n",
       "Binders        263\n",
       "Name: Sales, dtype: int64"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f = result2.groupby('Category')\n",
    "f['Sales'].agg('count').sort_values()\n",
    "e = result2.groupby('Sub.Category')\n",
    "e['Sales'].agg('count').sort_values()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}